diff --git a/.circleci/config.yml b/.circleci/config.yml new file mode 100644 index 000000000..39e7d8521 --- /dev/null +++ b/.circleci/config.yml @@ -0,0 +1,33 @@ +# Use the latest 2.1 version of CircleCI pipeline process engine. +# See: https://circleci.com/docs/2.0/configuration-reference +version: 2.1 + +jobs: + # Below is the definition of your job to build and test your app, you can rename and customize it as you want. + build-and-test: + # These next lines define a Docker executor: https://circleci.com/docs/2.0/executor-types/ + # You can specify an image from Dockerhub or use one of our Convenience Images from CircleCI's Developer Hub. + # Be sure to update the Docker image tag below to openjdk version of your application. + # A list of available CircleCI Docker Convenience Images are available here: https://circleci.com/developer/images/image/cimg/openjdk + docker: + - image: cimg/openjdk:11.0 + steps: + # Checkout the code as the first step. + - checkout + # Use mvn clean and package as the standard maven build phase + - run: + name: Build + command: mvn -B -DskipTests clean package + # Then run your tests! + - run: + name: Test + command: mvn test + +workflows: + # Below is the definition of your workflow. + # Inside the workflow, you provide the jobs you want to run, e.g this workflow runs the build-and-test job above. + # CircleCI will run this workflow on every commit. + # For more details on extending your workflow, see the configuration docs: https://circleci.com/docs/2.0/configuration-reference/#workflows + sample: + jobs: + - build-and-test diff --git a/.vscode/launch.json b/.vscode/launch.json index a347c5796..c4d3cd58a 100644 --- a/.vscode/launch.json +++ b/.vscode/launch.json @@ -4,6 +4,13 @@ // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 "version": "0.2.0", "configurations": [ + { + "type": "java", + "name": "Launch TempTest", + "request": "launch", + "mainClass": "com.TempTest", + "projectName": "geoweaver" + }, { "type": "java", "name": "Launch GmailAPI", diff --git a/src/main/java/com/gw/GeoweaverApplication.java b/src/main/java/com/gw/GeoweaverApplication.java index a43161461..8ec2142b0 100644 --- a/src/main/java/com/gw/GeoweaverApplication.java +++ b/src/main/java/com/gw/GeoweaverApplication.java @@ -10,6 +10,8 @@ import java.net.URISyntaxException; import com.gw.jpa.GWUser; +import com.gw.jpa.Host; +import com.gw.tools.HostTool; import com.gw.tools.UserTool; import com.gw.utils.BeanTool; @@ -22,17 +24,56 @@ public static void main(String[] args) { // BasicConfigurator.configure(); SpringApplication.run(GeoweaverApplication.class, args); - // browse("http://localhost:8070/Geoweaver/"); - -// openHomePage(); + openHomePage(); addDefaultPublicUser(); - + addLocalhost(); } + public static void addLocalhost(){ + + HostTool ht = BeanTool.getBean(HostTool.class); + + Host h = ht.getHostById("100001"); + + if(h==null){ + + System.out.println("Localhost doesn't exist. Adding now.."); + + h = new Host(); + + h.setId("100001"); + + h.setIp("127.0.0.1"); + + h.setConfidential("FALSE"); + + h.setName("Localhost"); + + h.setOwner("111111"); + + h.setPort("22"); + + h.setType("ssh"); + + h.setUrl("http://localhost/"); + + h.setUsername("publicuser"); + + ht.save(h); + + }else{ + + System.out.println("Localhost exists."); + + } + + + } + public static void addDefaultPublicUser(){ //fixed public user "public_user", id: "111111" @@ -72,6 +113,12 @@ public static void addDefaultPublicUser(){ ut.belongToPublicUser(); } + + public static void openHomePage(){ + + browse("http://localhost:8070/Geoweaver/"); + + } public static void browse(String url) { if(Desktop.isDesktopSupported()){ diff --git a/src/main/java/com/gw/database/EnvironmentRepository.java b/src/main/java/com/gw/database/EnvironmentRepository.java index 0612db9dc..8d6c7f2a5 100644 --- a/src/main/java/com/gw/database/EnvironmentRepository.java +++ b/src/main/java/com/gw/database/EnvironmentRepository.java @@ -6,7 +6,6 @@ import org.springframework.data.repository.CrudRepository; import com.gw.jpa.Environment; -import com.gw.jpa.History; public interface EnvironmentRepository extends CrudRepository{ diff --git a/src/main/java/com/gw/database/LogActivityRepository.java b/src/main/java/com/gw/database/LogActivityRepository.java new file mode 100644 index 000000000..ff7329dec --- /dev/null +++ b/src/main/java/com/gw/database/LogActivityRepository.java @@ -0,0 +1,14 @@ +package com.gw.database; + +import com.gw.jpa.LogActivity; + +import org.springframework.data.repository.CrudRepository; + +/** + * Log Activity Repository + */ +interface LogActivityRepository extends CrudRepository{ + + + +} diff --git a/src/main/java/com/gw/database/ProcessRepository.java b/src/main/java/com/gw/database/ProcessRepository.java index 722a6a34e..1bc80943d 100644 --- a/src/main/java/com/gw/database/ProcessRepository.java +++ b/src/main/java/com/gw/database/ProcessRepository.java @@ -15,7 +15,7 @@ public interface ProcessRepository extends CrudRepository{ nativeQuery = true) Collection findProcessesByNameAlike(@Param("keyword") String keyword); - @Query(value="select * from gwprocess where description = 'python'", + @Query(value="select * from gwprocess where lang = 'python'", nativeQuery = true) Collection findPythonProcess(); @@ -23,15 +23,15 @@ public interface ProcessRepository extends CrudRepository{ nativeQuery = true) Collection findAllPublicPrivateByOwner(String owner); - @Query(value="select * from gwprocess where description = 'shell'", + @Query(value="select * from gwprocess where lang = 'shell'", nativeQuery = true) Collection findShellProcess(); - @Query(value="select * from gwprocess where description = 'builtin'", + @Query(value="select * from gwprocess where lang = 'builtin'", nativeQuery = true) Collection findBuiltinProcess(); - @Query(value="select * from gwprocess where description = 'jupyter'", + @Query(value="select * from gwprocess where lang = 'jupyter'", nativeQuery = true) Collection findNotebookProcess(); diff --git a/src/main/java/com/gw/jpa/Environment.java b/src/main/java/com/gw/jpa/Environment.java index 635b7e623..c6cb58882 100644 --- a/src/main/java/com/gw/jpa/Environment.java +++ b/src/main/java/com/gw/jpa/Environment.java @@ -1,5 +1,6 @@ package com.gw.jpa; +import javax.persistence.Column; import javax.persistence.Entity; import javax.persistence.Id; @@ -10,7 +11,10 @@ public class Environment { @Id String id; - String name, type, bin, pyenv, host, basedir, settings; + String name, type, bin, pyenv, host, basedir; + + @Column(columnDefinition = "LONGTEXT") + String settings; public String getId() { return id; diff --git a/src/main/java/com/gw/jpa/GWProcess.java b/src/main/java/com/gw/jpa/GWProcess.java index 7f10a6f1c..18d1a2cca 100644 --- a/src/main/java/com/gw/jpa/GWProcess.java +++ b/src/main/java/com/gw/jpa/GWProcess.java @@ -26,6 +26,10 @@ public class GWProcess { @Column(columnDefinition = "LONGTEXT") String code; + String lang; + + + String owner; //true: private; false: public @@ -47,7 +51,13 @@ public void setConfidential(String confidential) { this.confidential = confidential; } + public String getLang() { + return this.lang; + } + public void setLang(String lang) { + this.lang = lang; + } public String getId() { diff --git a/src/main/java/com/gw/jpa/LogActivity.java b/src/main/java/com/gw/jpa/LogActivity.java new file mode 100644 index 000000000..aca75ac1a --- /dev/null +++ b/src/main/java/com/gw/jpa/LogActivity.java @@ -0,0 +1,72 @@ +package com.gw.jpa; + +import javax.persistence.Entity; +import javax.persistence.Id; + +@Entity +public class LogActivity { + + @Id + String id; + + String operator; + + String category; + + String objectid; + + String objname; + + String operation; + + public String getObjname() { + return this.objname; + } + + public void setObjname(String objname) { + this.objname = objname; + } + + public String getId() { + return this.id; + } + + public void setId(String id) { + this.id = id; + } + + public String getOperator() { + return this.operator; + } + + public void setOperator(String operator) { + this.operator = operator; + } + + public String getCategory() { + return this.category; + } + + public void setCategory(String category) { + this.category = category; + } + + public String getObjectid() { + return this.objectid; + } + + public void setObjectid(String objectid) { + this.objectid = objectid; + } + + public String getOperation() { + return this.operation; + } + + public void setOperation(String operation) { + this.operation = operation; + } + + + +} diff --git a/src/main/java/com/gw/jpa/Workflow.java b/src/main/java/com/gw/jpa/Workflow.java index 4c80251e4..81f961764 100644 --- a/src/main/java/com/gw/jpa/Workflow.java +++ b/src/main/java/com/gw/jpa/Workflow.java @@ -14,7 +14,14 @@ public class Workflow { private String name, description, owner; private String confidential; + + @Column(columnDefinition = "LONGTEXT") + private String edges; + @Column(columnDefinition = "LONGTEXT") + private String nodes; + + public String getConfidential() { return this.confidential; } @@ -23,14 +30,7 @@ public void setConfidential(String confidential) { this.confidential = confidential; } - - - @Column(columnDefinition = "LONGTEXT") - private String edges; - @Column(columnDefinition = "LONGTEXT") - private String nodes; - public String getDescription() { return description; } diff --git a/src/main/java/com/gw/local/LocalSession.java b/src/main/java/com/gw/local/LocalSession.java index 2f4c2791c..ab231021b 100644 --- a/src/main/java/com/gw/local/LocalSession.java +++ b/src/main/java/com/gw/local/LocalSession.java @@ -27,6 +27,12 @@ public interface LocalSession { * @return */ public boolean stop(); + + /** + * Find all python environments on the localhost + * @return + */ + public String readPythonEnvironment(String hostid, String password); // public void setWebSocketSession(WebSocketSession session); /** diff --git a/src/main/java/com/gw/local/LocalSessionNixImpl.java b/src/main/java/com/gw/local/LocalSessionNixImpl.java index 65226983f..cfe0de7fd 100644 --- a/src/main/java/com/gw/local/LocalSessionNixImpl.java +++ b/src/main/java/com/gw/local/LocalSessionNixImpl.java @@ -5,18 +5,23 @@ import java.io.IOException; import java.io.InputStream; import java.io.InputStreamReader; +import java.util.ArrayList; import java.util.HashMap; +import java.util.List; import java.util.Map; import javax.websocket.Session; +import com.gw.jpa.Environment; import com.gw.jpa.ExecutionStatus; import com.gw.jpa.GWProcess; import com.gw.jpa.History; import com.gw.server.CommandServlet; import com.gw.tools.HistoryTool; +import com.gw.tools.HostTool; import com.gw.tools.ProcessTool; import com.gw.utils.BaseTool; +import com.gw.utils.RandomString; import org.apache.log4j.Logger; import org.springframework.beans.factory.annotation.Autowired; @@ -42,6 +47,9 @@ public class LocalSessionNixImpl implements LocalSession { @Autowired BaseTool bt; + + @Autowired + HostTool ht; @Autowired HistoryTool history_tool; @@ -73,6 +81,8 @@ public class LocalSessionNixImpl implements LocalSession { private String workspace_folder_path; + + private Process process; public LocalSessionNixImpl() { @@ -152,11 +162,13 @@ public void runBash(String history_id, String script, String processid, boolean tempfile = workspace_folder_path + "/gw-" + token + "-" + history.getHistory_id() + ".sh"; - script += "\necho \"==== Geoweaver Bash Output Finished ====\""; + // script += "\necho \"==== Geoweaver Bash Output Finished ====\""; bt.writeString2File(script, tempfile); - Runtime.getRuntime().exec(new String[] {"chmod", "+x", tempfile}); + Runtime.getRuntime().exec(new String[] {"chmod", "+x", tempfile}).waitFor(); + + bt.sleep(1000); ProcessBuilder builder = new ProcessBuilder(); @@ -229,7 +241,7 @@ public void runJupyter(String history_id, String notebookjson, String processid, // cmdline += "source activate " + env + "; "; //for demo only - Runtime.getRuntime().exec(new String[] {"source", "activate", env}); + Runtime.getRuntime().exec(new String[] {"source", "activate", env}).waitFor(); // cmdline += bin + " " + filename + "; "; @@ -411,6 +423,148 @@ public boolean clean() { return temp.delete(); } + + void readWhere(String hostid, String password) throws IOException, InterruptedException{ + + //read existing environments + List old_envlist = ht.getEnvironmentsByHostId(hostid); + + List cmds = new ArrayList(); + cmds.add("whereis"); + cmds.add("python"); + + List stdout = bt.executeLocal(cmds); + + //get all the python path + for(String line: stdout){ + + if(!bt.isNull(line)){ + + if(line.startsWith("python")){ + + String pythonarraystr = line.substring(8); + + String[] pythonarray = pythonarraystr.split(" "); + + for(String pypath : pythonarray){ + + if(!bt.isNull(pypath)){ + + pypath = pypath.trim(); + + ht.addNewEnvironment(pypath, old_envlist, hostid, pypath); + + } + + } + + } + + } + + + + // Environment theenv = ht.getEnvironmentByBin(line, old_envlist); + + // if(bt.isNull(theenv)){ + + // Environment env = new Environment(); + // env.setId(new RandomString(6).nextString()); + // env.setBin(line); + // env.setName(line); + // env.setHost(hostid); + // // env.setBasedir(line); //the execution place which is unknown at this point + // if(line.contains("conda")) + // env.setPyenv("anaconda"); + // else + // env.setPyenv("pip"); + // env.setSettings(""); //set the list of dependencies like requirements.json or .yaml + // env.setType("python"); //could be python or shell. R is not supported yet. + // env.setBasedir("~"); + // ht.saveEnvironment(env); + + // }else{ + + // //if want to update the settings, do it here + + // } + + } + } + + void readConda(String hostid, String password) throws IOException, InterruptedException{ + + //read existing environments + List old_envlist = ht.getEnvironmentsByHostId(hostid); + + List cmds = new ArrayList(); + cmds.add("conda"); + cmds.add("env"); + cmds.add("list"); + + List stdout = bt.executeLocal(cmds); + + if(stdout.size()>0 && stdout.get(0).startsWith("# conda")){ + + //get all the python path + for(String line: stdout){ + + if(!bt.isNull(line) && !line.startsWith("#")){ + + String[] vals = line.split("\\s+"); + + if(vals.length<2) continue; + + String bin = vals[vals.length-1]+"/bin/python"; + + String name = bt.isNull(vals[0])?bin:vals[0]; + + Environment theenv = ht.getEnvironmentByBin(bin, old_envlist); + + if(bt.isNull(theenv)){ + + ht.addNewEnvironment(bin, old_envlist, hostid, name); + + }else{ + + //if want to update the settings, do it here + + } + + } + + } + + }else{ + + log.debug("Conda environments are not found."); + + } + + } + + @Override + public String readPythonEnvironment(String hostid, String password) { + + String resp = null; + + try { + + this.readWhere(hostid, password); + + this.readConda(hostid, password); + + resp = ht.getEnvironments(hostid); + + } catch (Exception e) { + + e.printStackTrace(); + + } + + return resp; + + } } diff --git a/src/main/java/com/gw/local/LocalSessionWinImpl.java b/src/main/java/com/gw/local/LocalSessionWinImpl.java index 601a1edda..c5e246e39 100644 --- a/src/main/java/com/gw/local/LocalSessionWinImpl.java +++ b/src/main/java/com/gw/local/LocalSessionWinImpl.java @@ -6,15 +6,20 @@ import java.io.InputStream; import java.io.InputStreamReader; import java.io.OutputStream; +import java.util.ArrayList; +import java.util.List; import java.util.Map; import javax.websocket.Session; +import com.gw.database.EnvironmentRepository; +import com.gw.jpa.Environment; import com.gw.jpa.ExecutionStatus; import com.gw.jpa.GWProcess; import com.gw.jpa.History; import com.gw.server.CommandServlet; import com.gw.tools.HistoryTool; +import com.gw.tools.HostTool; import com.gw.tools.ProcessTool; import com.gw.utils.BaseTool; import com.gw.utils.RandomString; @@ -41,6 +46,9 @@ public class LocalSessionWinImpl implements LocalSession { @Autowired BaseTool bt; + + @Autowired + HostTool ht; @Autowired private HistoryTool history_tool; @@ -48,11 +56,10 @@ public class LocalSessionWinImpl implements LocalSession { private boolean isTerminal; private BufferedReader input; - - private OutputStream output; - + @Autowired private LocalSessionOutput sender; + private Thread thread; @@ -251,13 +258,17 @@ public void runJupyter(String history_id, String script, String processid, boole ProcessBuilder builder = new ProcessBuilder(); - builder.directory(new File(workspace_folder_path + "/" + token)); + builder.directory(new File(workspace_folder_path + "/" + token)); // this folder is only used to find data files, not the execution command String pythonfilename = pro.getName(); log.info("Start to execute jupyter notebook: " + pythonfilename); if(!pythonfilename.endsWith(".ipynb")) pythonfilename += ".ipynb"; + + + + pythonfilename = bt.normalizedPath(workspace_folder_path) + "/" + token + "/" + pythonfilename; builder.command(new String[] {"jupyter", "nbconvert", "--to", "notebook", "--execute", pythonfilename} ); @@ -423,6 +434,133 @@ public boolean clean() { } + void readWhere(String hostid, String password){ + //read existing environments + List old_envlist = ht.getEnvironmentsByHostId(hostid); + + List cmds = new ArrayList(); + cmds.add("where"); + cmds.add("python.exe"); + + List stdout = bt.executeLocal(cmds); + + //get all the python path + for(String line: stdout){ + + Environment theenv = ht.getEnvironmentByBin(line, old_envlist); + + if(bt.isNull(theenv)){ + + Environment env = new Environment(); + env.setId(new RandomString(6).nextString()); + env.setBin(line); + env.setName(line); + env.setHost(hostid); + // env.setBasedir(line); //the execution place which is unknown at this point + if(line.contains("conda")) + env.setPyenv("anaconda"); + else + env.setPyenv("pip"); + env.setSettings(""); //set the list of dependencies like requirements.json or .yaml + env.setType("python"); //could be python or shell. R is not supported yet. + env.setBasedir("~"); + ht.saveEnvironment(env); + + }else{ + + //if want to update the settings, do it here + + } + + } + } + + void readConda(String hostid, String password){ + + //read existing environments + List old_envlist = ht.getEnvironmentsByHostId(hostid); + + List cmds = new ArrayList(); + cmds.add("conda"); + cmds.add("env"); + cmds.add("list"); + + List stdout = bt.executeLocal(cmds); + + if(stdout.get(0).startsWith("# conda")){ + + //get all the python path + for(String line: stdout){ + + if(!bt.isNull(line) && !line.startsWith("#")){ + + String[] vals = line.split("\\s+"); + + if(vals.length<2) continue; + + String bin = vals[vals.length-1]+"\\python.exe"; + + String name = bt.isNull(vals[0])?bin:vals[0]; + + Environment theenv = ht.getEnvironmentByBin(bin, old_envlist); + + if(bt.isNull(theenv)){ + + Environment env = new Environment(); + env.setId(new RandomString(6).nextString()); + env.setBin(bin); + env.setName(name); + env.setHost(hostid); + // env.setBasedir(line); //the execution place which is unknown at this point + env.setPyenv("anaconda"); + env.setSettings(""); //set the list of dependencies like requirements.json or .yaml + env.setType("python"); //could be python or shell. R is not supported yet. + env.setBasedir("~"); + ht.saveEnvironment(env); + + }else{ + + //if want to update the settings, do it here + + } + + } + + + + } + + }else{ + log.debug("Conda environments are not found."); + } + + + } + + + @Override + public String readPythonEnvironment(String hostid, String password) { + + String resp = null; + + try { + + this.readWhere(hostid, password); + + this.readConda(hostid, password); + + resp = ht.getEnvironments(hostid); + + } catch (Exception e) { + + e.printStackTrace(); + + } + + return resp; + + } + diff --git a/src/main/java/com/gw/server/CommandServlet.java b/src/main/java/com/gw/server/CommandServlet.java index ce26f4b0d..c9e1261aa 100644 --- a/src/main/java/com/gw/server/CommandServlet.java +++ b/src/main/java/com/gw/server/CommandServlet.java @@ -52,7 +52,7 @@ public void open(Session session, EndpointConfig config) { logger.debug("Command-socket websocket channel openned"); - this.registerSession(session); + // this.registerSession(session); } catch (Exception e) { @@ -62,31 +62,33 @@ public void open(Session session, EndpointConfig config) { } - public void registerSession(Session session){ + public void registerSession(Session session, String token){ WsSession wss = (WsSession) session; - logger.debug("Web Socket Session ID:" + wss.getHttpSessionId()); + // logger.debug("Web Socket Session ID:" + wss.getHttpSessionId()); // List originHeader = (List)session.getUserProperties() // .get("TheUpgradeOrigin"); - if(wss.getHttpSessionId()==null){ - throw new RuntimeException("The HTTP Session ID shouldn't be null."); - }else{ + // if(wss.getHttpSessionId()==null){ + // throw new RuntimeException("The HTTP Session ID shouldn't be null."); + // }else{ - // logger.debug("Websocket original headers: " + originHeader); + // // logger.debug("Websocket original headers: " + originHeader); - // Session existingsession = CommandServlet.findSessionById(wss.getHttpSessionId()); + // // Session existingsession = CommandServlet.findSessionById(wss.getHttpSessionId()); - // if(existingsession==null || !existingsession.isOpen()){ + // // if(existingsession==null || !existingsession.isOpen()){ - logger.debug("New Command WebSocket ID is: " + session.getId()); + // logger.debug("New Command WebSocket ID is: " + session.getId()); - peers.put(wss.getHttpSessionId(), session); + // peers.put(wss.getHttpSessionId(), session); - // } - } + // // } + // } + + peers.put(token, wss); } @@ -108,7 +110,6 @@ public void echo(String message, Session session) { String tokenfromclient = null; - this.registerSession(session); if(message!=null ){ @@ -124,6 +125,8 @@ public void echo(String message, Session session) { logger.debug(" - Token: " + tokenfromclient); + this.registerSession(session, tokenfromclient); + } @@ -253,9 +256,9 @@ public void close(final Session session) { } - WsSession wss = (WsSession) session; + // WsSession wss = (WsSession) session; - peers.remove(wss.getHttpSessionId()); + // peers.remove(wss.getHttpSessionId()); } catch (Exception e) { @@ -270,17 +273,17 @@ public void close(final Session session) { * @param sessionid * @return */ - public static javax.websocket.Session findSessionById(String sessionid) { + public static javax.websocket.Session findSessionById(String token) { javax.websocket.Session se = null; - if (peers.containsKey(sessionid)) { - se = peers.get(sessionid); + if (peers.containsKey(token)) { + se = peers.get(token); } return se; } - public static void removeSessionById(String sessionid){ + public static void removeSessionById(String token){ - peers.remove(sessionid); + peers.remove(token); } diff --git a/src/main/java/com/gw/server/WorkflowServlet.java b/src/main/java/com/gw/server/WorkflowServlet.java index 417f362a0..d5a533f9f 100644 --- a/src/main/java/com/gw/server/WorkflowServlet.java +++ b/src/main/java/com/gw/server/WorkflowServlet.java @@ -45,7 +45,7 @@ public void open(Session session, EndpointConfig config) { // session.setMaxIdleTimeout(0); - this.registerSession(session); + // this.registerSession(session); } catch (Exception e) { // TODO Auto-generated catch block @@ -55,7 +55,7 @@ public void open(Session session, EndpointConfig config) { } - public void registerSession(Session session){ + public void registerSession(Session session, String token){ WsSession wss = (WsSession) session; @@ -65,20 +65,22 @@ public void registerSession(Session session){ // List originHeader = (List)session.getUserProperties() // .get("TheUpgradeOrigin"); - if(wss.getHttpSessionId()==null){ - throw new RuntimeException("The HTTP Session ID shouldn't be null."); - }else{ + // if(wss.getHttpSessionId()==null){ + // throw new RuntimeException("The HTTP Session ID shouldn't be null."); + // }else{ // logger.debug("Websocket original headers: " + originHeader); - Session existingsession = WorkflowServlet.findSessionByToken(wss.getHttpSessionId()); + // Session existingsession = WorkflowServlet.findSessionByToken(wss.getHttpSessionId()); - if(existingsession==null || !existingsession.isOpen()){ + // if(existingsession==null || !existingsession.isOpen()){ - peers.put(wss.getHttpSessionId(), session); + // peers.put(wss.getHttpSessionId(), session); - } - } + // } + // } + + peers.put(token, session); } @@ -99,7 +101,16 @@ public void echo(String message, Session session) { logger.debug("Received message: " + message); - this.registerSession(session); + + if(message.indexOf("token:")!=-1){ + + message = message.substring(6); + + this.registerSession(session, message); + + } + + session.getBasicRemote().sendText("Session_Status:Active"); // String received = session.getQueryString(); @@ -137,7 +148,7 @@ public void close(final Session session) { WsSession wss = (WsSession) session; - peers.remove(wss.getHttpSessionId()); + // peers.remove(wss.getHttpSessionId()); } catch (Exception e) { diff --git a/src/main/java/com/gw/ssh/SSHCmdSessionOutput.java b/src/main/java/com/gw/ssh/SSHCmdSessionOutput.java index d8e2cdc30..74335798c 100644 --- a/src/main/java/com/gw/ssh/SSHCmdSessionOutput.java +++ b/src/main/java/com/gw/ssh/SSHCmdSessionOutput.java @@ -183,7 +183,7 @@ public void run() { } - log.info("wsout message {}:{}", wsout.getId(), line); + log.debug("wsout message {}:{}", wsout.getId(), line); // out.sendMessage(new TextMessage(line)); sendMessage2WebSocket(line); @@ -222,16 +222,20 @@ public void run() { public void sendMessage2WebSocket(String msg){ - synchronized(wsout){ + if(!bt.isNull(wsout)){ + + synchronized(wsout){ - try { - if(!bt.isNull(wsout) && wsout.isOpen()) - wsout.getBasicRemote().sendText(msg); - } catch (Exception e) { - e.printStackTrace(); + try { + if(wsout.isOpen()) + wsout.getBasicRemote().sendText(msg); + } catch (Exception e) { + e.printStackTrace(); + } + } - } + } diff --git a/src/main/java/com/gw/ssh/SSHLiveSessionOutput.java b/src/main/java/com/gw/ssh/SSHLiveSessionOutput.java index 94b481961..440bc07a5 100644 --- a/src/main/java/com/gw/ssh/SSHLiveSessionOutput.java +++ b/src/main/java/com/gw/ssh/SSHLiveSessionOutput.java @@ -99,102 +99,50 @@ public void run() { int startrecorder = -1; int nullnumber = 0; - - while (run) { + + String line = null; + + try{ + + while ((line = in.readLine())!=null) { - try { - - // readLine will block if nothing to send - - String line = in.readLine(); - -// out.sendMessage(new TextMessage(line)); - -// linenumber++; -// -// //when detected the command is finished, end this process -// if(BaseTool.isNull(line)) { -// -// //if ten consective output lines are null, break this loop -// -// if(startrecorder==-1) -// startrecorder = linenumber; -// else -// nullnumber++; -// -// if(nullnumber==10) { -// -// if((startrecorder+nullnumber)==linenumber) { -// -// System.out.println("null output lines exceed 100. Disconnected."); -// -// GeoweaverController.sshSessionManager.closeByToken(token); -// -// break; -// -// }else { -// -// startrecorder = -1; -// -// nullnumber = 0; -// -// } -// -// } -// -// }else if(line.contains("==== Geoweaver Bash Output Finished ====")) { -// -// SSHSession session = GeoweaverController.sshSessionManager.sshSessionByToken.get(token); -// -// session.saveHistory(logs.toString()); -// -// GeoweaverController.sshSessionManager.closeByToken(token); -// -// break; -// -// } -// - log.info("shell thread output >> " + line); -// -// logs.append(line).append("\n"); - - if(!bt.isNull(wsout) && wsout.isOpen()) { -// -// if(prelog.toString()!=null) { -// -// line = prelog.toString() + line; -// -// prelog = new StringBuffer(); -// -// } - - log.info("wsout message {}:{}", token, line); + try { + + // readLine will block if nothing to send -// out.sendMessage(new TextMessage(line)); // for the SockJS session to deliver it back to the SSH Terminal + // String line = in.readLine(); - wsout.getBasicRemote().sendText(line); // for the All information web socket session + log.debug("shell thread output >> " + line); + + if(!bt.isNull(wsout) && wsout.isOpen()) { + + log.debug("wsout message {}:{}", token, line); + + wsout.getBasicRemote().sendText(line); // for the All information web socket session + + }else { + + wsout = TerminalServlet.findSessionById(token); + + } + + } catch (Exception e) { + + e.printStackTrace(); + + GeoweaverController.sessionManager.closeByToken(token); -// }else { -// -// prelog.append(line).append("\n"); -// - }else { - - wsout = TerminalServlet.findSessionById(token); - } - } catch (Exception e) { - - e.printStackTrace(); - - GeoweaverController.sessionManager.closeByToken(token); - } + log.debug("SSH session output thread ended"); + + }catch(Exception e){ + + e.printStackTrace(); } - log.info("SSH session output thread ended"); } diff --git a/src/main/java/com/gw/ssh/SSHSession.java b/src/main/java/com/gw/ssh/SSHSession.java index a7e865ec4..5c4745c2f 100644 --- a/src/main/java/com/gw/ssh/SSHSession.java +++ b/src/main/java/com/gw/ssh/SSHSession.java @@ -65,6 +65,8 @@ public interface SSHSession { public String getHistory_id(); + public String readPythonEnvironment(String hostid, String password); + // public void setHistory_id(String history_id); public BufferedReader getSSHInput(); diff --git a/src/main/java/com/gw/ssh/SSHSessionImpl.java b/src/main/java/com/gw/ssh/SSHSessionImpl.java index 22d24780e..03e803c5f 100644 --- a/src/main/java/com/gw/ssh/SSHSessionImpl.java +++ b/src/main/java/com/gw/ssh/SSHSessionImpl.java @@ -24,16 +24,20 @@ this software and associated documentation files (the "Software"), to deal in */ import java.io.BufferedReader; +import java.io.IOException; import java.io.InputStreamReader; import java.io.OutputStream; import java.security.PublicKey; import java.text.Normalizer; +import java.util.List; +import com.gw.jpa.Environment; import com.gw.jpa.History; import com.gw.tools.HistoryTool; import com.gw.tools.HostTool; import com.gw.tools.ProcessTool; import com.gw.utils.BaseTool; +import com.gw.utils.RandomString; import org.apache.commons.text.StringEscapeUtils; import org.slf4j.Logger; @@ -44,9 +48,12 @@ this software and associated documentation files (the "Software"), to deal in import org.springframework.web.socket.WebSocketSession; import net.schmizz.sshj.SSHClient; +import net.schmizz.sshj.common.IOUtils; +import net.schmizz.sshj.connection.ConnectionException; import net.schmizz.sshj.connection.channel.direct.Session; import net.schmizz.sshj.connection.channel.direct.Session.Command; import net.schmizz.sshj.connection.channel.direct.Session.Shell; +import net.schmizz.sshj.transport.TransportException; import net.schmizz.sshj.transport.verification.HostKeyVerifier; /** @@ -364,7 +371,7 @@ public void runPython(String history_id, String python, String processid, boolea } - cmdline += "echo \"==== Geoweaver Bash Output Finished ====\""; + // cmdline += "echo \"==== Geoweaver Bash Output Finished ====\""; cmdline += "cd ..; rm -R " + token + "*;"; @@ -462,7 +469,7 @@ public void runJupyter(String history_id, String notebookjson, String processid, cmdline += "rm ./jupyter-" + history.getHistory_id() + ".ipynb; "; // remove the script finally, leave no trace behind - cmdline += "echo \"==== Geoweaver Bash Output Finished ====\""; + // cmdline += "echo \"==== Geoweaver Bash Output Finished ====\""; // cmdline += "./geoweaver-" + token + ".sh;"; @@ -532,7 +539,7 @@ public void runBash(String history_id, String script, String processid, boolean log.info("starting command"); - script += "\n echo \"==== Geoweaver Bash Output Finished ====\""; + // script += "\n echo \"==== Geoweaver Bash Output Finished ====\""; String cmdline = "echo \"" + script.replaceAll("\r\n", "\n").replaceAll("\\$", "\\\\\\$").replaceAll("\"", "\\\\\"") @@ -639,4 +646,110 @@ public boolean logout() { return true; } + void readWhereCondaInOneCommand(String hostid) throws IOException{ + + List old_envlist = ht.getEnvironmentsByHostId(hostid); + + String cmdline = "whereis python; conda env list"; + + log.info(cmdline); + + Command cmd = session.exec(cmdline); + + String output = IOUtils.readFully(cmd.getInputStream()).toString(); + + System.out.println(output); + //An Example: + // python: /usr/bin/python3.6m /usr/bin/python3.6 /usr/lib/python2.7 /usr/lib/python3.8 /usr/lib/python3.6 /usr/lib/python3.7 /etc/python2.7 /etc/python /etc/python3.6 /usr/local/lib/python3.6 /usr/include/python3.6m /usr/share/python + // bash: conda: command not found + // # conda environments: + // # + // /home/zsun/anaconda3 + // /home/zsun/anaconda3/envs/ag + // base * /root/anaconda3 + + String[] lines = output.split("\n"); + + //Parse "whereis python" + if(lines[0].startsWith("python")){ + + String pythonarraystr = lines[0].substring(8); + + String[] pythonarray = pythonarraystr.split(" "); + + for(String pypath : pythonarray){ + + if(!bt.isNull(pypath)){ + + pypath = pypath.trim(); + + ht.addNewEnvironment(pypath, old_envlist, hostid, pypath); + + } + + } + + } + + //parse Conda results + if(!bt.isNull(lines[1]) && lines[1].startsWith("#")){ //pass if conda is not found + + for(int i=2; i getHistoryByWorkflowId(String wid){ + + return historyrepository.findByProcessId(wid); + + } /** * Get all history of a workflow @@ -198,11 +207,11 @@ public String workflow_all_history(String workflow_id) { resp.append("\", \"end_time\": \"").append(h.getHistory_end_time()); - resp.append("\", \"output\": \"").append(escape(String.valueOf(h.getHistory_output()))); + resp.append("\", \"output\": \"").append(pt.escape(String.valueOf(h.getHistory_output()))); - resp.append("\", \"status\": \"").append(escape(String.valueOf(h.getIndicator()))); + resp.append("\", \"status\": \"").append(pt.escape(String.valueOf(h.getIndicator()))); - resp.append("\", \"host\": \"").append(escape(String.valueOf(h.getHost_id()))); + resp.append("\", \"host\": \"").append(pt.escape(String.valueOf(h.getHost_id()))); resp.append("\"}"); @@ -248,11 +257,11 @@ public String process_all_history(String pid) { resp.append("\", \"end_time\": \"").append(h.getHistory_end_time()); - resp.append("\", \"output\": \"").append(escape(String.valueOf(h.getHistory_output()))); + resp.append("\", \"output\": \"").append(pt.escape(String.valueOf(h.getHistory_output()))); - resp.append("\", \"status\": \"").append(escape(String.valueOf(h.getIndicator()))); + resp.append("\", \"status\": \"").append(pt.escape(String.valueOf(h.getIndicator()))); - resp.append("\", \"host\": \"").append(escape(String.valueOf(h.getHost_id()))); + resp.append("\", \"host\": \"").append(pt.escape(String.valueOf(h.getHost_id()))); resp.append("\"}"); diff --git a/src/main/java/com/gw/tools/HostTool.java b/src/main/java/com/gw/tools/HostTool.java index 257e79600..f10e0cda0 100644 --- a/src/main/java/com/gw/tools/HostTool.java +++ b/src/main/java/com/gw/tools/HostTool.java @@ -1,11 +1,13 @@ package com.gw.tools; +import java.rmi.Remote; import java.sql.SQLException; import java.util.ArrayList; import java.util.Collection; import java.util.Iterator; import java.util.List; +import java.util.Optional; import com.fasterxml.jackson.databind.ObjectMapper; import com.gw.database.EnvironmentRepository; @@ -14,6 +16,7 @@ import com.gw.jpa.Environment; import com.gw.jpa.History; import com.gw.jpa.Host; +import com.gw.local.LocalSession; import com.gw.utils.BaseTool; import com.gw.utils.RandomString; @@ -37,6 +40,12 @@ public class HostTool { @Autowired BaseTool bt; + + @Autowired + LocalhostTool lt; + + @Autowired + RemotehostTool rt; @Autowired EnvironmentRepository environmentrepository; @@ -51,14 +60,19 @@ public boolean islocal(String hid) { boolean is = false; - Host h = hostrepository.findById(hid).get(); + Optional opthost = hostrepository.findById(hid); + + if(opthost.isPresent()){ + Host h = hostrepository.findById(hid).get(); - if("127.0.0.1".equals(h.getIp()) || "localhost".equals(h.getIp())) { - - is = true; - + if("127.0.0.1".equals(h.getIp()) || "localhost".equals(h.getIp())) { + + is = true; + + } } + return is; } @@ -72,14 +86,8 @@ public String one_history(String hid) { StringBuffer resp = new StringBuffer(); -// StringBuffer sql = new StringBuffer("select * from history where history.id = '").append(hid).append("';"); - -// logger.info(sql.toString()); - try { -// ResultSet rs = DataBaseOperation.query(sql.toString()); - History his = historyrepository.findById(hid).get(); resp.append("{ \"hid\": \"").append(his.getHistory_id()).append("\", "); @@ -121,13 +129,6 @@ public String recent(String hostid, int limit) { Collection historylist = historyrepository.findRecentHistory(hostid, limit); - - -// StringBuffer sql = new StringBuffer("select * from history where host = '") -// .append(hostid).append("' ORDER BY begin_time DESC limit ").append(limit).append(";"); - -// ResultSet rs = DataBaseOperation.query(sql.toString()); - try { resp.append("["); @@ -145,7 +146,7 @@ public String recent(String hostid, int limit) { } History h = hisint.next(); - + resp.append("{ \"id\": \"").append(h.getHistory_id()).append("\", "); resp.append("\"name\": \"").append(h.getHistory_process()).append("\", "); @@ -187,82 +188,6 @@ public String detailJSONObj(String id) { return json; -// String sql = "select * from hosts where id = '" + id + "';"; -// -// ResultSet rsmd = DataBaseOperation.query(sql); -// -// JSONObject obj = new JSONObject(); -// -// try { -// -// if(rsmd.next()) { -// -// int numColumns = rsmd.getMetaData().getColumnCount(); -// -// for (int i=1; i oh = hostrepository.findById(id); + + + Host h = oh.isPresent()?oh.get():null; return h; } public String[] getHostDetailsById(String id) { -// StringBuffer sql = new StringBuffer("select * from hosts where id = '").append(id).append("'; "); - String[] hostdetails = new String[6] ; -// ResultSet rs = DataBaseOperation.query(sql.toString()); - try { -// if(rs.next()) { - Host h = hostrepository.findById(id).get(); hostdetails[0] = h.getName(); @@ -342,8 +228,6 @@ public String[] getHostDetailsById(String id) { hostdetails[5] = h.getUrl(); - - } catch (Exception e) { e.printStackTrace(); @@ -418,59 +302,6 @@ public String list(String owner) { return json.toString(); -// StringBuffer json = new StringBuffer("["); -// try { -// -// String sql = "select id, ip, url, type, port, name from hosts;"; -// -// ResultSet rs = DataBaseOperation.query(sql); -// -// int num = 0; -// -// while(rs.next()) { -// -// String hostid = rs.getString("id"); -// -// String hostname = rs.getString("name"); -// -// String ip = rs.getString("ip"); -// -// String url = rs.getString("url"); -// -// String port = rs.getString("port"); -// -// String type = rs.getString("type"); -// -// if( num++ != 0) { -// -// json.append(","); -// -// } -// -// json.append("{\"id\":\"").append(hostid) -// .append("\", \"name\": \"").append(hostname) -// .append("\", \"ip\": \"").append(ip) -// .append("\", \"url\": \"").append(url) -// .append("\", \"port\": \"").append(port) -// .append("\", \"type\": \"").append(type) -// .append("\"}"); -// -// } -// -// }catch(Exception e) { -// -// e.printStackTrace(); -// -// }finally { -// -// DataBaseOperation.closeConnection(); -// -// } -// -// json.append("]"); -// -// return json.toString(); - } @@ -502,26 +333,6 @@ public String add(String hostname, String hostip, String hostport, String userna hostrepository.save(h); -// StringBuffer sql = new StringBuffer("insert into hosts (id, name, ip, port, url, type, username, owner) values ('") -// -// .append(newhostid).append("', '") -// -// .append(hostname).append("', '") -// -// .append(hostip).append("', '") -// -// .append(hostport).append("', '") -// -// .append(url).append("', '") -// -// .append(type).append("', '") -// -// .append(username).append("', '") -// -// .append(owner).append("'); "); -// -// DataBaseOperation.execute(sql.toString()); - return newhostid; } @@ -532,10 +343,6 @@ public String add(String hostname, String hostip, String hostport, String userna */ public String del(String hostid) { -// StringBuffer sql = new StringBuffer("delete from hosts where id = '").append(hostid).append("';"); -// -// DataBaseOperation.execute(sql.toString()); - hostrepository.deleteById(hostid); return "done"; @@ -558,6 +365,10 @@ public List getAllHosts(){ } + public void saveEnvironment(Environment newenv){ + environmentrepository.save(newenv); + } + /** * Add environment to database * @param historyid @@ -572,8 +383,6 @@ public String addEnv(String historyid, String hostid, String type, String bin, S try { -// String enviroment = getEnvironmentByBEB(hostid, bin, env, basedir); - if(!bt.isNull(bin) && !bt.isNull(env) && !bt.isNull(basedir) && !bt.isNull(settings)){ Iterator eit = environmentrepository.findEnvByID_BIN_ENV_BaseDir(hostid, bin, env, basedir).iterator(); @@ -612,37 +421,6 @@ public String addEnv(String historyid, String hostid, String type, String bin, S } - - - -// logger.info("existing environment " + enviroment); -// -// if(enviroment.equals("[]")) { -// -// StringBuffer sql = new StringBuffer("insert into environment (id, name, type, bin, pyenv, host, basedir, settings) values ('"); -// -// sql.append(historyid).append("', '"); -// -// sql.append(bin).append("-").append(env).append("-").append(basedir).append("', '"); -// -// sql.append(type).append("', '"); -// -// sql.append(bin).append("', '"); -// -// sql.append(env).append("', '"); -// -// sql.append(hostid).append("', '"); -// -// sql.append(basedir).append("', '"); -// -// sql.append(settings).append("' ); "); -// -// logger.info(sql); -// -// DataBaseOperation.execute(sql.toString()); -// -// } - }catch(Exception e) { e.printStackTrace(); @@ -660,10 +438,6 @@ public void showAllEnvironment() { try { -// StringBuffer sql = new StringBuffer("select * from environment ;"); -// -// ResultSet rs = DataBaseOperation.query(sql.toString()); - Iterator envit = environmentrepository.findAll().iterator(); StringBuffer envstr = new StringBuffer(); @@ -684,16 +458,6 @@ public void showAllEnvironment() { envstr.append(toJSON(newenv)); -// envstr.append("{ \"id\": \"").append(newenv.getId()); -// -// envstr.append("\", \"name\": \"").append(rs.getString("name")); -// -// envstr.append("\", \"type\": \"").append(rs.getString("type")); -// -// envstr.append("\", \"bin\": \"").append(rs.getString("bin")); -// -// envstr.append("\", \"pyenv\": \"").append(rs.getString("pyenv")).append("\" }"); - } envstr.append("]"); @@ -715,12 +479,6 @@ public String getEnvironmentByBEB(String hostid, String bin, String env, String try { -// StringBuffer sql = new StringBuffer("select * from environment where host = '").append(hostid) -// .append("' and bin = '").append(bin).append("' and pyenv = '") -// .append(env).append("' and basedir = '").append(basedir).append("';"); -// -// ResultSet rs = DataBaseOperation.query(sql.toString()); - Collection envlist = environmentrepository.findEnvByID_BIN_ENV_BaseDir(hostid, bin, env, basedir); StringBuffer envstr = new StringBuffer(); @@ -743,18 +501,6 @@ public String getEnvironmentByBEB(String hostid, String bin, String env, String envstr.append(toJSON(newenv)); -// envstr.append("{ \"id\": \"").append(rs.getString("id")); -// -// envstr.append("\", \"name\": \"").append(rs.getString("name")); -// -// envstr.append("\", \"type\": \"").append(rs.getString("type")); -// -// envstr.append("\", \"bin\": \"").append(rs.getString("bin")); -// -// envstr.append("\", \"basedir\": \"").append(rs.getString("basedir")); -// -// envstr.append("\", \"pyenv\": \"").append(rs.getString("pyenv")).append("\" }"); - } envstr.append("]"); @@ -770,33 +516,126 @@ public String getEnvironmentByBEB(String hostid, String bin, String env, String return resp; } - /** - * Get environments by host + * Find all the available python environments on this machine * @param hid + * @param password * @return */ - public String getEnvironments(String hid) { - + public String readEnvironment(String hid, String password){ + String resp = null; + + if(this.islocal(hid)){ + + resp = lt.readPythonEnvironment(hid, password); + + }else{ + + resp = rt.readPythonEnvironment(hid, password); + + } + + return resp; + + } + + public Environment getEnvironmentByBin(String bin, List envlist){ + + Environment theenv = null; + + if(bin.length()>255){ + + logger.info("The BIN is too long to save. Pass."); + + }else{ + + for(Environment env: envlist){ + + if(!bt.isNull(env.getBin()) && env.getBin().equals(bin)){ + + theenv = env; + + break; + } + + } + + } + + + return theenv; + } + + public boolean checkIfEnvironmentExist(String bin, List envlist){ + + boolean exists = false; + + for(Environment env: envlist){ + + if(!bt.isNull(env.getBin()) && env.getBin().equals(bin)){ + + exists = true; + + break; + } + + } + + return exists; + + } + + /** + * + * @param hid + * @return + */ + public List getEnvironmentsByHostId(String hid){ + + List envlist = new ArrayList(); try { -// StringBuffer sql = new StringBuffer("select * from environment where host = '").append(hid).append("';"); -// -// ResultSet rs = DataBaseOperation.query(sql.toString()); + Collection envquerylist = environmentrepository.findEnvByHost(hid); - Collection envlist = environmentrepository.findEnvByHost(hid); + Iterator it = envquerylist.iterator(); - StringBuffer envstr = new StringBuffer(); + while(it.hasNext()) { + + Environment newenv = it.next(); + + envlist.add(newenv); - envstr.append("["); + } - int num = 0; + } catch (Exception e) { + + e.printStackTrace(); - Iterator it = envlist.iterator(); + } + + return envlist; + } + + /** + * Get environments by host + * @param hid + * @return + */ + public String getEnvironments(String hid) { + + String resp = null; + + try { - while(it.hasNext()) { + List envlist = getEnvironmentsByHostId(hid); + + StringBuffer envstr = new StringBuffer("["); + + int num = 0; + + for(Environment env: envlist) { if(num!=0) { @@ -804,21 +643,7 @@ public String getEnvironments(String hid) { } - Environment newenv = it.next(); - - envstr.append(toJSON(newenv)); - -// envstr.append("{ \"id\": \"").append(rs.getString("id")); -// -// envstr.append("\", \"name\": \"").append(rs.getString("name")); -// -// envstr.append("\", \"type\": \"").append(rs.getString("type")); -// -// envstr.append("\", \"bin\": \"").append(rs.getString("bin")); -// -// envstr.append("\", \"basedir\": \"").append(rs.getString("basedir")); -// -// envstr.append("\", \"pyenv\": \"").append(rs.getString("pyenv")).append("\" }"); + envstr.append(toJSON(env)); num++; @@ -828,7 +653,7 @@ public String getEnvironments(String hid) { resp = envstr.toString(); - logger.debug("the python environment for host: " + hid + " " + resp); + // logger.debug("the python environment for host: " + hid + " " + resp); } catch (Exception e) { @@ -839,6 +664,31 @@ public String getEnvironments(String hid) { return resp; } + public void addNewEnvironment(String pypath, List old_envlist, String hostid, String name){ + + Environment theenv = this.getEnvironmentByBin(pypath, old_envlist); + + if(bt.isNull(theenv)){ + + Environment env = new Environment(); + env.setId(new RandomString(6).nextString()); + env.setBin(pypath); + env.setName(name); + env.setHost(hostid); + // env.setBasedir(line); //the execution place which is unknown at this point + if(pypath.contains("conda")) + env.setPyenv("anaconda"); + else + env.setPyenv("pip"); + env.setSettings(""); //set the list of dependencies like requirements.json or .yaml + env.setType("python"); //could be python or shell. R is not supported yet. + env.setBasedir("~"); + this.saveEnvironment(env); + + } + + } + /** * Update the Host table @@ -850,15 +700,15 @@ public String getEnvironments(String hid) { * @param object * @return */ - public String update(String hostid, String hostname, String hostip, String hostport, String username, String type, String owner, String url) { + public String update(String hostid, String hostname, String hostip, String hostport, String username, String type, String owner, String url, String confidential) { String resp = null; try { - Host h = new Host(); + Host h = this.getHostById(hostid); - h.setId(hostid); + // h.setId(hostid); h.setName(hostname); @@ -866,35 +716,18 @@ public String update(String hostid, String hostname, String hostip, String hostp if(!bt.isNull(hostport)) h.setPort(hostport); - h.setUsername(username); + if(!bt.isNull(username)) h.setUsername(username); - h.setType(type); + if(!bt.isNull(type)) h.setType(type); - h.setOwner(owner); - h.setUrl(url); + if(!bt.isNull(owner)) h.setOwner(owner); - hostrepository.save(h); + if(!bt.isNull(url)) h.setUrl(url); + + if(!bt.isNull(confidential)) h.setConfidential(confidential); -// StringBuffer sql = new StringBuffer("update hosts set ") -// .append("name='").append(hostname).append("', "); -// -// if(!bt.isNull(hostip)) -// sql.append("ip='").append(hostip).append("', "); -// -// if(!bt.isNull(hostport)) -// sql.append("port=").append(hostport).append(", "); -// -// -// sql.append("username='").append(username).append("', ") -// .append("owner='").append(owner).append("', ") -// .append("type='").append(type).append("', ") -// .append("url='").append(url).append("' ") -// .append(" where id = '").append(hostid).append("';"); -// -// logger.info(sql); -// -// DataBaseOperation.execute(sql.toString()); + hostrepository.save(h); } catch (Exception e) { diff --git a/src/main/java/com/gw/tools/LocalhostTool.java b/src/main/java/com/gw/tools/LocalhostTool.java index 30bbae618..75375a1cf 100644 --- a/src/main/java/com/gw/tools/LocalhostTool.java +++ b/src/main/java/com/gw/tools/LocalhostTool.java @@ -90,6 +90,15 @@ public void saveHistory(String processid, String script, String history_id){ } + public String readPythonEnvironment(String hostid, String password){ + + LocalSession session = this.getLocalSession(); + + return session.readPythonEnvironment(hostid, password); + + } + + /** * Execute Shell Script on Localhost * @param history_id @@ -189,8 +198,6 @@ public String executeBuiltInProcess(String history_id, String id, String hid, St try { - - resp = bint.executeCommonTasks(history_id, id, hid, pswd, token, isjoin); //get host ip, port, user name and password @@ -277,8 +284,10 @@ public String executeJupyterProcess(String history_id, String id, String hid, GWProcess process = pt.getProcessById(id); this.saveHistory(id, process.getCode(), history_id); + + String code = pt.getCodeById(id); - localizeJupyter(process.getCode(), process.getName(), token); + localizeJupyter(code, process.getName(), token); LocalSession session = getLocalSession(); @@ -288,7 +297,7 @@ public String executeJupyterProcess(String history_id, String id, String hid, ht.addEnv(history_id, hid, "python", bin, pyenv, basedir, ""); - session.runJupyter(history_id, process.getCode(), id, isjoin, bin, pyenv, basedir, token); + session.runJupyter(history_id, code, id, isjoin, bin, pyenv, basedir, token); resp = "{\"history_id\": \""+history_id+ @@ -449,7 +458,7 @@ public void localizeAllPython(String hid) { code = p.getCode(); - code = pt.unescape(code); + // code = pt.unescape(code); name = p.getName(); diff --git a/src/main/java/com/gw/tools/LogTool.java b/src/main/java/com/gw/tools/LogTool.java new file mode 100644 index 000000000..d6dd3cbcf --- /dev/null +++ b/src/main/java/com/gw/tools/LogTool.java @@ -0,0 +1,14 @@ +package com.gw.tools; + +import org.springframework.stereotype.Service; + +@Service +public class LogTool { + + void record(String operator, String operation, String objid, String category){ + + + + } + +} diff --git a/src/main/java/com/gw/tools/ProcessTool.java b/src/main/java/com/gw/tools/ProcessTool.java index 67881a653..e3cea7de4 100644 --- a/src/main/java/com/gw/tools/ProcessTool.java +++ b/src/main/java/com/gw/tools/ProcessTool.java @@ -6,6 +6,7 @@ import java.util.Iterator; import java.util.List; +import com.fasterxml.jackson.core.JsonProcessingException; import com.fasterxml.jackson.databind.ObjectMapper; import com.gw.database.HistoryRepository; import com.gw.database.ProcessRepository; @@ -248,45 +249,61 @@ public GWProcess getProcessById(String id) { } - public String detail(String id) { + public String detail(String id) throws JsonProcessingException { GWProcess p = getProcessById(id); + + if(!bt.isNull(p.getCode()) && (p.getCode().contains("bash\\\n") || p.getCode().contains("\\\nimport") + || p.getCode().contains("\\\"operation\\\"") || p.getCode().contains("\\\"cells\\\""))){ + + p.setCode(this.unescape(p.getCode())); + + } + + ObjectMapper mapper = new ObjectMapper(); + + String jsonString = mapper.writeValueAsString(p); - StringBuffer resp = new StringBuffer(); +// StringBuffer resp = new StringBuffer(); - resp.append("{ \"id\":\"").append(p.getId()).append("\", "); +// resp.append("{ \"id\":\"").append(p.getId()).append("\", "); - resp.append("\"name\":\"").append(p.getName()).append("\", "); +// resp.append("\"name\":\"").append(p.getName()).append("\", "); - String lang = "shell"; +// String lang = "shell"; - if(!bt.isNull(p.getDescription())) +// if(bt.isNull(p.getLang())){ + +// if(!bt.isNull(p.getDescription())) - lang = p.getDescription(); +// lang = p.getDescription(); +// } - resp.append("\"description\":\"").append(lang).append("\", "); +// resp.append("\"lang\":\"").append(lang).append("\", "); + +// resp.append("\"description\":\"").append(p.getDescription()).append("\", "); - String code = p.getCode(); +// String code = p.getCode(); -// if(lang.equals("jupyter")) { -// -// resp.append("\"code\":").append(code).append(" "); -// -// }else { +// // if(lang.equals("jupyter")) { +// // +// // resp.append("\"code\":").append(code).append(" "); +// // +// // }else { -// code = escape(code); //it already escaped once +// // code = escape(code); //it already escaped once - resp.append("\"code\":\"").append(code).append("\", "); +// resp.append("\"code\":\"").append(code).append("\", "); - resp.append("\"owner\":\"").append(p.getOwner()).append("\","); +// resp.append("\"owner\":\"").append(p.getOwner()).append("\","); - resp.append("\"confidential\":\"").append(p.getConfidential()).append("\""); +// resp.append("\"confidential\":\"").append(p.getConfidential()).append("\""); -// } +// // } - resp.append(" }"); +// resp.append(" }"); - return resp.toString(); + return jsonString; } @@ -703,7 +720,9 @@ public String getCodeById(String pid) { String code = p.getCode(); - code = this.unescape(code); + if(p.getCode().contains("bash\\\n") || p.getCode().contains("\\\nimport") + || p.getCode().contains("\\\"operation\\\"") || p.getCode().contains("\\\"cells\\\"")) + code = this.unescape(code); return code; @@ -742,7 +761,7 @@ public String getTypeById(String pid) { GWProcess p = processrepository.findById(pid).get(); - return p.getDescription(); + return bt.isNull(p.getLang())?p.getDescription():p.getLang(); } diff --git a/src/main/java/com/gw/tools/RemotehostTool.java b/src/main/java/com/gw/tools/RemotehostTool.java index ddea89bf7..e45302720 100644 --- a/src/main/java/com/gw/tools/RemotehostTool.java +++ b/src/main/java/com/gw/tools/RemotehostTool.java @@ -1,36 +1,26 @@ package com.gw.tools; import java.io.File; -import java.sql.ResultSet; -import java.sql.SQLException; import java.util.ArrayList; import java.util.Collection; import java.util.Iterator; import java.util.List; -import javax.websocket.Session; - -import org.slf4j.Logger; -import org.slf4j.LoggerFactory; -import org.springframework.beans.factory.annotation.Autowired; -import org.springframework.beans.factory.annotation.Value; -import org.springframework.stereotype.Service; -import org.springframework.web.socket.WebSocketSession; - -import com.gw.database.DataBaseOperation; import com.gw.database.ProcessRepository; import com.gw.jpa.GWProcess; import com.gw.jpa.History; import com.gw.ssh.SSHSession; -import com.gw.ssh.SSHSessionImpl; import com.gw.tasks.GeoweaverProcessTask; import com.gw.tasks.TaskManager; -import com.gw.tasks.TaskSocket; import com.gw.utils.BaseTool; import com.gw.utils.RandomString; -import com.gw.utils.SysDir; import com.gw.web.GeoweaverController; -import com.gw.server.CommandServlet; + +import org.slf4j.Logger; +import org.slf4j.LoggerFactory; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.beans.factory.annotation.Value; +import org.springframework.stereotype.Service; @Service public class RemotehostTool { @@ -66,6 +56,20 @@ public class RemotehostTool { @Autowired GeoweaverProcessTask t ; + + /** + * Find all python environments + * @param hostid + * @param password + * @return + */ + public String readPythonEnvironment(String hostid, String password){ + + session.login(hostid, password, new RandomString(18).nextString(), false); + + return session.readPythonEnvironment(hostid, password); + + } /** * Execute shell scripts diff --git a/src/main/java/com/gw/tools/UserTool.java b/src/main/java/com/gw/tools/UserTool.java index 6b2bf518a..1523abc5c 100644 --- a/src/main/java/com/gw/tools/UserTool.java +++ b/src/main/java/com/gw/tools/UserTool.java @@ -107,6 +107,7 @@ public void cleanExpiredAuth(){ } + public boolean isAuth(String jssessionid, String ipaddress){ boolean isauth = false; diff --git a/src/main/java/com/gw/tools/WorkflowTool.java b/src/main/java/com/gw/tools/WorkflowTool.java index bdcaecd9d..70aa121c3 100644 --- a/src/main/java/com/gw/tools/WorkflowTool.java +++ b/src/main/java/com/gw/tools/WorkflowTool.java @@ -16,6 +16,7 @@ import com.gw.tasks.GeoweaverWorkflowTask; import com.gw.tasks.TaskManager; import com.gw.utils.RandomString; +import com.gw.utils.BaseTool; import org.apache.log4j.Logger; import org.json.simple.JSONArray; @@ -52,6 +53,12 @@ public class WorkflowTool { @Autowired HistoryTool tool; + + @Autowired + UserTool ut; + + @Autowired + BaseTool bt; @Autowired GeoweaverWorkflowTask task; @@ -70,12 +77,14 @@ public String stop(String history_id) { String[] child_process_ids = childprocesses.split(";"); for(String cid : child_process_ids) { + + Optional hisopt = historyrepository.findById(cid); - History phis = historyrepository.findById(cid).get(); + History phis = hisopt.isPresent()? hisopt.get():null; // pt.stop(phis.getHistory_id()); - - tm.stopTask(phis.getHistory_id()); + if(!bt.isNull(phis)) + tm.stopTask(phis.getHistory_id()); } @@ -104,6 +113,18 @@ public String toJSON(Workflow w) { return json; } + + public List getWorkflowListByOwner(String ownerid){ + + Iterator wit = workflowrepository.findAllPublicPrivateByOwner(ownerid).iterator(); + + List actualList = new ArrayList(); + + wit.forEachRemaining(actualList::add); + + return actualList; + + } public String list(String owner){ @@ -358,7 +379,7 @@ private ExecutionStatus checkNodeStatus(String id, ExecutionStatus[] flags, JSON * @param token * @return */ - public String execute(String history_id, String wid, String mode, String[] hosts, String[] pswds, String httpsessionid) { + public String execute(String history_id, String wid, String mode, String[] hosts, String[] pswds, String token) { //use multiple threads to execute the processes @@ -372,15 +393,13 @@ public String execute(String history_id, String wid, String mode, String[] hosts // tm.addANewTask(task); - - - task.initialize(history_id, wid, mode, hosts, pswds, httpsessionid); + task.initialize(history_id, wid, mode, hosts, pswds, token); task.execute(); resp = "{\"history_id\": \""+task.getHistory_id()+ - "\", \"token\": \""+httpsessionid+ + "\", \"token\": \""+token+ "\", \"ret\": \"success\"}"; @@ -659,17 +678,27 @@ public String one_history(String hid) { } - public static void main(String[] args) throws ParseException { + // public static void main(String[] args) throws ParseException { - String jsonarray = "[{\"name\": \"1\"}, {\"name\": \"2\"}]"; + // String jsonarray = "[{\"name\": \"1\"}, {\"name\": \"2\"}]"; - JSONParser parser = new JSONParser(); + // JSONParser parser = new JSONParser(); - JSONArray obj = (JSONArray)parser.parse(jsonarray); + // JSONArray obj = (JSONArray)parser.parse(jsonarray); - System.out.println("parsed json objects: " + obj.size()); + // System.out.println("parsed json objects: " + obj.size()); - } + // } + + public String getOwnerNameByID(String ownerid) { + + String ownername = "Public User"; + + if(!bt.isNull(ownerid)) + ownername = ut.getUserById(ownerid).getUsername(); + + return ownername; + } } diff --git a/src/main/java/com/gw/utils/BaseTool.java b/src/main/java/com/gw/utils/BaseTool.java index 90e7d19e4..0f86f2d6b 100644 --- a/src/main/java/com/gw/utils/BaseTool.java +++ b/src/main/java/com/gw/utils/BaseTool.java @@ -27,11 +27,14 @@ import java.security.NoSuchAlgorithmException; import java.text.ParseException; import java.text.SimpleDateFormat; +import java.util.ArrayList; import java.util.Date; import java.util.List; import javax.servlet.http.HttpServletRequest; +import com.fasterxml.jackson.databind.ObjectMapper; + import org.apache.commons.io.IOUtils; import org.dom4j.Document; import org.dom4j.DocumentHelper; @@ -255,6 +258,7 @@ public static boolean validate(String email){ return m.matches(); } + // public String toJSONString(Object value) { // String json = null; // ObjectWriter ow = new ObjectMapper().writer().withDefaultPrettyPrinter(); @@ -274,6 +278,69 @@ public static boolean validate(String email){ // // return json; // } + + public String getErrorReturn(String message){ + + StringBuffer json = new StringBuffer("{\"status\": \"failed\", \"reason\":\""); + + json.append(message).append("\"}"); + + return json.toString(); + + } + + public List executeLocal(List cmds){ + + List envlist = new ArrayList(); + + try{ + + ProcessBuilder builder = new ProcessBuilder(); + + builder.command(cmds); //bash.exe of cygwin must be in the $PATH + + builder.redirectErrorStream(true); + + Process process = builder.start(); + + process.waitFor(); + + BufferedReader in = new BufferedReader(new InputStreamReader(process.getInputStream())); + String s = null; + + + while ((s = in.readLine()) != null) { + System.out.println(s); + + envlist.add(s); + + } + + }catch(Exception e){ + + e.printStackTrace(); + + } + + + return envlist; + + } + + public String toJSON(Object h) { + + String json = "{}"; + ObjectMapper mapper = new ObjectMapper(); + try { + json = mapper.writeValueAsString(h); + // logger.debug("ResultingJSONstring = " + json); + //System.out.println(json); + } catch (Exception e) { + e.printStackTrace(); + } + return json; + + } public void createWorkspace(String filepath) { @@ -287,6 +354,20 @@ public void createWorkspace(String filepath) { } + public void sleep(long timelen){ + + try { + + Thread.sleep(timelen); //1000 milliseconds is one second. + + } catch(InterruptedException ex) { + + // Thread.currentThread().interrupt(); + ex.printStackTrace(); + + } + } + /** * Write string to file * @param content diff --git a/src/main/java/com/gw/utils/GmailAPI.java b/src/main/java/com/gw/utils/GmailAPI.java index 97d2d0924..242325cc4 100644 --- a/src/main/java/com/gw/utils/GmailAPI.java +++ b/src/main/java/com/gw/utils/GmailAPI.java @@ -96,7 +96,7 @@ public static void getMailBody(String searchString) throws IOException { public static Gmail getGmailService() throws IOException, GeneralSecurityException { - String credentials = "{\"web\":{\"client_id\":\"471690502756-7inelnnpit9mp4dofk5sda2op0105d9u.apps.googleusercontent.com\",\"project_id\":\"watersmart-1614386745314\",\"auth_uri\":\"https://accounts.google.com/o/oauth2/auth\",\"token_uri\":\"https://oauth2.googleapis.com/token\",\"auth_provider_x509_cert_url\":\"https://www.googleapis.com/oauth2/v1/certs\",\"client_secret\":\"fmqHZjd4H9VOeOymUfwY-O6V\",\"redirect_uris\":[\"http://localhost:8070/Geoweaver\"]}}"; + String credentials = "{\"web\":{\"client_id\":\"471690502756-7inelnnpit9mp4dofk5sda2op0105d9u.apps.googleusercontent.com\",\"project_id\":\"watersmart-1614386745314\",\"auth_uri\":\"https://accounts.google.com/o/oauth2/auth\",\"token_uri\":\"https://oauth2.googleapis.com/token\",\"auth_provider_x509_cert_url\":\"https://www.googleapis.com/oauth2/v1/certs\",\"client_secret\":\"fmqHZjd4H9VOe\",\"redirect_uris\":[\"http://localhost:8070/Geoweaver\"]}}"; InputStream in = new ByteArrayInputStream(credentials.getBytes()); GoogleClientSecrets clientSecrets = GoogleClientSecrets.load(JSON_FACTORY, new InputStreamReader(in)); @@ -131,7 +131,7 @@ private static String getAccessToken() { Map params = new LinkedHashMap<>(); params.put("grant_type", "refresh_token"); params.put("client_id", "471690502756-7inelnnpit9mp4dofk5sda2op0105d9u.apps.googleusercontent.com"); //Replace this - params.put("client_secret", "fmqHZjd4H9VOeOymUfwY-O6V"); + params.put("client_secret", "fmqHZjd4H9VO"); params.put("refresh_token", "1//04xhq952D9aCfCgYIARAAGAQSNwF-L9IrHfxJgvKwZDiIHKSkIORtB3uxMmnKTQRUMoJhhYzQkukS731bRDtMEcWfFJJISYWVUNI"); //Replace this diff --git a/src/main/java/com/gw/utils/MasterRequestObject.java b/src/main/java/com/gw/utils/MasterRequestObject.java new file mode 100644 index 000000000..e184e451e --- /dev/null +++ b/src/main/java/com/gw/utils/MasterRequestObject.java @@ -0,0 +1,7 @@ +package com.gw.utils; + +public class MasterRequestObject { + + String type, hostname, hostip, hostport, username, hosttype, url, confidential, ownerid, lang, name, desc, code; + +} diff --git a/src/main/java/com/gw/web/GeoweaverController.java b/src/main/java/com/gw/web/GeoweaverController.java index c1093347e..547cadda9 100644 --- a/src/main/java/com/gw/web/GeoweaverController.java +++ b/src/main/java/com/gw/web/GeoweaverController.java @@ -12,7 +12,10 @@ import javax.servlet.http.HttpServletResponse; import javax.servlet.http.HttpSession; +import com.gw.jpa.GWProcess; import com.gw.jpa.GWUser; +import com.gw.jpa.Host; +import com.gw.jpa.Workflow; import com.gw.search.GWSearchTool; import com.gw.ssh.RSAEncryptTool; import com.gw.ssh.SSHSession; @@ -24,6 +27,7 @@ import com.gw.tools.SessionManager; import com.gw.tools.WorkflowTool; import com.gw.utils.BaseTool; +import com.gw.utils.MasterRequestObject; import com.gw.utils.RandomString; import com.gw.tools.UserTool; @@ -41,8 +45,10 @@ import org.springframework.ui.Model; import org.springframework.ui.ModelMap; import org.springframework.web.bind.annotation.PathVariable; +import org.springframework.web.bind.annotation.RequestBody; import org.springframework.web.bind.annotation.RequestMapping; import org.springframework.web.bind.annotation.RequestMethod; +import org.springframework.web.bind.annotation.RequestParam; import org.springframework.web.bind.annotation.ResponseBody; import org.springframework.web.bind.support.SessionStatus; import org.springframework.web.context.request.WebRequest; @@ -775,6 +781,33 @@ public ResponseEntity fileGetter(ModelMap model, @PathVariable(value=" } + @RequestMapping(value="/readEnvironment", method = RequestMethod.POST) + public @ResponseBody String readPythonEnvironment(ModelMap model, WebRequest request, HttpSession session){ + + String resp = null; + + try{ + + String hid = request.getParameter("hostid"); + + String password = request.getParameter("pswd"); + + password = RSAEncryptTool.getPassword(password, session.getId()); + + resp = ht.readEnvironment(hid, password); + + }catch(Exception e){ + + e.printStackTrace(); + + resp = bt.getErrorReturn(e.getLocalizedMessage()); + + } + + return resp; + + } + @RequestMapping(value = "/executeWorkflow", method = RequestMethod.POST) public @ResponseBody String executeWorkflow(ModelMap model, WebRequest request, HttpSession session){ @@ -790,7 +823,7 @@ public ResponseEntity fileGetter(ModelMap model, @PathVariable(value=" // if(bt.isNull(token)){ - token = session.getId(); // the token from client is useless + // token = session.getId(); // the token from client is useless String history_id = bt.isNull(request.getParameter("history_id"))? new RandomString(18).nextString(): request.getParameter("history_id"); @@ -800,7 +833,7 @@ public ResponseEntity fileGetter(ModelMap model, @PathVariable(value=" String[] encrypted_password = request.getParameterValues("passwords[]"); String[] passwords = RSAEncryptTool.getPasswords(encrypted_password, session.getId()); - + // resp = wt.execute(id, mode, hosts, passwords, session.getId()); resp = wt.execute(history_id, id, mode, hosts, passwords, token); @@ -907,6 +940,8 @@ public ResponseEntity fileGetter(ModelMap model, @PathVariable(value=" String hid = request.getParameter("hostId"); String encrypted_password = request.getParameter("pswd"); + + String token = request.getParameter("token"); String bin = request.getParameter("env[bin]"); @@ -918,7 +953,59 @@ public ResponseEntity fileGetter(ModelMap model, @PathVariable(value=" String history_id = bt.isNull(request.getParameter("history_id"))?new RandomString(12).nextString(): request.getParameter("history_id"); - resp = pt.execute(history_id, pid, hid, password, session.getId(), false, bin, pyenv, basedir); + resp = pt.execute(history_id, pid, hid, password, token, false, bin, pyenv, basedir); + + }catch(Exception e) { + + e.printStackTrace(); + + throw new RuntimeException("failed " + e.getLocalizedMessage()); + + } + + return resp; + + } + + @RequestMapping(value = "/edit/process", method = RequestMethod.POST) + public @ResponseBody String editprocess(ModelMap model, @RequestBody GWProcess up, WebRequest request){ + + String resp = null; + + try { + + checkID(up.getId()); + + pt.save(up); + + resp = "{\"id\" : \"" + up.getId() + "\"}"; + + + }catch(Exception e) { + + e.printStackTrace(); + + throw new RuntimeException("failed " + e.getLocalizedMessage()); + + } + + return resp; + + } + + @RequestMapping(value = "/edit/workflow", method = RequestMethod.POST) + public @ResponseBody String editworkflow(ModelMap model, @RequestBody Workflow w, WebRequest request){ + + String resp = null; + + try { + + checkID(w.getId()); + + wt.save(w); + + resp = "{\"id\" : \"" + w.getId() + "\"}"; + }catch(Exception e) { @@ -956,12 +1043,14 @@ public ResponseEntity fileGetter(ModelMap model, @PathVariable(value=" String username = request.getParameter("username"); String hosttype = request.getParameter("hosttype"); + + String confidential = request.getParameter("confidential"); String url = request.getParameter("url"); // String owner = request.getParameter("owner"); - ht.update(hostid, hostname, hostip, hostport, username, hosttype, null, url); + ht.update(hostid, hostname, hostip, hostport, username, hosttype, null, url, confidential); resp = "{ \"hostid\" : \"" + hostid + "\", \"hostname\" : \""+ hostname + "\" }"; @@ -1163,6 +1252,117 @@ public void getFile(@PathVariable("file_name") String fileName, HttpServletRespo return resp; } + + @RequestMapping(value = "/add/process", method = RequestMethod.POST) + public @ResponseBody String addProcess(ModelMap model, @RequestBody GWProcess np, Host h, WebRequest request){ + + String resp = null; + + try { + + // String lang = request.getParameter("lang"); + + // String name = request.getParameter("name"); + + // String desc = request.getParameter("desc"); + + String ownerid = bt.isNull(np.getOwner())?"111111":np.getOwner(); + + np.setOwner(ownerid); + + // String confidential = request.getParameter("confidential"); + + + String newid = new RandomString(6).nextString(); + + np.setId(newid); + + np.setCode(np.getCode()); + + pt.save(np); + + resp = "{\"id\" : \"" + newid + "\", \"name\":\"" + np.getName() + "\", \"lang\": \""+np.getDescription()+"\"}"; + + }catch(Exception e) { + + e.printStackTrace(); + + throw new RuntimeException("failed " + e.getLocalizedMessage()); + + } + + return resp; + + } + + @RequestMapping(value = "/add/host", method = RequestMethod.POST) + public @ResponseBody String addHost(ModelMap model, Host h, WebRequest request){ + + String resp = null; + + try { + + + String ownerid = bt.isNull(h.getOwner())?"111111":h.getOwner(); + + h.setOwner(ownerid); + + String newhostid = new RandomString(6).nextString(); + + h.setId(newhostid); + + ht.save(h); + + // String hostid = ht.add(hostname, hostip, hostport, username, url, hosttype, ownerid, confidential); + + resp = "{ \"id\" : \"" + h.getId() + "\", \"name\" : \""+ h.getName() + "\", \"type\": \"" + h.getType() + "\" }"; + + + }catch(Exception e) { + + e.printStackTrace(); + + throw new RuntimeException("failed " + e.getLocalizedMessage()); + + } + + return resp; + + } + + @RequestMapping(value = "/add/workflow", method = RequestMethod.POST) + public @ResponseBody String addWorkflow(ModelMap model, @RequestBody Workflow w, WebRequest request){ + + String resp = null; + + try { + + + String ownerid = bt.isNull(w.getOwner())?"111111":w.getOwner(); + + w.setOwner(ownerid); + + String newwid = new RandomString(20).nextString(); + + w.setId(newwid); + + wt.save(w); + + // String wid = wt.add(name, nodes, edges, ownerid); + + resp = "{\"id\" : \"" + newwid + "\", \"name\":\"" + w.getName() + "\"}"; + + }catch(Exception e) { + + e.printStackTrace(); + + throw new RuntimeException("failed " + e.getLocalizedMessage()); + + } + + return resp; + + } @RequestMapping(value = "/add", method = RequestMethod.POST) public @ResponseBody String add(ModelMap model, WebRequest request){ @@ -1522,11 +1722,11 @@ void checkID(String id) { - public static void main(String[] args) { + // public static void main(String[] args) { - sessionManager.closeAll(); + // sessionManager.closeAll(); - } + // } } diff --git a/src/main/java/com/gw/web/JupyterController.java b/src/main/java/com/gw/web/JupyterController.java index c697155c4..32ad63376 100644 --- a/src/main/java/com/gw/web/JupyterController.java +++ b/src/main/java/com/gw/web/JupyterController.java @@ -353,22 +353,8 @@ private ResponseEntity processUtil(HttpEntity entity, HttpMethod method, HttpSer // logger.debug("Ensuring Unicode to UTF"); logger.debug("Request URI: " + request.getRequestURI()); - -// logger.info("Request Headers: " + entity.getHeaders()); - -// logger.info("Query String: " + request.getQueryString()); - -// String realurl = this.getRealRequestURL(request.getRequestURI()); -// -// Host h = HostTool.getHostById(hostid); -// -// logger.info("HTTP Method: " + method.toString()); -// -// restTemplate.setRequestFactory(new HttpComponentsClientHttpRequestFactory()); -// -// HttpHeaders newheaders = this.updateHeaderReferer(entity.getHeaders(), h, realurl, request.getQueryString()); - - HttpHeaders newheaders = getHeaders(entity.getHeaders(), method, request, hostid); + + HttpHeaders newheaders = getHeaders(entity.getHeaders(), method, request, hostid); HttpEntity newentity = new HttpEntity(entity.getBody(), newheaders); diff --git a/src/main/java/com/gw/web/LandingController.java b/src/main/java/com/gw/web/LandingController.java new file mode 100644 index 000000000..5841b0838 --- /dev/null +++ b/src/main/java/com/gw/web/LandingController.java @@ -0,0 +1,135 @@ +package com.gw.web; + +import com.gw.jpa.GWUser; +import com.gw.jpa.History; +import com.gw.jpa.Workflow; +import com.gw.search.GWSearchTool; +import com.gw.tools.DashboardTool; +import com.gw.tools.FileTool; +import com.gw.tools.HistoryTool; +import com.gw.tools.HostTool; +import com.gw.tools.ProcessTool; +import com.gw.tools.WorkflowTool; +import com.gw.tools.UserTool; +import com.gw.utils.BaseTool; +import java.util.List; + +import org.json.JSONArray; +import org.slf4j.Logger; +import org.slf4j.LoggerFactory; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.stereotype.Controller; +import org.springframework.ui.ModelMap; +import org.springframework.web.bind.annotation.PathVariable; +import org.springframework.web.bind.annotation.RequestMapping; +import org.springframework.web.bind.annotation.RequestMethod; + +@Controller +@RequestMapping(value="/landing") +public class LandingController { + + Logger logger = LoggerFactory.getLogger(getClass()); + + @Autowired + ProcessTool pt; + + @Autowired + WorkflowTool wt; + + @Autowired + HostTool ht; + + @Autowired + BaseTool bt; + + @Autowired + GWSearchTool st; + + @Autowired + FileTool ft; + + @Autowired + UserTool ut; + + @Autowired + HistoryTool hist; + + @Autowired + DashboardTool dbt; + + @RequestMapping(value="/{wf_id}", method= RequestMethod.GET) + public String workflow_landingpage(@PathVariable(value="wf_id") final String workflow_id, final ModelMap model){ + + //check if the workflow is public. Private workflows have no public landing page. + // + Workflow wf = wt.getById(workflow_id); + + if(!bt.isNull(wf)){ + + if("FALSE".equals(wf.getConfidential())){ + + // String ownername = wt.getOwnerNameByID(wf.getOwner()); + + GWUser u = ut.getUserById(wf.getOwner()); + + model.addAttribute("workflow", wf); + + model.addAttribute("user", u); + + List historylist = hist.getHistoryByWorkflowId(wf.getId()); + + int success_num = 0, failed_num = 0, pending_num = 0, unknown_num = 0; + + for(History h: historylist){ + + if("Done".equals(h.getIndicator())){ + + success_num++; + + }else if("Failed".equals(h.getIndicator())){ + + failed_num++; + + }else if("Pending".equals(h.getIndicator())){ + + pending_num++; + + }else{ + + unknown_num++; + + } + + } + + model.addAttribute("all_history_num", historylist.size()); + model.addAttribute("success_num", success_num); + model.addAttribute("failed_num", failed_num); + model.addAttribute("pending_num", pending_num); + model.addAttribute("unknown_num", unknown_num); + + JSONArray jsonArr = new JSONArray(wf.getNodes()); + + model.addAttribute("nodes", jsonArr); + + model.addAttribute("historylist", historylist); + + //get recent activities + // wt.getAllWorkflow(); + model.addAttribute("workflowlist", wt.getWorkflowListByOwner(u.getId())); + + }else{ + + throw new RuntimeException("This workflow isn't public"); + + } + + }else{ + throw new RuntimeException("This workflow doesn't exist"); + } + + return "wf_landing_template"; + + } + +} diff --git a/src/main/java/com/gw/workers/Worker.java b/src/main/java/com/gw/workers/Worker.java index f27f6852b..f09ca2e9e 100644 --- a/src/main/java/com/gw/workers/Worker.java +++ b/src/main/java/com/gw/workers/Worker.java @@ -56,9 +56,19 @@ public void setStatus(boolean status) { this.status = status; } + public void printoutCallStack(){ + System.out.println("Printing stack trace:"); + StackTraceElement[] elements = Thread.currentThread().getStackTrace(); + for (int i = 1; i < elements.length; i++) { + StackTraceElement s = elements[i]; + System.out.println("\tnull websocket trace at " + s.getClassName() + "." + s.getMethodName() + "(" + s.getFileName() + ":" + s.getLineNumber() + ")"); + } + } public void setTask(Task t) { + + this.printoutCallStack(); this.t = t; diff --git a/src/main/resources/static/css/landing.css b/src/main/resources/static/css/landing.css new file mode 100644 index 000000000..62b042d10 --- /dev/null +++ b/src/main/resources/static/css/landing.css @@ -0,0 +1,47 @@ +.main-body { + padding: 15px; +} +.card { + box-shadow: 0 1px 3px 0 rgba(0,0,0,.1), 0 1px 2px 0 rgba(0,0,0,.06); +} + +.card { + position: relative; + display: flex; + flex-direction: column; + min-width: 0; + word-wrap: break-word; + background-color: #fff; + background-clip: border-box; + border: 0 solid rgba(0,0,0,.125); + border-radius: .25rem; +} + +.card-body { + flex: 1 1 auto; + min-height: 1px; + padding: 1rem; +} + +.gutters-sm { + margin-right: -8px; + margin-left: -8px; +} + +.gutters-sm>.col, .gutters-sm>[class*=col-] { + padding-right: 8px; + padding-left: 8px; +} +.mb-3, .my-3 { + margin-bottom: 1rem!important; +} + +.bg-gray-300 { + background-color: #e2e8f0; +} +.h-100 { + height: 100%!important; +} +.shadow-none { + box-shadow: none!important; +} \ No newline at end of file diff --git a/src/main/resources/static/js/gw.general.js b/src/main/resources/static/js/gw.general.js index 23ccc73b6..11ded9c48 100644 --- a/src/main/resources/static/js/gw.general.js +++ b/src/main/resources/static/js/gw.general.js @@ -10,6 +10,8 @@ GW.general = { process_code_editor: null, + + CLIENT_TOKEN: null, init: function(){ @@ -28,6 +30,8 @@ GW.general = { } } }); + + GW.general.CLIENT_TOKEN = GW.general.makeid(26); }, @@ -38,11 +42,27 @@ GW.general = { for ( var i = 0; i < length; i++ ) { result += characters.charAt(Math.floor(Math.random() * charactersLength)); - } + } return result; }, + parseResponse: function(msg){ + + if(msg!=null && typeof msg != 'undefined'){ + + if(typeof msg != 'object'){ + + msg = $.parseJSON(msg); + + } + + } + + return msg; + + }, + displayObject: function(type, msg){ if(type=="process"){ diff --git a/src/main/resources/static/js/gw.host.js b/src/main/resources/static/js/gw.host.js index 655269f56..ad58d4094 100644 --- a/src/main/resources/static/js/gw.host.js +++ b/src/main/resources/static/js/gw.host.js @@ -1021,6 +1021,8 @@ GW.host = { url: "add", method: "POST", + + data: req @@ -1083,6 +1085,14 @@ GW.host = { jupyter_url = $("#_host_url").val() } + + var confidential = "FALSE"; //default is public + + if(typeof $('input[name="confidential"]:checked').val() != "undefined"){ + + confidential = $('input[name="confidential"]:checked').val() + + } var req = { @@ -1100,7 +1110,9 @@ GW.host = { username: hostusername, - hostid: hostid + hostid: hostid, + + confidential: confidential } @@ -1175,6 +1187,10 @@ GW.host = { // ""+ + + ""+ "Environment List "+ + "
"+ + " "+ + " "+ + " "+ + " "+ + " "+ + " "+ + " "+ + " "+ + " "+ + " "+ + " "; + + + for(var i=0;i"+msg[i].name+" "+ + " "+ + " "+ + " "+ + " "+ + " "; + + } + + content += ""+ + "
NameBin PathPyEnvBase DirectorySettings
"+msg[i].bin+""+msg[i].pyenv+""+msg[i].basedir+""+msg[i].settings+"
"+ + "
"; + + $("#environment-iframe").html(content); + + $("#closeEnvironmentPanel").click(function(){ + + $("#environment-iframe").html(""); + + }); + + }, + + readEnvironmentCallback: function(encrypt, req, dialogItself, button){ + + req.pswd = encrypt; + + req.token = GW.general.CLIENT_TOKEN; + + $.ajax({ + + url: "readEnvironment", + + type: "POST", + + data: req + + }).done(function(msg){ + + if(msg){ + + msg = GW.general.parseResponse(msg); + + if(msg.status == "failed"){ + + alert("Fail to read python environment."); + + console.error("fail to execute the process " + msg.reason); + + }else{ + + GW.host.showEnvironmentTable(msg); + + } + + if(dialogItself) { + + try{dialogItself.closeFrame(); }catch(e){} + + } + + }else{ + + console.error("Return Response is Empty"); + + } + + + }).fail(function(jxr, status){ + + alert("Error: unable to log on. Check if your password or the configuration of host is correct."); + + if($("#inputpswd").length) $("#inputpswd").val(""); + + console.error("fail to execute the process " + req.processId); + + }); + }, + + readEnvironment: function(hid){ + + var req = { + + hostid: hid, + + } + + GW.host.start_auth_single(hid, req, GW.host.readEnvironmentCallback ); + + }, display: function(msg){ @@ -1314,6 +1443,10 @@ GW.host = { "

"+ + ""+ + + "
"+ + "
"+ "
"+ @@ -1819,7 +1952,7 @@ GW.host = { }, - newDialog: function(){ + newDialog: function(category){ if(GW.host.new_host_frame!=null){ @@ -1889,7 +2022,8 @@ GW.host = { }); - + if(category) + $("#hosttype").val(category).trigger('change'); }, } \ No newline at end of file diff --git a/src/main/resources/static/js/gw.monitor.js b/src/main/resources/static/js/gw.monitor.js index 9c5af4604..4dcf5c9bd 100644 --- a/src/main/resources/static/js/gw.monitor.js +++ b/src/main/resources/static/js/gw.monitor.js @@ -20,9 +20,9 @@ GW.monitor = { //shell.echo(special.white + "connected" + special.reset); console.log("workflow websocket is connected"); - if(this.token==null || this.token == "null") this.token = GW.main.getJSessionId(); + // if(this.token==null || this.token == "null") this.token = GW.main.getJSessionId(); // link the SSH session established with spring security logon to the websocket session... - GW.monitor.all_ws.send("token:" + this.token); + GW.monitor.all_ws.send("token:" + GW.general.CLIENT_TOKEN); }, @@ -36,7 +36,11 @@ GW.monitor = { // console.log(e.data); //print out everything back from server - if(GW.monitor.IsJsonString(e.data)){ + if(e.data.indexOf("Session_Status:Active")!=-1){ + + GW.monitor.checker_swich = false; + + }else if(GW.monitor.IsJsonString(e.data)){ var returnmsg = $.parseJSON(e.data) @@ -194,6 +198,45 @@ GW.monitor = { console.log("workspace indicator is closed"); }, + + send: function (data) { + + if(this.all_ws != null){ + + this.all_ws.send(data); + + } else { + + if(data!=this.token){ + + this.error('not connected!'); + + } + + } + }, + + checkSessionStatus: function(){ + // console.log("Current WS status: " + GW.ssh.all_ws.readyState); + // return GW.ssh.all_ws.readyState; + + GW.monitor.checker_swich = true; + + GW.monitor.send("token:"+GW.general.CLIENT_TOKEN); + + setTimeout(() => { + + if(GW.monitor.checker_swich){ + + //restart the websocket if the switch is still true two seconds later + GW.monitor.startSocket(GW.monitor.token); + GW.monitor.checker_swich = false; + + } + + }, 2000); + + }, /** * @@ -210,6 +253,11 @@ GW.monitor = { GW.monitor.startSocket(token); + }else{ + + //check + GW.monitor.checkSessionStatus(); + } // //only start when the mode is in monitor mode diff --git a/src/main/resources/static/js/gw.process.js b/src/main/resources/static/js/gw.process.js index 04a76a8ef..49832cf2b 100644 --- a/src/main/resources/static/js/gw.process.js +++ b/src/main/resources/static/js/gw.process.js @@ -212,7 +212,7 @@ GW.process = { var load_file = function (file) { var reader = new FileReader(); reader.onload = function (e) { - GW.process.jupytercode = this.result; + GW.process.jupytercode = JSON.stringify(this.result); var parsed = JSON.parse(this.result); render_notebook(parsed); }; @@ -327,9 +327,8 @@ GW.process = { this.load_jupyter(); if(code!=null && typeof code != 'undefined'){ - if(typeof code != 'object'){ - code = $.parseJSON(code); - } + + code = GW.general.parseResponse(code); var notebook = nb.parse(code); var rendered = notebook.render(); $("#jupyter_area-"+cmid).append(rendered); @@ -365,7 +364,7 @@ GW.process = { if(code!=null){ - code = $.parseJSON(code); + code = GW.general.parseResponse(code); $("#builtin_processes-"+cmid).val(code.operation); @@ -416,6 +415,8 @@ GW.process = { "params": params } + + code = JSON.stringify(code); }else if($("#processcategory"+cmid).val()=="jupyter"){ @@ -431,7 +432,7 @@ GW.process = { }, - newDialog: function(){ + newDialog: function(category){ var content = '
'+ GW.process.getProcessDialogTemplate()+ @@ -494,6 +495,10 @@ GW.process = { frame.closeFrame(); }); + + //change the category if it is not null + if(category) + $("#processcategory-"+GW.process.cmid).val(category).trigger('change'); }, @@ -517,7 +522,7 @@ GW.process = { } - msg = $.parseJSON(msg); + msg = GW.general.parseResponse(msg); var content = "
"+ " "+ @@ -671,7 +676,7 @@ GW.process = { } - msg = $.parseJSON(msg); + msg = GW.general.parseResponse(msg); $("#process-history-container").html(GW.process.getTable(msg)); @@ -714,7 +719,7 @@ GW.process = { }).done(function(msg){ - msg = $.parseJSON(msg); + msg = GW.general.parseResponse(msg); console.log("stop process is called"); @@ -763,7 +768,7 @@ GW.process = { } - msg = $.parseJSON(msg); + msg = GW.general.parseResponse(msg); msg.code = msg.input; @@ -871,7 +876,7 @@ GW.process = { } - msg = $.parseJSON(msg); + msg = GW.general.parseResponse(msg); GW.process.displayOutput(msg); @@ -887,7 +892,14 @@ GW.process = { if(code != null){ // code = code.replaceAll("
", "\n"); //no long needed after using StringEscapeUtils, should remove in v1.0 - + var code = code.replace(/\\n/g, "\\n") + .replace(/\\'/g, "\\'") + .replace(/\\"/g, '\\"') + .replace(/\\&/g, "\\&") + .replace(/\\r/g, "\\r") + .replace(/\\t/g, "\\t") + .replace(/\\b/g, "\\b") + .replace(/\\f/g, "\\f"); } return code; @@ -1007,8 +1019,7 @@ GW.process = { }).done(function(msg){ - msg = $.parseJSON(msg); - + msg = GW.general.parseResponse(msg); var content = '
'+ GW.process.getProcessDialogTemplate() + '
'; @@ -1021,7 +1032,7 @@ GW.process = { var old_name = msg.name; - var old_lang = msg.description; + var old_lang = msg.lang==null?msg.desc : msg.lang; var old_code = msg.code; @@ -1091,7 +1102,7 @@ GW.process = { //not finished yet - GW.process.runProcess(msg.id, msg.name, msg.description); + GW.process.runProcess(msg.id, msg.name, msg.lang); }); @@ -1115,14 +1126,17 @@ GW.process = { var process_name = null; - if(typeof msg !='object'){ - - msg = $.parseJSON(msg); - } - - code_type = msg.category==null?msg.description: msg.category; + msg = GW.general.parseResponse(msg); + + code_type = msg.lang==null?msg.description: msg.lang; code = msg.code; + + if(code!=null && code.includes("\\\"")){ + + code = GW.process.unescape(code); + + } process_id = msg.id; @@ -1135,11 +1149,11 @@ GW.process = { if(msg.confidential=="FALSE"){ - confidential_field += ' '; + confidential_field += ' '; }else{ - confidential_field += ' '; + confidential_field += ' '; } @@ -1149,12 +1163,12 @@ GW.process = { if(msg.confidential=="TRUE"){ - confidential_field += ' '+ + confidential_field += ' '+ ' '; }else{ - confidential_field += ' '+ + confidential_field += ' '+ ' '; } @@ -1336,11 +1350,7 @@ GW.process = { if(code != null && code != "null"){ - if(typeof code != 'object'){ - - code = $.parseJSON(code); - - } + code = GW.general.parseResponse(code); var notebook = nb.parse(code); @@ -1356,7 +1366,7 @@ GW.process = { code = code.replace(/\\/g, '\\\\'); - code = $.parseJSON(code) + code = GW.general.parseResponse(code) var cont = ' '+ '
'+ - ' '; + content += ' '+ + ' '; if(GW.user.current_userid==owner && GW.user.current_userid!= "111111") - content += ' '+ - ' '; + content += ' '+ + ' '; }else{ - content += ' '+ - ' '; + content += ' '+ + ' '; if(GW.user.current_userid==owner && GW.user.current_userid!= "111111") - content += ' '+ - ' '; + content += ' '+ + ' '; } @@ -141,6 +141,10 @@ GW.workflow = { " "+ + + " "+ "'+ '
'+ - ' '+ - '
'+ + ' '+ + '
'+ ' '+ '
'+ + '
'+ + '
'+ + ' '+ + '
'+ + ' '+ + ' '; + + if(GW.user.current_userid!=null && GW.user.current_userid!="111111") + content += ' '+ + ' '; + + content += '
'+ + '
'+ + '
'+ + ' '+ + '
'+ + ' '+ + '
'+ '
'+ '
'; @@ -249,6 +277,14 @@ GW.workflow = { $("#new-workflow-confirm").click(function(){ $("#new-workflow-confirm").prop('disabled', true); + + var confidential = "FALSE"; //default is public + + if(typeof $('input[name="confidential_new"]:checked').val() != "undefined"){ + + confidential = $('input[name="confidential_new"]:checked').val() + + } //save the new workflow @@ -257,6 +293,12 @@ GW.workflow = { "name": $("#workflow_name").val(), "type": "workflow", + + "confidential": confidential, + + "description": $("#wf_desc").val(), + + "owner": GW.user.current_userid, "nodes": JSON.stringify(GW.workspace.theGraph.nodes), @@ -268,15 +310,19 @@ GW.workflow = { $.ajax({ - url: "add", + url: "add/workflow", method: "POST", + + contentType: 'application/json', + + dataType: 'json', - data: workflow + data: JSON.stringify(workflow) }).done(function(msg){ - msg = $.parseJSON(msg); + msg = GW.general.parseResponse(msg); GW.workflow.new_frame.closeFrame() @@ -306,94 +352,6 @@ GW.workflow = { }); -// BootstrapDialog.show({ -// -// title: "New workflow", -// -// message: content, -// -// buttons: [{ -// -// label: "Confirm", -// -// id: "workflow-new-confirm", -// -// action: function(dialog){ -// -// var $button = this; -// -// $button.spin(); -// -//// dialog.enableButtons(false); -// $("#workflow-new-confirm").prop('disabled', true); -// -// //save the new workflow -// -// var workflow = { -// -// "name": $("#workflow_name").val(), -// -// "type": "workflow", -// -// "nodes": JSON.stringify(GW.workspace.theGraph.nodes), -// -// "edges": JSON.stringify(GW.workspace.theGraph.edges) -// -// }; -// -// $.ajax({ -// -// url: "add", -// -// method: "POST", -// -// data: workflow -// -// }).done(function(msg){ -// -// msg = $.parseJSON(msg); -// -// GW.workflow.addMenuItem(msg); -// -// console.log("the workflow is added"); -// -// GW.workflow.loaded_workflow = msg.id; -// -// if(createandrun){ -// -// GW.workflow.run(msg.id); -// -// } -// -// dialog.close(); -// -// }).fail(function(jqXHR, textStatus){ -// -// console.error("fail to add workflow"); -// -// $button.stopSpin(); -// -// dialogItself.enableButtons(true); -// -// }); -// -// } -// -// },{ -// -// label: "Close", -// -// action: function(dialog){ -// -// dialog.close(); -// -// } -// -// }] -// -// -// }); - }else{ alert("There are no adequate processes in the workspace!"); @@ -416,13 +374,27 @@ GW.workflow = { save: function(nodes, edges){ if(this.loaded_workflow!=null){ + + var confidential = "FALSE"; //default is public + + if(typeof $('input[name="confidential_workflow"]:checked').val() != "undefined"){ + + confidential = $('input[name="confidential_workflow"]:checked').val() + + } var req = { "type": "workflow", "id": this.loaded_workflow, - + + "confidential": confidential, + + "owner": GW.user.current_userid, + + "description": "", + "nodes": JSON.stringify(nodes), "edges": JSON.stringify(edges) @@ -431,11 +403,15 @@ GW.workflow = { $.ajax({ - url: "edit", + url: "edit/workflow", method: "POST", - data: req + contentType: 'application/json', + + dataType: 'json', + + data: JSON.stringify(req) }).done(function(msg){ @@ -487,6 +463,8 @@ GW.workflow = { }); }, + + /** * Allow users to choose how to add the workflow into the workspace in two ways: @@ -675,7 +653,7 @@ GW.workflow = { } else { - nodes = $.parseJSON(nodes); + nodes = GW.general.parseResponse(nodes); for(var i=0;i
- + +
Some message..
-
diff --git a/src/main/resources/templates/wf_landing_template.html b/src/main/resources/templates/wf_landing_template.html new file mode 100644 index 000000000..98bd5fafc --- /dev/null +++ b/src/main/resources/templates/wf_landing_template.html @@ -0,0 +1,447 @@ + + + + + + Geoweaver Workflow + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + +
+ + + + + +
+
+
+
+
+
+ + +
+

+

+

Active:

+

Workflow Owner

+
+
+
+
+
+
+
+
+ +
+

Operation Allowed

+

+ + +

+ +
+
+
+
+
+
    +
+
+
+ + + +
+
+
+
+
+
Workflow Name
+
+
+ +
+
+
+
+
+
Description
+
+
+ +
+
+
+
+
+
Workflow Nodes
+
+
+
+ + + + + + + + + + + +
Process NameInstance ID
+
+
+
+
+
+
Connections
+
+
+ +
+
+
+ + +
+ + +
+
+
+
+
Execution Statistics
+ Success / +
+
+
+ Failed / +
+
+
+ Pending / +
+
+
+ Unknown / +
+
+
+
+
+
+
+
+
+
History
+ + + runned this workflow at + + + +
+
+
+
+ + + + + + +
+ + +
+
+
+

Other Workflows Of Same User

+
    +
  • + +
    • +
+ +
+
+
+
+
+ + + + + +
+
+
+

Copyright @ GeoWeaver Team

+

This project is funded by NASA ACCESS Program and National Science Foundation.

+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/src/test/java/com/TempTest.java b/src/test/java/com/TempTest.java new file mode 100644 index 000000000..3bbc07c37 --- /dev/null +++ b/src/test/java/com/TempTest.java @@ -0,0 +1,36 @@ +package com; + +import java.nio.file.Path; +import java.nio.file.Paths; +import java.util.Scanner; + +import com.gw.utils.BaseTool; + +import org.apache.log4j.Logger; + +public class TempTest { + + Logger logger = Logger.getLogger(this.getClass()); + + String testResourceFiles(){ + + Path resourceDirectory = Paths.get("src","test","resources"); + String absolutePath = resourceDirectory.toFile().getAbsolutePath(); + + logger.debug(absolutePath); + return absolutePath; + } + + public static void main(String[] args){ + TempTest tester = new TempTest(); + BaseTool bt = new BaseTool(); + String testjson = bt.readStringFromFile(tester.testResourceFiles()+ "/conda.json" ); + Scanner scanner = new Scanner(testjson); + while (scanner.hasNextLine()) { + String line = scanner.nextLine(); + String[] vals = line.split("\\s+"); + System.out.println(line + " - " + vals[0] + " - " + vals.length); + } + } + +} diff --git a/src/test/java/com/gw/GeoweaverApplicationTests.java b/src/test/java/com/gw/GeoweaverApplicationTests.java index 1b5c54810..d6619b207 100644 --- a/src/test/java/com/gw/GeoweaverApplicationTests.java +++ b/src/test/java/com/gw/GeoweaverApplicationTests.java @@ -1,16 +1,376 @@ package com.gw; +import static org.assertj.core.api.Assertions.assertThat; +import static org.junit.Assert.assertEquals; +import static org.junit.Assert.assertTrue; +import static org.junit.jupiter.api.Assertions.assertNotNull; + +import java.io.File; +import java.nio.file.Path; +import java.nio.file.Paths; +import java.util.Map; + +import com.fasterxml.jackson.core.JsonProcessingException; +import com.fasterxml.jackson.databind.JsonMappingException; +import com.fasterxml.jackson.databind.ObjectMapper; +import com.gw.jpa.GWUser; +import com.gw.tools.UserTool; +import com.gw.utils.BaseTool; +import com.gw.web.GeoweaverController; + +import org.apache.log4j.Logger; +import org.junit.jupiter.api.DisplayName; import org.junit.jupiter.api.Test; +import org.springframework.beans.factory.annotation.Autowired; import org.springframework.boot.test.context.SpringBootTest; +import org.springframework.boot.test.web.client.TestRestTemplate; +import org.springframework.boot.web.server.LocalServerPort; +import org.springframework.http.HttpEntity; +import org.springframework.http.HttpHeaders; +import org.springframework.http.MediaType; +import org.springframework.http.ResponseEntity; +import org.springframework.test.web.servlet.MockMvc; +import org.springframework.web.client.RestTemplate; -@SpringBootTest(webEnvironment = SpringBootTest.WebEnvironment.DEFINED_PORT) +@SpringBootTest(webEnvironment = SpringBootTest.WebEnvironment.RANDOM_PORT) class GeoweaverApplicationTests { + @LocalServerPort + private int port; + + @Autowired + private TestRestTemplate testrestTemplate; + + + Logger logger = Logger.getLogger(this.getClass()); + + @Autowired + UserTool ut; + + @Autowired + BaseTool bt; + @Test void contextLoads() { + } + + @Test + @DisplayName("Testing adding/editing/removing user...") + void testUser(){ + + HttpHeaders headers = new HttpHeaders(); + headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED); + HttpEntity request = new HttpEntity<>("type=host", headers); + String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/list", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("["); + + } + + @Test + String testResourceFiles(){ + + Path resourceDirectory = Paths.get("src","test","resources"); + String absolutePath = resourceDirectory.toFile().getAbsolutePath(); + + logger.debug(absolutePath); + assertTrue(absolutePath.contains("resources")); + return absolutePath; + } + + @Test + @DisplayName("Testing adding jupyter process...") + void testAddJupyterProcess() throws JsonMappingException, JsonProcessingException{ + + HttpHeaders headers = new HttpHeaders(); + headers.setContentType(MediaType.APPLICATION_JSON); + String jupyterjson = bt.readStringFromFile(this.testResourceFiles()+ "/add_jupyter_process.json" ); + HttpEntity request = new HttpEntity<>(jupyterjson, headers); + String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/add/process", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("id"); + + ObjectMapper mapper = new ObjectMapper(); + Map map = mapper.readValue(result, Map.class); + + // id=2avx48&type=process + headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED); + request = new HttpEntity<>("id="+map.get("id")+"&type=process", headers); + result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/del", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("done"); + + } + + @Test + @DisplayName("Test adding builtin process") + void testAddBuiltinProcess() throws JsonMappingException, JsonProcessingException{ + + HttpHeaders headers = new HttpHeaders(); + headers.setContentType(MediaType.APPLICATION_JSON); + String bultinjson = bt.readStringFromFile(this.testResourceFiles()+ "/add_builtin_process.json" ); + HttpEntity request = new HttpEntity<>(bultinjson, headers); + String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/add/process", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("id"); + + ObjectMapper mapper = new ObjectMapper(); + Map map = mapper.readValue(result, Map.class); + + // id=2avx48&type=process + headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED); + request = new HttpEntity<>("id="+map.get("id")+"&type=process", headers); + result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/del", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("done"); + + } + + @Test + @DisplayName("Test adding python process") + void testAddPythonProcess() throws JsonMappingException, JsonProcessingException{ + + HttpHeaders headers = new HttpHeaders(); + headers.setContentType(MediaType.APPLICATION_JSON); + String pythonjson = bt.readStringFromFile(this.testResourceFiles()+ "/add_python_process.json" ); + HttpEntity request = new HttpEntity<>(pythonjson, headers); + String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/add/process", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("id"); + + ObjectMapper mapper = new ObjectMapper(); + Map map = mapper.readValue(result, Map.class); + String pid = String.valueOf(map.get("id")); + + //run the python process + headers.setContentType(MediaType.APPLICATION_JSON); + pythonjson = bt.readStringFromFile(this.testResourceFiles()+ "/run_python_process.json" ); + pythonjson = pythonjson.replace("jsff21", pid); + + request = new HttpEntity<>(pythonjson, headers); + // String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/add/process", + // request, + // String.class); + // logger.debug("the result is: " + result); + // // assertThat(controller).isNotNull(); + // assertThat(result).contains("id"); + + + + //edit the python process + + //remove the python process + // id=2avx48&type=process + headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED); + request = new HttpEntity<>("id="+map.get("id")+"&type=process", headers); + result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/del", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("done"); + + } + + @Test + @DisplayName("Test adding shell process") + void testAddShellProcess() throws JsonMappingException, JsonProcessingException{ + + HttpHeaders headers = new HttpHeaders(); + headers.setContentType(MediaType.APPLICATION_JSON); + String shelljson = bt.readStringFromFile(this.testResourceFiles()+ "/add_shell_process.json" ); + HttpEntity request = new HttpEntity<>(shelljson, headers); + String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/add/process", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("id"); + + ObjectMapper mapper = new ObjectMapper(); + Map map = mapper.readValue(result, Map.class); + + // id=2avx48&type=process + headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED); + request = new HttpEntity<>("id="+map.get("id")+"&type=process", headers); + result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/del", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("done"); + + } + + @Test + @DisplayName("Subscription message service test ") + void testSubscriptionMessage() { + + GWUser u = ut.getUserById("111111"); + + assertEquals(u.getUsername(), "publicuser"); + } + + @Test + @DisplayName("Testing if the front page is accessible..") + void testFrontPage(){ + String result = this.testrestTemplate.getForObject("http://localhost:" + this.port + "/Geoweaver/web/geoweaver", String.class); + // logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("Geoweaver"); + + } + + @Test + @DisplayName("Testing Dashboard...") + void testDashboard(){ + // ResponseEntity result = testrestTemplate.getForEntity("http://localhost:" + this.port + "/Geoweaver/web/dashboard", String.class); + ResponseEntity result = this.testrestTemplate.postForEntity("http://localhost:" + this.port + "/Geoweaver/web/dashboard", + "", + String.class); + // logger.debug("the dashboard result is: " + result); + // assertThat(controller).isNotNull(); + assertEquals(200, result.getStatusCode().value()); + assertThat(result.getBody().toString()).contains("process_num"); + } + + @Test + @DisplayName("Testing list of host, process, and workflow...") + void testList(){ + HttpHeaders headers = new HttpHeaders(); + headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED); + HttpEntity request = new HttpEntity<>("type=host", headers); + String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/list", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("["); + + request = new HttpEntity<>("type=process", headers); + result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/list", + request, + String.class); + // logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("["); + + request = new HttpEntity<>("type=workflow", headers); + result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/list", + request, + String.class); + // logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("["); + } + + @Test + @DisplayName("Testing adding workflow...") + void testAddWorkflow() throws JsonMappingException, JsonProcessingException{ + HttpHeaders headers = new HttpHeaders(); + headers.setContentType(MediaType.APPLICATION_JSON); + String jupyterjson = bt.readStringFromFile(this.testResourceFiles()+ "/add_workflow.json" ); + HttpEntity request = new HttpEntity<>(jupyterjson, headers); + String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/add/workflow", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("id"); + + ObjectMapper mapper = new ObjectMapper(); + Map map = mapper.readValue(result, Map.class); + + String workflowname = String.valueOf(map.get("name")); + + assertNotNull(workflowname); + + //test workflow landing page + String wid = String.valueOf(map.get("id")); + result = this.testrestTemplate.getForObject("http://localhost:" + this.port + "/Geoweaver/landing/" + wid, String.class); + // logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("Workflow Owner"); + + //test removing the workflow + // id=2avx48&type=workflow + headers.setContentType(MediaType.APPLICATION_FORM_URLENCODED); + request = new HttpEntity<>("id="+map.get("id")+"&type=workflow", headers); + result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/del", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + assertThat(result).contains("done"); + + } + + // This test could easily fail due to the environment differences + // @Test + void testReadEnvironment(){ + + HttpHeaders headers = new HttpHeaders(); + headers.setContentType(MediaType.APPLICATION_JSON); + String testjson = bt.readStringFromFile(this.testResourceFiles()+ "/readenvironment.json" ); //so far, it only tests localhost + HttpEntity request = new HttpEntity<>(testjson, headers); + String result = this.testrestTemplate.postForObject("http://localhost:" + this.port + "/Geoweaver/web/readEnvironment", + request, + String.class); + logger.debug("the result is: " + result); + // assertThat(controller).isNotNull(); + // assertThat(result).contains("id"); + + } + + + @Test + void testJSONEscape(){ + + String jsonstr = "import os\nimport time"; + + if(jsonstr.contains("\nimport")){ + + logger.debug("import is detected"); + + }else{ + + logger.debug("import is not detected"); + } + + + String jsonstr2 = "{\"cells\":[{\"cell_type\":\"markdown\""; + + if(jsonstr2.contains("\"cells\"")){ + + logger.debug("cell is detected"); + + }else{ + + logger.debug("cell is not detected"); + } + + } } diff --git a/src/test/java/com/gw/MockMVCTest.java.bak b/src/test/java/com/gw/MockMVCTest.java.bak new file mode 100644 index 000000000..0cd39d2d9 --- /dev/null +++ b/src/test/java/com/gw/MockMVCTest.java.bak @@ -0,0 +1,45 @@ +package com.gw; + +import static org.springframework.test.web.servlet.request.MockMvcRequestBuilders.get; +import static org.springframework.test.web.servlet.result.MockMvcResultHandlers.print; +import static org.springframework.test.web.servlet.result.MockMvcResultMatchers.status; + +import com.gw.web.GeoweaverController; + +import org.junit.jupiter.api.Test; +import org.junit.runner.RunWith; +import org.springframework.beans.factory.annotation.Autowired; +import org.springframework.boot.test.autoconfigure.web.servlet.AutoConfigureMockMvc; +import org.springframework.boot.test.autoconfigure.web.servlet.WebMvcTest; +import org.springframework.boot.test.context.SpringBootTest; +import org.springframework.boot.web.server.LocalServerPort; +import org.springframework.security.test.context.support.WithMockUser; +import org.springframework.test.context.ContextConfiguration; +import org.springframework.test.context.junit4.SpringRunner; +import org.springframework.test.context.support.AnnotationConfigContextLoader; +import org.springframework.test.web.servlet.MockMvc; + +@RunWith(SpringRunner.class) +@SpringBootTest +@AutoConfigureMockMvc +public class MockMVCTest { + + @Autowired + private MockMvc mockMvc; + + @LocalServerPort + private int port; + + @Test + void contextLoads() { + // empty test that would fail if our Spring configuration does not load correctly + } + + @Test + public void testfront() throws Exception{ + + this.mockMvc.perform(get("/Geoweaver/web/dashboard")).andDo(print()).andExpect(status().isOk()); + + } + +} diff --git a/src/test/resources/add_builtin_process.json b/src/test/resources/add_builtin_process.json new file mode 100644 index 000000000..4f61127f1 --- /dev/null +++ b/src/test/resources/add_builtin_process.json @@ -0,0 +1 @@ +{"type":"process","lang":"builtin","description":"builtin","name":"testbuiltin2","code":"{\"params\":[{\"name\":\"resultfile\",\"value\":\"dfsdfsd\"}]}","owner":"111111","confidential":"FALSE"} \ No newline at end of file diff --git a/src/test/resources/add_jupyter_process.json b/src/test/resources/add_jupyter_process.json new file mode 100644 index 000000000..49a5aa907 --- /dev/null +++ b/src/test/resources/add_jupyter_process.json @@ -0,0 +1 @@ +{"type":"process","lang":"jupyter","description":"jupyter","name":"earthquake2","code":"{\"cells\":[{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"Y_jv90W1dDic\"},\"source\":[\"# **Predict Earthquake Damage to Building in Nepal (Part 1)**\\n\",\"## **Reynara Ezra Pratama**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"3WAYFOaan5-0\"},\"source\":[\"![earthquake-Map-Nepal-region-temblor-thousands-people-April-25-2015.jpg](data:image/jpeg;base64,/9j/2wCEAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQECAgICAgICAgICAgMDAwMDAwMDAwMBAQEBAQEBAgEBAgICAQICAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDA//dAAQA+v/uAA5BZG9iZQBkwAAAAAH/wAARCATvB9ADABEAAREBAhEB/8QBMAABAAICAgMBAQAAAAAAAAAAAAgJBwoFBgIDBAELAQEAAQQDAQEAAAAAAAAAAAAABgEEBQcCAwgJChAAAAYCAQIDAwMKDggLDQExAQIDBAUGAAcICRESEyEKFDEVIkEWGjI5UWF4l7jYFxgZI0JXWFlxkZio1+gkMzpSaYG2tyU4Ymhyd4ihsdbZNDU3Q1Nac3V2eYKUlrXR1NUmNlV0kqeys7TBJyhEVFZjg5WiKSpJk8lHSGRnhofCxcbS0+HwZWajpKWmw8fIEQABAwMBAwUGDg4IBAUBAg8BAAIDBAURBhIhMQcTQVFhFCIycYGRCBUWFzVSU5KhsbLB0dIjM0JUYmRyc3SCo7PT8DQ2g5Oi4eLjJENjwhglVXWU8dQ3RLTDJlYJGUWExCg4pNXk/9oADAMAAAERAhEAPwCuXoHdA7h71TeHuyOQXILZHJSn3On8lLhpyMjNOXDV9frC9Yr+r9OXZk+fMrtpzYUqrPKyuwnqaqqb1JuZukgUqBTlUUU11q7V1ysFyZR0bIHROgDyXhxOS57fuXtGMNHR17+qT2Wy0typXTzukDxIW96QBgBp6WnfvV3v1nJ0yf29Odv4zeP/AObBkV9cq++5UnvZP4qzHqVt/t5vO36ifWcnTJ/b052/jN4//mwY9cq++5UnvZP4qepW3+3m87fqJ9ZydMn9vTnb+M3j/wDmwY9cq++5UnvZP4qepW3+3m87fqJ9ZydMn9vTnb+M3j/+bBj1yr77lSe9k/ip6lbf7ebzt+on1nJ0yf29Odv4zeP/AObBj1yr77lSe9k/ip6lbf7ebzt+on1nJ0yf29Odv4zeP/5sGPXKvvuVJ72T+KnqVt/t5vO36ifWcnTJ/b052/jN4/8A5sGPXKvvuVJ72T+KnqVt/t5vO36ifWcnTJ/b052/jN4//mwY9cq++5UnvZP4qepW3+3m87fqJ9ZydMn9vTnb+M3j/wDmwY9cq++5UnvZP4qepW3+3m87fqJ9ZydMn9vTnb+M3j/+bBj1yr77lSe9k/ip6lbf7ebzt+on1nJ0yf29Odv4zeP/AObBj1yr77lSe9k/ip6lbf7ebzt+on1nJ0yf29Odv4zeP/5sGPXKvvuVJ72T+KnqVt/t5vO36ifWcnTJ/b052/jN4/8A5sGPXKvvuVJ72T+KnqVt/t5vO36ifWcnTJ/b052/jN4//mwY9cq++5UnvZP4qepW3+3m87fqJ9ZydMn9vTnb+M3j/wDmwY9cq++5UnvZP4qepW3+3m87fqJ9ZydMn9vTnb+M3j/+bBj1yr77lSe9k/ip6lbf7ebzt+on1nJ0yf29Odv4zeP/AObBj1yr77lSe9k/ip6lbf7ebzt+on1nJ0yf29Odv4zeP/5sGPXKvvuVJ72T+KnqVt/t5vO36i+R97HD011GixIzfnOJo+MXs3cPtgaFkWiR/wC+WZt+OEWsuXt9BV0x+/lW8pd7B76GlLexsg+HnD8Sq3Sttz3z5y3scwf9h+JYal/Y0eLaZjmgeVO/nZB7imnLl13HmKH0EOsz1/Jgft/fAmXv/ehl6zlNqv8AmU0Y8RJ+cK8ZpfTv/M7tHikiP/5ELCtz9kDoVZarvoPZO4r0iiQynudf2PrhnLmTIHcwgysGkIhqocCh3AiThU5vgUBEQAb6DlGZKdmRjYz1lrsecPPxBXkOkdJSHZfNXMPa6PHnER+JQ6iugPwtrl1Qhtq2vl+wjI6S9xtcPE3PU8Bbo8gfMXFsSe0TJNk3rTxAp5K6BQWAvg8afiBQuZfqW4SwbdIKcuIy0kOLT5njd2g7u3gsu7kzsckO3Sz1JcRlpLoy0+aMbu3O7t4K32p+yH9Km81uGt1V5Dc5pivz7FKQi5Bts7QHlrt1e4CU5DcYCqIOEFSmTVSOBVEVSGIcpTFEAh03KLqGCV0MsFI2RpwRsyfxVE5dIUUEhildOJGnBGW/UXYvrOTpk/t6c7fxm8f/AM2DOv1yr77lSe9k/irr9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1E+s5OmT+3pzt/Gbx/wDzYMeuVffcqT3sn8VPUrb/AG83nb9RPrOTpk/t6c7fxm8f/wA2DHrlX33Kk97J/FT1K2/283nb9RPrOTpk/t6c7fxm8f8A82DHrlX33Kk97J/FT1K2/wBvN52/UT6zk6ZP7enO38ZvH/8ANgx65V99ypPeyfxU9Stv9vN52/UT6zk6ZP7enO38ZvH/APNgx65V99ypPeyfxU9Stv8Abzedv1E+s5OmT+3pzt/Gbx//ADYMeuVffcqT3sn8VPUrb/bzedv1FSF18egdw96WXD3W/ILj7sjkpcLncOSlP05Jxm47hq+wVhCsWDV+47s9fMWVJ05r2VSnkpXXrJNJVR6q3K3VXKZAxzJqJyrSOrrlf7k+jrGQNibAXgsDgchzG/dPcMYcejq39eHvVlpbbStngdIXmQN74gjBDj0NG/cv/9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEUGuZ3Fdru6rqW6nx7dLatZaCZkZMEkDW6JQAx1a6+WHwEM9SDudgqoPYindIwlIqJ089ZbsaGXmZj/wjjv8AwT1js6/P0b83Z7oaKXmpj/wrjv8AwT1js6/P0b6vuPvLLZHGReWqDuBCwVgZNZSTpdgVewslBzCZvIfjGPDN3C0M5WMkBXKCzZZMTk7+Ap/GY0puNoproBMHbMuNzhggjoz19hBCktfaqe5ASh2zJjc4YII6M9fYchT+gep1p94RMtipGwYNwYA8fyejATrJMfp7uDzEO7MUPoEG3cfuBkek0vWN+1vjcO3IPxH41gpNN1YP2N8bh25B+I/GsoxfUF4xyHh96tk5CeLt3+VKfYVfB3/vhhmMsHp97vlq/T10bwY13icPnIVq6w3JvBjXeJw+fCyjBcseOFjOROO3DTUTqCAELNPla13EfgUfqjQigKYR+gew98tZLRcot7oX+QbXxZVtJa7jH4UL/IM/FlZ3jZWMmmaMjDyLCWj3AeJB9GvG75msH3UXTVRVBQP4DDmPcx7HbLwQ7qIwVYua5h2Xgh3Udy+/OK4phEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL1orIuEiLIKproqFAyaqJyqJKFH4GIoQTFOUfugOc5I5InmOVpbIDggjBB7Qd4XFj2SMEkZDmEbiDkHxEL2ZwXJMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/0ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsM7J49aZ24oLq/UCEmZMUypfLaJXMRPeAhfCkRSbhnEfJuEkAD5iaqp0y/3vYRAb2muNbRjFPI5reriPMchXlNcKyk3QSEN6uI8xyFFic6aehZE51Ymb2JXjG7+BBrNw79kTv8AQKcpX3T04B9H9kB/jzLR6muDdz2xu8hB+A4+BZRmo65u5zY3eQg/AcfAsYynS1rqvi+RdwzTH4+AJSoMZX+ADGaTsN3/AIQD/Fl0zVUg8OFp8TiPmKuW6mkHhwtPicR8xWKbB0wNmNE1D1jYtKnDEARIlLs5quqKgH7EotkLCkVQ30AY4F7/ABMAeuXceqaU/bY3t8RB+hXUepaY/bY3t8WD9CjXM6/5RcUJX5dBtb6MiCxA+qStvvlKpyAgbsglJOY5R5COCLD9i1kCAc3b1S9PTJsqLVdmc3lkh9q4YcPFnB8o86yLJ7ZdG7HePPURhw8Wd/lHnUztMdS4SlbQu8a4ZQQAiQXWoNyAY3wL50zWlFSE7/slFWSgB9BGuYSt0xxfQu/Vd8zvp86w9Zpzi+id+q75j9PnVi1I5A6V2KVv9R+zKjKuXXh8mLUlUIucMJ+3hAYGXFhMlHuPb1QD19Mjk9vrqbPPRPAHTjI84yPhUfmoKyn+3RvAHTjI84yPhWYcslZphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuCtNijahWbDbJg504msQcrYJM6RQOqWPhmC8g8FIgmKB1fd25vCXuHc3YM7Io3TSthZ4bnADxk4C7Io3TSNiZ4bnADxk4VQUd1Q7iW0KLS2sqyrSjujAlHx0jKIWhsyMfsQ6kw5XcRL50kn84SgxbkUMHh8RAHxBMXaWh5rDJXc/jiQNnPi4jzlSx2moeawyV3PY4kDZz4uI85VoOod2673hXS2Kgzab4qQJFlYZ0BGs/AuVSiJWsxGCooo3MYSmAipBUbreEwpKHABEItWUNTQyc3UNx1HoPiP8AJHSFGquiqKKTm5246j0HxH+SOlZZyzVomETCJhEwiYRMImET4+mVRRhccQtLNllXtKYWzU8oqcygyWp75baOIGMPcw/JMZLfU4oBh+IHZHAQ9BAQ7gO4ouXblCmjbT6hlob3RtGObuVHTVm787JFz48koxx471qmTkY0LFIZ7FHWWerJzt2+rqKX9nHJzJ8sRzw4bl6f0KuRFS+fQeRf1VM0P+Zq9u6hwtkBYP8Aqbi4UhSk2AvcA+zOk4N977vZ6teSq+d7qbSncVQ7wp7RWywY7W0tWKuDyBzB83D1I8pVm77Tupu64G+DDdKSKfPYamlNLN5S15+fwNt7fFGD/wBulx/d2GLQ9HNt0NYkb0iID/041Dn21ZuqSJA7iYGxX5wAPQBHsBuQ0Lyaaj/qZqhlLWu8GmvMBoz4u7YXVFISeA5wwjrIGSOJ1nyg2D+tunH1NI3wqi0zCrHj7kmbBVADp2BMerJwDl7XG39cbaYun1CtLCbPHKeRMRRiuI2wwLoDCQzSfrkoiznIVwChTFArlun4hKPh8QB3yCas0JqzQ9Sym1NRSU7ZRtRSd7JBM3jtQzxl8MrcEHMb3YyM4Uz0xrTTGsad9Rp2rjndEcSR72TRO9rNDIGyxOzkYexucbsrJORFShMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/wAO3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//9KUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvS4bt3iCzV2gi6auUjoOGzhIi6C6KpRIoisioUyaqShBEDFMAgID2HKgkHI3EKoJByNxCgptzp86X2Iu5lqp73q6fcCY5zVxui7rCyx/iotVl1G6LYA9OxGK7JP4iJREe+Z6j1FW0wDJsSx9vhe++kFZukv1ZTgMlxLH2+F776QVAq89ODetaTdO6u9ql+ZoFOdJvGSCsNOrJk7iIjHTaLaPBQSh6ETfKmMPoHcewDIINS0EpDZQ+M9oyPON/wLOwahoZMCUOjPaMjzjf8C+fi5yzvOj7q115tCQmXevjyQwMvG2IXSkpr18Rf3Q71kD3u+ZsY5yHZ6xH5hUwOdMgKgIHrdbRBXQGppQ0VGMgjg8dRxuJPQfm4VudqgrYTUUwaKjGQRweOrqJPQfm4X1pqJrJkVSORVJUhVE1EzFOmomcoGIchyiJTkOUQEBAewhkAIxuPFQbhuPFeeUVEwiYRMImETCJhEwiYRMImETCJhEwiYRMIoP8vOXqHHtKNq1WjWE/sadYjJJIyZljQ9diDKqt0JKUQaqt3L1y+cIKFbtiKpeiZ1FDgUCEVztns5uJMspLaZpxu4k9Q6sdJ/kZq02k15MspLadpxu4k9Q8XSf5Fdlf6jfIaLlSvJhSo2aNMqArQ7yvIxyYIiPz02j2HVZvEFQL38B1TLgUfUxTB6DI5NN257Nlm213WDn4DkfEpBJp6gc3DNtrusHPwHPzK1bjzyr11yEYmbxCh67dWTb3iWpMq4SO/TSL4QVfQzspUkpyKIc3YyqZCKpdw81JPxE8UUuNpqbc7L++gJ3OHDxHqP8AIJ6IxcLXUUDsv76E8HDh5eo/yCeiTuYpYxMIorcz77B0fjzsJGUft28jb4N3UK/HmVKDuUfTZSsnJGiPfxqEYx66rhY32JE0/Ue4lActZaeSe4xlgOyx20T1Ab/hO5ZSzwPmuEZaO9Y7aJ6gP89yqa4b8aq/yINtBrZlpOMaQMFDowk9Gn7KRdklXrpRqsZqqINZNuDOLWKsgfsIpnDwnTOJDhLr1c5LdzRiwS5xyD0gD4N53H4+ClN3uMlv5ox4Jc45B6QPi48VCW+8m9M8M94TtZbc1eMkPsCgz81W5U9f5DanPIxcrASi0TYKpeKqvazydcm4qVYqNJOEmWqayDlE6Z0zeADDlIaWS8UQe+mmML2g4dG7pGQWnGCCN4c08Fben+na6AxVVRTMOcOZJIxrmkeNw3jrHwHcrNdF9dzgFbmbSF3Dym410C0lKRE8633Vrt1TpdTsBfPA6VndPq+sob7IjgFGxPj7wHfwFi9fo67QuL6OGWSLq2TtD4MHyb+xRau9KInF9JXUkkXVz0W0P8WD5N/Ypih1SumQYAMHUX4J9hABDvy50AUew+vqU2wQMUfvCHcMw3pBffvKr/uZPqrEemNv93h9+36V+/qpPTJ/fF+CX8rrj/8A0g49IL795Vf9zJ9VPTG3+7w+/b9KfqpPTJ/fF+CX8rrj/wD0g49IL795Vf8AcyfVT0xt/u8Pv2/Sn6qT0yf3xfgl/K64/wD9IOPSC+/eVX/cyfVT0xt/u8Pv2/Sn6qT0yf3xfgl/K64//wBIOPSC+/eVX/cyfVT0xt/u8Pv2/Sn6qT0yf3xfgl/K64//ANIOPSC+/eVX/cyfVT0xt/u8Pv2/Sn6qT0yf3xfgl/K64/8A9IOPSC+/eVX/AHMn1U9Mbf7vD79v0p+qk9Mn98X4JfyuuP8A/SDj0gvv3lV/3Mn1U9Mbf7vD79v0p+qk9Mn98X4JfyuuP/8ASDj0gvv3lV/3Mn1U9Mbf7vD79v0p+qk9Mn98X4JfyuuP/wDSDj0gvv3lV/3Mn1U9Mbf7vD79v0p+qk9Mn98X4JfyuuP/APSDj0gvv3lV/wBzJ9VPTG3+7w+/b9KwpsjmZ0iNlSLazOuohwmqWwI5Py4fZlD5m6Dq18jSAUCFRGaZX8Sy7ACB4RaSCTtoJREPL9RHNhaS1fyi6RpH2eGklrtLynMtvraV9TRyHjnmntzE/O/nYHRS5A7/AHKC6n0ZovVFS26zSij1HEMR11JOIKtnZzrT9kZjdzczZI8E97vWPi9UrjvrP9b/AFRLpv8AJGtIeiav6cHjrqnapEvoBYp7+815YDoJl7eIDRJ1jeogHi+bKDYOTDV/fdx3vSV3dxHMTXK2k9mAyugBPQRUho68b42Llyn6V73nrXqi1t4HnI7fcAO3JdRzEDpzTlx6s7sua46zPTC2Gi7Irzf4uUOXjR8MjDbB5B6Yr3lnA3liMdYPq7d1KfRMfv4TMJByPhDxGKUBDINqzkv1DpWSNzJKO50E3gS0UwnyOPfwYbUwnHETQRjO4ElTLTGvbXqVj2vp6631sXhxVkDocdHeTd9TzDPAwzP3byAFlD9VJ6ZP74vwS/ldcf8A+kHId6QX37yq/wC5k+qpZ6Y2/wB3h9+36U/VSemT++L8Ev5XXH/+kHHpBffvKr/uZPqp6Y2/3eH37fpUatr9crpz0Z07iKLyi447Zmo47T5RPC8j9L1+rNkXL5sxEW1qmrb5NgcJmdFU8ES3kEyJFOoqoimmc5duaJ5EKrUkDK/Ul3tljt8odsCV4nqXFrHP76midmBp2S3NS+BxcWtYx7nNadXav5WPSCZ9Fp+zXS8V0RbtmKJ0NO0Oe1ve1ErMTOG0DinZMA0Oc9zGtcRJX9VJ6ZP74vwS/ld8f/6Qc1H6QX37yq/7mT6q2j6Y2/3eH37fpXXLP1culvUo00rKdQzho8blN4fIrHIzVN0kjG7dwAsRULROSglH++8nwAPxHMrZ9D6ovlWKKjpeblIzmokipI/72qfDH5NrPYsZddUWWzUpq6uR74x0QRS1L/7umZLJ5dnHauu0nrLdK2+KOEYzn3xWhl2pROondt00KiJnT7gAGbvbdOQ8c7MYR+wSWOoAfEoZldQ8mGrtNNZJWR0tRG84BpKulrCD+Eymmle3xuaG9RKxlh15p/ULnR0vdkEjBkiqo6qkBH4LqiGNjvE1xd1gLIv6qT0yf3xfgl/K64//ANIORX0gvv3lV/3Mn1VJvTG3+7w+/b9KfqpPTJ/fF+CX8rrj/wD0g49IL795Vf8AcyfVT0xt/u8Pv2/Sn6qT0yf3xfgl/K64/wD9IOPSC+/eVX/cyfVT0xt/u8Pv2/Sn6qT0yf3xfgl/K64//wBIOPSC+/eVX/cyfVT0xt/u8Pv2/Sn6qT0yf3xfgl/K64//ANIOPSC+/eVX/cyfVT0xt/u8Pv2/Sn6qT0yf3xfgl/K64/8A9IOPSC+/eVX/AHMn1U9Mbf7vD79v0p+qk9Mn98X4JfyuuP8A/SDj0gvv3lV/3Mn1U9Mbf7vD79v0p+qk9Mn98X4JfyuuP/8ASDj0gvv3lV/3Mn1U9Mbf7vD79v0p+qk9Mn98X4JfyuuP/wDSDj0gvv3lV/3Mn1U9Mbf7vD79v0p+qk9Mn98X4JfyuuP/APSDj0gvv3lV/wBzJ9VPTG3+7w+/b9KfqpPTJ/fF+CX8rrj/AP0g49IL795Vf9zJ9VPTG3+7w+/b9KfqpPTJ/fF+CX8rrj//AEg49IL795Vf9zJ9VPTG3+7w+/b9KfqpPTJ/fF+CX8rrj/8A0g49IL795Vf9zJ9VPTG3+7w+/b9KztpPlLxk5K/VN+lz5GaI399RfyN9WP6Ce3df7V+pP6o/lX6nvqm+oWwz3yD8vfIL73L3ryvevcl/K8XkqeG0qqCuodnu2CaHazs7bHMzjGcbQGcZGccMjrXdDU09RnmJGPxx2XA4zwzgnGcLO+Wa7kwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRcDabTWKNWLHdrtY4Gn0ynwMvabdbrTLx9frFWrFfj3EtPWOxz0s4aRUJAwkU0VcvHjlVJu2bpHUUOUhREOcccksjYoml0riAABkkncAAN5JO4AcVRzmsaXvIDAMkncABxJPUoYfqpPTJ/fF+CX8rrj/AP0g5lPSC+/eVX/cyfVVp6Y2/wB3h9+36U/VSemT++L8Ev5XXH/+kHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/wCkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/AOkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf8A+kHHpBffvKr/ALmT6qemNv8Ad4fft+lP1Unpk/vi/BL+V1x//pBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/8ApBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/wDpBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/APpBx6QX37yq/wC5k+qnpjb/AHeH37fpT9VJ6ZP74vwS/ldcf/6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x//AKQcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/8A6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/wD6QcekF9+8qv8AuZPqp6Y2/wB3h9+36U/VSemT++L8Ev5XXH/+kHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/wCkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/AOkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf8A+kHHpBffvKr/ALmT6qemNv8Ad4fft+lP1Unpk/vi/BL+V1x//pBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/8ApBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/wDpBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/APpBx6QX37yq/wC5k+qnpjb/AHeH37fpT9VJ6ZP74vwS/ldcf/6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x//AKQcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/8A6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/wD6QcekF9+8qv8AuZPqp6Y2/wB3h9+36U/VSemT++L8Ev5XXH/+kHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/wCkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/AOkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf8A+kHHpBffvKr/ALmT6qemNv8Ad4fft+lP1Unpk/vi/BL+V1x//pBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/8ApBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/wDpBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/APpBx6QX37yq/wC5k+qnpjb/AHeH37fpT9VJ6ZP74vwS/ldcf/6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x//AKQcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/8A6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/wD6QcekF9+8qv8AuZPqp6Y2/wB3h9+36U/VSemT++L8Ev5XXH/+kHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/wCkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/AOkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf8A+kHHpBffvKr/ALmT6qemNv8Ad4fft+lP1Unpk/vi/BL+V1x//pBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/8ApBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/wDpBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/APpBx6QX37yq/wC5k+qnpjb/AHeH37fpT9VJ6ZP74vwS/ldcf/6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x//AKQcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/8A6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/wD6QcekF9+8qv8AuZPqp6Y2/wB3h9+36U/VSemT++L8Ev5XXH/+kHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/wCkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf/AOkHHpBffvKr/uZPqp6Y2/3eH37fpT9VJ6ZP74vwS/ldcf8A+kHHpBffvKr/ALmT6qemNv8Ad4fft+lP1Unpk/vi/BL+V1x//pBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/8ApBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/wDpBx6QX37yq/7mT6qemNv93h9+36U/VSemT++L8Ev5XXH/APpBx6QX37yq/wC5k+qnpjb/AHeH37fpT9VJ6ZP74vwS/ldcf/6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x//AKQcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/8A6QcekF9+8qv+5k+qnpjb/d4fft+lP1Unpk/vi/BL+V1x/wD6QcekF9+8qv8AuZPqp6Y2/wB3h9+36VM+rWmsXmsVy7UmxwNwplwgYi01G3VaXj7BWLTWLBHt5aBsdcnolw7ipuBm4p2k5ZvGyqrdy3VIomcxDAI4uSOSKR0UrS2VpIIIwQRuIIO8EHcQeCu2ua9oewgsIyCN4IPAg9S57OCqmEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/05R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi0Tdl9L/QXVl9qH6kfHTkXb9wUuk0vjBqTdcXKaUn6XXLU4tVc1BwcorGPkH161/seIVr6sRsd8oqkmxScmcpIGKuUhVE1fQ2hv6rUv9p++kWtNQey836nyGq0L6yp6WX7fnP8A/Gnx1/NVyWLDJ9ZU9LL9vzn/APjT46/mq4RPrKnpZft+c/8A8afHX81XCJ9ZU9LL9vzn/wDjT46/mq4RPrKnpZft+c//AMafHX81XCJ9ZU9LL9vzn/8AjT46/mq4RPrKnpZft+c//wAafHX81XCJ9ZU9LL9vzn/+NPjr+arhE+sqell+35z/APxp8dfzVcIn1lT0sv2/Of8A+NPjr+arhE+sqell+35z/wDxp8dfzVcIn1lT0sv2/Of/AONPjr+arhE+sqell+35z/8Axp8dfzVcIn1lT0sv2/Of/wCNPjr+arhE+sqell+35z//ABp8dfzVcIn1lT0sv2/Of/40+Ov5quET6yp6WX7fnP8A/Gnx1/NVwifWVPSy/b85/wD40+Ov5quET6yp6WX7fnP/APGnx1/NVwifWVPSy/b85/8A40+Ov5quET6yp6WX7fnP/wDGnx1/NVwifWVPSy/b85//AI0+Ov5quET6yp6WX7fnP/8AGnx1/NVwifWVPSy/b85//jT46/mq4RPrKnpZft+c/wD8afHX81XCJ9ZU9LL9vzn/APjT46/mq4RPrKnpZft+c/8A8afHX81XCJ9ZU9LL9vzn/wDjT46/mq4RPrKnpZft+c//AMafHX81XCJ9ZU9LL9vzn/8AjT46/mq4RPrKnpZft+c//wAafHX81XCJ9ZU9LL9vzn/+NPjr+arhE+sqell+35z/APxp8dfzVcIn1lT0sv2/Of8A+NPjr+arhE+sqell+35z/wDxp8dfzVcIn1lT0sv2/Of/AONPjr+arhE+sqell+35z/8Axp8dfzVcIn1lT0sv2/Of/wCNPjr+arhE+sqell+35z//ABp8dfzVcIn1lT0sv2/Of/40+Ov5quET6yp6WX7fnP8A/Gnx1/NVwifWVPSy/b85/wD40+Ov5quET6yp6WX7fnP/APGnx1/NVwifWVPSy/b85/8A40+Ov5quET6yp6WX7fnP/wDGnx1/NVwifWVPSy/b85//AI0+Ov5quET6yp6WX7fnP/8AGnx1/NVwiqXhenhxc6LXtMnTs1DqXY215bUs/wAYdnbqstq3tO1Ky2GNtVz1fzZ1iLBo817rrX0clXjIUWM8lM8es4I6cLHOuZMxCJRfWcMtRpqphhBdKebwPFKwn4As7pmGSe9wRQjakO3geKN5+ILcRs/PXjLXEFTt7s9tDtMomLH1muTblZXsHoVN7JM4qG8Rh9PV0Hb6e2aPisF0lO+MMHW4j4hk/AtvxWO5SHewNHW4j4hk/Aqh9p7Cv/Mnecazg2DrtKvSV6g1dRYTtoCG8XmLvX6iRTopKnSSO9knIAYCFIIAIpIpgEwpKenstAXSEbhl7us9Q+Jo+clSulp4LRRFzyNwy53Wez4gPnJV6WgdH1vQWvmNKgTmfPFFRk7LPLJgm5np5dFFJy8FMBN7szSTRKk2QATeUiQO5jKCc54HcK6W4VBnk3N4NHUOrx9Z6/ghNfWyV9QZpNw4AdQ/nif5Gh1wz4CcSucnU266X6aTU/6KH6F/O2+/UL/6Pey6V8h/VryA5V/VN/0O7lUvlP5T+pKP/wCbPePJ93/WvB41PHtm43a4WuxWruCTm+cpG7XetdnZjix4TTjGTwxx82tIaSnqrhV8+3a2ZjjeRxc/PAjqVr/6gR0lf3J//rduS39MmYH1W6g++P8ABH9RXvpTb/c/8TvpXXZv2fHpVyarU8bx6l64miBgcIxu6N6OyvAMYogY55vZUooioQAEAEggXsPqUR9c7Y9YX1gO1K1x7WM3eZoV1T0FpiBEtKyUngXPlGPeSNz5V2IOgR0lQAAHigJhAADuO9uSvcfvj23GAdx+8ABnV6rdQffH+CP6itfSm3+5/wCJ31k/UCOkr+5P/wDW7clv6ZMeq3UH3x/gj+onpTb/AHP/ABO+lY02l0L+lNT4FjPxvFtqRVlMsirwrnefJcT2du6Ks0GEZKI7WkHiD4666ayZ0kxEPJEDfME2XVHqe/TyGJ05wWnfsR972nvQMdHlWVs+nrVXVLqaWF2HRnDg532MjB2zl7QRgEEE9O7fhdIrXQH4HWYPlyQ4zV+nx0kZJ0xh19xcj5hwyYKJFMgmZoTbrR0VdQhgMoKz8T+Ie3lJdvCFxLq24RfY2zOe4bidiMZPvD8A8pWRq7Voyk/4eKCSeVm4uEj2gnp37RGOrDMfhHiu7G9nf6bIlFQNRKg4L85NIuw96FjjnAe/gcom3Iq/Mgbt2EE3SZwAfQ3fOj1Z3fhtbvEzPyMfAVjxS6c4el42fz8u15DtAZ8bSOxc2z9np6XBGCSMhoqZcyIuEl3L1pt/djNASEOoZVk0ZK7Ieig0VIcC91FF1w8ACCgCJu/W7WN72stkaG44FrD5Sdkb/MFbyUVlMhdHRxiLBABkmJ8ZPODJHYAN/Dhjq5eg/wBMyoTMa0s3FmMsdbsFmPCRcqlvTko0sceeRKstDkk2jXarGJdoFFuZFQyJCHL3A4+IO4B2+qq8zMLopy2VrMkbEZacccHZJHXvV4bHYK2B76SJ8VVFDtuaXOLHbOA7ZJeXA78jJI6Nyyz+oEdJX9yf/wCt25Lf0yZZ+q3UH3x/gj+osL6U2/3P/E76U/UCOkr+5P8A/W7clv6ZMeq3UH3x/gj+onpTb/c/8TvpT9QI6Sv7k/8A9btyW/pkx6rdQffH+CP6ielNv9z/AMTvpT9QI6Sv7k//ANbtyW/pkx6rdQffH+CP6ielNv8Ac/8AE76U/UCOkr+5P/8AW7clv6ZMeq3UH3x/gj+onpTb/c/8TvpT9QI6Sv7k/wD9btyW/pkx6rdQffH+CP6ielNv9z/xO+lP1AjpK/uT/wD1u3Jb+mTHqt1B98f4I/qJ6U2/3P8AxO+lP1AjpK/uT/8A1u3Jb+mTHqt1B98f4I/qJ6U2/wBz/wATvpT9QI6Sv7k//wBbtyW/pkx6rdQffH+CP6ielNv9z/xO+lP1AjpK/uT/AP1u3Jb+mTHqt1B98f4I/qJ6U2/3P/E76U/UCOkr+5P/APW7clv6ZMeq3UH3x/gj+onpTb/c/wDE76U/UCOkr+5P/wDW7clv6ZMeq3UH3x/gj+onpTb/AHP/ABO+lP1AjpK/uT//AFu3Jb+mTHqt1B98f4I/qJ6U2/3P/E76U/UCOkr+5P8A/W7clv6ZMeq3UH3x/gj+onpTb/c/8TvpT9QI6Sv7k/8A9btyW/pkx6rdQffH+CP6ielNv9z/AMTvpT9QI6Sv7k//ANbtyW/pkx6rdQffH+CP6ielNv8Ac/8AE76U/UCOkr+5P/8AW7clv6ZMeq3UH3x/gj+onpTb/c/8TvpT9QI6Sv7k/wD9btyW/pkx6rdQffH+CP6ielNv9z/xO+lP1AjpK/uT/wD1u3Jb+mTHqt1B98f4I/qJ6U2/3P8AxO+lP1AjpK/uT/8A1u3Jb+mTHqt1B98f4I/qJ6U2/wBz/wATvpXwS3QB6UjqKkmsVxdCKlHMe8QjZM27eSL0I5+s2VTZvxZr7k8h2DNwYqnlH+Yp4fCPoI5f2rWlypbpTVN0PdVsjnjdNDhkfPRNeDJFzjWbTOcYCzbb3zc7Q3gKyuVjZU26op7c4U1wkge2KXBfzUjmkMk2HHZfsOIdsu3Oxg7iurWHoYdMSQr8NBRvARatXdtMQfn3SB5Q8gLBQJiMQcpEnzWKMsm4WVqikXkZ5qiSEc1FYrsEyA6BPxeL0IzVXIpNa6y4x1VQyQ0svN0skVQyrZMWnmuZkY6ajfsybILp37Jj2nGLOANHSW3loiuFJQPhgc0VMXOVMclO+lfEHDneeY9kVUzaj2iGws2tvZaJcbz3j9QI6Sv7k/8A9btyW/pkzzZ6rdQffH+CP6i396U2/wBz/wATvpT9QI6Sv7k//wBbtyW/pkx6rdQffH+CP6ielNv9z/xO+lP1AjpK/uT/AP1u3Jb+mTHqt1B98f4I/qJ6U2/3P/E76Vi/2W+gVLVHMDrt6toET8gUTWvJPVNApUF7/JynyLUqds/mpXa3E/Kc09kZmR+ToaORR8924XcreDxqqHOJjDz19NJUW60zzHMr4HucdwyS2Ek4GBxPRuXdppjY6isjZuY17QPEDJhbkeazUrTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFBLqk/ayeov+Aly6/J/2FmXsHs7RfpcP7xqs7j7Hz/mX/JK1/Ogr0Fek9zR6T3FPkvyX4p/olbt2V+jn9Wt1/Rz5JU75a+o7kluGgVz/wBFygbhq1Sjvk6pVZg0/sRgh53kear41jqKH9NrU6t/+tcehR+4Z/nM8w/zgsIn1rj0KP3DP85nmH+cFhE+tcehR+4Z/nM8w/zgsIn1rj0KP3DP85nmH+cFhE+tcehR+4Z/nM8w/wA4LCJ9a49Cj9wz/OZ5h/nBYRPrXHoUfuGf5zPMP84LCJ9a49Cj9wz/ADmeYf5wWET61x6FH7hn+czzD/OCwifWuPQo/cM/zmeYf5wWET61x6FH7hn+czzD/OCwifWuPQo/cM/zmeYf5wWET61x6FH7hn+czzD/ADgsIn1rj0KP3DP85nmH+cFhE+tcehR+4Z/nM8w/zgsIn1rj0KP3DP8AOZ5h/nBYRPrXHoUfuGf5zPMP84LCJ9a49Cj9wz/OZ5h/nBYRPrXHoUfuGf5zPMP84LCJ9a49Cj9wz/OZ5h/nBYRPrXHoUfuGf5zPMP8AOCwifWuPQo/cM/zmeYf5wWET61x6FH7hn+czzD/OCwifWuPQo/cM/wA5nmH+cFhE+tcehR+4Z/nM8w/zgsIn1rj0KP3DP85nmH+cFhE+tcehR+4Z/nM8w/zgsIn1rj0KP3DP85nmH+cFhE+tcehR+4Z/nM8w/wA4LCJ9a49Cj9wz/OZ5h/nBYRPrXHoUfuGf5zPMP84LCJ9a49Cj9wz/ADmeYf5wWET61x6FH7hn+czzD/OCwifWuPQo/cM/zmeYf5wWET61x6FH7hn+czzD/OCwifWuPQo/cM/zmeYf5wWET61x6FH7hn+czzD/ADgsIn1rj0KP3DP85nmH+cFhE+tcehR+4Z/nM8w/zgsIn1rj0KP3DP8AOZ5h/nBYRPrXHoUfuGf5zPMP84LCJ9a49Cj9wz/OZ5h/nBYRPrXHoUfuGf5zPMP84LCJ9a49Cj9wz/OZ5h/nBYRPrXHoUfuGf5zPMP8AOCwifWuPQo/cM/zmeYf5wWET61x6FH7hn+czzD/OCwifWuPQo/cM/wA5nmH+cFhE+tcehR+4Z/nM8w/zgsIn1rj0KP3DP85nmH+cFhE+tcehR+4Z/nM8w/zgsIn1rj0KP3DP85nmH+cFhE+tcehR+4Z/nM8w/wA4LCJ9a49Cj9wz/OZ5h/nBYRPrXHoUfuGf5zPMP84LCJ9a49Cj9wz/ADmeYf5wWET61x6FH7hn+czzD/OCwifWuPQo/cM/zmeYf5wWET61x6FH7hn+czzD/OCwiqA69XQV6T3C7pPcrOS/Gjin+hru3Wv6Bn1FXX9HPklcfkX6seSWnqBY/wD0XL9uG01KR+UalaX7T+y2C/k+f5qXgWImoQi2A+lt9rJ6dH4CXEX8n/XueZL/AOztb+lzfvHLbFu9j4PzLPkhTtzEK8TCLU39sb+1k6L/AA7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//1JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItHjq86tebp9ql6bms2Eu2gndl6f895Mq8bKvGzUYZLqEz5gVboqJKqAunFCkHYweETgPqAdhwGqKttFYp6pwLg3Y3eORg+dSXSFUKPUVPUuG0G85u8cTx86uIr/S1TBUilq3AdRABDzGdfqJUVTl+nwSUjOLkTHt91of/wBoOnJNVHH2KHf2u+YD51uqTU277FDv7XfMB86nbpHjDqbQabhelRLp1YHrf3R9bLA5TkrA4a+IpzNElkm7RlHNFFCAY6bVBEFRKXzPGJSiGArrpV3DdOQIxwaNw+k+UlYStuVVXbpiBGDuaNw+k+VSFzHLHrSS6QX2zb2hH8O2U/KA5n5tbUPsFZ/0Qfu4VCaL2Qrfzx+U9bEWQ9ZZMImETCLDWw45CDs9T2UdYXAR0hGVd/FuyNnLYkbOPVWnylDIqondNpxs+eonOZuYDqt0hKIdgHvfUzjJE+lA4guBHWBwPZgdPAlZ22SuqKSa1AY2mukDhkHaYAdlxBwWEA4zuDjnxZlyxWCTCJhF0661Q9rjmibWTcQ0xDSCc1AySBSKkaSzds6bIHdtlCmI6aGTdnKoT5phKb0MA/Hvgm5lxJAcxwwR2fTuV9QVgo5XF7A+CRuw9p6WkgnB6DuGCuoo2W+0/wCUDXmEVs8aZwo9b2Glt25koxmKCInj3tfcroSiaDJRNQwOCqOzHIYPEICHbO4xU8+O53bDsYw/pPWDw39W5XrqS3V2yLfIIpcYLJSe+OfCDwC3J3bsNxjcueq2z6hcXLVpCO3x1nrd85Zi8iZKPRdJxhmZHxWrl22SbuVGxnxPGVMxhD1+gM65qSaAEyAYGM4IOM5x8St6y0VtC0vqGt2WkA4c0kbWcZAORnB4gLIOWyxiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKlb2bU5E+f3tC51DFIQnMOoGMc5gKUpQ3Vzh7iYw9gAAyRa4BNpswHHuZ3yIFaafc1lVXOcQGiQbzw4yLbQPcqgmuDVS1VtNyY3gBuecjCriYR7AUEjOgUEwj9HbIAKOrLdoRSbPXsux8Syrr/YmS8y+tpBNnGyZo9rzbWV2MBAwAICAgIAICA9wEB9QEBD0EBDLdZYEEZHBfuURMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRQS6pP2snqL/gJcuvyf9hZl7B7O0X6XD+8arO4+x8/5l/ySo9+y4/aKODP+6Z/LD5BZ6bWp1f8AYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXSrtsnXWtI9KW2PfqVr+LXMciMldrTB1WPWOmAGUIk8nXzBuoYhTAIgBhEAHCLjaJuLUe0fef0Mtp642L7mTzHf1CXis273Unj8Hjc/U/JyHkE8Y9u5uwd/TCLI+ETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIqAfajvtFHOb/czflh8fcIpCdLb7WT06PwEuIv5P+vc8yX/ANna39Lm/eOW2Ld7HwfmWfJCnbmIV4mEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi03+ev92CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwi0kukF9s29oR/DtlPygOZ+bW1D7BWf9EH7uFQmi9kK388flPWxFkPWWTCJhEwiwzIJH2Xb5asPvE0qVFfRDiUjzFOlIWSbWRO/j/Gp4iKNYFkBSqFEnYzpQPQ3gD0vmkUsAlbvmkBweho4Hyn4FnoiLTRMq4++rahrg13FrGA4PjeeG/wAEdGVmbLFYFdWulpb02uSE8ugZ4o2Kmixj0zimrJSTpUrdhHonBNYxTunKhS9wIbwl7m7D2zughM8ojG4HieodJV5QUbq6qbTNOyDvJ6GtG8uPDgF1v6odmsABSS1/FyiAh4zjWLakq8RL8RJ7nOxsMk4UKH96uHcQ9AHO3mqR3gyEH8Ju7zgn4lddy2mTdFUvY7/qR7j5WOdjzL0rbRAPLbs6JsN3LGMbzYk9bUZKt26aSiijo8i7WThFUQMQCF8p0oY5zABQHApOl0kQZ17Wfg4/AuTbRxc+ppRD7bbzk9WyBt56d7RjpXEuoy9XiQgIu51iLiakgsedmUWM+WVTlFUEP9Ca5KNTtGSpwbPVgXceEqzRbyADxfADdgfT07XPgeTNwGRjHW4cejcOBGV3Mlt1vikmoJnvrSNhpLNnZye+e05PEDDeDhnzdgvUW7aBUbFARSzxxTJoix4qLRR95XrkiyXiZpnHNROgkqsk3XTWTSAS+IUAAPXt26qd7XbcUhwJG8T7YHIJ+Lyq2t0zH8/S1Lw1s8eNp3APaQ5pcd+7IIJ7V2Ot26DtRHfyS4XB1HnTSk4x+ydxkrGKqlMZJN9HP0UHSHmAQ3hN4RIfwj4TD2Ht1SwyQ42wMHgQQQfEQrWqoqijLeeA2HDvXAhzXDscMg/GOldmzqVomETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFq7dIFRQvP3rnpFUOCanMUplEwMYCHMnurl15ZjkAfCYSeMewiHp3H7ubXnA9KbeenuZvyI15n5YXuFTTMBOwZajI6DgxYyOzJx41sFZj1pVWvcdvlEdPU80kqqqoZGS91FcxjqEjizD8jBPxG7iKRGpS+WHfsVLwgHYAAA1ZqHm/TebmwAMjOOvZGfh49q9vclHdZ0FQGsc5zy2TZzvIj514YPEG42epuANwwM2ZhVsRMImETCJhEwiYRYpuu69c0JRVpNTya8ql3A8NEEGSkiHD4prpoiDdip2+BXCqIjmVorNca4B0MeIj907cPJ0nyAqE6i5RNJ6Ze6C4VIdWt4xRDnJAepwHesPY9zVHqY5lMSHMSAo7pwn3HwOJiYRZn7fR4mTJm/L3H7y/p9/M/Do95GZ5wD1Nbn4SR8S1XX+iApmuLbXbXvZ0OllDD7xjX/AC11YeY9p7j4afAAH0ALyRMIfwiBigP8QZdepCm92k8wWFPL9es7qClx+VIvYnzIsYCHm0uEOH0gnIvkxH+ATJK9v4hyh0fT9Ez/ADBc2cv92Hh26nI7JHj5iueY8zExMBZKgHIX9kqxsRVDdvp7N14dIB/+e50P0cf+XP52fOHfMslTeiBYSBWWsgdbJ8/4XRD5SyTB8rtXShiJyXy9XVB7AY8jGA6agYf71WIXkFhJ98yRMx0+lrnFvj5uQdhwf8QHxqX23lu0ZWENq+6aR3XJHtN88TnnHaWhZzr1zqdsT82t2KHmQAvjOkwfILOUS/8A1w0A4Om49h+ChCjmEqKOrpTipjezxg48h4HyLZFq1BY74zbtFXBUbskMe0uH5Tc7Tf1gF2bLVZhMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRepZdBuUDuFkkCGOVMp1lCJFFQ49iEAxxKAnOPwD4jnINc7c0ElcJJY4htSua1ucZJA3ngN/SV7c4rmmEXHyctFQjQ8hMyTCJYpCAKPZJ43YtSGN38JTOHKiSRTG7D2Dv3HOyKKWZ/Nwtc956ACT5grWsrqK3QGquE0UFMOL5HNY0frOIHwrrUdsnX0suDaNu9VeOTG8JG6M9GmXUN37dkkfeQUV7j/AHoDlzJbq+Ju1JDKG9ZacfEsRSau0tXSczSXGikmJwGiaPaPiG1k+Rd1yyUhTCJhEwiYRMImETCJhEwiYRMImETCL8MYpSiYwgUpQExjGEAKUoB3EREfQAAMrx3DihIAydwChzduW8XDTi0XUoBOxsWSxkXUw5kTsmzxRM3hVLFppNXBjtwEOxVzj2P8SkEvYxpfRaTlmgEtXJzb3Dc0DJH5W8b+z4c7hoHUXLpR2+5OorHSirpo3YdK6Qsa8jjzYDXZb1PO49DSME5y1ht+q7RYHUiVDMZlqmU8lX3pye/NQEQKK6Bi9iPmInHsCxADsIgBykMIFHCXO0VVsfiUbUJ4OHA9h6j2HyZWyNG68sutKYvoSYrgwZkgeRtt/CHQ9mfuhw3bQaSAsq5ilNkwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKCXVJ+1k9Rf8BLl1+T/sLMvYPZ2i/S4f3jVZ3H2Pn/ADL/AJJUe/ZcftFHBn/dM/lh8gs9NrU6v+wiYRahHtin+kw4r/hPOf8ANTdsoVzZx8i0StXyu6eN0zonl3Qiva2rBbYfyOqLwQBOwW2NpR3R7RPQyqZTp+8/JLe5Qx3rY/604ZyRSG8RTnKHFdnHcv7B/DHlJRuanFvSXKDXh0yV3b9GjLGtFlcFdLViypebF3SmPlygUqsjTbewfRbgwABTqtDGL3KYBHmukjBwv5nntJn26jmd/udfyT9FZxPFdrPBW1F7Vd9qL0L+E7ov/MluvKnguDOPkWnr03Ojbyq6pVd2rZuOln0nX4/T81V4K0J7ZtturTpy8trGYkIw8KnWdf3VN23TQhVgWMqduYhhKBSmAREtAMrmXAcVZh9aLdTv9sfhv+NPa39BGMKm2Ft1RHG6/cQOgZtbjTtF9WJK/wCoOntycq1ofUyQkZWruZENX7PkvMhZGWiIGRdtPd35A8SrNubxAIeHsACNehcM5dntX80Hgvwn231BuRVZ4x6QlaLDbCtcLap2Nf7GmJmCqqbOnwTuwyhHkjA121SSThViyOVEpWZynUEAMYodzBxXaTgZVkXMDpA9UzpAUaK5HSOw2MNRmdkioN7tLivui+s16RPTCxiQBp8FYXW1tiW8q+T8hB6i1VaFdGTRUVTVWRIpXBCoHNduW0t7ND1et086oDavF7lHYxvu5NJViHvlJ2g7QbN7He9YOJVvWZlndvc0m7aRsdKnZCNIWU8AOJNtJl968ThBRw5qCuD243jguX9rE5e/oKcDalxor8p7rcuW1/QjZdugt5bomo9UOIm4XBYDpD56ISNxcVtiJR8JHLRw6TERKByCKMGTlaBWidgbV4Z754y8mWMDLQczVbLS9966CQIePRu1TrV8k4ldRAxgE69bssjTpWIWMJfAukRYOxiGATcV2HfuX9l7W+wKttnXdC2nR5EkvStlUyr36oSqfh8EnWLjCMbDAvygUxygV5FSKSnYBEA8Xxzmuhacvtln/Qh4Kf7ZG7v8mNfZxK7I+lS79kW+1ibI/DI2n/mp0RlRwVH8fItpPKrgmEUDOqf9rM6hX4FHKH/MrdMFVHEL+UhwP4Obg6h/IWH406MlqFC3+brdotLR9smZmoGrkjqlH/KUmmvIwFbtciR2o3HsiUrMxTm9DGKHrnBdxOBlXlfWi3U7/bH4b/jT2t/QRlcLjthbVHQE6YvIXpe6H3nrPkRPaqn7BsnbkdeoBfVNjslki0IZpTYmvqoyjiy02mOW8gL1icQImisQUxAfGAiJQqBhcHEHgrvti36rap1/etoXmTThaVrinWa+W+YW7eVFVioQr2wT8ip3EoCRlFR6qg+odwLlVx4r+NVyI2VtXmnvvlLyrkYCXl3VitNk3jsVVmRR8y17TbdsWAp1cQfOf/dWvQMxd4KvMzD3ABVbJ/T3Dgu8bty33PZMOWv6MPBO88ZJ6T95tnE/YzhKDarLeNcNTbfXlbhWTB5g+ct7jemlmbiAeIiDYGxPmgJS5yC63jflX49QL/SGc2/wReSX+Zq6ZVcRxC/kj8HOFu2eoDyNqXGDSUpR4bYlzirZLxL/AGLLzEFVEmtNrclaZUr6Sga7aZJFZWOi1CoARkoB1RKBhIURMHBdxOBlW+b19mR6pXGPV9v3m0daR2E11rBSlvm4jSWz7a52CzgIBmrKTMvCx1ooFCLKqxkc2UX91ZO1ZBYExK3QVVEpDVwVxDwdykV7PB1k+VVL5h6g4cbx2tct0aA31Mn15X2ex56St9j1VeHse7VpcjS7HNuHk43rspNtUYx5EKOTRySTwXSCaayRgWAo5oxkcVz25vZROpRsHcG177CbD4howt32TerfEIyOzdooSCUXZbRKTLBN+ghpB0gi8I0ekBUhFVCFOAgBjAACLCbYWtHyp4237iByF2pxp2i+rElsDUFk+pe0PqZISMrV3Mj8nsZLzIWRloeAknbT3eQIHiVZtzeMBDw9gARouQORlbAcV7JP1NJiLjZdrsbh2VrKx7ORbFW2jtQixUHzdNyiVYhNFqEKqCaoeIAMYAH4CPxyuFx2wp5+0V6Qt/Gno6dKfj5f3cC+vGlpimaztj2rvHsjXHVgp2hn8JKrwb6RjYd+8i1XjM4oKLNG6h0xATJlHuADwVGbySps+x5/6Qzkl+F1Mf5mtRZUKj+PkV0HWj+1S89vwb77/wCyaeDwXFvhBaPHsm/21J7+DDt7/wA39dZQLsfwW0t7Qb1ip3pqafqWq9CrxR+V2+mEs7q0vJtGksy1FryMWCNk9lOYR6RdlKWCSlTmY19s7SUYnct3blwVUjL3VzUnC4NbnjwWorwB6PHPbrdP7hyh2bvR7XtensTyvP8Af+9ZG2bJuF7sjLwLykVQq6tIIvZyJrRnZEnC60jGRjZU/urUyqqLhFvTGV2FwbuWSuoH7O9zQ6X+vFuXGm97M9yUjVzhpLWu66uY2nUe3tWN1HKTVC7JQjWenVzVyOdLpkdvo2ZO7YlUBdVuVqRdwkxhUDgdxV73s4HW92PzDk5LhJy8s31WbzrNWeWnTO25EEUZ7atTrqaQ2Sn3UyJUk5bYFVjTg/byRSefLRaLlR53dNDuXtQVxe3G8cFGX2zv/nb05v8A1O5Z/wDsvxtyhVY+lWXeyh/apG34R+4//ZSmZUcFxf4S2PbR/wCkzYv+0Uv/AOZ7jKriv5JPQ6+21cEf9vOK/wDMWbzgOK7neCV/XTzmulaEvtgnL35f2Vxx4QVuU8yN19CvOQG0WbdbzG57fbiyFR1pHPEwEPIk67VGky8EpgETNrCiYO3f14ldjB0qlHoucgLZ08urLolXZzKToTGwXFXjnuyCniHjFout7aMyr7dxPAoIeRG1e4qws8of5xDIxoGDuUQEQ4rk7e1f1iM5LpX81n2t77aHS/wRdUf5xNzZxK7WcFtvdO/k1qLh30JOKnI3eVjTrWuNZcX63MyzgvlKycu9O5eNYSr1xiqqgEpaLTMLosI9qByec6XIBjEJ4jlr0LgRl2AtEO32DmN7RB1MiJQjBRGbvb0Y6sw6qz1/r/jRx6rkgJve5Z4mmkVOGrDSSFzIOSkRWnbA+EqCYOHqDcKcSuzc1q3gOZ/CrS3T/wCgdy4416NiPdK3VOOlreWGyPEEC2XYt4kPkgLNsC3ukCgDyfsDluX5vcUmbRJBm3AjZuimSvQusHLsr+eL08+nnvHqX7xmuP8Ax/mtbwV2gtbz20XjzaM9P12unrtdn6pXHzdu+rlUuD88sd/cGpkkjNSpGSKoIqFEpSn48V2k43lXTfWi3U7/AGx+G/409rf0EZXC47YW2/0E+nRvbpj8P9kaF5CTetJ6523kncNuxjzVc/YLHXk6xPaw07TWTZ4+slTpr5KZJK0F6ZRIjVRIqB0TAqYxjkJUblwccnIV3OVXFMIqAfajvtFHOb/czflh8fcIpCdLb7WT06PwEuIv5P8Ar3PMl/8AZ2t/S5v3jlti3ex8H5lnyQp25iFeJhFqb+2N/aydF/h26y/J/wCT2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMIobdReVlILp8c7JyDkn8NNQ3Dbk9Kw8xFPHEdKRUpHaSvDuPko2QaKIu2L9i7RIqiskciiShAMUQEAECqOIWpp0iej056g3BLU3LDY/UO6gVFu18mtlx76BoO7VEq3HkpGx7RTI5Zh8ux0vLlVcsYJNVbxuTB5xzeHwl7AFAFzc7BxgYUreBW2eYnT160ifSR3Ryl2BzH0BuTUsxsfT9u27Ivp7Ymv14yjWnYEcVzNy8nPS7FBNpr+Yh3UcD1SOceJm+bIszHUbi6cKhwW7XStpDcW99J8eaka+b525rXTNKK6IwLadoXauUWCWkFSKKIRrWTssjGtXcm4IkYU2yRjrqeEfCUcquGMrrOiuVXGfk/HScrxz3/p7eLKDMiSdPqzYlVu68Ao58fuyc8zr8o+eQijoEzCkV0miKgB3L3D1wmCOK71sDbup9TJ19Xamz9eazSts0hWqqpsC61umJ2axuS+JtAV89jk40szNOC+pGrYVFzh8CjhMLha9yB0LbtoWPSFT3dqKz7pp0S7nrdqGvbJps1tCrQbCQjIl9M2OgRs05tcHEspWaZtlXLpokim4dopmMB1SAYi6ZvfmJxQ4vKxDbkZyQ0jpB9Poi5govaGzKjTJiaaEVMgo9iYeclmcpJMUVyCRRdFE6KZg7GMA4VQCeCyzrnZmuNwU+I2Fqa/0vZ1CsCR1oK66+tEJcapMJJKGRVPGWGvPpGJfFRWIJD+WqbwHKJR7CAgBUWN97creMnF9hFSXI3kBp3RzWeMsSB/RS2JVaS4nztxIDksCxn5Nk9mha+MBV91TV8oB7m7B64TBPBdr1BvPSvIOpEvmiNt623LSlHJ2P1V6vu1cvcAnIJETUXjnEpWZGSZtpJuRUoqt1DkWS8QeIoDhMY4qtPlhxMp20upJw35AS/P15ou16yiYRtW+HqVriotLkQnWLbbbM9fkrbnY9ekpz3tKZMycGQhJMCIsQ8QiACQlFyB3YwrNJDdOnInZcLpeV2zrOM3FZI08zXdTSF7qzLZc9EJtpR4pKwtEcyqVplI1NpBvVRXQanSBNmubxeFJQS1XHHT0LvM3Nw1ahpex2OXjK/Xq/GP5uenpt+1ioaEhopqq+lJeXlHyrdjGxkaxbnWcOFjkSRSIY5zAUBECLrevNm6327WG121RsGkbOpj1w8Zs7bry1wN0rDt3HrmbP2raerb+Sil3DFyQU1iEVEyRwEpgAQ7YTgo02zqMcA6JsVxqS680+LdU2WykRh5GlWDeutoqfiZkFfI+RZlk9saJoaaFYQIDN0KLkTGAAJ3MHcq4KmM2ct3jdu8ZuEHbR2gk5aumypF27luuQqqDhuukY6SyCyRwMQ5REpiiAgPbCoo07y5q8QeMktFV/kPye0PpSwzjcjyIr2zdp0ynT8gwUVMgWTbQk3MNJRSJBYgkM78r3YpgEBOA4VcEqg3d+93d29pj6YbPVu5HNt0TsTg3sS0otKBsNWe1LeVCVvm6LSxpt67MOqfZjkXhG3luwBcQO0S7H7pE8NOlch4BW0flVwWMts7p09oSouL/ALw2prvT1GaLptF7fs6512jVsj1cip27EJmzSMYwUfuSom8pApxWVEogQph9MJjPBdB0Ty+4q8oPlQvHPkbpPeDiDRK4nI/V+y6jdJaEbHVKim5mYeClnspEtllTlKRRwimQ4iHhEe+FUgjiqFevVsK/UznJ0F4en3i4VOIufORvD3CLrVlmoKOtcSO3uKbUYuysYt61bTscLaScJ+Q6Kql5bhQvh7HMA0K5N4HxK7NDqEcEHO1C6Pb8yOMa+3lJn6m09dI7v1ypa1LMLj3T6l04kliFwpZ/ev1r5NABe+Z83yvF6ZVccFTCwqKGuzOopwI0zeXWsts8zeMOuthR7r3KXptx3druBsMC779vdrHGSFgQc1xb17+F8VuPb1+HrhVweKlfW7LXLlAxFqqE/CWqrz7BvKQNkrcqwnIGbjHZAUayMRMRi7qPkmDlMQMmsiodM5R7gIhhUWtL0Q9hX639Tjr9162Xi4WiApXK6txtNg7FZZqah6lHKbY5XNjx9ZjJJ65ZQLI7aNbJik1IkmJG6Ze3YhACgXN3AeJbDlc33ou4bCsOpKlunU1p2tUivz2rWVc2NT5vYVZJFOmzGUPYaXGTDmyQpY168RRcC5bJgiqqQh+xjFAarhhVqcXeItR1h1OeXfIuM5/P91W3Y1Tno2x8L17VGSKPH9C3WnXNpjp1Sst9kT0nCe6Nq0Ro1OvBRpVEJcwlOAGAqlFyJ3YwrO57cuoKte4PVtn2traubNs0LI2St66nrzWIi92Cuw7OXkJefg6jISjewS0LFsK+/XcukG6iCCLFwc5ilRUEtVxWFtY88+Ee6r+vqrUPLnjds3ZSCzpAKJRt0a9s9qdqsSnO+CLhIiwOn8wVgVM3nmaEWKh4R8Ylwq4KllhUUQpXqBcFoPaZNHzHMTjLGbfNLBXza4fbu1y2tyFiMuDZOtu4ZWxFds7Is5MCaceqUjxQ5gKVIREAEq4KzvTdw6k2NYbxUde7S1ze7XrGVLBbJrFNu9ZtFh17NndykeSHvELCSb6Sqcqd/BPkAbv0m6wrM1yeHxJKAUqYWRsImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLSS6QX2zb2hH8O2U/KA5n5tbUPsFZ/0Qfu4VCaL2Qrfzx+U9bEWQ9ZZMImEWBJELulspxCq3aRg2djReSNQWSQr8hFHQi20YD6EcQ8jGFd/KCSjhRYqqTsTKIl7iUOxhDIt7nNKJBGHObgO8IHfnByDjHRw4qRxel5tQqBTskfEQ2UZe12XF2HhzXY2dwGC3cengslVaprQLqYlpOadWGfnhYFkZNw1ax6QNYtNdKOZs49mUEGrduDpQR9TnOc4iYw+na1mmEgaxjQ2NucDjx4kkrFVla2pYyCGMRU0edloJccuxtEuO8k4HUBjcF3HOhWK6ZsSFLYKNaYkzdV2dzDPTINm6zdsuu7bJC6aJJOHSSzdAyjlApfGYogUB7+nxDvpZObqGPzjDgr+1zmmuEM2Q0CQZJBIAO4nAwTuPBcRqFeTd69rryVmjTrh20FZJ2diRiZJp4xSbshTKmkK/uhUvD5wl/XfsgES9hHnWhjalzWN2QDwznf1/5LuvbYWXOWOGPm2tdgjOcnpPZnq6PgGSstVikwiYRYl1s3aDM7FeOlVnNmTuMpGPl3jxy4dpwSS6j+stk2y6piMo5NjICCIJEImp2EfXt6XtUTsRNG6LYBGB08HeM5G9Zq6vfzFKxgApDA1wAAA28bMhyBvdlu/JJCy1lksKmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFq59IL7YB1zPwxB/wA9XLjNsT+xFv8A0ZvyI15l5Yv6XS/nKn5US2DyEMociZA7nOYpCh90xh7FD/GI5jicDJ4LTLWl7g1vhE4CuvrkMhXa/CQLYABCGio+MSEA7eIrFqk38Y/DuZQU/EI/ERHvmmKiZ1RUPnd4T3l3nOV9ELTb47Va6a2Q/aqeBkY/UaG58uMlcznSsgmETCJhEwiYRdC2eztchQrIzpC4t7MuxKSOUIsVuuJfeEReotXJhKVu8cMAVIicRL4FTFHxFH5wX9sfSx18b60Zpg7f0jgcZHSAcEjq6+BjOsqe91Wmayn047YvDo8RkHZPhDbDXbtl7mbQa7Iw4g5HEVBysZKxD9wwmmL6OkkTm95ayLdZs7IcRHuZRJwUivzh7j3EPX45tqKWKZgkhc10Z4EEEfAvB1bR1tBUuprhFJFVtPfNkaWuB7Q7B8vSuOzsVomETCJhEwi9zdw4aLpOWq6zZygcFEXDdU6K6KhfsTpKpmKomcPoEBAQyjmte0teAWnoPBdkUssEgmgc5krTkOaSCD1gjeD4lYfxb2BdbiysEdZX5ZlhBEjwYybxwkpNEVdCv3aOvni6eNhTRExF1Q8QGAS+M/wJr7U9BR0b45KZuw+TOQB3u7G8dAO/gPMOn1ZyL6p1Ff6eqpLxKKimpgzYkc4GUF213rvuntwMh7t+cjadwbLXIot5JhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIo07y36hrcwVuvIN5G3OG5F1jOO52EG3XL3QVdJkMUzl8uT56aPcoFIIHOPhEpTySyWF1x/wCIqCW0gON3FxHHHUB0nyDpI1Dykcp8WkT6U2prZr65gJ2t7IWngXAYLnkb2syABhztxAdDWmmtm6tn1xjZZmRmfNkSvn6jlY3u7KKYD77IEaNkwI0jyLJIimQqRCE81Qvp3H1mFZ3LZrZI+mY1mG4GOJcdwyeJ6znO4Lz/AKfN85Q9ZUlNd6iWo2pdt5ce9ZEzv3hrRhrAQNkBoA2nDcrYM1WvbyYRV5cw3kma51lgoqr8jpVkrtmh4jeR8orykii/VAvfwit7u3blEe3cC9vujmwNIsj7jlkGOeMmD14DRjyZJXlXl7nrDqGjpXud3A2jDmj7nnDJIHnx7LWDxY61ELJatDqanFvbMiWWLriwP1XbF6gqpWFnaplFGLtqmKq0SmqoImBm5akMdIgj2TUT8JQ/XOwQ3U9qj5r0xp2gPae/x0g/deMHj1g7+C9D8i+uKsVw0ldJXPppGk05ccljmjJiBP3Lmglozhrm4aO+3T2yCL02mEXWLnao+kVeZtMoBjtIdoK4okMBVHS5zkQZs0jG7lKo8dqkTKIh2KJu4+gDl1R0slbUspYvDeceIcSfIMlYbUN7pdOWaovVZkwQR7WBxc4kNYwdrnENB6M5VXlt3ts22SJ3p7PJwbUFhUZxVeeOYlm0IBvEkmJmiqTh6Ynx8a51DCPw7B2ANm0ljttJHsCJr3Y3ueA4nz7h5MLxnfOUvWF8qzUOrJqaHay2OB7omNHQO9Ic8jreXHPUMAWe0GZWsVIqM45UBV1K1yGevFAAAAz1dggZ6PYvYof2UJ/hms6+EU9bLA3c1sjgPECcfAvZOmLhJddOUFymO1PPSRPefwyxpf8A4srtuWiziYRMImETCJhEwiYRQ05QbgPENlNb1xyJJKQbENZ3qJ+x2Uc5J4kohMxR8RHMiiYDrD6eFuYC+vmj4Zjpm0CZ3pjUD7G094D0kfdeIdHb4t/n/ll166ghOkrS/FXKwGoeDvZG4boh1OkG9/Uwgb9s4gBk8Xl1clETEpASLWXhX7mMk2SgKtXrRUyK6R+3Yexi+hiHKIlMUQEpyiJTAICID1ywxTxmKZodG4bweCvKCvrbXVsr7fK+GsjOWvacEH6DwIO4jcQQSFZbx63BJbOiZZjYUm4WCvCyFd41TBBGTZvgcFRcmbl/W0HSSrUxVQJ4Ux8RRKUvcQDXGoLRHbJWPpye55M4B37JGN2ekb93SvX3JXrys1jQz011a300pNjL2jAkY/aw7Z4BwLSHYw05BAG8CReR1bYTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRQS6pP2snqL/AICXLr8n/YWZeweztF+lw/vGqzuPsfP+Zf8AJKj37Lj9oo4M/wC6Z/LD5BZ6bWp1f9hEwi1CPbFP9JhxX/Cec/5qbtlCubOPkVWPA7gP+n09m45IQ9VhflTdmh+Y+296aZ91Q82Vk5apaW0oNwozPyy+8uhvdIUetWzUpiprTCceofv5Je1OhcicO7MLPHsjfP35Aue0undsCb8MXeSye6uP5Xzj5qFvho5BLatHj/MMdQxp6rx7edat0wIij8jySo91HHqCo8dKps9pM+3Uczv9zr+SforB4rkzwVtRe1Xfai9C/hO6L/zJbryp4Lgzj5FrMdFbrdQPSVp2+6rM8dJfeR902ai2BB7GbOZ6/LXi06LsUcdqsg6o1vGTNIDOgcDgdDy/K7djeLuFAcLm5u0ruvrzOj/vftr/AJSER/QrjK4832rZY5XbGS3D0l+Sm3EIlSAR2n07Nx7GRglXhZFWFSu/GqxWZOJUkCNmZHykcSTBEVgRSBUSeLwF7+EK9C4Dc7Hav5rnQ65faS4M9Q/WnInkLMzMBrCs0zacLLSUDXpK0SST+1UaXgociUPEpLPVyLSLshTmKXsmUfEPoGcQu5wyMK/frn+0HcMeY/B268ReK7XYt5n9v2HXy9ruVqpS1JrNQrFBvVf2N2Y/Lbos/KWSVnaoyakTTZEakZquDncAcqaStSVwa0g5K6x7Hlxm2Cpu3k1zBfQ8hHawjNRjx3r0y7QVRj7Vcbbd6NsOxtoZYxQTeqU2L18x99EB7IjMIF7iJjAUEeehV2df3e1q6hPWKfaB1SqNkaavs9G4Zalim6xhaSexl7OWOuygpIgqmm+X29aXkUosUDmVaRbcR9CFKUeKq3c1WX+1C9Oqq8f+JnT02fqyKL9T3G2nw/C21SaLQpXkjWm1aNZNZTcp5XiFH/R+u2ZV2uoJgVkJ0viN5igeMVRhySrifZc+W36Yjppwmp52T98vXEu5y2oX6bhbzZBbX0sJ7lq6TVL3EEo9tFSzuBaB2L+t18fT08RqhcXjBVeXtln/AEIeCn+2Ru7/ACY19lCuUfSpd+yLfaxNkfhkbT/zU6Iyo4Kj+PkW0nlVwTCKBnVP+1mdQr8CjlD/AJlbpgqo4hfy7OlFz6jumrzBrnKWU1g9280gaVeqkalx9sQpTlye4xARZHxZ1xX7MkkWPEPGKfuhhU+HiL8c4Dcu4jIwtpv68zo/737a/wCUhEf0K5XK4c32rZa6XnUAjepfxTiOUUVq57qBpK3e50wKZIW1C6uEFKg8bNDyAzjavVhJQj8XHiBP3UBT7dvEb4hUb1wIwcKsP2pHl7+l16b0jp2AlPcr9y7uDHVLNJBbypBHW1fFvb9qyiIdwBVi5ZNI6Adl7D3RsP0fEBVWDJVUns5/TDht/dMXn/c79Ftm7/mxX7Pxy1jLyjbx/Ild19DPXLa7RavlHAW/6NEwgocPn/2XUUh8PzfnUAXJ5wQql/Zx+S01w16sNP1VfTOa1Cb++qbixsKGkj+V8k315KJOKAm4aGN5Xy0htStM4Upu/iSTlXAFEQMJTBxXJ+9q/ordQL/SGc2/wReSX+Zq6ZyXUOIX8tXo3c1dU9Prnxq/lFuqFvtg17S61s2HlYvWsTAzduWdXKgT9WizsI6yWeoRCqCMjKJnXFR+kYiIGEoHMAEHiF2uGRhbW/K72uHiNY9BbPqXGrRPI2U27cqXZKnVXm3K/rSnUOuPrFDu4dKyzLmsbRv83LlgzPfeiRyTJIr4yXkmctwP5ha5XAMOVWN7N30gN/bU5O6f56bYqT7X3G/S8o5vVBez/lsp7b2wGTB20qaFYhDn+VG1Urso7SlXUq5SSbOvdkmzTz/OWVbUAXJ7ujpX9GbOS6l/I766/wBty51f7cn/AOKVYzgeK7m+CF/WZof/AKQ9M/7lK7/5kM85rpWpJ7Yx/pQ+Jn4SE1/mxsWUK5x8VQF0eevp+pPaF2TpH9Kf+j5+iFt15tT6p/0df0LPkj3um1Co/IPyL+g5sb3/AMv6lfePeve0O/vHl+SHg8Z6A4XJzcnKmhzS9qx/TfcUt98Yv0hv6Hn6OGt5/X31b/pofqt+pj5cRKl8r/U1+l2rPy17r4e/u/yg08f/AFQuMoGYOcqOHsm/21J7+DDt7/zf11gI/gsH+02bKmb91hOQkHJOVl4zUtR0lrarJKmMIM4Y2pansOQbIkERBJE9u2BKLAAegiqJviYcHiqs8Ff0HekXrOD1J0wuBtOr7NBk1W4uagu0gi2IQiSln2hUY7Zlxd/MAAOd/bLc9XMf4nMoJh9RyoXU7iVN3Z2v67tnW2wdWW5mlIVTZVItdAszBdMqyL2v3GCf16ZaqpH7kUTcR0ioUSj6CA5VUX8ijpO36f0v1SeDFiiXKjaRa8rtT0GUVaqGAykDsS6MNXXJsmYolE5H1XtT1ESj2A5VBKPoI5wHFd7uBW0P7Z3/AM7enN/6ncs//ZfjblSuEfSrLvZQ/tUjb8I/cf8A7KUzKjguL/CWx7aP/SZsX/aKX/8AM9xlVxX8knodfbauCP8At5xX/mLN5wHFdzvBK/rhy0tGQMVJzs0/axcNCx72WlpN8sRsyjoyObKvH7944UEqaDVm1ROoocwgUpCiI+gZzXSv5YOpGkr1r+u/Hzs6zdytD3jySeXufYv0VDBGcZ9QpDKMa1JmUKZNmqfT1GZwZTnKUh5BymHg8SgEHjxK7vBapW+1d8WTaQ6h9Z5BV6PGOq/KvWMNZVXjVP3RAu0dUJR9BuLZmVECppqEqyNYfqnKJTHcyChzB4hE5hVGHIwt5vpWcsk+bXT+4xciHL8sha7TriOgdlKeMorF2nQlV6PsVVdHuKjUsna6+5fNyH+cLR0ifuYpgMPILrcMHC0X/a3vtodL/BF1R/nE3NnErsZwVU/MTqI7e5D8a+HHDZRlM0XRXE/UFOjmNRdHWbLbD2RIQyj19tWwNg8CbhmWHmwaVxM3mlRjFVXRDFPIqpkouQG/PSv6HXQS6e3H/hRwk17edX2arbd2PyWqFU2fs3etcAziOs6cpGhIQNKqLl0g3kmNHoZX6rZNBwm3dryQunLpFusoDVtyC6nEkrPfWz+1O88vwfbV/wCxmGDwVG+EF/N26PPUmi+llyls3I2X1E/3S1sGlrXqYtTjro3oi7Vay22g2Yk4aZc1m1prJMyUoyIt/diicXAG8wvgEpqA4Xa4ZGFsz/XmdH/e/bX/ACkIj+hXGVx5vtW0V04uabHqF8OdTcuo3XjvVbLaa+wEUaK+sqNvdQv1B7LuGuVDKWFCEriT/wCU1akZ2UAZpeUVcEx8QkE5uS4EYOFOHComEVAPtR32ijnN/uZvyw+PuEUhOlt9rJ6dH4CXEX8n/XueZL/7O1v6XN+8ctsW72Pg/Ms+SFO3MQrxMItTf2xv7WTov8O3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//15R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwihN1LPtcnP8A/Am5Vf5ir5hVHELUo6LeieureenjpywcJubXFvS3HB/O7VRptE2TrKOs93g3zbaNtaW52+k3ei7sDwsjaUnjtsQ8ksUqKpCdkwDwFoMrm4tzvG9Xn9Ovo5XfjryhvfUB5scnZLmFzbvlfc1htbyVtCp0TXUPIMWcRJJVWKIJDO36kEwJGtFEGcNHx8Yss2QYAKgq4wuJduwOCo25K8pOP+4uvhySX536N3nyq0FwvozDWHHvj5rHTkjveoQt4ctaW4td72Jr1B4hByDGUl3kwfxPm66Tw5o5JYFCxzcAdK5AHZ3Lrd82jp5n1W+nTya6WfCDlZxhCQ2rFaj5f1xXifaNF6ltWqr3dKJWjPj1mtouaY2UNWpydVlF1GzZum5Yxr4/dw2BYKJjvSDhWFe1dxk/N6d6fULVJhWvWmX5rQUZWp9AomWg59/Vn7WGmESgJRMrGSKqaxQAQ7iTKlUZ0q5zh30suDPTucSGzNCapdxW0x1vMVC/7nsduuVx2PsKDfyMBbrY7s7icnncMrIWSyVBnILFZsmiKbhLwoERSMZMariSTxVDvQA486Z6mcNzQ6lvN/VOveSW49x8n7XrevRm6qtB7Rq2taBWqXSLSzr1NrNwYy0FEt27fYCUQ3MDfzmsZDt0UDJpqLArQLk7duHBXKdO3pZF6c2++Xlp1PuMqvF7kjaI670Xi2hT5COh9H2hou4M6dV2zvLpMt3zJ5Hv1WJkkoticzJqwSUOoDJLuXEnPjWrXxI5h8RN287OoBy+6hvFDkDzVub3cshq7j9Wq7xnccmdSaT1BUpWxNIyumrsk4XqUZZvkoscmn5zM6yZkXDxISLv3J1KLmQcYG5Sd6ftyrNQ69lOsHAPi5yf458I+VOmrPXN/UHYug7jqDWVa2lU6Tsy6RkrX66sWQqNdiiytMg/k5QizYrZxOyTNqkkiv5SlelD4O/ipk9Tb+6JOix/3J3/AP8AY1/x0qg8ArkvaSdQ3LULbh/1btIxon2vwQ3HUW18Ft40Pqg07aLSyWjWM+7SIoseAYXhUYdREoAUzS4PRN3AOwD1oz2p4Fd267nNwuwOmrobVHFd+rZ9j9Wma1bq3R7CPWKjMS+s9io1ux21wCZDqkSJKsp6IrEikbxCgWxnA3YUxEoo0b8noXa+pMD/AKP3QKmdR8cZhzXbTQtc624/wF8hPMi5Mlm2bao2O2zstmu3FNzE2Wz/ACvYJNu5ROmqylHyaqRimTL2cAqDvnb1UXxntnRXrnBPX/H3ZfS45gbMudp1JBhtPfSXA6RsmzLBsey1xu7tV5oW6Fnqlxh45CwPl1oAWDtBs2YgiUqZimU8ym5ciHZzkKzb2cLbW/qP0w9x1/kdUtqRyHFPYeyW+rGm0KrZahZHumI7X8BfoiBYNrSyRfrR0XPLyyDQSCqizQVSaJ9k2xChUKjx325R19ng4maX5zaj5F9SPmvrXXvJ7kbyH5G36IPL7lqUHsiDplSrkVWlCRFTrNxZzULXzqyc26apmRRKZrCtGLJuKTdMxDgjiQcDgsRsuHer+F3tV/DWk6SiUqjqbZegdt7mqWtYxZYtT1i5s2meV1ctlWo8SqoojXKtI26nvZxKPbARk1cS6xG5E0gKmR0qucsW6rlV1rTy69dB2PSupfwk5j794s7K5o9NnTmspGJvupKPAHu0BWtjun+xRm56409YFoICOBlqpIkPMi0iJ8kEWLXXKQhgNQrm3gR0r7OHM50Qeb/UP42cm+Cm2X3B/kvrJtJNXnFavalruhGO8o/3eTGahJaGiWp9azsu9rTt82ft69IupFyzJ5yyZvdiKFbkO0Bg8FzHtN+uk9wcm+iHqVWxTNQS2jywt2ulbZXHq0bYaundtgcWa0exQMi3/siPmYQsmLlqun89JdIpi+oBgozgV3jrl9Jfp+aa6TG6bzo7jDqvT+w+O0Xrmxa+2JR622ir64/9uTTKrMsbvdCd7TsNGYrk87TOabeP1COjJuSmBRIoiIRrjtb1dNwL2JO7J6W3FLZmy9iua/YbRwp1XYbxtyUkmKD6GkVdQRSk9sqVmJzxxiT9iqRSVcuXfduCpTKK/M7hlVxPFav3EeZ6JmnqXtvVemen1zq6yqk/ebMpsflVXuCMDyLfuZGRQbpuIODvdnf0ibrLdmcDO0nUY0ZOHTlwL3z1TGRWCm5cztHqCnB7Jzc52Q4lcr9aKLW5tRNU8vLZHa1qd5KslZKHAWGsV+SeVV+xWXcjDOm8m3O4eMiHFNKUcO1PU6qhjAqP4qiGe6h25uBvLjrvQ2i441TvHJ/nxAaZbcmLC3dm1rxqbO9qcrlH9xsbmOj5mQLbX0S+crQZCMnJU0ox+98tdRkk0c0XLGQPEt0npXdNjQ/Tv0O3j9cTbfbe1duNo287s5MyCqUrY93WOWRNLpy7OaF1JKo0JJWTVViGabpcgprndLKuHjhw5VqF1uOfEqqunf8A3SP1lP8Aao1R/wCY+lcdKqfBCwB1cuPlV5U+0UdMjQV8dzbah7C4w2hrfGdfmpKvPrLRoNblBaLjRXMvDOmUq2gdhVuDdQUoVuskqtGSLhMpyifuDpVWnDCvT7SH0/OIPFvg1rrk/wAV9Ea44zbv0nv3VbSpXzRNXitZTK7CSJOdiTi9TbxYTctHTUawkWko7BaUbOmYeW4KVVYqgqrCScHgrN+tzy82tx96Mt53Fryde1ra216dpygNrjBqHjpCsq7eVgkrtNQrhoZJeKkz1dWTbsXKB01mLpwkukYp0i4PBcWjvl8/AfordOiM6emjqHsji1pjbVr2vo2j3Da217lTIWd2dPXLYlPjrFYZKtbLcNj3SmMop9MqIwxYd8y9xbJJmIIrGVWUYQuOVXt7MLrdbUPJbra6ve2SVusnrTlJRdbP7tPPjyc9b1aHfeVNdGxzUkcxzSEnNLs1Ha6wiIqrLmN3HvgKr+AW3rlVwTCJhEwiYRMImETCJhFpv89f7sE6Vv4AF8/yT6keRPXP9Vqr+z/fRrM6f9l4f1vkOW0nnnlbLTCJhFpJdIL7Zt7Qj+HbKflAcz82tqH2Cs/6IP3cKhNF7IVv54/KetiLIessmEXRNkWF1XKo+Wi1DlsMmYkJWE0mxnay8/IkUKxIkgCK6ZzIlTOsPmFFMCpD4vT0G4pYhLMA/wC1je7xDj9CyNqpWVVY1sw/4Znfyb8AMbx35HYN2/evyE19FRck3nJCQnLPPtU1CNZaxyar87Hz0/LcjGMUyt4uN88giURSQKfwiJfF2Ee6Spe9pjaGsjPQ0Yz4zxPlKVFzmmiNPE2OGmPFrG4zjhtHe52O04XfMt1jkwi4Sw12ItMWtDTjUXbBZRBYyRHDlqoVZssRdBVNw0VQcJmTVIA+hgAwdymASiIDkbZdq+z1Dqm3Sc3M+GWJ3etcDHMx0cjS17XNIcxxGcZacOaQ4Ai0q6GlrhEKpm2IaiKdm9zS2WCRssbgWkHvXtBxnDhlrgWkg4firO/1lNsqRb3TBGoqEk1KtbJeXat1iREcjFIsIN0knHs253jRRwYPGc4GMl29OxO5j4W1cZqIAee3bTQDxOckbzu/nxS6akju1O64UQca3vecja0kbTi4l474nBxwA3Hx7s5M3rORaovY922fMnBPMbu2a6TpquTuIeNFdE50lSdwEO5REO4Zj3Ncw7LgQ4dBUfkjkieY5Wlsg4gjBHjBX05RcFxc3Mx1eiX83LLC3jYxud08XKisuZNEnbxGBFAiiyg9xD0KURznGx0rxGze4nAXdTwS1UzaeEZlecAZA3+M7lHu4WOm2X5MstVK7HY7GxRrOMhSEk42wzCULMNnD2LlopusmohFrshOPvD5ICIpHHv4e4lzJQRTxbUU2O5S0kncWjI3EHrz0DipNQ0tdS7dJWbPpW6Jxc7vXMbttIDmuI3uBxuYckjp3FSYzFKJphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRaufSC+2Adcz8MQf89XLjNsT+xFv/Rm/IjXmXli/pdL+cqflRLYOARAQEBEBAe4CHoICHwEB+ICA5jlpgEg5HFXY16R+WICDlvj8qQ8ZI9w+A++skHPp/8APc0xUR8zO+L2ryPMcL6JWqr7vtdNXe7U8cnv2B3zrmM6VfphEwiYRMImETCLjJOEhptIEJmIjJdAvfwoybBq/SDv8eybpJUgd+33M7YppoTtQvcx34JI+JWdZbrfcWc3cIIZ4x0SMa8eZwIXUR1NrAxvGOvqd3+4Fdiil/8AnZWoE/3su/TW54x3RN7930rBHQ+jS7a9Krfn8xHjzbOFyDfXlAadvdaNT2wh9KFahkh/jIyKIjnW64V7/CnmPje76VdxaU0vB9pttAzxU8Q+Ji+tal05wmKLip1ldIwdjJLQMWqmYPh2Eh2piiHb72cG1lW05bLID2Od9K7pNPWCVnNy0NG5h6DDGR5i1Qr5L6XrtXiWt3qMeWJQGQSj5uKa+L3AgOyKi1kWqJhErIAXSBFRMnZMwqEEpSiBhNM9N3moqpTRVbtt2zlrjx3cQevdvBO/cd/DHnnlf5PbTZqFmo7FEII+dDJo2+B3wOzI0fcbxsuaO9O00gAg5hfkxXntMIu40W8z2vLC1sVfcAm4R/WnTVXxGZyTI5iisxepFMXzEFfCAgICBiHADFEDFAQtK6hguFOaeoHengekHrHb8fBSDTWpLnpW6sutrdiVu5zT4EjDxY8dIOPGCA4EEAq0zWe1axs+JB5DuCtpRumQZaBcqE+UI1QexRN4fm+9Mjn/ALWuQPAYB7GAp+5C6wuVrqbZLsTDMR8Fw4H6D1j4xvPtLR+trNrKhFRb3BlY0DnYXEbcZ/7mE+C8DB6dl2WjJuYxTBMImETCJhEwiYRMImETCJhEwiYRMImEXpcOEGjdd06WTbtmyKrhwuqcE0kEESGUVWVObsUiaaZREwj6AAZya1z3BrRlxOAOsrhLLHBE6aZwbCxpc5xOAABkknoAG8lUy3mwntlxs1jMc5yzE0/eN/H38RGR1zlYI+vqAN2RU0wD6ALm4aKnFJRx04+4YAfHjefKclfPvUl1dfL/AFl3JJbUVD3NzxDC47A/VYGt8ikxw6YArbbbJCj4hZ15uzKv27gkMhIpK+X3+BTLFjhEPpECD9/I3q9+KSKPPGQnHiH+a3ByBUwffa6sLc83SNZnq25AceM838BVhGQBep0wijJykoZrRRC2Jkj5kpTFFn5gIHc6sI5BMksT07d/dgRScdxH5pET9vU2SXTFd3NXdzvP2KYY/WHg+fePGQtPctGmTedNC7U7c1tvJfu4mF2BKP1cNk7A13Wq0M2QvHy+6MkXsPIsZaNXO1kI123fMnKf2aDpqqRZBUvfuAiRQgD2H0H6c4SxsmjdFIMxuBBHWDxVzR1dRQVcddSOLKqF7XscOIc05B8hCtZ1NuSu7OiW4Ecto+0oIFCWgFVQIuCyZf113GlUN4nkcoIeIBKJjJAPhU7D2E2rbrZ6i2ynILqUnvXdHiPUfj6Oz23ofX9p1jQsDXsivTW/ZYCcHI4ujz4cZ4gjJbwdg4JypJSkbDMlpGWfs4xg2L413r9yi0aol+6ouuciZe/0evqOYuOKSZ4jiaXSHgAMnzKa1dZSW+ndV10scNKwZc97g1o8ZJAUC+Rm8azdIRrTqc6cSDYsqR9Lygt1mrNcjJNUjVm0ByVNdyQ7lbzDnEhCAKRPCJgMIhOtPWSpo5zWVgDXbOGtzkjPEnG4bt3HpOcLzJys8o9n1DbmWCwPfLCJg+WTZLWEMBDWN2sFwLjtE7IHetwTk4hxkvWgVZdxYurawa/JWVVi/K1QXVanRMb9cWinq6zuPdFD6U0zKKNx7fY+UXv9kHfXGqKJ0Ff3SB9imGf1gMEfEfL2L2ByLaihumlhZ3uHd1A4tI6TE9xcx3iGXM7NkZ4jMnMjK3EmETCJhEwiYRMImEVNmyk5dLYNzJOlVLK/VJLHdecBgEQUeKqIHT7/ABbKNjkMj2+aKQl8Pp2zcFtMRt8JgxzXNtx5t/lzx7V4A1eyuZqm4NuQcK3uuUuz2vJaR+CWkFuN2zjG7C6Rl6o4mEU7+GsSYjG8zpgHwOHUNEoD9HiZovXjoPviIPkf4P8AHkG1hKC+CAcQHOPlwB8RXpj0P9C5tNcrk7wXviiHjYHud8tim3kLXopMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFBLqk/ayeov+Aly6/J/2FmXsHs7RfpcP7xqs7j7Hz/mX/JKj37Lj9oo4M/7pn8sPkFnptanV/wBhEwi1CPbFP9JhxX/Cec/5qbtlCubOPkWZPZFvtYmyPwyNp/5qdEYHBH8fItX/AKvHHq/dHTq+sN26FbfUxUZu+Q3LHjo4QRURgWST2xqvbrrJdJt5aAwcBbEZCKVjQOImrT1oVUPC47DQ7iubTtNUNetNyKoXLbqPbr5J6xc+8UrclE4tXSKRMsmu6h3L/iRotKcrEmoj+tBN1KwN3UW/KX0Tes1Sh8MoVVowMLcf9qu+1F6F/Cd0X/mS3XnI8F1s4+RVq+ypcL+JvKrWHMeU5JcdtRbwkadfdRMKq92ZSIS2ua8yl69d3Eo1iVZZq4MyQfrsUTqlIIAcyRRH4BlAuTyRjC2yv1H7pa/uAeKX4mab/wCgzK4C69p3Wu+89K9B1Hps8z6pWIlhA1qscHuRVer0HFNk2cZCwcLoW4RsTExzREpUWrCOYNk0UUyABSJkAoB2DKoPC8q/mI9Fjhdp/n9z91zxn3o5uTTXVqqGzZyTXoc0xr9kK9qFJlbBFA1k5GHnmqSBn7IgKlFscTp9wASiPcOAXc44GVvMa69lh6TNFn2k5N07dm1kGa6bgld2LuGRTgFlEjFOmV2jr2IoEk6Q8ZQEyR3QpqB3KcpiiJR5YC6ttytG5TbQ1D0yen/ubaGvqTS9ca845agnXWt9f1mFjq5USWx0X5H13VmsXGpNWjctq2LNMGqygFFRVZ4dU4nUMYTV4Kg3lfyZuNXLXZXGPlNSeX9eiqbsfbVGuE7sFgTbcbM2StSt2nWUygpZp5hB2CrSr6VjpOaPJtTkfIgSSRSVOBylFM3BdxGRhWlc0/aJubnPPjjfeL+9NacWC682CeuOZCRp+vNixFuhZGqWaItcNK1uXldvzzGOkEZGHImcyjRcqjVVVIxRKobK5VAwA5UgfZVeW36A3UWc6KnZP3Ok8uqBI0MEVlQRYk2hQkn151xIOTmECiuvHN52GbE7d1HU0mUPUewgqPG7Ktx9ss/6EPBT/bI3d/kxr7BVI+lS79kW+1ibI/DI2n/mp0RlRwVH8fItpPKrgmEUDOqf9rM6hX4FHKH/ADK3TBVRxC/nP+zmaK01yM6nFH1lvjWVK25r19qrbsq8pl/gGFlrjmSiK0DmLfLRckiu1UcsHHz0jiXuQ3qGcQu1xwNy/oa/qP3S1/cA8UvxM03/ANBmVwF1bTutTF0rofTHHGjoaz0LrCk6h181kpGYbU3X9fj6zXUJWWUIrJyCcXGooNSO36qZTKnAviOIB3yqoTniv5untRvL39MZ1JJXUEDKe+0HiLUGGpWKSC3mx6+x5vybdtWUSL3EUn7aSesYB2XsX9drweg/EeJXawYGV0viv7Snzt4dce9V8ZtN6u4lttb6hrYVutmndbbLfT0gCz97MS03PvY/c0SxeT1gnZN0+eqotW6SjpwcxUiFECgyhYCcqm3bnJK/bb5NXXlioyrOvNqXbbTzdzgutWElCVyA2K/sJbc5mqzHzExYZCP8do8T8CKu1/C4ObwiBexS0XIDAwv6q115HwPLzovba5L133ZNlubp5bnuj1i0U81GDsr3RNvQuNZFTxH8S9VtzZ9Gq+o/rrU3qPxHl0LpAw7Hav5z/Qz4oaO5r9R3UfHrkVVnlz1Ta6rtmUnIBhY7DVHLp7VtbWSxQipJurScRNNgay0ckoJU1ylUAvhOBiiIDQLtcSBuW4dzp9mh6aMDxA5GW/j9q26603LQdQX3YevLIhtrZdtbq2WiVqStUfX5WCudksUO7h7MrEgwcmKgDlFJwKiJyqEDvXC4B5zvWvh7KZyXvGsupKx4+N7PJk1tyS1tsaMl6Wq+XGAcXfXtVebKrlsRjRU92JYo2DqEmxIuUoHM0fKkN3DweGgXJ43ZX9LXOS6l/I766/23LnV/tyf/AIpVjOB4rub4IX9Zmh/+kPTP+5Su/wDmQzzmulakntjH+lD4mfhITX+bGxZQrnHxWDvZYeFfEHktwu37b+Q3GLQ277VB8oJWtw1j2rqul3ybiq+lqjV8mnCR8nZYeRdtIskjJOFwQIcqYLLnP28RhEQVXkg7lbn1Wemx099ZdN3mvsHXXCTivRr1T+O+xp6qXCp6K1vAWWtzcfCLLMZeEmoyutpCMkWaoAZNZFQihDB3AQHC4gnIWqD7Jv8AbUnv4MO3v/N/XWUC5v4LqXtTeiZ3VnVZu+y3bFdOt8j9X6q2RXpAEze4LO6nT4zT1hjUl+3lDIMnuuk3ThLv4yEfoqGAAVIIjxRngreN6HXIaq8j+ljw4sdblWj+Q1xp6paFurFJdNR9BXLSEKx12+YzCBTGUZvpOLhGcqkU4AZVlIoLAHgVKI1HBdbhgqcXKvkBUeK3G7d3Iq9SLONren9bWm7ODvViIkkJGKjFzQFfa+YYoLytnsB2scyQL89w8dJJFATHABqqAZOF/Me9nm4k2Xlr1R9EzJo9y7o3HOwteS+yp46RztY8+uZJtLUBoqsYCt1ZCw7SGJSKgJgUUaFdLFKcrdQA4hdzjgK//wBsxqU2813wEvaDRU9crl05DVKVfgQwotpu6weopivtFFPsSqvWNBkzkKPqYG5hD4DlSuMfSpieyN7GgLL03dja/ayDc1m1nyevHy1DgqmL1rC3OmUCbrsuqgX9cIwlniEk3ROb7NWPWAPQmAqP4rZC39sSvai0VubalsfNoys631Zf7zPv3ahEW7WJq1VlZp8qoc5ilDs3ZGAA79zGEAD1EMquAX8rPoFU+ZuvV64SR8K0WdKRGx5y4SBkiGMRpDUvX1wtEq7cqAUSIokaRRiAY3YDKHKQB8RigPEcV3O8Fb5XtHHL39Kh0vtwx8LKfJ+weSa7PjfSwSW8LsrG+s5Bxsp+RNMxXJEG+rYiYbFXIJQQevG3c3cxSmqeC62jLl/Ov6dvUY3T0zNv2jeGhKbqC0360UF9rg73btZs1nZwddlJuDnpQ9fbVu60xRlJyLuutU1V1FFh93KZMoFBQ/i48F2kZ3LPnUe60vKXqiUHXdA5G0Hj3DNdX299canY9W0q7V20tl5aFWhZmFXf2TZVyYqV+YT92XcIlakWM5YNjAqUpDkPXOVQNA4LYx9jz5a+8xPJ7hBYZPurGOYzkjrBist4lDMnwRGvtsNW4KD3TbM3iNXcJIp9yio7dKCACJhMC4vHSq2va3vtodL/AARdUf5xNzYKqzgpJcxek3+mY6HHA/nboyte8744/cV60ltuDh2nd/tDRkStLPnUv5CBBM/tepSqLPUzdgVcwR3aRjKHaMUQY3IHd9hdd9mH6vP6AGx2PT45BWfyNKbgsZ1NA2aaedmWsdvz7nurRlXDk/hY07a8iqANylEEmdkOUwEAJJ0umBR7c7xxW3b1s/tTvPL8H21f+xmGVPBdbfCC0SfZiuOuiOTnUKvmveQ2pKDuejMOK2xrUyqexq1G2mBa2SO2TpqNYTiEdKIOG6cmzj5l2imsBfGVNwoUB7GHvQLseSBuW/D+o/dLX9wDxS/EzTf/AEGZXAXXtO61NTUWnNVaB19Bao0nr6p6s1pWDSp67RaPCsq9WIU85MP7DMGjYiPSRaNRk5yVcu1vAUPMXXOcfUwiNVTislYRMIqAfajvtFHOb/czflh8fcIpCdLb7WT06PwEuIv5P+vc8yX/ANna39Lm/eOW2Ld7HwfmWfJCnbmIV4mEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f//QlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCKKfO+jWzaHB7mXrSgwjqzXrYnFPkPRqXXGJm5Htgtlt1FcICuQjM7pZu1I6lZiQRQTFRQiYHUDxGKHcQKo4qDXQO487o4s9L7ROlOQFAl9Y7TrFi3K7nqbOqxq8nGNrFuC62CFVXUiX0ixMWQhpJBwTwLGECKB37D3AKBVdvcrkcquK1f+Q/HzmX05erDtDqX8VuNNn5j8deW2uYqm8jtMaukWCG3KDcIZrVWydrqdfdlWfWNF87preRRM3TdJnUfybRyVkAsXQ0XMYLcHisr63251ZufnOPQV6hNKbu6bnATR51Z/bkBuhSosNqclplOQayramuKMrHPp6IhHqkY2YHMmZFs3jV5Bb35Rys2aEKnegdq5rr9cT+RHKmB4CNePmrJ/aDjVfM+l7F2ClArxCBqvSY5mZN7YX/ytJRwHZtzj2MCQqK/cKOCjSBnK2DFEyKkOkqQiiahDJqJqFA5FCHASnIchgEpiGKIgICHYQyq4rUR4d0znX0F9jcn+O8DwU3fzd4Vba23Kbk49bA4zmjrNcKk+lo1jAnrl8qKorSbFypWIOGYv3DgrNFF1FHXameoueyFOC5nDt/SrP8ApX1LqS3vbnKPmFz0fXTTtO3bLx8dxt4SzN6La4/SNEYLlVWnpxgxMMRE2eUYsWDcpQI2enW+UF3LVr7ykiAKjscAq7NR655udEfmJzKc604W7Y5u8FOYGy1t10Z7xyGNm9o6cub99Nv3tUlqIoY0k6ZNEJ4Y1RZUpGrlmwYOkXYLi8ZFcFXc4DrU4OD1g6q/KrnJcOVfIio33hTwXrtEPVtR8PbxKVOTvmxrcuwNGher+wj4v5crqbM714/VTcqsjldEj2yCTpFFw7OVDsgYHFdK578S+Re0utr0ruSWv9VT9n0do+uXNntfYrFeHJC0pzIqXMWSMoi7k28moZwEih4fIQWD9cDv29ezpVQRskdKu45C6PpPJbRe3OP2x2nvlH3Hr21a8sZSETO5asLREOoz5UjhUASoS8MuuR2zWDsZB2gmoUQMUBCq4A4OVqTdFfpX886jzE1pZuoJT5GL01009cbK1rw6TlnkLIQlwtuydk3Z+td4AjSWlXUjEw8LNyK7Zd2k2VbJfIJEilFn82gXNxGN3ErY66o3CoOoPwX3vxYZzDCuWm9QcVLa+sUqC/yXD7DpFhirnTzyyjZFy6bwkpLwhI+QVSRWWSYPFjppnUKUo1XEHByqbdE9Qfqt8ceLVM4lXTo/8l9g8rNP64itL0valRfVqU443FeoQaVTpGwLRsBmq7hI0pGLJovJt0Xazd8qkocrlkVfy21FywCc53K2/pm6S5ja/wCHEfUuo1txzvbkLsORslg2AhIuICSjaLW7LFxsLHakaStXjoqInEYeLjzuH7lEqqRpORdpoOHDZNBY5cSRndwVFHBKF5+9Ca6794hyHBfkDze4eXfbMxtTjruHjQ0irdZYYs6xjYNWKu8A5cNkoM8hCwUYWQSfLxicfKtHSzUZBq8IsRwXI4dvzgrntf8AHHqV7l6/PEPqJcguL8nq3SJtN7ErreBYW2r3FXjpS1NT8h6bSaRtCcjJFJCT2BarVYiTz1KLQcNI36qUWhlTKNl/C6UyNnA4rbdyq4KhTqFbC6s/F3mzp3klxooN15g8C3FL+pzdvE3WzOio7EgrmCFhjlLdAquK45v0si4RfxskzBku8bmeRzlo7TaJLoODUXIBpG/iq7bhx45XdWHqf8GOViHT3uvT60vw92BEbQ2XuDebSsU3eG8H9culQvMNSndTiE0rNKtm7mme4R6q3vLVm3mJJdV0QTotVXFV3NGM71OLrScS+RfIzmH0Xdg6T1VP7CpvHTmGhsHdk/DLw6LTXtMLtHjXNmn5gklJsXCzMIqnSa3ZsRdTwsz/ADe4lAwqjSACptdaDSm0+RfTF5ZaW0nTZPYW0b3UagwqNOh1GKMlOPI/aFFm3iDVSSdsWJToRUYusPmKkDwpj27j2AalUbuKxRV+HO6tidCSp8H3JDaq33PcAKxpN5G2J0RFGu7BR1hHwzurWZ9EnkSN4t9JtzRkis395BNquqYhVewFNToVc99noyqw+nByM6mvDbiDQeni06P+7FuQeq0rfS6TtxxNVOu8VJFzY7ZYLAz2NsPZKKjiIK3hXVgFeTRiXcmtNlamO3WRVdFTSKpAJzncpNezmcMuUfCrV/M6j8qKNMVe1WzlJI2eu2WRUi1GOzIVKvNYhxe4P5OfvVU4yckmSjghHBEFikWL3IA9wAFRxBxhYY4X9Ku37N5F9f2jc0tGT0Fx35v72hprUFpkV4Iy1oimGzuSVliNiUFw1eyjmIn6evaoWVYLum6YkXVSA6ahBVTFhVLtwxxUhuihS+olw0ldndO7l5rC2XnQOmpGYHiXy7YuoZ/Upqgt3ZFmWvJZAs68ssVHKxjwj2DTcoG+SDldxCi3lIR5ABUdg7xxX2cJuJ/IjW/XQ6oPJu8asn67ofdeutdRGrNkvV4g8Jc5KIjNVoyTSMRbSTiUTUaKwbspvPbpF7oG7CPp3dKE96B0r85T8T+RF49oQ6cXLCqasn5rjvqDjrsuo7K2m1XiCwFSskzUuT7CMiZFBeSRl1HDx5dYpMootlSAL0ncwABhK6UBGwR0rvXtE/GLfXLjpyS2oeOOtZva+yV9z6tsSNSr60UhIqQkItOGlZAFJiQjGfksgcp+IPN8Q+IOwD9AowgHepGc7uG9T5c9Lm18W9t3GC04rIad1mVpsG4PWLCC1tsuhEq0xV5KwvnLpBojDktkOlHyPgVA6rFyumkbzDkHHQqA4dlVacKdndfnS3G7XXEuM4Rca91t6HTY7W+mOdTjlzrw2mC68g2ZIKi2m00SsOZ3Yex2Fbh26CBDsEYiRfNGqYrNRXFVZVvXIhucrDnsuNSs9P3b1l4e1XA+y5aE5RUqpTG1CtQaNdkWerW3ki1sdwQQKdVNA9icuk5EyQGN5RXpA7j6CII/gFt8ZVcEwiYRMImETCJhEwiYRab/AD1/uwTpW/gAXz/JPqR5E9c/1Wqv7P8AfRrM6f8AZeH9b5DltJ555Wy0wiYRaSXSC+2be0I/h2yn5QHM/Nrah9grP+iD93CoTReyFb+ePynrYiyHrLLGEnscV5V1X6LCKXSdil3KU8gV2eFi4T3UVEzIPJl4yWamkXLhMU0UCAYTeExjGKUoiN2ylwwSVDubjI3bsk+IA5x1lZeK17MIqbjIIKd4BYcbTn56Q0EHZA3knHRjJK6wpM2a8SNQiH1HmaxL163MbDPLOzkdQbCPjmboUvcZ1EqbWWcyxHwIlSRAxkjeZ5nYC9zdvNxU7XvbI17HMLRjiST0joxjO/sV2IKS3xTzx1Ec0EsBYwDc8ucRxYd7Q3GcnjuxxwM7Zj1HUwiYRMIsVWR5Yp24DRYyTaVtkWuJWBxJni0ZiUlEVZBWOcNopJ74otiRiby/NUWIsp4lyeEgB3EbyJsUcHdDgXO2tnGcAbs78bznsxwWYpWUtPQ+mMrHSyc7sBu0WtadnaBdjvjnfgAgbjkrulWrMbUIVrBRPni1bHcLGWdKgs6cuXbhR06dOFCkSTFVdwqYwgQpCF79ilAAAA6JpXTyGR+Mnq7FYVlXLW1BqJsbZwMDcAAMADsAHaV2HOpWy4+Wi2M5GP4eTQBzHybRdk8QExiea3cJimoUDkEqiZvCb0MUQMUfUBAQDOTHujeHs3OByF2wzSU8rZ4TiVjgQe0LFOoZONeNZtqu4auLPE2CfgHTp2mwCyPomDkPdIxaSeoETcTRW7MySRnXhAhlCiUfnFERvK1jmuaQCIi0HdnZBI34HRv6FmL3FKx8b2gikfEx4AzsBz25cGg7m5OTs8cdnDM2WKwSYRMImETCJhEwiYRMImEXGmCYGYTEp44sCWNVBUgpuTyy0sdyl5Bk1QUI0bx7domfxAJVFFlFS9hTBMfMyLTaRaHBwqDfTUN2TlggbAGO2gRgyPlfIW4ILGRsYciQyDm7Ai6G6NLTALMIHbQw4zOmL27JByGNjawOyCHOe54wWBh5zksxyv0wiYRMImETCJhEwiYRMImEWrn0gvtgHXM/DEH/AD1cuM2xP7EW/wDRm/IjXmXli/pdL+cqflRLYNzHLS6umpzBWLqFVjFwEq8dW4NgsUwdjFVaRjVuoAh6dhA6Y5puseJauWRvgukcR5XEr6Gafpn0VhoqOXdJFSQsPjbG1p+ELsmWyyyYRMImETCJhEwiYRMImETCLHu2K79VWuLjCFT81dzCOnDNPt3E8hGgElHlD6QEz1oQO/38yFqqO5bjDP8Ach4B8R3H4CVFdb2r070lX24DMj6ZzmDrfH9kYPK9rQqd826vA6YRMIuSiJiVgJBtLQsg7i5JofzGz1ksdBdI3wMAHIIeIhyiIGKPcpyiICAgIgPXLDFPGYpmh0Z4gjIV5Q19bbKpldb5Xw1cZy17CWuHlHQeBB3EbiCNymprfloHZCL2Uy7D81MtniW/oP0eZKRKQdw+kTKNQ+8CPxHIbcdKcZba79Rx+S75ne+XobSXLkO9otXx7+HdETfhkiHwuj8kfSpmwk/CWVglKQEqxl49YA8Dpg4TcJgbsAimp4DCZFYgD84hwKco+ggA5Dp4JqaQxTtcyQdBGP5HbwXoK3XS3XelbW2ueKeldwcxwcPEccCOkHBHSAuXzpV8mETCJhEwiYRMImETCJhEwiYRdZt9vgaNBO7FY3nukc08BPmkFVw5cKiIINGiBfnLuVzAPhL6AAAJjCUpTGC6pKSeunFPTjMh8wHSSegfzxWHvt+tmm7a+7XaTm6RmBwy5zjwa0dLj0DxkkAEiurbnIqf2Gi4gYVBSu1NUfCu280DykumU3coSbhP9bRbD2ARbJCJe/oc6gdu2wbTp6C3kTzESVQ4H7lviHX2nyALyhrvlXueq43Wy3tNJYzxbnMko/6jhuDf+m3d7Zz92MARUW/m5JjERTVR5IyTpFmyapB3UWcLnBNMgd+xSh4h9TCIFKHcREAARDPyyxwxumlIEbRknqAWrqKiqrjWRUFEwyVczwxjRxLnHAH0k7gN53K2rUmtI/WFUbwyApuJV2JHs/JFD1eyRiABiJCYAMDJmX9bQL2D5oCcQAxzd9UXa5SXOqMzt0Q3NHUPpPE+bgAvc2htIUujbIy3x4fXPw+eT28mOA6dhngsHVl2NpxzlDMYpkmEXqXRRcorN3CRFkHCSiK6KpQOmqiqQSKpKEN3KYihDCAgPoIDnJri0hzThwOQuEkcc0bopQHROaQQd4IIwQR0gjcVT9takqa+vc7WwA/uSLj3uIVP3EVoh8HvDEROPqodBMwoqG+lVI2bbtdaK+hjqfuyMO/KG4+fiOwrwZrbTrtLalqbRv7na/aiJ6Yn98zf0kA7Lj7ZpWO8yCia80lVEVCKoqHSVTMB01UjmTUTOUe5TkOUQMUxR+AgPcMEAjB3hc2PfG4PjJa8HIIOCD1g9BX3yEzMS3l/KsrJSfkh2R+UHzp75Qdu3ZP3hVTyw7fc7Z1xwwxZ5pjW56gB8Suaq4V9dju2eabZ4bb3Px4tonC43OxWaYRZg0Rblads6tu/OFNjLOyV+VKJvCmdlLqJtiHW/wBQ0eiiv3/+Bfw98RfKQVlskZjMjBtt8bd/wjI8qnvJpfX2DWNHPtYpp3iCTqLJSGgnsa/Zf+qras1SvcqYRMImETCJhEwiYRYQ27pCvbRai8ASw9raoeWxm0k+5HBCAIpspZEvYXTTuPYpw/XUe/coiXuQ2btN6qLY7Y8OlJ3t6u1vUfgPwjXOu+Tm1azh7oGIL2xuGTAbnAcGSj7pvUfCb0ZGWmse11SdpU48r1iZHZSTIweIo/PQcIH7+S8ZrAAFcNHBQ7kOH3wEAMAgGyqWqgrYBUU52o3ecHqPUQvHV7sly07cpLVdYzHVxnxhwPBzTwc13QR4jgggdcy4WIVgvDmWbq1W2wQGKDtjYEJY5fQDGbyka2ZpGAPiYpFYc/f7niD7od4Dq+Jwqop/uHR7PlaSf+5epuQKuifZK62gjn46oSn8mSNrB5jEfP2qYuRBb8TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRQS6pP2snqL/gJcuvyf8AYWZeweztF+lw/vGqzuPsfP8AmX/JKj37Lj9oo4M/7pn8sPkFnptanV/2ETCLWc9p64ecmeZXFnjxSuMGnrTuS1VTf69psULVPkz3uKr5tdWyJLKOflOQjkvdhkXyKXzTGN4jh6du4hQrkwgHeso+zUcVuQvEDgDetXcltV2TUGwJLlDsK5savaPk/wCUXNXldc6fiY6aT+TX0g390dyMC8SL3OBvE3N3AA7CII8gncuz+0NdNuw9QvhMVbUVUG08k+PtlJsDUMUzFmjL2uGmRZQuy9ds3b5ZBul9UEEm3k0SCYouJKCaJeIoHMOCjTg9i0Jv1Cjq5fuFdyf/ANo/8Z844K7NpvWt4/2ifiXyN5YdNTTuoOOupbNtfZcBv/UNomahWvk75Uj6/A6n2tBzEov8ovmLb3ZhLTbRA/ZQTeNcvYBDuIciuthAO9aifHrgF7RTxNYWeK406c5caQjro8jZC1stc2uCrbewPYdF23i3UomytRCulmCD5YiRjepSqGAPjlN67MtPHCkV+h37WL/6cOoD+NBh/wAbcb1TLOxbaHGbXfNq5dB286s5VxOy7TzYuvF7mvTLBA7DlG01sqwWi3TO94rVULISZn7hq5dydRk4Nux8TjwEbHRIYS+EQCvQuBxtZHBa1vs/PSw6g/Frqbap3HyC4s7H1brGEou342VuNj+p/wCSmL+e17NRUO2W+T5t668x/IOCJE7JiHiMHfsHrlAN65uILV/QZzkupazvtM2o+b3J/jdpjjBw+0JsHb0Lb9jPNibrl6cESmzi4nX8ei3o1SlDysrHFdJ2Kx2RWU8CZTikrAImMJfEUDUK5swN5XfPZs+nXsbgXw0u0xvqhPdecgd/7Pf2K4VmZ9xGfrtEoSbip65r0uMe5etfMM5UmZpLwrG/WJwgGApgEMBUecndwWxNlVxX81zl70X+pPxy6n2y9z8JeLt/vGt6NyPi9/6AudRNXgrrVNzPxO14SuNknM9HPyNaPNvDwayaiZBUKwN6nIYDm443rtDgRvV6/tLfELlxz30LwYecbuOewr3ZYSWvtvv9JjywxbBrsLlTKAqziLKV9KMW5ZBo/bOGioJGUAF2x/o7CNSuLCBnK1yNC8KvaS+LdLea646615kaaoshYX1se1TX9zha9COrLJMYyMfzazFnayJHkXcfCtEVFBDxGTbkD9iGU3rnlp44WbP0O/axf/Th1AfxoMP+NuN6plnYv6RzIFQZtAX8Xng2QBbxj3P5vlE8zxD69zePv3+/nJdSiJ1DaDcdrcCOa2sNeQD2137YnFLkDSKTWI3yflGxWu06qtUJX4Rj7wqg398lZV6kgn4zkJ4zh3MAdxAqjiv5rekelH12eNt9abR0Jxh5Kak2IwjpKJZ3KjTFbgrA2jJhD3WUYoyDS0kWI2ft/mKlAexi+g5xwV25aVNH9Dv2sX/04dQH8aDD/jbjeqZZ2LYi6Ia/V41VprnhceojV+SGyb1XazQ7JxwoO2LOzsk9dZev1jb8jY6jRThNPkGDyyzKcEzWMqogmKqyBjGApBMWoyuLtk4wqKOlN0aOoJeOqprLkpzu47Xui0aubNt3J7YlyvHyALW2bTj5B9cqqxSSZTUmq4fSe15JjILJHTMmdm1cAI/DvQDeuTnDG5f0TM5LqWrX7Tv0zNy84dQ8dtrcY9YS20t3acvE/TZqq1r5NRnJfVewooJN1JnVknjBF4lT7bUmYIo+PxEJMuVCh2A/ehXNhxxXS+j5x/56606PXPPhHyO46bHoFyh9db/a8bouyfIwmusbvLU1wKai1oWMw9blexe0EXjlXzjoFE9jS7CIAcShwRxG0CFVF0Aulb1CuLvU80zuXkBxX2Rq7WFfqO4mEzcrF9T3yVHvJ/V1nhYZBf5PnHrrxyEo8SRJ4UxDxnDv2D1CgVXEEbl/QKs0BH2uuWCrSyfmxVlhJWAk0g7D5kfMsF456n2MAlHxtnBg9QEPXOS61/Nd6aHSu6pvDDqPcYN7Wbhjt09D1bu5ixulojEq06ap66sQyWv7tZmLdGxHdvGranWJ48TSIUVViFAgB4jAGcQF2kghf0vc5LqX81zq99ITqVb56lXLzb+oOIe0L5rS+bQ+Wqhb4X6m/kuei/qbgGnvrL3yfaufK95aqE+emQe5B9M4kLta4YX9ICntHLCpVZi8RM3dsq5CNHSB+3jRctoxqiuifsIh4k1SCA9hH1DOS6lrae0+8OOTnMvjRxvp/F/Tlq3LZqjvOVstkh6p8me9REEvQJuLSknXypIRyXu55BwRIPCYxvEYPTt65QrmwgHeuxezGcROSfDfh3vWg8ndRWjTlxsvJaTuEFAWr5N99k6ytq7WkKlMN/kx/II+6nlIdyiHiOU3jRN6duwiCo8gncrWuqHrK+7n6d/MnVGrqzIXPYmwNAbCq1NqkT5HylYLBKwyzePi2PvSzdv7y6WMBS+M5C9/iIZVUHFajvs4XTH568SOog72vyQ4ybC1Jrs+gNmVYlrs/wAg/JprBMTNHcRkWHybMv3HvLxGNXMT9b8PZMe4h6d+IXN5BG5bPHVz6VWr+qpx6aa5sUulQtwa7eyVk0btosd8pjU56SbN28zXp9imog5k6Lc0WLZOSQSUIsks1bO0vGo2BJSpGVxa7C0hNf8ADv2iHo1bDtxONms93u4Kfcplm3/HyoM+TunNjto7zEWM++ojWu3FWPdJtzHIg7lIOIm2qBzFAUiGEDU3hc8tdxXlycpftKnU/pkbF790RylsWsYiWTkI/WzvUUFx8qykw0Kb3WXkqM5ideydqcs/NOLR5JpPvdhOb3c5PEYBbyg2QuM4r8RPaQ+EletNX4raD3npmKu8sym7epWqbot1M2N9GNFWUUWXs081l7I9jolBwt7ozO7Fm1UcrqJJEUXWMdvQlp4rfA5Q8Fq51HOnvX+M3KRSViLxY9ba2sTq7FZMHNq1vvqDqjM5rs1YpnbRzmQYTzx81kGiZ0Ense7dtSqIlWBQlV1g4OQtGFp00uvj0a912W8cR6ps24R8kl8jn2HxigWe8KdsuttHKriPQuGmHkLY54F2QLGMROXrniYrqqiycn7isamCF2Za7iuV3baPabep/Ww4+7Q0nyqLreddsAmae+48sOLWvbEuzcoO2v1bXGx1PWkfNxjV6gk59zkpVWPTXRTVBAFCEMDeneDetmjoO9Cv9TPZ2Hfm/wCart05ZbCrY1VNnWFVZGnaZo71y0kZOtQMu6bNVLDb7C7Yt/laTIim3RTblZshOiLhy9qBhcHOzu6FXN7TNxS6j3OzkjpigccuLe0tlaC0Prl4+bWmB+QUoSf2nsl+i7ty7Uj6cYrPG8FWa9CM01FE+6ToXhSdimETCuTCAN/FbHvSK4ercF+nnxt4/wA1FpxWwI6lkuu20P1lRyTa2xXKtxuka9dNzHRfKVZ/LBCpLFESnaRiPYewBgLg45OVN7cWrapvHUuztL3tmD+lbZoFv1vbGfhIYy9eusA/rkuRLzCmIVcGMicUzdvmnABD1AMqqcF/PH6XXTO6r/T06nGk9vOeJG05XWFM2vLax2XcIQa4tXLBp24OX+vrXcWrcLF73IQ8fDyBbEySEnmHVYoD28YAGcRldpLSFML2k/pnc8OXnUEqu0+NfGfYO3tfMuNOuae6tNX+Qvk1CzRN32lIyMOf5SmWDj3poxmmqhuxBL4Vy9hEe4AKowgDetrHpS6mv2lem/xA0/t2pP6ZsKjaUgK1dabOFanfwksgd6DuLkSNlnTQ6hCKgBgKc5RAfiOVC4O3laTfV69nZ5Sa65gWS59P7Qln2nx52wdzsKvwNDWhEF9LWh0/MpZddqNX8tFrN6+zklQeQCqRfAnHOCs+5lGR1FKELsa4Y38VsCVJXqQcrOhnyo41crOMm1oDmbWtLSGqa2rPpwirvkXGqoNQqNrjnyEy4bHu4M487OeTcKkFZ4iR8B/7NFJCvQuO4OyOC1E9C9Lnr2cW7o82Lx1438nNNXqQrz6pvbXr+crlem3Vakn0ZJv4RZ8ztJFTxzuQhWiyiYj4TKNyD+xDKYK55aeKmD+h37WL/wCnDqA/jQYf8bcb1TLOxbT/AEAoLqYQWk99I9TNfdy+wV9pwiuth3fY0bHMFppak1LIBCLoScoDeN+W/H4yCYoir3Ht9OVC4Ox0K/jKrimEVAPtR32ijnN/uZvyw+PuEUhOlt9rJ6dH4CXEX8n/AF7nmS/+ztb+lzfvHLbFu9j4PzLPkhTtzEK8TCLU39sb+1k6L/Dt1l+T/wAns2Hya+zsv6I795Eo1qr2PZ+eHyXr/9GUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLCHJPj9r3lXoTbPHPazV8619uOkTVHsvyU5TZzDJrLNxK2mYR2sg6QazkFIEReslFEVkiOm6ZjpqEASGIDg5VBWlekD1YeM2q/wBK3x+6yLWl8ZI4JiNppJTidTrLtag1qffPXz+Jq1llbS4lY5ZI8gqKCreYblZqmFVkRkPhKWmFz2mneRvVtfTk6d+l+mpx9T0VqF/YbU8m7JIX3Zuzbkq3XuGy9gTDZkzkbDL+6pkax7JuyjkGrFil4iNWyQCc67lRw5XquJOVPnComETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLSP6QpwT6mftCZxARAnOuWOIFDxGEC7/AOaAiBQD1ERAPQM2tqDfYrP+iD93CoVQjNxrB/1z8p6uwgK0O0mzK+Wx44RTfNUFqlE16VlIway0BddQ7lV+zdondT7wDFI4OBSFTBPwFD09I/JL3GTTwgZB74kA7XkI4DoU3qav0ne63UTQS1xEjnta7nDgbsEHDBxA35zlZLrNKrlRM/VhWSqbuVOkrKSLx8/k5KRUQBQEju30i5dOFPL803YPEBQ8Q+mWss8s2BIe9bwAAAHiAWJq6+qrdkVDgWMHetADWtz1BoAXas6VZphEwiYRfM9etI5o5fv3CTRkzQVcunS5wTRQQRIKiqqhzdgKQhCiI5VrXOcGtGXFc443yvEcYLpHHAA4klYrpbKYsVpebPdqGjImWhCwUBX1mgC9Wg27336PnH7pY/mMl36iqqhWyZAL5SiYnMJi5eTuZFCKRu97XZJzuzjBA68dfWsxXyQUtG20MG3MyTbe8HcHkYLGjpA3DaPSDgYKy7lksImETCKHvLVQuiuO3InkfrWLg2WzdO6q23vSHcTTaRkoewT1G1/Y7OaBsrVrKxki4rU+aO8p03aO2Zw8YnSOmp8/MrbpHVdXDQ1BJppHsjwMAgOcACN3EdBIKv5b1Vx0MkM552nbTua1p3AFoyx27G9rgN/EjIz1UIaI6jvtAvJTXGtNtad4X8JLDrrcMZapbW1pnrjB68aWtpSbzNa3s5GjfY/NmoP2shHXKuvGgM3KKDtwRAXCKSjYxFjSqqsmkqOWSCoqaoSxEB4DS7Z2mhw8GF24tIOeA4E53LAUcWpLhS920VMySmzjII7fuTJtAbjvIx2qVTrYftUrFBN096bXC1m2VFMEnDrbWrG6CorCUqQJqq9QAiZxVMcoF7CPiEQ7fEMxoj0C44bW1RP5D/8A7Ogh1I44bTRk+MfxF9hLn7VooUp0+mbw5UIYO5Tk2jrIxTB90pi8/BAQzjs6AHGuqfeP/wDs6pzeo/veP3zf4i8vqw9q3/eyuHf4z9Z/n942eT/7+qfeO/8As6c3qL73j983+In1Ye1b/vZXDv8AGfrP8/vGzyf/AH9U+8d/9nTm9Rfe8fvm/wARPqw9q3/eyuHf4z9Z/n942eT/AO/qn3jv/s6c3qL73j983+In1Ye1b/vZXDv8Z+s/z+8bPJ/9/VPvHf8A2dOb1F97x++b/ET6sPat/wB7K4d/jP1n+f3jZ5P/AL+qfeO/+zpzeovveP3zf4iyX0lefnLfmBs3nFpzmBrXTur9kcPb3RdZzFc1Mxnk/k+7urBumrbGhJ+XkNo7QgZ/5AntXpoNXMS6K0U7rHKq5TOkcnVqC0263QUtTbnySQVLHOBfje3DC0gbLSMh28EZ4cN6pQVVRPJLFUta2SJwBA68uB6SNxHQrrsjKySYRMImETCJhEwiYRMImETCJhEwi1TOlL9V5OoB1v3FU+QXHk8xHPyjGTnvjf38h91csRb+5STPzvcXCPlqB+uIqpn8wO/h8PcfQVg9RklopqbV/phHt00XMz0vNv5ohg2+dhk2edY7LD3ksbm7BxtbWB5T5cfTUVdFJbOYdiSq2mSbQ2t8ONl7c7JGDxa4HPRhbDmu7gJrjAo36g3mIh2Ui1kbC+gYB9f4xvDMnCSzxU56c3lJQG6oACQmOzJ4BUDuH0Zd3Hk7pa6kkk0ZfrNXyOaWxxTzC3VBcRuHN1nNxk9PeTvBwcHG86p0pcmy3+ljv9BXRUEcrZJ3RQvq2CJjgXE9ztkkwdzcmMY2hnqVr0Jyv43TxxRabooTFyBvAZlZJtGnyBFP+pKR9sCFeprev2Apgb72afuPIlyt2xvOT6fucsOM7dPCaphHWH03OsI7Q7HavbVBywcl9xdsQ3y3Ry8NmeUUzweosqOacD2EZWbYWwQNkaBIV2biJ5gIgAPYWSZyjQREO4ADlisuiIiH+qzXdwtdztM/ct1p56ap9pLG+N3vXhp+BTyhuVuukPdNsnhqKf20T2yN98wkfCuXywV4vBRVNFM6qyhEkkyidRRQ5SJkIX1ExzmEClKAfERHtlQCTgbyuL3sjaXyENYBkknAA7SsV2PeGrauVQH9wi3ThPuHuUMoM06FQP8ApRixgOUkFP8Asp0wD6RDMpT2S6VP2uFwb1u70fDjPkyoVduUfRdmBFVXwvlH3ER552er7HtBp/KLR1qPUzzJaJvBTr9JXdsCm9HMvLEYuli/eZtGb9Jv/CKyn8AZIIdHvLM1EwD+prcjzkjPmC1XcOX+Bk+za7c59MPupZQxx/Va14b793iXcKhyzpE46QZWOLkKks4MVMrxRZOViEzmHwgDh4ik1doFEwh88W4plD1MYoB3yzq9KVsDS+nc2UDoxsu8g3g+fPUs/YeXHTlymbTXaGWhkccbZIkiB/CcA1zR2mPZHFxA3qVCSqS6Sa6CiayKyZFUVkjlUSVSUKB01E1CCJDpnIICAgIgIDkXILSWuGHBbqY9kjBJGQ6NwBBByCDvBBG4gjeCF7MouSYRMImETCKnbalTPStgWeveUKTZtJrOI0O3Ypop/wD2bG+Afgby2i5SGEPQDkMHxAQDb1rqhW0EVRnvi3B/KG4/CM+JeB9a2N2ndUVlqxswsmLo/wA0/v48eJrgD2gjo3Y+y/UVTCJhEwi5iFsM9W3Xv1fmZOFd9gAV4x64ZKHKA9/AqLdRPzU/X1KbuUfuZ1TU8FS3YqGNezqcAfjWQt11udon7ptdRNTz+2je5hPYdkjI7DkKVms+Vk1GLIxexUzTcYYxUyzzRBJKXZAPoB3bZEqTeSbkDt3EpSLgHce6g9ijFrlpaGQGW395J7UnvT4jxB848S3Zo/ltuNHI2j1YDU0Z3c81oErO1zRhsjR04DX8Tl5wFO6Cn4WzRjeZgJJpLRjovdF2zVBRMRDt4klA9FEF0xHsdM4FUIPoYAH0yDTwTU0hhqGlkg6D/O8do3L0xbbpb7xRsr7XNHPRvG5zDkeI9IcOlpAcDuIBXMZ0q+TCJhEwiYRMImETCJhEwihxzHcmJV6czBQQIvPPXJku/oczSPFIhxD6RTB6YPveLJhpBoNVM/pEYHnP+S0Fy/TObZqCnz3rqp7sdeyzAPk2z51X5k9XlpTw4na0SSaONlyqAHcOTOY2sFUL38hsmYzeTlCd+/ZVwqUzZMwdhKQivxA4doNqq5EvFtiPejBf2ni1vk4nxjqXpnkP0exkDtYVzcyvLo6cHoaO9kkHa45jaeIAf0OCm1kLXolMImETCKvHmGtHKXOsJIGTNJoVw4SAEEBOm2UkXB49NUQ+xN4hXMBR9QKYB+Ah32DpFsgo5S77WZN3jwM/MvKvL3JSO1BRsjINY2kO3jiGmRxYD/jOOo56RmIeSxaHTCJhEwiYReRDmTOVQhjEOQxTkOURKYpij3KYpg7CBiiHcB+jBAIweC5Nc5rg5pIcDkEcQVcJqu8NthUeEsSShDPTtyMppEoh3bTTMhE36ZiB9gVU/ZZMPpRVIP05qO6UTrfWvpyO8zlva08PoPaCveuitSQ6q05T3ZhBqCwMlHtZWgB4x0ZPfN/Bc0rImY5StMImETCJhEwiYRMIo/chNVfoiVQX8U2A9rrhFncX5ZQ86SZ9vG9hxEPU5lil8xAB79ligUPCChxzP6funpfVc3Kf+Fk3O7D0O+Y9niC1dyqaJ9Vdk7qomA3ukBdHjjIzi+LtJ8Jn4YwMBziqtzFMUwlMAlMURKYpgEDFMA9hAQH1AQHNnLxeQQcHcQsv6O2CGur9HSbtQSQkmUYaeD1EqbB2omJHol9fWOdJprCIAJhTKcofZZib3b/TCgdEwfZ2983xjo8oyPHg9CnnJxqkaT1PFWTnFumHNTdjHEYf/ZuDXdeyHAcVbQQ5FCEUTOVRNQpTkOQwGIchg8RTkMXuUxTFHuAh6CGapIIODxXuRrmvaHNILSMgjgR1heWUVUwiYRcZMzEbX4qQm5h0myjIxqq7eOVe/hSRSL3HsUO5lFDj2KQhQExziBQAREAHthhkqJWwwjakccAKzuFfSWuiluNe8R0cLC57j0AfGTwAG8kgDJICh5Bcu0H9zIxloFtF0t4590byXnLHlo8pz+BCRkwA5mijcR7CqmkUDIlMIgdTw9jy6fSbo6PbikLqwDJH3J6wOnPUTx6hndoS2cu0VTqEU1dTMh09I/ZbJkmVmTgSSb9kt6XNaAWAkhz9nDpqEORUhFEzlUTUKU6ahDAchyHDxFOQxe5TFMUe4CHoIZDSCDg8V6Ga5r2h7CC0jII3gg9I7F5ZRVTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwigl1SftZPUX/AAEuXX5P+wsy9g9naL9Lh/eNVncfY+f8y/5JUe/ZcftFHBn/AHTP5YfILPTa1Or/ALCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIqAfajvtFHOb/czflh8fcIpCdLb7WT06PwEuIv5P+vc8yX/2drf0ub945bYt3sfB+ZZ8kKduYhXiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//0pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItN/nr/dgnSt/AAvn+SfUjyJ65/qtVf2f76NZnT/svD+t8hy2k888rZaYRMItGPpYWB1D9S32g1nHQthmZWW5zWJGPCCYJOCM10t+cyiFcv3z1ZtGRySajkglFdQPH4TeEDeEQDbl6jD7HZ3Oc1rG0gzk8fscPADefIovZKZk9zrXyyRMhZPl22cZG3JuAALncDwG7sWw7rqFka7SK3Cy6DRvJx0aRB6kyVOuj5/mKHOcyxzHFRyt4/GsYBEgrGN4Pm9siFVI2WofIzJYTuz/AD5uxZe6TxVVwlqICTE52RncceLq6B04xneu6Z0KwTCJhEwiYRYUsDKY2q5tlTRfx8RSol8zg5VyMYMlLzMo3TZy0gkwXWeINItOMOqimVQUVz+eUw9uwAAX8TmUYZMQXVDgSN+ABwGd2Tnf1bln6aSCzshrXNc+ve0vaNrZa1py1uRgl21gnGQMYWaEkyopJokEwlSTImUTmMc4lIUCgJjmETHMIB6iI9xHLAnJysCTtEuPErzwqJhEwih31EPtf/Of8Dvk1/mVu2ZGz+y9L+kxfLaras/okv5t3ySsYdB+1tI7oa8AqK2plav1w2fM8l6zT4C3JxrmttniPKPkE/f2GxM3ZHT5aBg2KBlV/dW6hziJEhMmKpTZ36ohLtWVtQXujhibE5xbna+1RgAdGSeGT278LP6QiLrUyYvdHDE1znFuc45xwAHRknhk9u/Ct71twzYQchHNtq2Fht+nVCEXY6+rVghRKyr8jYTxzy2OTMDul40zH3+O8Ma3AhiNmywlHuYhDZHqm9OkaTSNMMz3Ze4HeQMhu/jnB749JCktReHPaTStMUzzlzgd5AyG7+OcHeekhdoZQVx4zKPT1uJaXHRMpb5GWd1er1uXPe9YtrGfzVF4KPjnsg0s9RjJIvdVq3aIPG6K4qFBUCH79TpIbpjnSWV4YBtOI2H46yQNlxHSSQcY3bl1OfDcgOcJZXBgGXEbL8dZONlxHSSQcdCzJTNwVnZRa/Ia6TeW2tyq062mbG2T+S21RdQrdqoRhPxs38nTaUlJrvUiN25GxlBTEVx7I9jm5elDYqGpqa2oigq4DEI4SHOkn5xzg4xlgcwNia0ue57mjJaxuXHAwFwkrqC6U9udSyvjmbI58oLObhDANnaJdlxkcdljYw4jDnO2Q0lZXzCq5TCJhEwi0kukF9s29oR/DtlPygOZ+bW1D7BWf9EH7uFQmi9kK388flPWxFkPWWTCJhEwiYRehV01QVQQWct0V3RjEbIqrJpquDEL4zlQTMYDrGIQO4gUB7BlQ0kEgHAXIMe5pc0EtHE43Dx9S9+UXFMImETCJhEwiYRaxPRmhZGx9RjrdQUQgLmSluaCLFmiA+EDLL7t5blAVDj6JpJgImOcfQhAER9AHNp100dPYqGeU4jZStJ8jI15y5ULdV3a9W+2ULdurnqKhjB2l0Q3noA4k8AASdwW67qHTcHqqNVFFT5TsckikSXmlCAQDFIIH9xjkvi2jyKh4uwiJ1TABjj6EKTT12vE90kG13tO09635z1n4B0dJO79CaAtuiaRxjPPXaZoEspGOG/YjH3LAd/W4gFx3NDcjzVXrNkTBKxV2CnkgL4QTmoiPlEwKPxKBHzdcoFHv8O2dNvvN4tLtu1VdTTP64pXxnzscFL6602q5t2LlTU9QzqljZIPM9pUEeTlE1ZplpSbvqynstfbeltgVuOrchrhsSrlfxce7+qK9Fs8FDGYwthrxKVEvveU3aJ+6h0/nF8Q9/RXJZrDV+sIrratdV8t05P6O0VM1THXO7pLZHM5ijFNNLtywVBq5IRGY3t3B244GPPXKzYdI6EpqLUWk6Jlt1lLcYWQvogINuNjueq+fij2Ipoe5Y5dsSNPfFu8ZOeJtvLO+TB1UawzjaoyETAmsCZJeWEo+nc7l6l7gTxF+gjYDFH4GH0HNUUmlKGHDqlzpX+9b5hv/wAXkUdvvLjqavc6OzRw0NP0HAllx2ueNgeSPI9seKj1PXC1WlQVLFYpmZHxeIpJCQcuEEx+P6y2OoLdAoD8AIUoBkggpKWlGKeNjPEAD5+J8q1Vc7/e70/bu1XUVBznD3uc0eJpOy3xAALreXCxCYRMIpt8Z91osyt9cWx6CSBjgSpybpTsmidQ3/OFyscexE1FDd2gmHsBhFLv2FMoQvUllLybjSNy77to+UP+7z9a9F8j/KJHTtbpK+SYizimkcdwJ/5LieAJ3xk9JLM+ABO/IMvS6YRMImETCKLHJbUTq7RTe21xqZzZK+2Og7YoE8TiXhQOdfy0CgAmWexypznTIHzlCKHKHc/gKMo03dm0UppKg4p5DkE8Gu7ew8CeggdGStLcr+hJ9RUTL7aWF93pWEOYB30sO84aOl8ZJLRxcHOAy7ZBrdEBKIlMAlMURAxRDsICHoICA+oCA5sVeRyCDg8QvzComETCJhEwi7lS7/bNfyPylV5Zdgc4l96aG/Xo5+QvwTfMVO6C4AAiBTdgUJ3ESGKPrlnWUFLXx83VMDh0HpHiPEfEelSDT2qL5per7rs07onHG03jG8Doew7j2HwhnvSDvU5qByuqk4VBjdmpqrKG8JBkEQVeQDhQfTxCcoHexvjMP2KhVEyB6mVyE1+lqqDL6I87F1cHD5j5MHsXpLS/LdZLkG02omGirDu2xl8Dj153vjz1ODmjpepTsX7GUaIP4141kGLkgKN3jJwk6arpj8DoroHOkoXuHxARyLvjfE8xyAteOIIwR5Ct001VTVkDamjkZLTPGWvY4Oa4dYcCQR4ivrzgu9MImETCJhEwiYRdZtNxrNKjTStomGcQz+cVIXBxFd0oUPEKLJokCjp4sAD38CRDGAPUeweuXNLR1NbJzVMwvf2cB4zwA8axF6v9n07SGtvNRHBT9G0e+cepjRlzz2NBPTwVZu9duF2rPsTRzVdnXYFJy3iUnXhB26VdnSM8kHKaZjpoC4BukUiYGP4CJ9xHuYQDZNjtPpXA4SEOqJCC7HAY4AdeMnf29i8e8pWuhra6RupGOjtVM1zYg7G04uI23uAyBtbLQG5OA3jkkDBuZta2VqXHK1xNj1hBsWJiJvqwgWFlmQdgOiumZQ7d14fiZKRQEFAP27Cp4y+olHNX6ipZae5vkf8Aa5TtNPZ0jyHd4sda9rckt7orto2mpqYgVNG3mpWdIIyWu8Uje+z7baHFpWeMwS2YmETCLEW3NuQurITz1/Lf2J+moEHCAfsdc4dy++vfCPjbxjc/2RvQyhg8BPXuJcvabTNdJtlve07fCd1dg6yfg4ntguu9dW7RVu5yTEt1lB5mHO9x9u/pbG08Txce9bvyRVXYZ+WtM1IT847O9lJNwZw6cH9O5hACkSSIHzUm6CRSkTIXsUhCgUPQAzaFPBFSwtggGzE0YA/npPEnrXie63SuvVwlulyeZK2Z205x+AAdDWjAaBuAAA3BcNncsemETCJhEwiYRZt0httzq6xmF55zmrTIpITrJPuc6AkEQQlmafcAF0zA4+Iof21IRL9kBBLhb1aW3On7zAqmb2nr62nsPwHy52Lyca6m0ZdiZ9p9lqMCZg3kY8GVo9szO8fdNJHHZIs1PdaknXS2w9iiS1w6ILllxeJA0MUS9wTKbxeIzkR+b5IB53j+b4fF6ZrYUVWajuURv7oz4ON//wBO3gvYjtRWJtqF8dVwC0lued2hs+Lr2ujYxtZ3YzuWKYrkxqaVliRRZl6x81YEG8jJRq7SLWOY3hIIuR8ajVM4j9m4IiQofZCGZSXTd1ii53Ya7AyQCCR5OnyZUJouWDQ1bXChbUSR7TsNkkjc2Mno77eWg9b2tA6SFn0BAQAQEBAQ7gIeoCA/AQH6QHMEtng53jgsb7F2vUNYs0V7G7WO9eEOePh49IrmTelTHsZQiRlEkUG5TenmKnTII9wARMHbMjb7VV3N5bTgbA4uO4D6T2DKiOq9b2HR0DZLtI41EgJZEwbUj8cSBkBrejacWjO4ZO5Q+sPMC2uXIhWK7CRLEpvmjLC6lnypQH0E50F45siBw+JQIcQ+g/0jLqfSNI1v/EyPe/8ABw0fCCT8HiWhbry9XyabFmpKaCmB/wCbtSvPjLXRtGekYOPbdcsNV7WhNh1uHdrSUG0tDluoEpXW8ij742ct3Czc6iTBZYz0GzkqILJ9wP4SHABMYQERit0tc1vqXsDXmlB715G4ggHjwyOB8XBbw0Vre3artFPPJNTMvL2HnIGvG21zXFpIYTt7LgNpvHAIBJIystZiVOEwiYRV78odRlgn47Er7YCRMu5BOxNUSdiMJdwb9bkSlKHYjaVP3BT4AVz9I+aABP8ATN25+P0vnP2Vg7w9bR0eNvR2eLf5Y5ZtCtttV6q7WzFDO/E7QNzJXcJOxsh8Lqk/LAEPcly0IrDuL+2iz0STXs65D5ahGwjALrH+dJQqAf8AMQCb7N1EEDsUPiZt27B+tnEdf6mtJgl9MIB9hee+HU49Pid8fjC9V8jWuRc6EaVuT/8AzGmZ9hJO+SEfcdrohwHTHjA7xxUvMiS3umETCKHvMKwOWVWq9dQWFNGelXrx6QpuwroQiLUUkVA/ZI+9SJFBD+/TKP0ZLtI07X1UtQ4ZMbQB2F2d/mBHlWheXu6TU1lorTG7EdVO97wPuhCG4B7NqQO8bR1KvfJ+vK6l7oXkMpWhZUy8uhUrYFK2h5tXxHWgvoSZvTB4jrRH0EN2Ezb0D1S7AnEr7p8VO1WUIxUcXN6Hdo/C+Px8d8cmXKq60c3p/Uj82nwYpjkmHqY/pMXQDxj4eB4E3FdiUBBAHS14qKbcxfGVY1jhwIcoh3ASD758/uHwAO4jkLFvry7ZEEu1+Q76F6LfqvS8UfPSXKgERGQTPFg+Lv8Af5F0aR5D6djTimrcmzlQB7do6OmJEg/dEHDOPWbCH/h+uX0en7vIMiEgdpaPgJyo5Vcq2gaR2w+4Me78COWQe+awt+FfbBb41NYVytmNzjkHBx8JUpZJ5CAYw/YlItLNmbZQxh+AFOIiPp8fTOE9iutO3afC4t/Bw74GklXFt5TND3WQQ01wibKeiUPh8xlaxpPYCVlpNQipCKJHIomoUp01EzAchyGDuU5DlESmKYB7gID2HMSQQcHipy1zXtD2EFhGQRvBHWCvPKKqYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFBLqk/ayeov+Aly6/J/2FmXsHs7RfpcP7xqs7j7Hz/mX/JKj37Lj9oo4M/7pn8sPkFnptanV/2ETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXUr5faRq2m2TYmybbXKHQ6dEup21XG3TDCArdeh2RPG6kpeYk12zFg0SDsAnUOUBMIAHcRABItZTf/tanTv1fZZCsaiom9uRYRrlRue5VqAgqHQJDyjimY8M/vczHXJ6UDlHsdWBbonL2MQ5wHuFMrnsFcZo32uLp8bDsjGu7e1lv/QLaQcpoBc5SDruxKVFpnOBBcTh6VNr3ZumUDAP9hwT70Ae/bsHdlNgrZv1htHXO6qDV9p6ku9Z2Nrm6RicxVbpT5dnO16cj1DnSFZjIsVVkDnQcJHRWTEQVQXTOkoUihDFCq4KsPqPdaniX0vL5rrXfImrbyn53ZtRkLpXl9UVCnWSNQiY2ZVg3CUq4suxKW4bPjPEREpEkViCn6icB9ApnC5BpPBVyfXdPTE/a35kfis1T/TvjIVdg9iyRpv2pjpzbx29qrStP1/yyaW3cGyKNq6rup7WusmUE2sWwLPF1OEcTTxluqSeNIlGTl0jOVUW7hVNEDGKmcwAUWULCN62S8quC6bsPYVI1NRLds7ZVoh6Vr+hV6VtdxttgdkYw1er0I0VfScpIOlPRNBq2RMbsAGOcexSlMYQASLTm5L+2H6vq9wla5xT4oTu16rHPFmrbZu2L6bWreeK2UFIX0Nr+HqtomU4l94fMbKv5Fg88oS+cyRUExCUyuwM617uMvthuqbXcIqtcruKk9qOsSTxFo52dqq9m2aygiuVASB9N0CVqtWnQiGHfzHKse/knopAbyWSpwAh2ULOpbi2v7/Stq0epbK1xZ4e6UG91+KtVPtlfeJyELYa9Ns0n8XKxrtIRIs2dtFymD4GL37GADAIBVda13eqb7Sbx36fezZvj1qvW73k7vqqHK02AyYW9tSta61llUyqjXZ23pwtpkZ24sE1CmeRjFiCLQxvIXeouiKoJ0JXNrM7zwVenGr2xCjWW+xNb5VcTnmsaLLPkGjvZuqNgOr6tVU3ChEQfzGvpmqQcjKxLQT+a5VYSSj1NEhvJZOVPCmamVUs6luYUO903aFKqmxteWWHuVEvNfibXULXX3qUjCWKuTrJGRiJeLeoCZNwzfMnBFCGD6DeoAPcA5LrWKOSvKvjvw91rJbc5K7ap+o6JHFWKnJWeRBN/OPUURX+RanXmhHVhuFhVSATJx8W1dvFCgIgmJQEQKoBPBap929sg0NFW2wxtC4W7QuVNYyjprXLVO7YrVLlrBFon8CEq8qiNLtZIIzwAE5W4yDk5CCXxmAwiQtMrlsFbiVRsBLZVKxaU2pmSdlr0LYCMzqgudoSZjW0iVqdYpEirGQK58AmApQMId+wfAKrgtUXld7Vvrvi3yY3xxwdcMbhd3ejNrXbVjy3Mt1wsI0sLykzz2AdyreIX1vJLRqTpwyMYETOFhT+HjN8RplcwwkZUfvry/Wn7gi9fj/gP6KsZTmyrf+kN1xKr1Zb7uSi17jtYNJq6gqFbtjmRmdjR14TnU7HMvYcjJBsxqFaMwO1MzFQTmOqBwN28Idu4gcqjm4V7uVXFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRUA+1HfaKOc3+5m/LD4+4RSE6W32snp0fgJcRfyf8AXueZL/7O1v6XN+8ctsW72Pg/Ms+SFO3MQrxMItTf2xv7WTov8O3WX5P/ACezYfJr7Oy/ojv3kSjWqvY9n54fJev/05R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRYN2fye41aRm2Na3RyG0bqKxycUnORsBs/bVBoM3IQizt2wSmGMVa5+JfO4pV9HrolcJpmRMsgoQDeIhgAmCeCxr+qCcCv3bnEP+Unpr/jphVwepP1QTgV+7c4h/yk9Nf8dMJg9SfqgnAr925xD/lJ6a/46YTB6k/VBOBX7tziH/KT01/x0wmD1J+qCcCv3bnEP+Unpr/jphMHqT9UE4Ffu3OIf8pPTX/HTCYPUn6oJwK/ducQ/wCUnpr/AI6YTB6k/VBOBX7tziH/ACk9Nf8AHTCYPUpAa52nrHcVbJctR7Goe06go9dRqdr1zb6/d62eRYCmD5gScrMhJxZnrMVS+akCvmJ+IPEAdw7lTgu+YRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWm/z1/uwTpW/gAXz/ACT6keRPXP8AVaq/s/30azOn/ZeH9b5DltJ555Wy0wiYRaSXSC+2be0I/h2yn5QHM/Nrah9grP8Aog/dwqE0XshW/nj8p62Ish6yyYRMImETCLoE/bZhOZUq1Rgk5yeRj20i/dSD8kbBQbZ+q5QYKyC5SOHrpdwo0UMVugkJzJkERMUOw5cxQsLOemdsx5wMDJOOOOjp4lZKmooDAKytk5unLi0ADae8jBOyNwAGR3xOMngVy1NrhqvAoRq7oJCRWcPZSZkvB5fyhMyrpV9IuwT9RImZwsJUyj6lSKUB9QzhPLz0m0BhuAAOoDcF011V3ZUGVo2YgA1rfataMNHmG/tyu050qzTCJhEwih31EPtf/Of8Dvk1/mVu2ZGz+y9L+kxfLaras/okv5t3ySot+zyX2A1301+Ed83ApN06l1ui8hKrrSwta/Iy9dsktb+Ym93FxGdl4OIkXEc6jRYtEmzJ0dIgERVck7+PsOS1hTyVN3qqej2Xzukjc8ZALQ2GPZwCRnOTkjrAUp0vBJUaXigpNl8znvc8ZAIDXu2cAkZzk5I7AtqaOko+YYM5WJfNJOMkWyLxhIMHCTtk9aOCAqg5auUDnRXQWTMBimKIlMA+ma4c1zHFjwQ4HBB4hcnNcxxa8EOBwQViTfGzZbV9GRfVSHZWPYVvs9a1zrOvSbhdpEyd6ukmlFxbiectSneN6tWWguJmYOgUzksRGuhQKdYEyG5xMEj8OOGAEnxD5zwHaVlbLborjWllS8x0EUb5ZnAAuEcYy4NB3F7ziOPO7be3OBkiki8ylcdbaZPT7r27P3HYtgmKj8ro852HCeV5MXaly69LfH466GpUclX7TWqxZWjmvwbmzScOEw4bESCSk0zFfvM1HK4Qc26NhawZGWF/Ng795zuzxOAcdQ4DbFJRzi3uLKWmhpIY2vLRbu7200b2h7e66qTL2PcwiSQQtfzYOebjILGSk4ac3lIiIb6w5M3iV96b0t/bNb7N2LDDX7Zb4en25LXmw6VcEmDUjGd2HrS2u2jV4u1QbvlvPXbvmhHkU9evKVlsdNLztubtxvPBv3O7O8dA+DgQcEARTVOmmDauFqiYxzZmxzRRuLo2ukYZYZYiSSIZ4w5zQS4DZBa7ZkYxlujV02fNWz1muk6aPEEXTVygcqiDhs4TKqguioURKokqkcDFMA9hAe+YIgtJa7cQteEFpLXbiF78oqJhFpJdIL7Zt7Qj+HbKflAcz82tqH2Cs/6IP3cKhNF7IVv54/KetiLIessmETCLE8htAr5q4SocDO2qTUW90jXpIOVb1RVyVyDdZZexLIt2AsWwgcTKJqGA/g7FEe/fLxtJskGoc1jMZIyNr3vHKzMVoMbwbjJHDFjLhttMmMZADAScnduI3Z3r0Ndc2dmYs012JMoWx2iYZxw4bIS1ckVzKFWTbIwLzyyR0ex+ckj7sogqCY9xN3Ee9XVUTvsZibzI4dBHlHEnpzlcn3SkeOYfSxmiB7wAlr2jhkvHhE8TtAjPQum3vWE67rUjOLzcSvfVZVhJOrc7FxENKtBxi5nAIVlTz3C8E2jk0yqnOU5lVx8wTmMYxfD309XG2URhpFPskbI37RPtuvPmG5X9uu9OyrbTtjeLaGFojGHGR7hjMm4B5dwA4DdjG/OU9fT7uSoMPOWFUjdVNg5O8kHXjaIuWMes4RQnFvfFBVboyMc3I6MKolEoKCI9g7ZaVMYbUuji379wG/eejd1HcsPc6ZkVykp6YZBcMNG8gkAlgxxLXEt3dS7s0eNJBqg9YOm71m5TKs2dtFk3DZwkf1KoiukY6aqZg+AlEQHLdzXNOy4EOHQVj3sfE8xyAtkBwQRgg9oX0ZRcUwiYRMImEWtD0RrWtR+ph1rbUi3K6NDc0gcKNTG8HvDVXc3Lxs8QIcQEE1FWi5ykN2ECmEB7D27Ds260ordO0dK4426Voz1HYjIPnAWgteXuTTmqbXe42h5p6mocW8NppMbXgHoJaSAd+Dg71u/0+6V29wyE7WpBJ8zVAoLJ9wI7YOBKBjs5Bt3FRq6T7+pR9DB84omKIGHS1XR1FDMYKlpa8eYjrB6R/J37l6DsOobTqW3tuVolbJTu4jg5julj28WuHUePEEtIJ7Vlqs0sKbz0213HWWLFvMr1a21qRUnKXa27Yj35IlVo95EvmsjHKKJJy9enYiQXZyDMxyAu3VHsYDFKIT7k+1wdFXKc1dMyv07Xwdz1lK5xZz0O22RpZIATFPDIxksMoBLHt4EEgwTlA0PBri0spWTupLvTSGWmnDQ7m5Cx0b2vYSBJDLG98U0ZI2mO4ggEU42aQvOt7DMVLYdIkFpCCfLMHE7RCnskE/8AJHuR+gxN7tYWLZyiYqhCqNzmAhvUfiAb8h0jo/U8DLjoi/UjIZRtCluZ7jqI8/cc9h1JMQd202VmT9yF4JvPp5pa61Fk1DRvNVTSFjpabM0T8cHhp2ZWtcMOAcwnB39nGtNpUV25SZnnCxjtY3gTbzrCTgDmU+HlFPMs2KJ1BEewAUwiI/DOis5Jtf0lM+tZQGqo2DJfSywVYDfbEU0krg3pyWjA44VjFqWyyyCIzc3KeAka+Lf1fZGtGfEVkABAQAQEBAQ7gIeoCA/AQH6QHNdEEHB3ELO8fEv3KImETCKWOqOT8xVkm0DeE3VhgkQIi2lEjFPOxqIfNKRQVjkJLNkwD0A5iLED4HMAFIEVuumYaomeiIjnO8t+5P1T4t3YOK3jojllr7Kxls1GH1dtbgNkG+aMdRyQJWjoyQ8D7pwAaJ21S81K7swe1edYSyYEA6qKKvgetfF8AeR6wJvWhu4/9MTL3+jvkHqqGron7FUxzD28D4jwPkK9LWTUlj1HB3RZamKdmMkA4e38thw9v6zR2LtmWizaYRMImEUZNxcc4e9i5sFXFtA20/iVcFEopxM4p8RF6RIphaPlB/8AdghR8Y/2wphHxlktn1DNQ4p6nL6To9s3xdY7D5Oo6d1/yTUGpi+6WbYpr4d7uiKY/hgeC8+3AOfuwSdoV22OsT1RlF4WxxbqJkm4/ObuidgUJ3ECrtliiZB02UEB8KiZjkN9Ajmwaepgq4hNTuD4z0j4j0g9h3ryldrPc7FWut92hfBVt+5cOI62ng5p6HNJB6CuCzvWMTCJhEwiYRMIu/UTZlw10/K8rUqqigdQp3kS4E7iIkADsAldsROUnjEodgVIJFih9icMsa620lwj2KloLuhw3OHiPzHI7FJ9Nawv2k6kVFonc2InLonZdE/8pmcZxu2hh46HBWc6q2tA7Tg/f4/symGQJpzcGqoB3DBc4D4VUjdii5j3AlEUlQAO/YSmApgEA1pdLXPa5+bk76E+C7oI+YjpHzL2PonW1s1pbe6aXEdfGAJoScuYT0jhtMd9y7HYcOBAynmLU0TCJhEwiYRMIqi91XJ7dNi2R64XOoxjpF3DQyAmEUW0ZGOFGqQok7iBBeHTMup906g/QAdts2ajZR26NjR37mhzj1kjPwcB2BeFOUPUFTqHVlXUyuJpopXRRNzubHG4tGB0bZBe7tcezGKcyihCYRZ346XRWo7Mh0DrinF2c5a9JJmN2SMo9OBYtcQH5gKISflh4x9SpnOHcAMOYPUNGKu2vcB9li78eTwh5RnygLZnJPqF9i1hTxudiirDzEg6MvP2N3Vlsmzv6Glw6SrU81cvayYRdH2PdmmvadMWp0j7yZgiRNmzA3h98kHSpGzJuY4dxIkZdQBUMHcSplMIAIgADfW6idcKxlK042jvPUBvJ83DtUc1bqKDStgqL3M3bMTQGN9u9xDWNz0DJy49DQTvIwajLPZ5q4Tb6w2B4d9JyCoqKqG7gmkmHok1bJdxK3aNydipkL6FKH3e4jtimpoaOBtPTjZjaP5J6yekrwpebzcL/cZbrdJDJWSuyT0AdDWj7lrRuaBwHw8BnesWmETCJhEwiYRMImETuPbt39Pj2+jv93thV7OhMKiuL1U7Xfa0obpycyq6tTgvNUOPc6hiRyCfmHMPqY5wJ3EfpEc1DdGNZcp2t3NErvjK996JnkqdIWyaY5kNDDknicRtGT2nG9Vrb8sill2tbHAqio2i3w19kXv4iIoQoe5LFSH4eWq/Isr9wTKCObHsNOKa1RNx3zm7Z8bt4+DA8i8h8p92deNb10pdmKCTmGdQEPeHHYXh7vG4rDuZdQBeRDmIYpyGMQ5DAchyCJTFMUe5TFMHYSmKIdwEPhggEYPBcmuc1wc0kOByCOIKkPrvkne6WdBnMOD26BIJSHZyq5zSbdL4D7hLmBVwAlKAdiLgsmAB2KBO/cI/cNOUNYC+EczP1tG4+NvDyjB8a2rpTld1Lp5zaevca+2DdsSuPONH4Eu93iD9tuNwDeIsDoOy6lsiN9/rUiVRZIhRfxLnwIS0aY3p4XbTxnHyxN6FVTE6Jx9CmEQEAgNfbau3Sc3Ut3Hg4b2nxH5jg9i9SaY1fYtXUndVolBkaO/idgSxn8JuTu6nNJaehxIIHfssFJ11e7R8PKVGyR9gUQRhnUNIJyDhwYpEmqHu5ze9ic/YqZ2hygoQ3xKcgCHqAZdUUk0VXHJT5MweMAdJzw8vBYbUVLb62xVdLdC1tvfTvD3O3Brdk99k8C098D0EAjeqXc3GvnsuRiZaRgpNjMRLpVlJRrlJ4ydIj2OiuiYDEN2HuU5R7djFMAlOURAQEBEB65Yo54nQygOjcMEdiu6Guq7bWRXCheY6uF4cxw4gjh4x1g7iNx3FW1al2Sx2dUWs4iCbeUbCDGejiG/5jk0yFE5kyiIn9zeEEFURER+abwiImIbtqm7W59sqzAd8R3tPWPpHA+fgQvc2htXU2srEy5R4bWs7yZg+4kA346dhw75h37jjOWnGT8ximKxfsLb1J1s2OM5JFXlRT8baAjhI5l3AiHdMToAcCMkD/wDVVzJkEAHw+IfQcnb7RW3F32BuIul53NHl6T2DKhuqtead0jEfTKYOrsZbAzDpXdWRnDGn2zy0dWTuNZu0NmzW0bEM1KEIzaNkjNYeJQOZRCNZCcTiTzDFILh0ub5yyolKJzAAABSlKUuybZbYbZT8zFved7nHiT8wHQPnyT491nrC46zuvpjWgRwMGzFEDlsbM5xndtOPFzsDJxgBoAGN8yKiKYRMImETCLvVS2Ze6Oco1myyMe3KbxDHmUB3FqCI9zeOMeFXZeI4egmAgH9fQQH1yyq7bQ1o/wCJja53Xwd74YPwqTWPWGpdNuHpPWSxRA+BnajPjjftM39YAPapQVLmG8T8pvdqwk6IHhKpJ1xUUFwAPQTGin6p0VlDB6iJXKRe/wAC/QEYq9IsOXUUpB6n7x74fVK3LY+XudmzFqKia9vTJAdk/wB28kE+KRo6h1Sppe2aBfgInXbA1VfmL4jRDzxMJYnYPEcCsXXlqOSph9kdEVUw/vsi9Zaq+g31EZEfthvb5xw8uCt16e1zpfU+G2mqY6qI+1P7yUdfeOwXY6Szab2rI+Y5SxMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKCXVJ+1k9Rf8AAS5dfk/7CzL2D2dov0uH941Wdx9j5/zL/klR79lx+0UcGf8AdM/lh8gs9NrU6v8AsImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIv59HtZ/UBuVy5C1fp80mwvIzV+nq5VthbliY90duS47XukeSx1KKsCSRuz2Ho9EfR79kiYQTM+mVVVEzHbNVCcSu1g3ZVhPQh6AvEp5xF1byw5j6oh96bY3/XGWxqfTr2L55r7XWsbAX3yjFRqSTpvEWiw2+unby7p5JpOSNkniLZskkKS6zqoC4ucc4CyF1rfZ9eHlk4j7c5CcQNOQOhd7aJpc7s80DrgjyLo+zqZTY9ecuFWkaQVw4g46wI1tm7dRLqLbtXC75IjZfzk1SigIRrjnB4Kmb2U3qA3LUPLpfg1bLA8e6Z5LxtllaRCP3Sh4+mbup9dd2dKViAWMZGOb3qnV97HPkkwKL1+hGj38SQgegXJ43ZWT/bHP9NRxA/B+tn+cZ7gqkfBTT6KnQt6afMfpl8aeSHIDSNgt+3djfoyfVbYmO3ttVdrI/Uhv/atEgfKgqzcYqDY+6VmrskDeQ3T80yQqH8ShzmNUBUc4g4CuE1n7Or0mtQ7I19tmhcfLNE3nV93qmxKZKr7w3VJoxlspU8wstdkFo2SvbqOkEmUxGIqGQcJKIqgXwnKYoiAsBU2nK7/KriqnetHws5G9QPg9YOLvGm762olnu2w6DJ3V/tSft1cq0rr2pvXtkeQnvtKpV8llpBxbo6GXTROyK3Om3OJ1SiUpD0Kq0gHJVQvRN9nPvPA3kDeN+c1FuNG6pqNqMfC6JYUCRud9YU2yyEkqta7lJx2yNU0JkwsDWJZtmkU6be+KpJvHg9kTeWcwBcnOzwVO/tbtE4x0jmHoU2oK/Uqxu2yalnZzkHHU6Ojolu9ZKWFm11RP2VlEpINTXKTaN5tNddYgPVo5uxFQTJA3HKFcmZxv4K53oickL3xr9nR2dyGtQuHTbQ0dywtWl0Jgp1mUhHV08hKVmIbecIgpFPdxOpJl2D5hDmOXt2L2yo4Li4ZdhanPRA48RHPDqyaRr+9m47IrK1lv++9voWgAmS3p1ToWau6aVqSegqlOMbXsU8cnKpOAOm8auVyKAYDiUaDiubjhq2Ifa8OG2roDTnGnl/RKPW6jb4zZh+Pt5e1iEj4Y1orllpthuVENOJxzdum5Gmr6/kWzNUweIiUoKQmEhUSkqVxYehSY9kV5RT20+Ge7eNVmlF5Rbi/s+Hkqb70sZQ8TrndrOdm4+vtynExvdGN7p9idlH4F+UPAAAUpQwFR435UFOqj0ZuoL1N+shyCmKLAyFN41RLXSELC7z29KyTDWMFFI6I1erao/V0EdRzN3BYtqNJCuhBM/k4JkFyPXbVYyigUIyVUOAb2rVO568aIvhvzB33xfhrU/vEfpS6jSkrfJxzeHeWJZnERjl5KqRLVy8Qi0nT10oZJuC7gUUvCQyqpgFQ1FzByMr+xTp3/AKEWrP8Aa4o/+TMZnNdC/lXXqCidwe0FWuqz0VG2Ou7G6wstVpWDmmbaWh5muWTmatCOYiWj3yS7ORinkO6FBdFZMyKqJjFMUSiIZx6V3cG+Rb/lsd+z5US6OtdXRl0hqreWD00ZJ1eeguIEXLxEmVQUjRsy2dsEhhpEioeEUHQoqgIh3L6h3ruXX33arGdGaB4p6rbK3TjTpTj5rhneYiPMvbNGa41xUG1xgSmF7FGVnqDDRyVhiAOsKzcRVWRAT+Inx7jVUJPSpB4VEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFQD7Ud9oo5zf7mb8sPj7hFITpbfayenR+AlxF/J/17nmS/wDs7W/pc37xy2xbvY+D8yz5IU7cxCvEwi1N/bG/tZOi/wAO3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//9SUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEWq11Q6LSL51dK+xvFOqtzZMunFSHbJna69EWJq0dG5NbdRM5at5dm8SbuDJHEonIAGEoiHftnlX0V12uto0ta5bVU1FLK+4ODnRSPjJHMvOCWOaSM78HdlerPQo2m1XbU90iutNT1MTKBpaJY2SAHnWDID2kA43ZG/Cwp+l14+/tFab/ABY0n/0B54W9Wmsf/Vrn/wDKn+uvdPqL0d/6TbP/AIsH1E/S68ff2itN/ixpP/oDx6tNY/8Aq1z/APlT/XT1F6O/9Jtn/wAWD6ifpdePv7RWm/xY0n/0B49Wmsf/AFa5/wDyp/rp6i9Hf+k2z/4sH1E/S68ff2itN/ixpP8A6A8erTWP/q1z/wDlT/XT1F6O/wDSbZ/8WD6ifpdePv7RWm/xY0n/ANAePVprH/1a5/8Ayp/rp6i9Hf8ApNs/+LB9RP0uvH39orTf4saT/wCgPHq01j/6tc//AJU/109Rejv/AEm2f/Fg+on6XXj7+0Vpv8WNJ/8AQHj1aax/9Wuf/wAqf66eovR3/pNs/wDiwfUT9Lrx9/aK03+LGk/+gPHq01j/AOrXP/5U/wBdPUXo7/0m2f8AxYPqK07oFxsdDcTN/REPHsoqJi+f3MSPjIuNaoMY6OYM9ipt2jFiyappNmjNq3TKRNJMpSEIUAKAAAAH1d5NZ5qnk8sVTUvdJUSWijc5ziXOc51PGXOc45JcSckkkk7yvlFymQQ03KJfKamY2Onju9W1rWgNa1raiQBrWjAAAGAAAANwV4WTZQdMImET4YRdThr7RrHJvIWvXSpz0zHgc0hEw1jh5STYlTP5ZxeMGLxd02Ahx8I+Mhew+mEXbMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFpv89f7sE6Vv4AF8/yT6keRPXP9Vqr+z/fRrM6f9l4f1vkOW0nnnlbLTCJhFpJdIL7Zt7Qj+HbKflAcz82tqH2Cs/6IP3cKhNF7IVv54/KetiLIessmETCLGNruNjbTLiv0qGYTknDwxbFPFfuVUiEZqqLJsIVgVr4lDT0v7sqZLzPCkmQpTGA3jAAu4YIiwSTuLWOdsjHX0k9gWXo6GlfAKmvkdHE9+wzAHHdlxz9w3IzjeSejC8EdjSkuQFavry2zKAJk8x1IFjas2K4OTxHbp/VE8ZO3Itj9yKHSROmBg7FE2DSsZumlY09Qy75OQjrXFAdmsqYY3dQ2pDjr7wEDPEAkHxLlqFWnsHGryE8p71b7CqSQs733gXBTuigcjRg1N4E00o+KbHBJFMhQIX5wh38QiPColbI/Zj3Qt3NHz+MrpuVXHUSiKmGKKIbMYxjd0k/hOO8k7/iHe8t1jkwiYRMImEUO+oh9r/5z/gd8mv8AMrdsyNn9l6X9Ji+W1W1Z/RJfzbvkldv9mlboOeiJwqScoouEhHkcIpLpkVTES8tt8iURIcDFEQH4enplrrgkaqqiOP2P9zGsjp4kWiEjj3/y3KzuS1LZ9S2F9eePsbAlhpNFh9WOkjJkhIayrs3EkorO0+YM7LF1K0nbvypimZsVi7KgQFTJiUDDiG1kVZGILiXbYzsy8S3ONzhxc3d15Gd2VLG1cVVGIK8u2xnZk4kcNzhxc3d15GVgbkDuyQWjNbSEzrK9VXcGqtzUPYld1otGLWRLYMS7bTNMscNU7jX0HVReWWUoN2lkIpq5dNQPY02zRQyaZxcF5stxw59PIyWmLDlwOCMb97XYdgEA7ge939izlgpoWzz07po+4KulkhdLnAjdlskbntPfBgljZtkA4jLnAEjBq1vHBbWG/wC86h3jGV6c3rXeN51GGsr1rXfWrNZUQ+ua7sa0bQpmvOWFc2Y0Q2XqWz6snLC9iZtxAsZOSeMm5lXDVk+EzVrzZVSRNdFkNdJxBaSc4AJZjcc8RnHlG87Wo9aXGx0VVZpJGUU9wGZo5qaaaTnXRMhklonwnmZmTNY18YkcxjXHDXPZ3zp/aC0tXN8uo8szIxexdYUOrcgSz+1amRZpStm8heVO74beG1nukZVbznEjrrUUtAKRrGVSMuzkDyxmvmLrx70pejuqWjeJIu9my3APQ1rdkBw63Z3joxnpCgeorg+3QPiDXQV1RJTbML98kNLR07qeATjgJZ2uD3MOHN2NrAbIzMi73qfkRr19DTHH/YtpvLqYFOBtcZt2xwspFQsQzcsX8TLQaHyZENGZkCNnTJyKaDp0qk+8QFEyZTkuKert1Q1zLhGyMN3tMYIJO8EHec9BG8Dd274fBVW+oaWV8bWAb2mMEEneCDvPYRvA3efuMfeuTNVTNYL3quNuMPPLyqjeo62kY89z18dN+8ShI2Tcy0q2hLnGP41Juos+aqNlmy6indAxAKAdLoLXKebp5Sx7QO+eDsv3DJGBlpBzuOQRjeup0Ftl+xwSlj24754Oy7dvIwMtIPAHOR0rhprkBtyat9XoVH0y4p0jdTWIkLYdxSaUYm3RrEC2lpiQc1GrHnJgWLdw+RbIriuVBdwoQniL4hEnNlvo2QuqJ5g9rMZEYz4RwBtOwM7skYyB8PNlBSMidPPNttZjIjGfCOANp2BndnHED4dQrpMSVzZdSDrxVVm5ZSF6nebUinLWlCOMhAx3yVvXl8Sy2dKMOu4AhVHj4nuLM6pwFRchTHMUhhHY19ZA6y2qZwIp20ow3O85ji2W58Q3nsUEs0NI65XGrqcijin3Mz3zy58uwzPkO07G4A9JGNhJXX1oh38XL1O6SDmQRRfITSd4fzs/GTHvRW/kOAjmcpHNGKzJRI4plRIQgAp29AKADEhUwvaWTRgN3Y2AAR5SCTntWeFzpJ43w1sDRESC3mgxjm4zkbRa4kHdnJJ3dq4+Wumw6W4iHtxYVN3Cys0zr/u1X+qJzMlUVRdOFJdq0MxdmdJig2UOZoACchSAAKGEwiHJkFNOHNgLw8NLu+2ceLj8PwLthoLZXtfHQumE7Iy/MmwG8QNknIxvIG1wOeAwvrfTdlvrqNhYKIutPgFXaythsr5kzgXi8ORkv5DaE99VcSjZy9kBIUxvdk1U0gEwGL3DvRscVODJI6N8mO9aCSM56cbtw7eK4RwUluY+eofTz1IaAxgJeA7IyX4w0gDP3RBO7espQ8RHwMWwhopuDWOjWybRm3Ax1PLRSDsUDKKGOoocR9TGMImMYRERERy0e90jzI85cTkrDzzS1Mzp5jtSvOSe1clnBdS4yahoywxb2FmWpXsZIo+Q8amUWSBZLxFP4fNbqIrpiByAIGIYpgEPQc5xyPieJIzh44LugnlppmzwHZlacg7t3nyFHS/a/qaJm9NoVcfp2yRRaunacPLv4+OZVo7oGUm4sajh+VkohLMyrIFASncrnL3DxeDsOTpqmY5nqHDmRwyASXcRs7s7jg9QUottzrDmuuUrTRtJA2mguMmMtDMNzlpwehoHVnd2167gdRW9soov8g0a2xz8VWhE3CsRG21i5ZKJLNGyCSwRhJaNcq+YVMpUjGQ8YgHYRzpa2StgOBtVDCN/SWnPnwcdu9WMbKm90JAHOXCFw37tp0ZB4k42tlwGM79+Fmpq6bPmzd6ycIumbtBJy1dN1CLIOG65CqIrIqkExFElUzAYpgEQEBywc0tJa4YcFgXsfG8xyAh7Tgg8QRxBXvyi4phEwiYRaufSC+2Adcz8MQf89XLjNsT+xFv/AEZvyI15l5Yv6XS/nKn5US2MqrcLJSpMkvWJZ1FPS9iqGQMBkHSQD4vIetVAO2eNxH18ChTFAfUOwgAhhqqkpq2Lmalgezt4jtB4g+Javst+u+nawV9mnfBUDjg7nD2r2nLXt7HAjp44IsK0vyJYbDco1qxtW8NazpmFoduYwRc2KRBOqVqVUx1Wb0qZRN5JjHKcpREp+/zA1/edPPt7TU05L6Xpz4TfH1jt3do6V6o5PeVem1VM2z3Zjae9kd6W/a5sDJ2c5LH437BJBAJa77kSbyNLcSqd5Dum7vcl2VaiUUyOotqcS/D3hlBRbN2A9vQDFdIHAfvhm1NPtcyzwh3HDj5C5xHwFeIOVWaKfX9xfDjYD42nHtmQxtd/iaQVgt9HsZRqqxkmbV+zXKJFmrxBJy3VKP0KIrFOmb/GHpkmt9xr7VVsr7ZPLT1sZy2SN7mPaexzSCPOtbzQQVMZhqGNfE7i1wBB8h3LFRyutUuEzlVdPdaOlSJLJLHVdOqIuqcCJLoqnFRdxV1VDAU5DCYzQRAxREoiA7cY6k5XaZ0b2RQcqMTC5rmhscd1Y0Zc1zRhjK5oBc1zQG1ABa4B4BEZIk0xIHAufp5xwQcudTE8CDvJhJ3EHJZxG7IWXk1E1UyKpHIokoQqiaiZgOmomcAMQ5DlESmIYogICA9hDNMyRyQyOilaWytJDmkEEEHBBB3gg7iDvBUqa5rmhzSC0jII4ELzzgqphEwi+xhIP4p2i/jHruOfNjeNu8YuFmjpA4fskl0Dpqpm/gEM4yRxysMcjQ5h4gjIPkKuKWqqqKdtVRyPiqWHLXscWuB7HAghWWccNryWxICSi7EuRzYq2dqVR74SJKScY8KqDV0smQCkM6bqtzpqmKUAEBTMPzjCI631Fao7fO2WnGKeTO72pHEeI5yPL0BevuSTW9Xqu1zUd2cH3WkLcv3AyRvzsuIGBtNLS1xAGe9J3k5klkcW3EwiYRMIuq22lVe8xoxVoh2sq1+cKJ1Sim7ZqGDsKzF4kJHTRX0DuKZi+IA7G7h3Abqkramhk52leWu+A+McD5Vhb5p2zakpO4rzAyeHoJ3OYetjxhzT4iM8DkblDO5cQJNFZVzRLA2etRETFi7CJmr1Ev0JpSLRBRq7H7njSb9g+IiPxmNHq2IgNroyHe2ZvHmJyPISvP2oOQasjkM2mqpkkPuc/evHYJGtLXeVrPGenBtk0HtWrM1JB/Vl3TFEonXcxDppLeSQodzqKtmSyr1NIhQ7mOKXgKHqIhmbpr7a6p4jjlAeeAcC34Tu8mcrW935MdbWWA1VVROfTNGS6JzZcDpJawl4A4k7OAOJWHcy6gCYRMImETCLsVWtc9TJlrP1yQVjpJqIgCifYyS6J+3mtXaB+6TpqsBQ8RDgICIAIdjAAhb1VLBWQmCoaHRn4O0HoPastZb3c9PXBlztMroqtnSOBB4tc07nNPSDu4HiARNWr8xIlRuklcqvINnZSgVV5XVG7xqsbt6qgxkHLNZoTv8AsQWXEPuj8AhtTpCUOJo5WlnU/II8oBz5gvQ9m5fKF0TWagopWTgb3wFr2k9ew9zC0dm2/wAfQshJcqtSqFAx3U8gP94rCqiYPvCKCyxP9/MedLXUcBGf1lKmctmhnjLn1LT1GE/MSveXlLqIw9hk5cn3zQb4Q/8AjCmHOJ0xdvas98F2Dlo0IeM04/sXrttc3vqq0vEY+MtjVJ+uYqaLWUbPogyyh/QiSS8i2btFVlDD2KQqgnMPoAdxDva1FjulKwySRExjiWkO+AEn4FnLTyl6JvU7aWjrmCpccBsjXxZJ4AGRrWkngAHEk9Cy7mIU7TCKmC9xLmDulriXhDJrsbBKoiBwEBOn76sdBcvf1FNwgYqhR+kpgH6c3HQytno4pWeC6Nvxb/Mdy+fOpaGa26hraGcESR1Uo39I2yWnxObhwPSCCuqZdLBphF5pKqIqJrInMkqkciqSiZhKdNRMwGIchg7CUxDAAgIeoDggEYO8Fc2PdG8SRkh7SCCOII4EdoVt+nNlMtmU9nJ+akWdYJosbGyKIFOhIkT7e9FS+JWckUgqpCHcodzE7iYhu2p7xbX22rMePsDt7D1jq8Y4Hz9IXujQGr6fWFgjrA4emUQDJ2dLZAPCx7WTG008OLc5acZYzFKbrAPJxsK+nLGoAd/c3kC5H7wDNsWoj/i95/izPaads3iMdYcP8JPzLWHLFCZdAVbx/wAuSF37Zjf+5VZ5s9eLEwiYRMImETCJhEwiYRMImEVtOt5trD6PrE+uIe6QtFTfOBEeweCJj1Drl7/QPibGD+HNVXGF817lgb4b58D9Y7vjXuXSNxgoOTijucp+wU9tD3eKJhLvkkKp546XfO3T1yfzHLxwu6cKD8TruFDKqnH4/ZKHEc2mxrWMDG+CAAPEF4gnmkqZ31ExzLI8ucesuOSfOV8+cl0phEwi5GJmJWBfoSkLIvIuRam8SD1g4VbOExH7IAUSMUwkOHoYo9ymL6CAh6Z1ywxTxmKZodGeIIyFeUNfW2yqbW2+WSGrYctexxa4eUdB6RwI3HcpCMOVu1mbEGaxq5JrATwBJP4hQH3oHYDiDB8xYmOH3RQHv9PfMBJpa1vftjnGjqDt3wgn4VtOm5btbU9NzEhpJpMY5x8R2/H3j2Mz+osR23ZV5vKhjWexyMigJvGWPBQGsUkID3KKUY0BBiUxPT5/gE49vUwj65lqS3UVCMU0bWu6+LvfHJ+HCgl91dqTUjy68Vcssec7GdmMdWI24ZkdeznrJXRsvVG0wizNpXaw6pnpSScNXclGScSdovFtVUkfPfIrJrR7g6io+FL3cBVL4wKcQKqYAKPf0w95tXprA2NpDZGvyHHoGN48u7q4LYPJ5rf1EXOarlZJNRzQFro2kDaeCCxxJ4bPfDOCQHHcc7u2XblDsO0FWaQp29OjVAMXwRJjrSx0zfsVZlYpVUzB9BmybY338taLTNvpsPmzNJ+F4PvfpJWc1FyzarvIdBbyy30h6IsmUjtlO8HtjbGVHJdddysq4crKuHC5zKrLrqHVWWUOPiOoqqoJjqHMYe4iIiIjkha1rQGtADR0BamkkkmkMsznPlcckkkkk8SSd5PaV6squtMImETCJhEwiYRMIvYkqqgqmugqoisiciqSyRzJqpKEMBiKJqEEDkOQwAICAgIDggOGy4ZBXNkj4niSMlsjSCCDggjgQRvBHQVaDxw2Q9v9KVbTTk7uw1hylHv3So+Jd8ycEOrFPnB/2bhQiKqJzD3McyAnMIiYRzWWorcygrQ6EYp5RkDoBHhAdnA9mcdC9mckurqjVGnnQ3B5kutG8Me48XscCY3uPS4gOaTxJZtHe4qQuR9bTTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFBLqk/ayeov+Aly6/J/2FmXsHs7RfpcP7xqs7j7Hz/mX/JKj37Lj9oo4M/7pn8sPkFnptanV/wBhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF/JN69a8o46vfOVSXFUXZdpQ6CXnCIn+S2uu6W2gwDxAUfKCFRb+X9Hg7du4eo8TxXc3wV/Uf4ZoRrbh/xSbQwIlh2/GzRiEUVv293LGpavqybEEO3YPJBqUvh7fse2cl0nisn7eQi3Wp9ntpsEzQrjXd1QlwWAoojFrVuTTfgqB/mCmLQx/F39O3xwi/khdHFxKtuqjwEUhhUB2blDqpusKXi8XyU7sbVrOgPh7D5QwazgD/AEeDv39O+cBxXe7gVfX7Y5/pqOIH4P1s/wA4z3KlcI+CrZ4VzPtCbTjNrVvwcR5gm4tp/Vl+hebVsE0eUQfHf7Ue6/ITlWPXOp22IaX967nHs880PTt2BvXI7Od/FXT9LGa9opc8/OOKHMlHmSXjOpZLMG1jbJgWbSkBEhr63GiPl9wnHInSb/VODHyxAwd1/AH043ridjG7it5XOS60wipf6wnWT0t0ttUrMyKw+xeVN5hXSuoNKEeib3Yq3ntG+xNme5LEeQOu4p6kbwE8SLyccImasxKBHTtlQnC5NbnxL+fbw64d8yeudzetU5MT05PSFwtSF35Mci7ExOvW9c11+t5ICVJIGscpMKRbD5Oq1aZiiQybZNFMraOaOHDbjxXYSGhb53Vv0NROL/QR5J8fNHwp4DX2pNC0em1iP8YLPTwcZsmi/LknLu00kflCbnSKO30k6EhTOnjhZY4dzjnI8F1t3uWo57J35P6qqt5vl+MeM24PdvH28XnfLFAE3ld/Xx+7gp8PXw9/o75QLm/gtlL2tL3f9SzgfO8PmfpqtSe6d+3f3j6kNp+Lw9/Xxe6+b8Po75U8FxZ4Sqk9jQB7+iZz2FPzPk76hNAg67f2n30bBtT3DzPp8zyAc+D73iygVZOhb6Gcl1r+RZ1xfttXO7/bzlf/ADFhM4Hiu5vghf1jNO/9CLVn+1xR/wDJmMzmulfy0eSPS96oV65v7zuFH4W8q2Y7B5UbOsNNv7HVGw46BakuG2ZqQgLaa7NIcrGEhU05RF2aUOuki2bgZYxylIYQ4713AjHQraOZPsoclx14SXbfWteScrtHeWmdeyWy9lUF7SmUPR7XCVaJUnL2w10+QkF7ExkYCHaunDD34jo0wLYEvKZqLlBNhcQ/J7Fiv2VLqB7O1nzCY8E7NaZWa0byFgbtIUiqyj5ZzG0DbtLrUpf/AJarRXJ1EoZlb6vXZRnItUATI+fCyVH9cSHzAVXjdnpX9GHOS6kwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFQD7Ud9oo5zf7mb8sPj7hFITpbfayenR+AlxF/J/wBe55kv/s7W/pc37xy2xbvY+D8yz5IU7cxCvEwi1N/bG/tZOi/w7dZfk/8AJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhFrCdRj7b9E/97ao35T2288i+i+/qlav/cXfuXr156ED+td1/wDbm/vmLp2eAF7+TCJhEwiYRMImETCKe/Qe/wBK7yM/74VzN/zlhn1+5Lv/ALtdP/8AstF/+LRr5A8qX/3lX/8A95rf/wAZkV2uTtQNMImEWp919tsy955w9Orp97d3vaeMHBrkR9Udl5DbHrtlRoba9rMJR1FR+v7DdHwhGMIJksxZN1CO/HGNnFlQfPUVvdW3l0K5t4E9KyHyE9mj4Rzejm9r6bikzxr5V1osHatI8gI3kHuaXr0jNsn7Nf3qzSgzl/Uj42SifP8AJf1lkzctnYpKk8xIqiCjCB5zv4LYI49sdwUbjrqmM5R3ClWPdVO1lXmG6dgVV47RpFgtlehUm9nubN5Nw1WWasJhRmd+4MqxYpInUU8KSaZSgFVwPHcqw5f2hbpYQ9oexCm8LhI02Ms/1GyW74PSW35vRDOzeeVqMb+ibGU1zDPURXOUCvGoLsFExBYi5kBBQaZC5bDlYHyE5w8WeLegInlNura7SC4+TqtSJD7TqtXvG1a3IN74396p0q3HU1YvD81fsKRie7SXkBHnOuiTzgOuiU9VQAk46VJWGscDYa7FW6El4+TrE5CsbHETzVympFyEDJsUpNhLtnncETx7uPXIsRTv4RTMBvhhUUcuK/NbjJzW1rY9w8Z9mBsbWFUts3R5q6r06/0WDTsdbjo2VnEI9xsaq1E05GxzCXbnPIsSuY4ROJQXE5FClKpBHFV7WD2hPpY121SsIrvC3TNQgbKFOnt2VbSm3bRoqJsorkbfJymzoOnvYSRSMsqTwO2XvTFUhyqprHSED5TKrslWzONxaxR1C834jdIWW04z1682uOwa4spaYB7rthXlbWva4ZWtpSq8/GnryBnSPuKbhRwTsCRTmMUo1XHHR0quirdcHpf3u3cdKHROT8bcbjyqnYuu6ZrkLrzbHyxKyEzfZLWcX9VTCSose61wk/ucSu3Q+qEkYo4blK8SKdmcjg1MquyVnnmT1IOIfA4abG8iNlrxN22OosnrvVtLqtn2PtO6g3V8hd1CUWlRcxMki01ymSB66I2ZHWIKJVTLB4BqgBPBfNwz6lnDvnq4uUJx12evL3zXIJn2Dqu6VS0a42jT0FHBWhXspSrrFQ8q5iiO1CIqPWQOmaDhUiKqpFjlIJCCOKnjhUTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItN/nr/dgnSt/AAvn+SfUjyJ65/qtVf2f76NZnT/svD+t8hy2k888rZaYRMItJLpBfbNvaEfw7ZT8oDmfm1tQ+wVn/AEQfu4VCaL2Qrfzx+U9bEWQ9ZZMIuvW2UfwlYn5eLZHkZKOiXztiyTTOqZw6RQOZEopJ/ripAOACYpfnGKAgHr2zthY2SVrHnDSQCVdUUMdRVxwTO2InPAJ6gTvXT9XrVAIpRKBs0bZ516JZa0SaTxFWWkJNwBQWdvmgiV2ybJnN5SCJyEKgmAEAO/fv3VYn28yMLIxuaMbgOoHge09Kvbu2t54GoifFTt72NuDsho4AHgT0kgnJ3rKOWixCYRMImETCJhEwih31EPtf/Of8Dvk1/mVu2ZGz+y9L+kxfLaras/okv5t3ySu6ezP/AGkjhT/uj/ytt85a65/rTVf2f7mNZDT/ALEQ/rfLcr28iSzK65a6jWLzCO63cIKMskC9FEzqKl2qTxmqo3VIu3VFJUB8CyCxAMQ5eximDuAhnbFNLBIJYXFsg6RxXbFLLA8SQuLZB0hRFmOnDwnsU+ez2Lj3QrBOfLbObQfTUYEko0MyFAyMQ3K6MomNeE6IiZioB2/zzABQL4QLfm83AjBePBxnZbnx5xnPbxUgp9YanpIO5qSuqYqfZI2WPc0HPE4BAz28Vyb2i2PjhaPqu1NTZ616cCqGi7Bq2Cuc07k67JBOA/CxUan2E76FVax8V3bpRrF1HdiHU7FECkAvc2eK4w8xVvays28teWgAjGNlzhg7zvyQVZioZco+brHhtZt5EhaO+3cHOG/JO/JBXboTlrqJ9KLRdndTWrzqtIqRgXG049Clo2mMlnMmwJIwaUg9M8Bm0fw66Sx3STYC/NOHiTOUw9L7RWNbtRBsu8g82drZIwcHAxnBGMZ866X2qra3ajDZd5B2DtbJGDg43Zwd2MqRJJqGUPFppy0YopOIquIUhH7U55dBBArlZaLKVURkEUWxwUMZLxlKQQMPoPfMdsPGdx73ju4ePqWP2HjOQe947uHj6lGu+T0Xrrkpr63Wx9FtK7sDX0trCHkpCRbsS1myRUuvcHCy/vh0kfcbc2FsyA5DeMHjZumIfrpcydPG6ptkkMIJkjkDyAM7QI2ejpbvPiJ6lkYGOqLdJFECZI5A8gDOQRs+du8+InqWn70m7CajdR/r8g8hrFZga825VOQk4CJaKlaoxu+OYZHT943O+bA2I6OYDkRRFUwgQ3YBAmbIvsXdFltGy5rM0owCT0xw7hu+E4UEs9J3ddK9rZIoj3RuD3EbRL5MAbjw6ScDeOtbBo7XiVzlXiK9cp2GTEpX09GVqQMxZmP6FKRs5TbSkiKZv7aLVBYEg9TD9yJdxvG57o2v6AXDJ+YeUhZ/0mmaNmeWCOfoY57cnyjLW9m0RlcLYrfA2pn8mOdZXe2Rpz+Y3Uc05dBiEkQhitRIEypGuW/oc4Gc+EiSZREBP87tnZFBJC7bEsbHflb8eTPmXfS0VTRv51lXTwy9OJQTs9Pg7QPR3u8nq3LtmrGMvG6/rEfPM3DCVZsDoOmjpwRyul5bpwCHjOmY5SFUbeAxU+4iiUwJj6lzprHMfUvdGQWE8f5/kqyvEkEtymkp3B0LnZBAwOAz8PT08eld/wAtljV8MnKR0KwdSks8bx8cyT8108cqAmgiTxFIAnMP0mOYClAO4mMIAHcRAM5MY6RwYwZcehdkMMs8ghhaXSuOABxKxgm/ntkuzmg5KVq1Da+IhZxkim0nba679jDDnftllIyBb9v+afLBZwf0T7FATZd7MdK37IGvqD0HeG+PHE9nAdKy5jprUzFQxk1xP3BOWRj8LBG08+1zho4716o3Vz+u3ZpaK7bpUI9wyTYWSIsK7ywLSqKBllEVEZJ67Fw2VKssJy+ggmcTCX5pzJidVtlpzDKxu0DlpbhuPIB/Pwqst3iqqA0lVAznQ7aY5gDA0nGctAwRgY7d2d4BWU5KPQkmqiCyaJlPAsLVZVEixmblRus3K6QA4d01kyLmADFEpvCYQ79hHLRri05HD41h4pXRP2mk43ZAOMjIOD2bl0rUi5l9bU/xEIQzWHSjR8vxeE/yUorGAsHi7iArg08Yh9Amy4rRiqf2uz59/wA6yF6aG3WfHAvLvfd9jyZwsiZarFphEwiYRaufSC+2Adcz8MQf89XLjNsT+xFv/Rm/IjXmXli/pdL+cqflRLYNzHLS6+2OkHkTIMZSPXO2fxztu+ZuEx7HQdNVSLoKl++RQgDnGSNksbopBljgQR1g7irikqp6GqjraVxZUxPa9jhxDmkEHyEKwR1y3qBaiD5pHSKlwUZgmEIq2Eke3kxT8JllZHzfApGEW7mL4P185ewCUgiIlgDNJ1fdew9ze5M+FneR4vbfB4+n1LNy6WEWLumCKU38x45ktwxsmN5MmcGMHeMd+RgENJJFfUg/dyr97Jv1jOX0i7cPnjg/bxrunax13Cxu3YPEoqoIj/Dk/jjZFG2KMYY0AAdQG4Ly1VVU9bVSVlU4vqZXue9x4lziXOPlJJXx5yVuvUsii5RVbuEk10F0zororEKokskqUSKJKpnASHTUIYQMAgICA52wTzU0zKmne6OojcHNc0kOa5py1zSN4IIyCN4K4vY2RhjeAWOGCDvBB4gjqKxKkWV1cqdFNs/ndcqHMogDRNV/M0nxG8R24ti+N1KVogiJiCQDrNSgICBigAjuKV1o5WIhNJLT2/lLa0B/OFsVNc8DAftnDIK08HB2zFO7BBa4kCLtFVppxY1sk9gJ3bILpKfsxvL4erGXMG7BAC7c12FQ3jcrlC41kUTlA3dWbj26hO/r2VRcOElkDgHxKcpTB9zIbVcm/KBRVBpaiyXTngcd7SzPB/JcxjmuHUWkg9BWVjv1klYJGVdNsnrkaD5QSCPEQF70L1SHKgJNrjVXCoj2BNCwxCqgj9wCJuzGEf8AFlvPoHXdLHztTZbtHF7Z1HUNHnMYC5svVnkdsx1dM53UJWE/A5dnTUTWIVVJQiqZw8RFEzFOQ5R+kpyiJTB/AORaSKSGQxTNcyVpwQQQQeog7wsi1zXAOaQWnpC8861VZD1fsKQ1pbmNjZkM4beEzKYjwP4AkYpc6ZnDcDD6EXTMmVVIw+hVSF79y9wHH3O3x3KkdTv3O4tPU4cD4ug9hUr0Zqqq0ffY7tTgvhxsSszjbjcRtN7CCA5p6HNGd2QbZ6vaIS4wjKwV58m/jXyfiTUJ6KIqB281q6SH57d23MPhOmb1KP3hAR1VU001HM6nqG7Mjf5yOsHoK9x2a826/wBujulqkEtHINxHEHpa4cWubwLTvHiwT2DLdZRMImETCJhEwihzyC0A2mGz28UhiVCbblUdTkIzSAqUyiUBOs/YoJgAElkwATKJlDs5DuIB5v8AbJhYL86FzaKtdmE7muP3PYT7XqPR4uGguVLkvhr4ZNR6ciDbiwF00LRulHEvY0cJRxcB9sG8d/4dfeT1eWkwiYRMImETCJhEwiYRSu0dyHk6u9Z1i7yC0jVFxTatZN2Y672vG9CImMuPiWcRAehTpmExkS9jJ9ilEhote9PxVLDU0TQ2qG8gbg/ydDu3p6esbv5OOVWss1RHZ9RyulsjsNbI7LnwHgN/F0XQQclg3t3AtNjCKyLhFJw3VTXQXTIsgsicqqKyKpQOmqkoQTEUTUIYBKYBEBAe4ZrwgtJa4YcOIXrGOSOWNssTg6JwBBByCDvBBG4gjeCOKwBuzRcZstmpMRQIRt0aIdmz0Q8DeYSRJ2Sj5Xwh8QKAFScdhOl6APiIAAXP2W9y21/My5dRE7x0t7W/OOnx8dX8onJtR6wpzX0WzDqGNvev4NlAG5knxNfxbwOW4ArHlIuRhJF5EyzNdhJR66jV4zck8CyC6Y9jEMHqAgPxKYBEpiiAgIgICOyopY5oxLEQ6NwyCOkLxzW0VXbquShro3RVcTi17HDBaR0fQRuI3jIIK+DOatUwiyDrLYMpra1sLDHnUO1A5G0zHlN2Tk4pQ5feWxiiIF84gB40Tj9gqUo+odwGwuVviuNK6nkxtcWn2rug/MesKVaO1TW6RvcV0pSTDkNlZ0SRk983qyOLD0OAPDINvse/aSrBlJsFiuGMi0bPmbgn2C7V2iRduqX6fCokoAh/DmpJI3xSOikGHtJBHURuK940tVBW0sdZSuD6aWNr2OHAtcA5p8oIKx1uyPGT1PfGwF8Qp152/wC3bv8A86RJKd//AAfc+/8AizI2WTmrrA7/AKgHvu9+dRPlEpTWaIucIGSKVz/7rEn/AGKobNsrwgmETCJhEwiYRMImETCJhEwikl+jMzS4+I63QOv9UZ37iKcfrShU064eQNMi5Bz4fJMZwZb3PygHx+WBhEADwiaO+k7zfzcXY7n2Q4fl42cY47vCz147cbd9cCnZyWN0jEXem5ldG7ccCnLzLtbXDvs81s8dkOJwMExtyRLUSYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIpv8ADFM4r7DV9fLKjVkx+4JznsBi/wAIlKQf4O+QrWJGzTjpy/8A7F6O9D6x3OXWT7gNph5SZ/o+FTryDr0omETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKCXVJ+1k9Rf8AAS5dfk/7CzL2D2dov0uH941Wdx9j5/zL/klR79lx+0UcGf8AdM/lh8gs9NrU6v8AsImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIv5z/tY/B62as5jQPNmBg3brVPJmtVit22wNW6h2Ve3VrmuN6t8jSqiRRQYfVVrmvxjuPFQSnerMZHwgPu5zDxK7WHdhXt9AvrP8WNtcL9M8a98br1/pzkRx4pkLqQYfadrh6PHbHo1MaJwuvLLSJ+zPY+In5BOns2rKSYEcmk0nrJZwZH3ZZJQ1QVxc05z0LJHW760/FLjrw73PqTTG8ddbe5L7toVl1XTqrqu4Qd4PQWd4inVesWwbrL1h9JxlT+pmAkV141s6UB6/khbAm3M2ByugJVGtJOehax3ssPB+2b656suVMtBuiac4kxU3MqzzpucsTO7guFckqxSaixWOUpXcjBxk27sDgUTG9yFg0BYCg7RBSgXN53Y6VJj2xz/TUcQPwfrZ/nGe4KpHwWyX7Nn9pX4Y/wC6K/Kw3rlRwXF/hK8vKrimEVMvXI6m1o6XvEBntLXNMY27bO1LwlqXWjqeMU9Sps8/rVhsbi6WSPIqk7nUYaNgFPdY9MyZHLxRPzlColOU9CcLk0ZPYv54HELSavVL5d2m882ecmotFV2Ulm9z3rvnkduvW1JulmSerCihWNV1+/WOALY7A5aMhatU2qAQVbYIp+YUhCs2LqnFdh3DcF/Rg4ncheirwk0tWtCccOaHAiha/rhPPVIhyz0E6nrTPLooJSdvuk+rfQf2a1zAtyC4duDCIEImikVJukiinXcuohx3lSJ3oho/qU8IOUGqdBbo1HuetbX1dtDTLO9ar2HUdk1Cv7Jk6V50E2kp+my03EtpauyU1FSKzRRUF00FUTmIBFSCavFBuO9fzXOihyJi+n/1YtL2Lfip9bVqMtOwNB7oUs/+hP1BL22Hm6IqvaVHIlThmNO2GVgvKqrdiNWrRcxxKBBMHEcV2uGW7lsIe1wc4NO3fUPGziFq/Y1Q2BZXWyVOQN/JSrFFWRtVoWvU6wU6gtZp9Du3bRBzbjX+Tdt2wnFUEI4q5ylTVbnUFcWDpUt/ZGuLNg1Pwv3NyTtEU4iXHKTZsQ1pxXSJ0lJXWulWc7BRNgS8wpTA1kLzbbG3TDt2ORkVQBEpyjlQqPO/C2zMquC/kWdcX7bVzu/285X/AMxYTOB4rub4IX9YzTv/AEItWf7XFH/yZjM5rpWnxdPayL5p7lHZeP27uD8DSIfW29JLU+1LIz3BYJWerMHWL2rVrfZY6sm1m1CYfxsU0XetmYOCFdmKQhVQKcD5xyuzYGNyu26m/U54h6i6cW99sV3fmpb+721pC7U3RcLTr1W7NJ7FuOx6nIVqsBDxEVIupB3ExLuYI9l1fKAGLFusKvhOAEGq4gHK0g/ZjOOd53R1VdTbJgox4NE41V+97P2PYCoHBhHEmqLZ9f0yFM9MX3YstYLVaETotxHzlmTJ6oQolQUMSg4rsecNX9RTOS6UwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFQD7Ud9oo5zf7mb8sPj7hFITpbfayenR+AlxF/J/17nmS/+ztb+lzfvHLbFu9j4PzLPkhTtzEK8TCLU39sb+1k6L/Dt1l+T/yezYfJr7Oy/ojv3kSjWqvY9n54fJev/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEWsJ1GPtv0T/3tqjflPbbzyL6L7+qVq/9xd+5evXnoQP613X/ANub++YunZ4AXv5MImETCJhEwiYRMIp79B7/AErvIz/vhXM3/OWGfX7ku/8Au10//wCy0X/4tGvkDypf/eVf/wD3mt//ABmRXa5O1A0wiYRVN88XfTB5Ubv1L0wubMND3ndm4arJbW0pSpSrbDjZRowaMr775YqbuerxrGLpE8drrKWIo0+W2i74rVJFVBcjhBNWiqMjeOCph5ZdC6U6bnH3eXLnpo8/+V/HKa0LQrju2Q1TbdhMJ3V1wiKFDvbTOVUW0TF1Rks4kI2OUBijPM7E3evgSQXKBVvOSYXIOycEBZe5Yc3t4cnfZa71y4lGoV/b+19MVmm7CXrrZSKbvmDrk3A6A2jPso5AQBhFXunNpJ2dukIIN2skYpf1kgALoQAB+F17S9J6q1g6Wmu+OtX4j9MtDiZdeHMBANJqy742JFe9a6u2r28m42XakRpZ4BjbJFKWPYpF6KolTljqOfO8QeZjeqnZznflTF4GdP2e2F0L0+nzyI2JqraH1UUfdOvoLYupb0021QYlB9si12XWM1AW9m2Qay7zVlsM0VSRKUxWbiKI1+xR8IOhcScOyqedbdTLaOv+gxtLhtJkky9QLU+4z9JisUFB15l1cTl6kparU55GIpqA5aKVzVkfOV+MclEP9GK4kPiIKpDC6Fyx32ejirR+cPHuQ6a/s3+5ePmnnIpWTW3HWrUu6WGC81BSxTu19k1CH5CWdNYhU3ZWdgSvM+qTxiJ27A5EvF4Uw7OhcQcuyVHLi9U+qpJdLHTuhqNxD6aTriffOHtajkZS2702LEOLDQNj6yby8zsC8sE6WvX2FusZJ1ebl1PMMijKLqqAfsUDA3qp2c9OVK/gNo7ZnG3oHbb0ptHZOq9rSdG0LzMa162aZ2I02nQTVSUh9kT0dERdzYoN2z5WGfyrpuogUvZmJAQDsCYFB0IfDXq9mZ4/6dqPSd467Xh9eVFPZe25rbttvl7VgIte1TknWd5bDpFZItPLNVJQrGv1unsUWjcqoIoKEOqQpVFVDGBUee+VerKy83rJ7Rf1GLXxr1Jx33DtbTOltQ0GnRvJa92qmMtaainKRrGVcSOsVK7DTbor2yTEuou9UAiQETmXBSn8DtQh3SuW7ZGeCkxrHjhz2snXB4zcx+SbDgnoGytNHX7W2ztU6R5AykztHdWvlaTtYlWtKmv7PXoew24YS3GjyKvCiZJFjXidziDECFdKpu2cDgtpTKrgmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRab/AD1/uwTpW/gAXz/JPqR5E9c/1Wqv7P8AfRrM6f8AZeH9b5DltJ555Wy0wiYRaR/SFUIl1M/aFFVTkTTT51yyiiihgIRMhN/80DHOc5hApSFKAiIiPYAzbF9Y+Wy2WOMF0jqUAADJJMcIAAG8kncAFB6V7I62ukkIbG2UkknAADnkkk7gAOJWw4yfMpJsk9jnbV+zXATIO2ThJ02WKUwkMKS6B1ElAKcogPYR7CHbItWUVZbql9FcIZYKyM4dHI1zHtJGcOa4Bw3EHeBuKyFJWUlfTtq6GWOakeMtfG5r2OGcd65pIO8EbjxC+nLZXCYRYWtEtA1TZ0NPWNVvCRX1GTTVnKmanKk9mXUvGHdM3Dhsic6q6Me1KdMh+/cDnEvqA5fwskmpHRxd8/nBkdQwd/nKz1JDU1lpkpqUGSbn2ktzvDQ12CATwLjgkdQWZG7hF23QdNlSLN3KKThusmPiTVRWIVRJUhvgJFEzAID9IDliQQcHiFg3NcxxY4YcDgjqIXtyi4phEwiYRMImEUO+oh9r/wCc/wCB3ya/zK3bMjZ/Zel/SYvltVtWf0SX8275JXdPZn/tJHCn/dH/AJW2+ctdc/1pqv7P9zGshp/2Ih/W+W5Xt5ElmUwiYRMIuFf1yvSrr32UgYWSe/J7mJ97fxbF46+SnpineRvvDhBRX5PdnIAqo9/LUEA8RR7Z2NlkYNljnBuc4BPEcD4+1c2ySNGy1xAzncTx6/GsFOuJujTOiyUPVpGoTCDwz2NmqZa7VWpGBMsk9Qdta0eOmE0K3GyCEiuVy1Ypt264KCJyCYCiW/F3r8bL3h7MYIc1rgeHhZHfEYGCckK+F1rcbL3B7MYIc1pB8eRvIxuJyVFrkFx50vD3DU0DJxVlgahdZCRjLpsJ3LWu2fJarZ7BDBRhpixOrAxqsxd7BIN0F5ZfyzA0amQKYCHUAMrbrjWvhmkaWumYAWsAa3O45OAAXBoBIaOk56lk6C4Vj4ZXtLXSsALWYa3O45OBjaDQCQ0dJz1LVr6SUDdqd1B+vNWtcKJS6Ne5iSNQ8dheo/KgmZ7s5exsDZl3q6AtnzuNFidR0kYoA584RAoiABk6v0lPNaLVLVd6XU4duG7wIiW46M53dWFrqzPt013uEly2m5qtsbIOCNuQuZgbxtZGCOGFsnUGed2anwc1IESJIOmyiT/yQ7IHfMHS8e7WRL+xRXcNTHIH0FMAZCqmNsU7o2+CDu8R3q/uVMykrpII882DkZ44IDgD2gHC7fnQrFMImEWKtwLGNWY6JalTUmJy1VdjBpqqkTR+UkJppJIrO0zAc6zBEGI+cBSHECD37AAdwvKIfZS93gNY4nxYxu7d+5ZmxtAq3TP+0RwyF+7fslpaQOonO7eN6yrlmsMmEXRdiWhvWatMrleoozLiNcoQLIBMq+fSjoUmDBNkxQOD12YH7xEDeUAiTxAI9gy4poTNM0Y7zO89AHE5PDgFkbXSOq6yNpaTAHgvPABo3nJO4bgePFe3W7BxGUGnMHbVRk6a1yJSdNF2xmi7dyDNIV03DcxznTcFVEfM8QgYT9xEAERAKVTg+pe5pyC47+PSuN1kbNcp5GEOYZXEEHIIzuwerq7F3XOhWCYRMImEWu50MtTL7P5u+0ErRKwksdZ5iV5zENlDlI2kU326Oa/v0eoY3YqThcGCQoqCIFKcvhN2KYTFn96urbZQ2gSj/h5KbDj0jDIcHxDJyOrxYOp9X6Hl1lSVMlC7F2o5HOiaThsgeXbbD1OOw3YcdwIwcBxLbrHbR0xdOGT1us0eNFlG7pq4TOiu3XROKaqKySgFOmomcogYogAgIZ3se17Q9hBYRkEcCF5angmppnU9Q1zJ2OLXNcCHNcDggg7wQdxBXz5VdSYRMImETCJhFwziuV52sZy6gYZy4OPiOu4i2KyxzfdMqogZQw/wjmcp9Tako4BTUlwroqZowGMnla0DqDQ8AeZWklvoJX85LBC6Q9JY0nzkL0r1OrOkxSc1qAcJCHhFNeHjlU+33PAdsYvbt97O6n1fqylk56lulxjlznabUzNOfGHgrg+122RuzJTwOb1GNp+ZdHl9cMods7mNfGWqk+0SVeINo5dcsDLKoEFQsfKwZlTRyjZ14fB40yJqpiYDAb5oAM8s/KZX3qqhsvKKGXfT0z2xvfM1pq6drjsmanqg0TB8edrZe57HgFpaNokYeq0/DSRvq7FmlrmguAYTzbyN+y+POyQeGQARnIO7C73WZtOyV2En0ieUSXjGb/ye/i8g7lAiiqHi9PEKCoiTv9PbIBqmxS6Y1JXaemdtvo6qSLaxjaDHENfjo2m4djoys1bqxtwoIa5owJY2ux1ZGSPIdy5zMArxZH1vtG0axlRfwLkFWTgxPlSFdCc0bJJl9A8xMogKDpMoj5a5OxyfAfEQTENjrjbKW5xbE4w8eC4cR9I6wd3l3iW6S1netHVvdVsfmneRzkLs83IB1jocPuXjeO1pLTZXrTcdP2c0KEU6BhOJpeN7XX6hCSCAlD9dUaj80kizKP8A01L1AO3mFII+HNcXKz1dsf8AZRtQZ3PHA+PqPYfISvX2kNf2HWMAFE/mrkG5fA8gPHWW9EjPwm8BjaDScLLGYpTdMImETCJhEwirq5NagLWJMb5XmwJwE268Mw0RJ2TiZlcRN7wQhQ7JsZQ3cQD7FNfuX0A6ZQ2Fpq790x9w1B+zsHek/dNHR42/CPESvKHLFoNtmrPVNamYtdS/ErQN0Up37QHQyTj1Nfkbg5oESsla0YmETCJhEwiYRMImETCLOmst/wB01uklFkFKwVtM3ckLJqKFMzKYfEcIp+QDrMQOb18AlVRAREQTAwiI4S5WGjuJMpzHUe2b0/lDp+A9q2Vo7lQ1DpFgo27NVaRwhkJ73r5t4yWeIhzOJ2cklSxg+W2uJBMgTDKfr7jsHmgozSk2ZRH4gk4YrGdKAA/SZuT+D7kVn0pcYz9hdHI3x4PmO74St4W3lz0lVMAr46qll6ctEjPI5h2j5WBRu5HXfXF9lYGYpaq7uWTbOWs4+GOcx6DlsTyBjCKA8SbrrumwiqXxgTt5YgUTCBSgEi07RXGhikhrABESC0ZBIO/PDIAO7y+XOo+VrUektT1tNX6ec59cGObM/YcwOaNnmwdsNJc3vhnHgkDJwAI15I1qFMImEU5uOG9ItnHR+uba4BkogqdvWplwcAaKIrqiolDvlT/8zKprKGBuoYfLMQQTHwiUnjhOorHK+R1xpBtAjL2jju+6HX2jj079+PSXJJyk0cFJFpO+v5tzXFtPK496Q45ETyfBIJIY496QQzvSG7UzbA2bvIGbZuxAGruIkmzkTfYg3XZrJLCPf07eWYch1O5zJ2PZ4YeCPGDuXoK6QxVFsqaef7Q+CRrvySwg/AVSZm51860wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRWAcN2wErl0edvnLzcc2Efug0YKKgH+IXo/x5A9YOzUQs6mE+c/5L1HyAQhtpuFR0uqY2+9YT/wB6mVkOW/0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRQS6pP2snqL/gJcuvyf9hZl7B7O0X6XD+8arO4+x8/5l/ySo9+y4/aKODP+6Z/LD5BZ6bWp1f8AYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRYm3lonUHJXVtt0rvfX9e2dq68R/ydZahZmpnDB6kRQq7V22XRUQfxMxGO0yOGT9msg9YuUyLN1U1SFOBAcbwtSfkB7HXoq1WWRmuNnLq/6egXjhV03o+zNcRm4m0d5xxP8AJ8Xa4q36ylkIxqJvCj763knXllAFV1T91Bphcw/rXGaM9ji07X7ExluRXMu97OrrZwmu5p2rNWxGp1X5ETgf3R3b7DcdoOBZOvD4VgbxzVcExEE1iH7HKwm31LbW47cb9IcTtS1fRvHnXUBrDV9QQUTh61AJLCCjpwJTv5iZk3yzuYsVhlVigo8kX67h66U+cqqYQDtVcCc8VU31YuhrrTqu7L1Vsq875vOo3mq6NJ0djGVOpwFhbSzaTn1p4790vMPmirddJVYUwIQBKJQ79++UIyuTXYVg3T54bV7p/cQtR8RardZnYkDqX6vfcLjYIxjDS8x9Xmzrps1173Gxyzhk2+T3tzUap+A4+NJAph7GMIBVUJycqZmFRMIqs+q70uaV1V9N6505eNrWnUkfrvZqezGk1VICJsLySeJ1Ww1YIty2l3TRBFqKFhOr5hTCfxpgHbsIiFCMqrXYVDX1m3x7/dq7l/FlSP8A0M4wuW2U+s2+Pf7tXcv4sqR/6GcYTbK2Beld02Kf0s+O1p48UnZ1l2xE2jcFj28vZLVBxdfkWj+xVChVFaGSZRLp02UZtm9DSWKoJgOY7g4CHYoCIblxJycqvjqi+zgcYuofsiX37Rb/ADPGDf1m8pS82SvVNjd9f7FfN0E25J61UBaaqjltblkEE0lpKOlWhXIFFV02cuDCqIhVDyNyr541ex56ept8ibPyi5XWLdVNiX6DxbWGudcjqdtYyNVQVKwsN4eXq5zhIZ/4fLcoxrWPe+UJvJepHEDlYVS/qW4nS6XU9c1CsUCh12HqFJpUDFVapVavsUIyDrtdgmSMbDw0THtiJt2cfHMW5EkkyAAFIUAyq4Ls2EWrPzK9ly0pzG5Q7q5PWDlbtKlTW6Lm5uUjVYag1OTi4Nw5Zs2hmTJ+9lUHbpEpWYGAyhCm7mymFzD8DC2eKnAJVSrVqrIOFHaFar8NAIu1SFTVdJQ8c2jk3CqZBEiaixG4GMUBEAEfTKrgqKuqD7PXxK6kt2ebtSstl47cipNkzY2DZVGiIyx129kjmiTCMe7E19IuodKdmotg3SbpP2MnFPFG6ZEnKjgiSAJUIyuQcR4lTLR/Yz26Fpbq7J58LSdKbuSGdx9H4/Eg7TLswMHjQby89tewxNdcnJ37KmYyhSj/ANLN9FMLlznYtsbg/wACeM3Ty0430rxmo31MwKzpOWtdnmHRZq+7EsZG5WxrLerOZu2Vl5LygEqKKSTaPZJmFNo2bpD4M5LgSTxUycKiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwioB9qO+0Uc5v8Aczflh8fcIpCdLb7WT06PwEuIv5P+vc8yX/2drf0ub945bYt3sfB+ZZ8kKduYhXiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//XlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhFrCdRj7b9E/97ao35T2288i+i+/qlav/cXfuXr156ED+td1/wDbm/vmLp2eAF7+TCJhEwiYRMImETCKe/Qe/wBK7yM/74VzN/zlhn1+5Lv/ALtdP/8AstF/+LRr5A8qX/3lX/8A95rf/wAZkV2uTtQNMImEVU3Ur6TepOoytqi/r7K2Nx25J6DkFpLS3IrUTwjS4VMyz1tJ/Jsm094jlpqJZy7Qj5n7u+jn7B4BjtnaRF3Ka9FUOx4lAuxdCLlPyBjmeu+cnWW5Sck9Ae+RziwacqWtoHR7a6Nop0i+ZRtwn22wdhoWNmV22SUMLyOXUKqQFUjJLlIqRhctoDgN6u/f8SePb/i264XjreHa8bnOqVNLBrdmZ0ixbUE8MMIRk1kBXPLJyyCHZwSSFc0gD8AdisLn9cGq45Oc9KpYZdD7ljB6VkOGtY6w294jga/jJKmfoFOuO+o5ba7bVEudwlJazaclV5tG0NK+6i3J2QooxCbArMxmxWgNDGbjTCrtDjjerxeNnHfVnE3RWsuOelINSu6w1NWUKzVo5w5M+fqJA4cyEpMTD8xEhkJ6xTb5zISDjwEBd66VUAhQMBQquJOd6rAkeh5x0keqc26oCtusBZ9OYjL460WWDiw1++2/C0lemRGz15EHRXoS0esoWZTSBv3+XCmdCqPmKENTC5bRxhW3bZ1ZQ946xv8ApzaNeaWvXWz6hP0a61x6ZVNCXrdljXEVKtAcN1EnTNc7VyYUnCJ0126oFVSORQpTBVcVQZF9D7lhT9NzPDzXHWD3rVOCUuxnKoXRT7jtqSybSjdZWRR2E3ruK5JOZxjaoyEfMnyrYU20Ug0I3UOiVqCB1EjUwuW0OON6tvoHCPTmnOEi/BDTiD+j6kS0xedORD9QyU1PtktgQ9gZWS5yqqhWLeZtExOWZ5LPDeFuiu+XP4CJJiUhaqmd+V6un3w6g+AXELT/ABHrl3ldjQuokbsiyuc3ENIKUmgumyLhsZczqKYO3zRoLF1bztSeBU/jTQKcewmEAITk5UTuYXSqkd2cn6xzl4o8prvwd5iQ1K/Qzs20anr+q7bpmz9fEOko1gtl6nt0hCwlpcx4NkE0F1nfl+U1beYioozZKNqIDgYPBezh70qnWj+Tto5y8puUN65u8yZ+jl1lC7Wt1DqWpabrmgicTuYPW2pqY5lISqrvwVVTWWTdnJ5Tlx5SSR3bxRyQndgcFbvlVRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi03+ev92CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwi0zeidpuh7f6mXtFLW/MpeVjYrnS6SJEMbRZK9GSCctv/m0V0SZbV2Vihl0iAwJ5abgx0yeI/zfnD39q8lNc622unrqaKldcI6aldFLJBDNJCRGTtQvlY8xOO7adHsuOy3f3ox5f5VqCO5VPcdTJUihfLUCSKOeWKOUFzRiZsT2CUDfhr9oDadu3lXXXirUrjdsaxwMFE2aqajfVmrz7Fd1D3KcqUfc5KXsTCwNI20KspFnHImYN4ox2yzowAut3J4RExcz/K3pDUvKjbLbf7PTRV2q4ZKiGocyWmimdTMZC+nMkLnsdIQ51QGvY0kNbh2RsEQ/kz1Np/k2uVfZLnPLR6XljglgD4qiSFtQ90rZwyVrHtjBa2AuY9wBc7LcHaB7znjFesEwi+KSYISsc/i3Xj92kmTpg48o4pqeQ8QUbq+WcPUh/LUHsP0DnJrixweOIOfMuyKR0MrZmY22OBHjByF0XWsk6GKe1OUMkeZobtKtPFkSlKi+ZItEVoOUTIQTFSF9EqJioTv3IsQ4dgDsGXFU0bYmZ4Eg2h2HpHkPwLIXWJnPNrYc8xUt2wDxBJIe3yOzg9IIWR8tVi0wiYRMImETCKHfUQ+1/wDOf8Dvk1/mVu2ZGz+y9L+kxfLaras/okv5t3ySqz+hv1yOltw86W3F/jnyM5Qfod7l13+jX9WNO/QU5EW75H+q7kRtu9V7/wBGGi6ks9VkPlCq2di6/sV8v5Xn+Ur4FiKJky+q9KX+5X+etooNumfsbLtuMZxGxp3OeDxBG8fAuFnvFupbdHBPJsyt2sjZceLnEbw0jgVbJ9cwdEj92t/Nw5bf0DZHvUNqn71/aQ/xFk/VBaPdv8D/AKqfXMHRI/drfzcOW39A2PUNqn71/aQ/xE9UFo92/wAD/qp9cwdEj92t/Nw5bf0DY9Q2qfvX9pD/ABE9UFo92/wP+qn1zB0SP3a383Dlt/QNj1Dap+9f2kP8RPVBaPdv8D/qp9cwdEj92t/Nw5bf0DY9Q2qfvX9pD/ET1QWj3b/A/wCqn1zB0SP3a383Dlt/QNj1Dap+9f2kP8RPVBaPdv8AA/6qwzvf2lro7Suvpir03ku2vspaWwxJkJnjhyRVqsW2VdMyunljZz2ra47eolZKKnbkZA4VBwkUTAQPCYb2g0PqNlQJZoTGxm/dJHtHsBDjjfxzjcryh1DY2VAlmqdhrd+5su0fFiM9PHONyp09n+t9L2Dy660N+1vPNbVru78jqRb6FaGMPYq8yslLsuzeWszVp5nAW/tbINrMQb1BwmzlP9EWxFATc/rxT5JtXslit9tjnBbM2FwcCQSHBsQIy3vTg7sjcejcovRzsqrlW1UeTHJOXDPHDnPI6B0HqHiHBbE0VTL7V2KUJWrlBHg2xlgYknqqs7kmSKy6rgUhdx05Gt3ogoqI+M6JDD39ciT56eV3OSsdzh44dgHyEHHnUvmr7bWSGoq4JO6DjOxIA0kDHBzHEcOAK5D5O221HwoWejyxVQ+cpI1aXjTtDB9CKUfYXBXRBAf2Zkx9Pj8c4bVEeLJG+JwOfO1dXO2V/hQ1DMe1ka7PjywY8mV8dDudkmrBaKzPxiS31OOBbEtURHvmMC/dIg297jBTeunxkpFr70Q3YqxwOTxD4Sdg8XKogijjZLGfCHgkgkdR3Y3eT/LsuNBSwU0NXTPI50Z5tzgXgb8O3Ad6cdQwevoyvlmsMsQRLVB7uO2PTAhNEiq9BpIPl0jmPUpFyC5FoGNUMqduBpJoUXjgxCEVL5xSGMJRAAvXuLaFjfBy47vbDrPiO4eJZyZ7o7HDGMxl8r8gf8xoxh7t2e9PejJI3EgZWX8slg16l10myCzldQqSDdJRdZU32KaSRBUUUN8R8JCFER/gyoBJwOJVWtc9wY0ZcTgeNYTocWS+SjjZNkFOVIk+kGFIYPIEjRnDxDWVFxHzUau8SB2/cSSCSKpHZiJHIInKX07eG/qH9zsFLF3u4F5ByScbwcbhjfu3qQXGY26EWqlywloMpD8lzi3DmOA3ANOQW5IO4ntzjmPUeTCJhEwiYRUsezZ/bAPaFfwxKf8A56ucOSLXHsRZ/wBGd8iBW2nf6XW/nB8qRbNm59Cw+yUF5qIBGIuiKP609AvgZzIJE7JNJchQ7+Z4SgRNyUBOmHYDAcgFKWL2a+zW5whly+jJ4dLe1vzjgew8Ypyg8mVBq6J1xodmDULW7n8Gy4G5so6+hsg3gYB2mgAVkSMc+iH7yLkmyrOQj3KzN60XL4VW7luoZNZI4eodyHKIegiA/R6ZsqORksYljIMbhkEdIK8c1dJU0NVJRVjHR1UTyx7Txa5pwQfEV8Wc1bphEwiYRMImETCJlUWM9QKFCgQjARAHcIaQg5FuI/rrN/GSLpuu2WJ9kmcoFKYAHsIkMUfgIZtHlmjceUSuuAGaOuENVC/7mSGeGN7XtPAg5IJG4Oa4cQcR7Srh6RwwH7bDtRvHS1zHEEHq6/EQVkzNWqQphF9DV26YuUHjJyuzdtlCLNnTVZRu4brEHxEVRXSMRRJQgh3AxRAQyjmte0seAWEbwd4PkXbBPNTTNqKZ7o52EFrmktc0jgQRggjrCmLq/lZIsDNYbZCZpNj3IiSzNEgCTal+xKeTZpgCcikQO3iUSAi4FAREqphyIXPS0cmZrcdl/tDwPiPR4ju8QW/dGcttXSllv1cDNTbgKho+yN7ZGjdIB0ubh+N5DyVPGPfspVk0ko10g9YPm6Tpm7bKFVQcN1iAdJVJQvcpiHKIDkFkjfE8xyAtkacEHiCvTNLVU9bTsq6R7ZKWRoc1zTlrmkZBB6ivszgu9MImEXodOmzJus7euUGjRumZVw6dLJt26CRA7mUWWVMRNJMofExhAAzk1rnuDGAl54AbyfIuuaaGnidPUPbHAwZc5xDWgDiSTgAdpUV91b11k4pllqsdIpWuUmY1zHIIxiZ145o4VD+xpBeTMUrJQGK5SrEBEypzKEKHYoD4glFmsdybWR1UjTFExwJ2txI6QG8d43HONx8i0ryh8pWjpdPVlkpJW11ZUQujaIwTG1x8GQyY2DsOw8BhcS5o4A5FcmbDXktMImETCJhEwiYRMImETCJhEwiYRMImETCLNSPIDZSVNdUlSUbuo9yyPGBJu2x1p1vGqp+SqzRkPPKUxDoGEnjVTUWKUfmnL2KIYY2G2msFaGkSB21gHvSevGOvfgEDs69iR8qOr2affp10zH0r4zHzjmkzNjIwWB+1wIyMua54B3OGBjCuZla7TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFYHw4dJnq9xZAIea3nmTo5fpBN5HgkkI/eMZift/BkC1e0iphf0GMjzH/NepeQGZrrNcKceG2qY4+JzMD5BUx8h636mETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKCXVJ+1k9Rf8BLl1+T/sLMvYPZ2i/S4f3jVZ3H2Pn/ADL/AJJUe/ZcftFHBn/dM/lh8gs9NrU6v+wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKgH2o77RRzm/wBzN+WHx9wikJ0tvtZPTo/AS4i/k/69zzJf/Z2t/S5v3jlti3ex8H5lnyQp25iFeJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX/9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEWst1RaLyAhupNV920LiryN35rl/weqerFp/RdEj7ghEXaP31tC2uoiXPJ2OuINlkoKRbLCBTqH8LhP5vY3cNEcvXJpqDlNsVDbdPSUsdRTVZlcZ3vY0tMbmd6WRyEnJ4EAY6VvnkE5TNP8mV7rrlqFlU+CppBE0QMY9wcJGu74PkjAGBxBJz0KLH1Zclf3trqH/iOqf9KGeXP/CZymffNn/v5/8A7KvUf/iy5M/ve7/3MH/2lPqy5K/vbXUP/EdU/wClDH/hM5TPvmz/AN/P/wDZU/8AFlyZ/e93/uYP/tKfVlyV/e2uof8AiOqf9KGP/CZymffNn/v5/wD7Kn/iy5M/ve7/ANzB/wDaU+rLkr+9tdQ/8R1T/pQx/wCEzlM++bP/AH8//wBlT/xZcmf3vd/7mD/7Sn1Zclf3trqH/iOqf9KGP/CZymffNn/v5/8A7Kn/AIsuTP73u/8Acwf/AGlPqy5K/vbXUP8AxHVP+lDH/hM5TPvmz/38/wD9lT/xZcmf3vd/7mD/AO0p9WXJX97a6h/4jqn/AEoY/wDCZymffNn/AL+f/wCyp/4suTP73u/9zB/9pT6suSv7211D/wAR1T/pQx/4TOUz75s/9/P/APZU/wDFlyZ/e93/ALmD/wC0q4nok622rrbirtUu39VX/TViv3MPkvtWHpGzYVOv3FrT9g3FCdrTyVi0Xkgg2VdMluxgTXWTA5DAU5gABH3pouz1WntIWuw1xY6torfTwSFhJYXxQsY4tJDSW5acEtBI4gcB4K1reKTUOsLpfqEPFFW3ConjDwA8Mlle9ocAXAOAcMgOIB4E8VcPkmUYTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFpv89f7sE6Vv4AF8/yT6keRPXP9Vqr+z/fRrM6f9l4f1vkOW0nnnlbLTCJhFqP9AL7Zt7R9+Ha1/KA50Z7I5OPYKH9Epv3ZXm3lG9kG/np/lNWzrs+mNtia8udJdIoLBZK7JxzUXChkSNpRRsc8PIEcESXUauIyWTRcpLEIc6KqRTlARKAZtO0V3pbc4K7iyORpcMAhzM4e0tO5wewua5p3OBIO4rVF2ovTG2z0X3ckbg05I2X4yxwI3gteGuDhvBAI3hVNk3SjSY+Jr+yIuXjbyyK5gZqIOmoEk4nIl/8AJRXhTSTGAY+4TrdA0gR0cyLYqZwKUxx9Q0Ryh8i11tNzuF2083ntLuq4jSuY0Br46sbTYYmiWZ7pIJHin5sbcjth0jg0YB3TyacplFqSnobHepGU2o2Uc5qzK8/YzRg85PK7mo2tjmjYZ+cw2Npe2Npcckemgz9y2khYrPX7w9ga+NleR8OwfVKEkPDGt2jA4LMZAq/kLqA4UUTE5VXaPcg/shEA1hqbS9z0bVxWvUdIYLk+Bshjc8c40OLgOcYCXRk4yGyBj8YONkgncVo1Roy/UYqdPOjuNLH3j54nTNidKPCDHOY1srQCMujy3OW7WWkDtDmj7Dn03aFh2M4jiJRxWsQrSmqsCdR/+vAaWnCGWWcuVB/Wx93buUEB7GAAL37jHhUU0ZBiiB35O1v3dQ+kglZplwtlMWupaUOJdl3Onb3bu9ZwA6d5aT412uk049SSmVXcwvNSthlVpqXdCgVgxF6sAEN8nxaaq5GSYplL4+6ih1DB3MYfQA6aifni0NaGsaMDpOO09Ks7hXCtdG1jBHDEwNaM5OB7Z27PZuAHQOvu+W6x6YRMImETCJhFw9irtft9fnanbIKGtFVtENJ12zVmxRjKbr9ir82yXjZmCnYaSQcx0vDS8c5UbumrhJRBwgoYhymKYQHkx743iSMlsjSCCDggjeCCN4IPAqhAcC1wBaRvCin+p39P/wDcMcO/5Mulf+JOX/pxd/vqp/vX/WVv3HSe5R+9b9Cfqd/T/wD3DHDv+TLpX/iTj04u/wB9VP8Aev8ArJ3HSe5R+9b9Cfqd/T//AHDHDv8Aky6V/wCJOPTi7/fVT/ev+sncdJ7lH71v0J+p39P/APcMcO/5Mulf+JOPTi7/AH1U/wB6/wCsncdJ7lH71v0J+p39P/8AcMcO/wCTLpX/AIk49OLv99VP96/6ydx0nuUfvW/Qn6nf0/8A9wxw7/ky6V/4k49OLv8AfVT/AHr/AKydx0nuUfvW/Qn6nf0//wBwxw7/AJMulf8AiTj04u/31U/3r/rJ3HSe5R+9b9C6fdunB0714V1JyPDbi3XG8E2dSikpX+POo2S7dBsiKy6i7JvSF2komRNLv5S7dcPiBQARHv3wXq8iQMbUTuLjjBkefh2t3kIV9QU8LZxDFTU0rpCG7L42EEk4GCQC3xhwXZtL0TQnFyitpyjcfaHqBfYJBLbpLSujKnQRsJKw6m/qJUuzKgwEMos5Wj5hUY/3lIySKz1cC+QCp+8t09o6+8oVfPQ2ytpO6qYMLY6qrbE5zXnEjoTKdl4hxtTAO2wwAta87lF9e6p0/oCoE09NVG2ylw26aB07I3tYHBkhjy5vOPJjiJBaXDDnNHfGV1Ws8PcYKOsUE6K5YSTVBwQvjSFw0UWRTVOxfpJKqg1kGgqeBZITCZM4CA/dGM6n0zd9IXyo0/e4jHX00rmE4dsSBri0SROc1u3FJjajeAA5pB7Bcac1Da9U2aC+WeQSUU8bXAZbtMLmgmOQNLtiVmdl7CctcCPH0GzWe6yUxO12iowMalW0GZrBbLM4VBmxXeMflH3NixbJqHWVRj10ljLKCVFPuJRDv2EcbFFA1jZajaJfwa3icHGSfHuxxU2pKSgigjqriZHmUnYjjAyQDs5JPAbQIwN5XYtdNYJlXxbwthaWlczxZ5PzbWQbSIv7C/Ik7kXCx2pzpoGVFQokS9BIl4A9fiPVVGR0mZGlgxgDGMAcP561a3R9RJU7U8ToW7IDGFpbhg3NAzx7T0nK62O0JkHtpRR13YpOPrMy9hVJKEcx0kou4bN0HCJhiTrNJPssm4KY4JJreWQ5RATCPYO3uRmywmVoc9oODkfDvHxK7Fog5uFzqqJkssYfsuDm4BJB77Bbux0kZIPDp7PriEcQdRiySKYknJQp56xHUIJXC07NG9/kPefF84VW6iwIB3+xIkUvwAM6qqQSTHZ+1jc3xDcPp8qtLpUNqK15iP8Aw7O8Z1Bjdzcdhxnxld5y3WOXHyyCLqKk2zhFdw3cR71BdBr396XRWbKpqotvCIG89QhhAnYQHxCGcmEh4IwCCF2wucyZj2kBwcCCeAIPE9nWsBa8mtrN6Ux8upNjsYZuuigW2yDmFnXUe1MqDFiyYRsA48RY1imREFl00TujF8RSduwmyVTHRmoOXnacfuRkZ6SST0nfgZwpJc4LM6vdmY85IQTzbQ5gceJJc8eEcnAJDek9WV9d2SQt1QibFJpRiDqUK4X92il1HDdqkDlVNFssooY5gfIJkAq5fTwKgYvYBAQCyqYmwzuiZnA6/wCeHV2LC3Slioq19LCXljMDLhgk43kdh6Osb13bOhWCYRMImEVLHs2f2wD2hX8MSn/56ucOSLXHsRZ/0Z3yIFbad/pdb+cHypFt5ZrdSlQJ5b6+K0fRmxI5ACpSRiQ9g8svYAfopCaMfqdgEe7lokZE5h7AAoph8Tes70ncC9jrfId7e+Z4vuh5Dv8AKepeZOXTSwgqYdV0jcMmIinx7cD7G8/lNBYTw7xnS5QryZLzwmETCJhEwiYRMImEXQZehouZNxP16Zk6lPuwJ768i/IXj5QyRfAkeYhXqarB+omT0BQATW7enj+HbYdm5QJqW1R6e1JQ0t409Dnmo59tk0AccuFNUxFssQcd5YS+PO/YznOEqrIySpdXUE0lLXOxtOZgtfjhzkbgWuI69zvwlxh5rYVWDzLDDMbfDpf26XqSa7SbbJF+Lh3WXiq5XYevcwNHBjFABEExzKx2Lk41Yea03W1FmvT/AAae4ObJSvcfuI66NrDH1DuiENJwDIM7rd1ZfbaNqviZVUg4vgBbIB1uhcTtduw4n8Fd9hpuKsMc3loV8hIR7koik4QMIh4i+h0lSGAqiC6RvQ6ZwKchvQwAPpmvb3Yrvpu5SWi+QSU1xiPfMeOg8HNIy1zHDe17SWuG9pI3rNUlZTV9O2qpHtkgdwI+I9II6QcEdIXKZiVcphFLXQfIFhRY4tNuCbkYArpZeLmGxDuTxHvR/NcNXTQndZWPMuYypTJAZQhzmDwGAweCKX6wSV0ndlHjn8Yc07trHAg9eN2/cQOI6d58mHKlTabpBp+/h/pWHkxytBcYto5c1zRvLNrLgW5cCT3rgRsz8g7DBWZiSTr8tHzDFTt2cx7lJyQphDv5aoJmEyCxQ+yIcCnKPxAMgc9PPTP5uoY5j+ojC9QW26228UwrLXPFUUx+6Y4OHiOOB6wcEdIXM50q/TCKEHMO1KJo1WnNHolK4F7NzLNNTsJyJGQbQwuCFHuZIVfejAU3oJiFN27lAQmukKUEy1jhvGGtPwux/h8685cvl7cyOisEEmGv25pWA8QNlsW0OrPOEA7sgHiARBTJwvNSYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIpGcZb2nUNgpxb5UEoq4JJQy5jG8KaMmVUTwzg/0fOcKHb/cD3juPoGR7UtCaugMrBmWE7Q/J+6Hm3+RbZ5HdStsWqRRVLsUNe0RHqEmcxOP6xLOznM9Cs+zWa9kphF8MlJx0Mxcycs+aRsczTFV09erptmyCYCAeJRZUxSF7mEAD17iIgAeogGdkcUkzxHE0ukPAAZJVvWVlJb6Z9ZXSMhpYxlz3kNa0dpO76TuUfZflTqeMVUSauZ2dFMRL5kTECVI5g9B8B5ZzFeMvf9kAeEfiAiGZ+HS91lGXBjPynfVDlqyv5a9EUbyyF9TU46Yotx8RldH5+HUue1hvqrbQmH8FGsJSJkGjQz9unJg07PmaaqaS5kjNnCwEcIGWIJkx79yj3ARApu3Rc7FVWyFs8jmvjJwdnO49HEDcccVk9G8ptl1nXy22kimgqmR7bRJs9+0EA42XHDhkZb1HIJwcZyzBrZCYRMImETCJhEwiYRMImETCJhEwiYRMImEUEuqT9rJ6i/4CXLr8n/YWZeweztF+lw/vGqzuPsfP+Zf8kqPfsuP2ijgz/umfyw+QWem1qdX/AGEXS9h7I13qKnTOxNr32l6w1/XSsTWC87DtMHSqdBFk5JnDRppmzWR9GQsYWQmJFu0QFdcnmuV00i9znKUSLFGqOYPErfFmXpejuUfHTc1xaxDqfc1PVG7dabEszeBYuWTN7NrwVQs8xKIxDN5JN0lXJkgRTVcJlMYDHKAlXBHFZF2luHUejasa87r2lrnT9KLIM4g1w2ld6zr+rFlZAFRYRhrBbJOIiQkHwN1PJR87zFfAbwlHwj2KnFdT0/yf41chXM6z0FyG0bvF3V0GDmzNdP7aoOy3NdbSqjpKLcTqFLsE0rEISSrFcrc7gEyrGROBBESG7EwRxWcsImETCJhEwi9Dly2ZNnDx44QaNGiCrl06cqpoNmzZBMyq7hwuqYiSKCKRBMc5hApSgIiIAGEWF9PcmuN3IZSwI6B5B6Q3ktUyRitpS09teh7MUrSc0Z8WGUsCdLn5s0MSWNFOgbC5BMFxbK+DxeWfwkwRxWb8ImETCJhFhDcPJrjdx5Ur6O/uQekNGrWwkmrVktw7Xoes1LKnCmYFmVK+ndJ+ENMkiTSjUHItgUBAXKXj8PmE7kwTwWb8ImETCJhF+CIAAiIgAAHcRH0AAD4iI/QABhFwf1UVn/34oL/4rx//AJ8YRfcylYuSFQsdJMH5kgKKoMnjd0KQH7gQVAQUUEgGEo9u/bv2wi+/CLoM9tbV1VsEfU7Rsmg1u1S3lDFVqeuFeh7BJ+ebwI/J8NISLeRe+cf0L5aZvEPoGEwu/YRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEVAPtR32ijnN/uZvyw+PuEUhOlt9rJ6dH4CXEX8n/AF7nmS/+ztb+lzfvHLbFu9j4PzLPkhTtzEK8TCLU39sb+1k6L/Dt1l+T/wAns2Hya+zsv6I795Eo1qr2PZ+eHyXr/9GUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLUf6AX2zb2j78O1r+UBzoz2RycewUP6JTfuyvNvKN7IN/PT/ACmrawzYS1wuk7B11TdpVh9UbzBMJ+EelUMCD1siuoxeGbOWiUpGqrJqCxlGiTtTyVyAByeIfoEQG+ttyrLTWMrqF5ZOxwI6jsuDgCOkZaDjrAPEAizuFBS3OkfR1jdqF7XNPWA5pacHoOy4jxEg5BINdEk2l9IC3p20ECRMVFkSja1shNoLWi2mKQAEI5V5IJlFhUrJ7uUpXUe8OiQVimO2OqiICXTXKHyRXi73Wo1ToRktxo6uV0stK0mStppHkue0RnMlTDtEmKWIPeG4bM1rm7T9maH5TrZaLbBpvWj46CqpY2xRVTgGUlRGwbLHGQfY6ebZAEkUhY0uy6JzmnZb01zuuuuZSNh6nHy1vXkpyKgk5WNaKt6uk5kF3h1jBYHCXkPyNYaHkHoHZEdInIyOUVCCICGAg5BtY0mnanVerDDZ7RTUskxbO4GqcGs+xtFM07TDLO+Gn2Z3RSMdM13NuAIOYm5atKVN+p9NaYE11ulRUxwh0LSKZpc/7I41Dhh4jhbNPtQtlY5sRbttJBGZM0itwphEwiYRMImETCJhEwiYRMImETCJhEwi9Thug7brtXSKbhs5RVbuEFiFUSXQWIZNVFVMwCU6aiZhKYBDsIDlQSDkbiFya5zHB7CQ8HII4gjgVh7TYTce0ttUlToLM6daXsLDLF84js8esASqALoqunXlNSNZBH3YAEAKl8z18HfL2u5txZMzwnsBPj4dnUcrN33ueV8NZDkPnhD3DdjPgnBwN+Wna7d/SsIb9gKnrmxUe6xzebijWDY1YdWNtBLEShFU4WQVlJGUPCt2oqurJIJuTEIqQwHMUhih28agK+weQW/at5Q7Be9E1j6Kr7i07WRUjqlhfVA1MbIYYG1D34jpInMaSwtwC5uchrDH4s5bLLpfQl8s+r6RlXS9136lkqm079mnIp5HSyzOga3L6mRr3APByQ12MFzw/wC2y3h1IXyy13WcgzswbGrrVaQZRnkjLQElHC1r8kpIEfCgWFUCFb+AxHRSqpqHKcU/meugLryaa001ZDfNT22oo7dTVQg5yUANe97XPbzeCTKw4OJY9qLI2dvJAXqrSfKXya6oqqazUN0p573DFJO2Nu2fsLXDIfhveSNkePsLyyXZBOxs5IzLS4+Kp1xvkAzRJHxreCpcxHtwL28xi0i30M8eF7AArqFViSAsf1MdQ3c3cR7jr2dz54I5Hb37TgfHkED4dylNfLNXUNNUvO1KZJWuPaXBwHZuduHQFy2rwcvo6dtrhqZileZ4bNFtFFElF0YVaIiWEYd15BlEiOXSDDzjFAxvCCgAI9wHtwq8Nc2EHJjbsk9uST8eF0XfYjljomnadTx82478bQc4uxnfgE48iyblosSmETCJhFgCLd2TWEwxq5oNhMwdtu04vDmiZKScTjKNknZn6zpxHrxJkhaQiSxRcnO7MYfGJgEQ9AyT2xVbDNtFsjIxnIGCRu454no3KSyx0t3gdWCRzKiCnYHbTWhhc0bIAcHZy8jvQG9Cz/mNUaTCLjSTUQpKrQZJNgeZbtiPFoortAZBJqqPYjg7QD+eVI3p87w9vUPuh3582/Y5zB5vOM9C7TBOIRUFjuYJwHYOznqzwyuqqbQ18mjLLjbYc5IIiisqVFwLhdqmm9LHGN7sgVRysAvVCJl8sh/EY5e3fxF79opKklo2Hd9w7d2fiV4LRcy5jeZfmTwcjAO7a4ncN2/fjgeo4qK9mketZLnn7QTIsViuWUhy6o71m4J4gIu1dbl5vLt1iAYCmAqqKgGDuAD2HM3rppZarO125wp3A+8gWIsMb4q+vikGJGzAEdRDpAR51t+ZrZSZdWutUYXerTVWkuwN5dkdAq3hA5mjoglWZPUyj2AVGbxMioB37CJew+gjl1RVUlFVMqo/CYc+MdI8oyFhtQ2Sm1HZaiy1f2qeMtzx2XcWPHaxwDh14wqeLFX5SqzknXppsZrJxTpRq6SHv4REnqmsiYQL5jZykYqiRwDsdMwGD0HNu09RFVQNqITmN4yP56xwPavA92tdbZLlNargwsrIHlrh4uBHW1ww5p4FpBHFcLncscmEX0tGbt+4TaMWrl66WN4UWzRBVy4VN/epoolOoc33gAc4veyNu28hrR0k4C7oKeeqlEFMx8k7uDWgucfEBknyKRVH4vbCtHlOpxNKmxZ+xhUlkzLSxyD9KMMkdNVMwfSVyo3H7gDkerdTW+ly2DM0v4O5vvvoBW19OcjOqr1szXINt9EemUZlI7IgQQeyR0Z8a7TtPjASl1F1aK7PPZk0OmVxMMXzRBIx2XiAq71kdub5gM+4HOmcDfrQGN4+5fCa2tepjWVYpqiNrA/c0gnj0A56+g9fRv3ZrWnI03T1ifebTUyVBpxtSse0Aln3T2FvDZ4lpz3uTtbsGIeSxaITCJhEwixzLUt8zk3Floj9vBzbs3mSsY7SUUrVkMH7OTaIdlWUh9x43AFfiByn7j22ZZ9cUFba49L6/p5K+xQjFPPG4NraIdUEj+9kh66aX7HwLHMICwFVaJoqh1wsr2w1jt72OBMMv5bRva7/AKjd/WDlfOXZARIeVeK3OVRYnopIEaLT1bUH6DITUQk48opw9ezhJAxQ+PwHtcO5MTdzz2g7nQXeF3CEyNpK0djqaoczaI4ZhklDjw4jPAag7l728081K8cXbJkiPikYDj9ZrSOldqiLjVJ8SkhbJCSapw7g3ZyTRZ193sZqVX3gg9voEoDkSvOitX6eBffLZXUsTeL5IJGs8khbsHxhxWSpbtbK44o6iGRx6GvaT5s5+BdkyMLILl4WwTlbekkYCWkId6Tt2cxztZoqYoD38tQUTlBVIfpIbuUwfEBzqmggqGc3Oxr2dRGVf266XK0VAq7XPLT1I+6jcWnxHBGR1g5B6QpL1Hlrd4gEm9pjY61tSeEpnJe0NLeH4dzLtUVY9Xwh9AtimMPxP69wjdXpSimy6lc6J3V4TfMd/wAPkW4LFy56joA2K9QxV0I+6+1S+doLD/dgnpd0rMj/AJb0dxXJQ8ewsbGxDHOyRrZyxYqoFk1EFCNFBdJPlUxapODFMcxiFN4QHsQR7AOHZpStbUNEjo3U+0MkE5xnfuxxx/8AVT+p5dNOS2mZ1LFVxXXmXCNrmMLecLTsnaDyNkOwSSAcA96eBr5fyD+VeLyEm9dSD90cVXLx6uq6dLqD6eNVdYx1FDdg7eoj6ZP442RMEcYDWDgAMAeReWaqqqa2odVVkj5al5y573FznHrJOSV8eclbphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi8iHOmcqiZjEOQxTkOQwlOQ5R7lMUwdhKYoh3AQ9QHBAIweC5Nc5rg5pIcDkEcQVbzp27/oga+gp5ZQp5MiIxk2Adu4S8cBUXKhil9CC9TEjgC/sSLAGalu9F3BXvgH2vO038k8PNw8i93aB1H6qdLU1zkINYG83N+dZucezbGJAOgPCyfmMUyVb3Km+yUzdlaUiudKCq5GZlGxDCCb2YesknirtcA7AoLVu6KimAgPliCgh9mObF0vQRw0QrSMzy539TQcYHjIyevd1LyRy16nq7hqI6djcW22iDctHB8r2B5cevZa4Mbnh3xHhFRWyULSi7vri5L0C6QVqRTOunGuhB62IIAZ1GukjtZBuXxCBPNO1WMKYm9CqAUfoyyuNG2vo30p3Fw3HqI3g+cb+xSTSWoJNL6hpr3GC5sL+/aPuo3Ate3qzsk7OdwcAehW9wE9E2iGj5+DdpvouTblctHKfcPEQREpyKEN2OkuioUxFCGADEOUSiACAhmpZ4JaaZ0E42ZWnBH89HUekL3fa7nQ3m3xXO2yCSimbtNcOrpBHEEHIcDvBBB3hcxnSr9MImETCJhEwiYRMImETCJhEwiYRMImEUEuqT9rJ6i/4CXLr8n/YWZeweztF+lw/vGqzuPsfP+Zf8kqPfsuP2ijgz/umfyw+QWem1qdX/YRUhe0d/aX+aX/qDoj8p3SuUPBcmeEtJzpTOpLgFzO6PnLV08ctdY8zmGzteXSQcqmRiSPZLkDt7jJZY92cRAoRlNZhT7GqID2KqJTCA+EQNQLsO8ELYQ9pisc/yq5N9NXpRa/kVyS26dqxW0thptB808NGWCbX1XRrM4RIB/7ErUCa7yLoDlN4UGxTgUe3rU9S4M3AlRo9kLjWMBv7qVRDEPd4yEjtQRrMqqpj+QxjbpuJq3BRdUwmP5bdEPEcw9x7dxHKBVfwCtOu3tOvFgtu21GcfOLvMXlbrrQ6LiQ21u7TWtot/rOrVxq6eN1bmtJOZ332OpS3ye4FvJzSMK2cggcyYikHmDXKpsHpVwPDDqC8Zed/G43KbR9xWQ1nFLz0fek723aVWf1fN1aNazVkhNhNjSD6KhnUNBvm75RdJ65YHYrprpuDpm8QVXEgg4VORPameDEntWz1mo6a5VXjSlHmG0XduTFW1rHSGuaxHvH6kc1u0tEBYS2uMobhZMTkcvWrSRVRKcU2JzgCZqZXLYKmvwR63nFLqE655WbO0xr7kJWIHh/SYC+bLabPqmt4WXnIixwWzbAxbUVvVNsXVlJySTLVMiVUkg4jEiqrNwKoYp1TJMqhaQoKM/aseCdt1/YbZq3j/wA07/aq24dLyetmmq6QM7F1GNYtnstsewzFZ2dcq1XKHGndEancuXRXQuh7A38kp1yMquwVZb0/OqfxQ6q+l9oWTSx7rAyVDjiw23dWXmOjYi/VJnaYqYLGSKCkTLTdfl4SwoxL8jB62eHEVGpyuEm6geWLiuJBaqB+kvze6O3DDQ/Ovk/wq0f1D3NXob/ixWd4VnYcVqG63mePsGw7chtZL61hIPbRYxRtDvW0upOHev2Rk0FG4oFXEDlIGFycHEgHChz0w/aINsF5v70tvM+x8rd90DaabKhaO1trOm0VeB1OpLbMQ+R5Cy6/a27X9RrpmNdURZu5NuWTk1DEOVRRbuJzUBVS3duW1Oy6xnGR91OD9KNGi72LyII7fsxualZ1+Gl/NjtEueQa5gsRdnnvHlmpjYzUg/U53GUEExAEO7kK56Fw2Tja6E5LdYzjJxY52aI6e+waLvaY3PyFd6iZ0uzU2s6/kNYRiu6Ngyetqua0TU3s+vWtkmwnIpRV+LSFeik0MUyILqCKRWUDSRlfN1LOszxM6Ybmm1DbKN62VufYjEstT9Kali4qYuS0Cq/WiWtmsK0zMQsVXYCRl2qrRmY6qz184RVK1bLFQXOkzhA0laUftFPUq1F1FicNn1G1/uDTexNOt9+xG19O7xpp6heKge5foJylPlQKk5fR0nA2hlDvDtFSqpuezY4rN0QMkKlCV2NGFvK9SDqwcVemHVqjI72eW2037Y6zxHW+m9XxLCwbFtqTBVu2fTANJSVg4aErjJ68RRO7eu0jLKnFNqm5VIomWuV1hpKidwp9oJ4n8uOQcXxTt+sN8cUN+2bwkpNO5CVWMr7G5P1mR5JlX4uVYy7p5HWSTjkjrM20myYovvmpNV13CiaJmVUtI39ClvI9VDj5GdSaB6Wy9O3IfkBYaotcGVwRr1JNp1KMQ1pM7UOg6sB9hp3Uj4a9BrIgUleOn74YhPH5QisVnoVMHGehWW5VUXxyLBtKx76MekFRnIs3TB2mU5kzHbPETt1yFUIJTkEySggAgICH0YRa3u5/Z3uiPojUW0N2X/Rl4jqRqSgW7Y9seBvzcQKJQFMgX1glAblUuhCqu1WkeYiKffxKKmKQO4mABpgLmHuO5cJ7LXxLjtL8FbdyVc1RKp2PmXs6ZvMHD+c9drV/StCkZmp6urQvJQ60o9boyS09ItnK6hlHbKSbqG7mHxmBHnfhXz8tJjble4sck5/QLFaT3pCaF29L6aj2zNOSdPdpR1AsDygtWkasmqjJPF7Si1Ki3OUSLqiVM3zTCIVXAcd/BalXS84xdEbf/Twc7s5x3jUOx+Td5NsCY5d7K5Hb1eQW8qPek7LPthRTPO3OJstSM0hkGyzB42SFxLnP5h1HBzCinTcuw7QO7grPPZpbfuW2cB7qlfrRfL3p2p8lNpU7iNetllf/AFVWbjnAtK02rq6S0kmR26rjCxjJt2fi7laKpuGKQEbtEUkwXF/HtWw3lVxTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKgH2o77RRzm/3M35YfH3CKQnS2+1k9Oj8BLiL+T/r3PMl/9na39Lm/eOW2Ld7HwfmWfJCnbmIV4mEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9KUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEVCfPDkJzaS6g0Nxj428lIHj7Q2XDesb3mFZHRFF3E+m7dL7s2Hr5ymVa1Pop1GNfkaDaCBU1jpgdIR8ACcxs1dypcokvJzbKa4RUjas1E5j2TIY9nDC7OQx+eGMYC2Lyc6Gi11X1FFLUmmEEIfkM285cG4xtMxxznJWJPlnqs/vmFX/kNab/AOOGaR/8UVZ/6NH/APJP8Bbc/wDDxSf+qP8A/jj+Mnyz1Wf3zCr/AMhrTf8Axwx/4oqz/wBGj/8Akn+An/h4pP8A1R//AMcfxk+Weqz++YVf+Q1pv/jhj/xRVn/o0f8A8k/wE/8ADxSf+qP/APjj+Mnyz1Wf3zCr/wAhrTf/ABwx/wCKKs/9Gj/+Sf4Cf+Hik/8AVH//ABx/GT5Z6rP75hV/5DWm/wDjhj/xRVn/AKNH/wDJP8BP/DxSf+qP/wDjj+Mnyz1Wf3zCr/yGtN/8cMf+KKs/9Gj/APkn+An/AIeKT/1R/wD8cfxk+Weqz++YVf8AkNab/wCOGP8AxRVn/o0f/wAk/wABP/DxSf8Aqj//AI4/jJ8s9Vn98wq/8hrTf/HDH/iirP8A0aP/AOSf4Cf+Hik/9Uf/APHH8ZWCdJjfu9uQXHza0ryKvkZszYmr+WPInRP1bRVKgtfNp6v6kt6dZhpBSrV3xxka5dponVOUqixgFTwiofwgYfUum7s6/afob25gidWUkUxYDtbPOxtfs7WBnG1jOBnHALzrf7Y2zXurtDX842lqZItrGNrm3uZtYycZxnGTjrVoeZpYhMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWm/wA9f7sE6Vv4AF8/yT6keRPXP9Vqr+z/AH0azOn/AGXh/W+Q5bSeeeVstMImEWo/0Avtm3tH34drX8oDnRnsjk49gof0Sm/dlebeUb2Qb+en+U1bWGbCWuEwihpyot24qeeJVr07E1fUU/GfIVwuCFZPNWamTS0iApPzvnEoSJhIacj1AZpP3DB43Yue4rAUVUTkz9G+KGx1Vba7e66avpiZIaUz80yZgYc7LGxl874nDnDTslikmZ3sbtppa6P3AVEl4pqS4VzbbpWoHNzVIh5x8Ty4Yy9zwyFkje8E745WRP3yN2SHNjfXqE0j5kLfMz05dbctHkZDZLA9IuKbYUyEMWKjmibeKjEVESFIXyk+5EQBMpgJ3KPlfX3LDqrXFGbDUR09Bp1s/OClgZsjaBOzzsjiZZC0knDnBpd3xbtBpHonRPJVpvR9WL3DJPXX50OwamZ+13pAzzTGgRxhwAGWguDe9DtkkHIGakW0FFmd2/sELkdlVG1Pf0h9bz0JhNumyzyZj7VHsxUm20hBMbY2llYmPO3VVM9UbMm/klHwHU8IGP63s3IPpJnJlHrDVb7nBf2UPdj4I6iBkUtNIdqnMcj6SQRzSscxjYdud5kLQQwuLWeXrvy06ofyhv0tpllumsbqzuRk0kEzpY6hgxOHsZVML4onte50uxC0RhxBcGhz5Lxb1CQYoOUH7CTASmRWexZyHYrO2xzN3oIeBy7BMqbtI5RTFU5kxASmMIgI55XudFPQV0lNPBPTHIc2OYESNjeA+PayyPJLHNcHBjQ8EOa0AgL0pbquGto2VEM0NQMbLpIiDG57TsybOHPxh4cC0vcWkbJJIK+/LBXqYRMImETCJhEwiYRMImETCJhFFy47dfax22vHzUy4s1Nm4BeTXh4+KTWkaE5iot69J+uRzcyr1vMoRq6xyuDFOiiUyoiCaYif1Forkei5UuSdtwsFvFBq+grREKh8rhDc45ZGh5IldsxOpg9oDogWvcNjBe/DPOGruVWXk35TXUN8rjXaWraMymBkTTLb3xxuLQDG3akbUFjiRIQ5gO3kMbl+LYbkN73F7GtkYnGwFkmKvVnyTKSdJKMELM2km9YVVait5IvWpouTZODdw/WQIJT9wKYw3J9D/wClnKxSaLrXVFw0syQvllhY5sogdFUzNY8N2th7nUssbSD3+4swXtasxVcuPpryHt1lTtgoNTh80EMUr2ujdIJKQOewnZ2mR91seQ4d7tEOyGuKyDr+bsu2IzXkG9rc7c5iS3pV3tueDWHb+s0auBemjhum+XXinMMswf1cAKkgcqxFGK6qqv62Aiba1n5MRoflJqr/AGsxW3SdFp4xQfZQ2avnfRgSEt2+da5lQS+R52cSxxsYCc7Olrlyhu1loClsdxElx1NV34SzfYnGGigZV5jG1sc2WvgAZG0bWYpHveQMbWa57Q2w2erNqbN3BKWyJvGkLTtC46jWZXQkxBSVVXioSQYoOyySk1KPYgAjFmzdJwu2cmRWMisUQAoBsStuWndQVEGkKCGnqLDeaWCnrGvh2Xtk2ntLmloa1kjS5sm00ODXta9hDt6hNJbL/ZKafVVwlqIL3aKqeekc2baY6PZY4NcHFznRkNczZcWlzHOY8Ebl0TZlilIO3UWw1SuqWxeaq9tjTNGavcZGPV+QZBkIETTVUXRarG84SlDuZIxxAQ7CIfNGOkfFz9FWkwzQygODhgtc0ua4HqORg9oX01sAorpaZHOnaykc6GVj+Iw4Ow4Hh3zSMHxcVlTX0I/rlKrUFKKJKP4yLQauBRE5kiCTxCRAhjgUxgbpGKn3EPXw5j6mRstQ+RngkrHXOojqq+WohBEb3kjPx+Xiu4Z0KxTCJhEwixPcWVu+rWrz8VXi2KGrsdKKINGkxHRMgE5KpqR66rk0n4EV2CUUb9bTIoXuscTG+wJ3vIHQ8w+N7tl7iN5BIwN/R05+BZmhkou4JqaaXmp5XNyS1zm7De+GNngdriSDuG7iV2+o2lC2Qoy5Ga8YdF9Jxr1g7XaLLMnkS9XYu0lVmay7cxQUQESmA3YSiA/AQEemaEwybGQdwIIzvBGelWVbRuop+YLg8FrXAgEAhwBG4gHpWP8AYMoWbLSjw1ufR1Xf2VeMlrJT5FBUzeRUarNoFu4eNfeUvclZsxUlinAUvGYpVO3cBC5pmc3zm2wGUMyGuHR0+XHBZK2Q9zmoE8DXVjYg5rJWne3ILyAcbwzeMb8ZwuimrtZg5mRq2x5N4hNTst8tU/ZXyiLKckExRYwxY0JVNIvyfJxbcqKKqRgFs4SUBQSgPcAuOdlkjE1KBzbRhzMZA4nOOkHj1hZEVVXUQNrLWxpgjZsywbOWN3l21s/dNcckHwgRhZaPqHXR/kowVhgkrDrRazVdAFEFljQ6aabMj9RI5RkEvCiUVCLeMqpigJ+4h3yy7tqt/fnDs/Dxx1eRYUXu6Db+zOIeHAg7wNrjjqPVjGOhVOezVt27Tnz7Qc0aoItWrXl9S27Zs3SIi3bt0dz8300UEEUylTSRSTKBSlKAFKUAAA7ZmNckutNnJ3k07vkQLBWBzn1tc95JeZQSTvJJdJkk9a2981upQmEWG9q6Tq+00UnD0ykRYWiXks55kkRRXye4mK1kGxjJkkGhDGESlE5FCCI+E5QEwGzFrvVVayWsw+nJ3tPxg9B846xwxANbcndm1pGJagmC6sbhkzACce1e04D2g7wMhw6HAEgxTd8O7yRYxWNnqjhuBvmquzS7JYS/QJkEYx+Qpu30eYP8OSlmr6Ijv4pQ7s2T8O0PiWkp+QPUjZCKasoXxdBdzrD5hG8f4iu81Dh8ybrpurvZRkUyCBhiYFFRogqIevhWlHX9kmRN8BKmikft8Dh9FlV6ue5uzRR7J9s7efI0bvOT4lJLFyC00Uom1HWGVg/5UILQfHI7vsdYaxp6nDolnWqfV6e0BjWYKNhm/hAp/c25SuF/D8DO3h/G7eKen2Spzm+/kUqayqrH7dS9z3dp3DxDgPJhbxtFgsthg7ms9NDTxY37DRtO/Kdvc89riSuyZbLLrh7C2ReQE4zcJgq3dQ8m2XSEPECiK7JdJVMS+vcDkMIdvpzup3Fk7Ht8IPBHkIVhdYY6i11MEo2on08jSOsFhBHlBVJubnXzsTCJhEwiYRMIurzNJqNgKYJiuRD45vX3hRkiR6Qw/s0XyJU3qB+/7IihTffyV2XXWsdOuBstzrIGD7gSuMRHU6JxdG4djmEdix1XZ7XXA9108TyektG15HDDge0ELqsJ8oU62tKevJPZauz8bIP6yrJrndyUS8iDthkIVR8p3WesDNHZVW5lRMomBDE7mAAEJdfTbta6Pm1pT0sFHqW3VUMVc2BojgqI6gP5mpbEO9ilEkbo5mxgMeXNkw0kg4yj5+03RlqfI+W3zxudCXnaex0eNqMuO9zdlwc0u3jBbvG9ZSzUykiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRZ70bulTVT9+0kmjmSrEyZJV62aGT98YvUS+BOQYprHSQWMoiPlqpmOn4wKQfEHgADYK92YXSNr4yG1LOBPAjqON/aDvxv3b92z+TflDdomqlgq43zWaoIL2txtseNwewEgHI3OaS3IDTtDZwZiBym1H5HnfKMyCnh8XuowbvzxHt38HiDu28Q/9k8P38iPqXu21jZZjr2hj6fgW+/Xp0LzXOc7UbWPB5l214va5/Wx2qvbY9pQu14slpat1WjWXkBXat3Hg88jZJFJq3FcEzHTKsdFApjlKYxSmEQARAO4z+3UrqKijpXEFzG4JHDPE47N68satvUWotSVd6gY5kE8uWtdjaDQA1u1jIyQ0EgEgE4BPE9Jy8UcTCLMms943PWDdeOifcJOFcri6PFSyS6iKDg5SlVXYrN3DddqdYpC+IO50xEO/g8QiI4i5WSjubhJLtNmAxtNxvHUcgg/H2rYGj+UjUGjYnUlDzU1ve7aMUoJDXHiWFrmlpOBkZLd2dnOSs2J8ypsCgCtGijn+kycw7TKP8BTMlRD+Mcwp0fBndO7H5I+lbEb6IC4gd/bYC7slcP+w/GuWjOZQHdt05iigiyOqQrlzHzplnDdITACiybReLTI5MQvcQJ5qff++DOqXR+GEwz5fjcC3cfKHbvMVf0fogA6dra+27NOXAOcybLmjpIaYwHY6tpuetTUipWNnI5nLRD1vIRr9Ajho8aqAoiukcPQxTB8BAe4GKPYxTAICACAgEMlikgkMUrS2RpwQehehaKtpLlSR11DI2WklaHNe05BB/nBHEHccEYXIZ1q6TCJhEwiYRMImETCJhEwiYRMIoJdUn7WT1F/wEuXX5P+wsy9g9naL9Lh/eNVncfY+f8AMv8AklR79lx+0UcGf90z+WHyCz02tTq/7CKkL2jv7S/zS/8AUHRH5TulcoeC5M8Jas23+NLransq3BzkTWm6xbrxE3XuW4/KzLxhJMNfbI5TbXoVqIwUQ8LlA6dwXrEgoqQf1lGNOc3YC+MlOhc89+QpldDu5XLqvdYzd/Uz2fCrNYvjxx91vTatHLFIdnXdn3HXTHVyZIoQ8bcWL+Kgr3KHIT56TiWTP2T8QFyo3nKo7c3CxR7MZsat6ft/WX23cWC8rUNW6yitjWqLbN0nbmSrdIk9+WacYN2q4Cg5XeRkYqmRM4eA5jAA+gjlAjuAWOeMezecvOLiJ1F+UvHrbnCXphcPNb1jY0Vs7j/oDi3pWJmdiRMFq2WsTeuWyYQo7G2Piy9VsRodlNuJUhncm7dlYMEfAKQEOAQDvK+boyw+wLL0D+tRAa2LJObQ5Y2FRuwixWO9eQienmLm7sWLdDxKuHMrSmT1v5SZRUcAYEwAREAwOCq7wgpsezjch+GWtej/AMxa3ujYGrKtIxGwd0z+7atcZ6vRlhs2vrHp+nQ8CqSHlHRJGxw1gYx72IYN0U1vPkU10E0xVV7KVHBUcDtblDX2Yb/Si9cz8HDVn+bLmblAj+IU6fY4a9Bm4/8ANmdPEx55iV21rWvSMio1SUdvYONpU28YxLlU5TGVj27qbdqFSH5nicHEQ9cqFSTiox+yrtG0Vyp6oUPGokYxTHXzVozj2weU0bto/Y13asUUkC9kykaNxEiYdvmlEQD4j3oFV/BZB9jA/wDmkn+48/8A+pcBJOhdf9lxWRJ1M+pk1OqmR0pX7Usm2McpV1EW2/3CbhUiIiChk0FHKZTmAOxDKFAewmDuCP4Bcf8ALUVUfbNAkLPINYJk8uBoZq6lFiMkHEpc+nCat1RgkouJCHdWCfnGbRoQB8SzhwmQvcxgAXSn/LXx9Xa1V2x+1CdOmNgpmPlX1KvvASq2tsxcpOFYGxKcjZO1lhpIqZjC2kPqdtMe7FM3YwIu0zCHzgweKN8Arw3q4aQ3tgOvX3IVZq3o6131YOtXNmOmnAB73xNbR2ojQh3/APYyZibzFIiQk7f6OlVEo+Z646U/5ax77YrI6pc8oOJMfX1YVXckZpe7fonAxM2PMN6U8t8avqlrOCj3XS7SBbMq2TW7GBJYTlDwHKIijOHYvj67zXfcr7Q3xfi9dXWna82K6guKzTjVeNutknms6lPub1Yi1mcmWzyvWtopBstuHfHU7xr0oOgERSMIdgHiqt8Fdt5W8D+oPeOozw2t/PPqW9NonLOq2nSH6DtRipq9UTZljgI7dC0zR4yDr1I4wV1vKyMnelnyEUo9MmZRycxCqlIAiUqAjG4HC3U3N14Vk5Px9MeW3i4TmgrEHcRVTcz2py8n1YAKs+eqLR8Eq6Dax4gKUk5VMZNIUfksqph/WAOIclw347FKPComEWut7RhtC3WbQXHjp16ifihuTqQchKRpxqVLxmUjNW1qx12avlgdC3OVwhFNLA/gEXwiJElIpd74zgQpwGhXJnHPQFfNqPV9R0lqrW2m6CwCLo+qaHUtdVCP+Z4mlbpcCxrsMioYhCFUWLHxyfmH7AJz9zD6iOVXE71EfmXzIiNXcFOW/Jjjda9fbgtWi9P36xQx6lY4O9wMPcoevKu45WzErsi9S90rxl05J60UUSUUZIHARIBvGBVA34VHnT/6LXAfqBcKtd8xuXC135ScneWtTV2jszfyu2LpV5aoXebdPEJKrUqvUSdhKHEH1pJNTRp0X0W/J78yVKZMrYSM0qYXIuIOBwUs/Z6ORu2Nv6K5Q6W2HsZ3vGo8OeVN547aR3tIJtTyOxdSVhFuFUCUlWKYNZ99Gx6ablN4J1FjMJJqmcxgTIocFRwwtgvKrimETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEVAPtR32ijnN/uZvyw+PuEUhOlt9rJ6dH4CXEX8n/XueZL/7O1v6XN+8ctsW72Pg/Ms+SFO3MQrxMItTf2xv7WTov8O3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//05R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRa8/LP7csP/eyKF+VRtfPMvonf6t239Od+6cvQXofPZ2v/AEQfvGrKmeLV6vTCJhEwiYRMImETCLt3RJ/6AnK7/vkvOH/Owrn075PP6hWX/wBqpf3DF8+Ndf1zuv8A7jU/vnq5bJioqmETCKnqw9Q3bur+slTenntqoa5jtDcg+Pj7ZvGnZMSwszS9yuxa02cOLVR7hLP7O9qL4iKFKsS6KTSNZOSEcRZBMoZUxladK5Y73PSrPdx7UqWjNSbP3TfXnyfSdS6/t+yLY8ASAdCvUqAf2KXMiChiFO4MxjjgkTv3OoJSh6iGVXHioHdIjlryK50cKabyo5H0TXOt5ra9qukhrmra3j7THskdVQkuNYr0lPBbbNZn7ydmZqFknJXCJmrVeNUaHTQL4hOegVXAA4Cs5yqomETCJhEwiYRMImEUWOKnM3j9zUgtpWjjtbJC51rT+4bJou3TTys2Crth2FUYWtTdgYxLWzR8VKSEcxb2psmDv3ciKyoH8oTkKBzFUgjipT4VEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLUf6AX2zb2j78O1r+UBzoz2RycewUP6JTfuyvNvKN7IN/PT/ACmrawzYS1wmEXodNWr5q5ZPWyDxk8QWau2jpFNw1dNnCZkl27luqU6S6CyRxKchgEpiiICAgOcmPfE8SRktkaQQQcEEcCCN4I6CuL2MkYY5AHRuBBBGQQeIIO4g9IVV9lKx0vsu7UFRJ001dGPa+5q1hdCdSJpiluYGftqPMySncsdGe+oOAhlXBgTBEoNTH8REgPEeVjkurtW26DlA0xCJtQTNkFbSxN+yzmJ2yayGNu+R5aW91MYNou+zhp2pS3OcmvKJR6WuM+h9QymKxROYaOokP2OEStyKSWQ7mMBDu5nPOyG/YS4bMYd97u7wKT5rDRarm1WR+TzI2rVBqpZLE+T7gXzk46M84zVkUTfOdOTINUw9TqlABENE6Z5LdbapeXUdE+nt7HYkqanNPTxnpDpJANpw9ziEkp6GFbm1Byj6Q040Mqqts9e9uWU9N9nnkHQRHGTstPukhZGOl4XU9r8Z7a71FadoW6ks1rWS61y2zVSQdVFy/hNL0GMm5CRizS65StG1leuJJ48kDMnT5R2QqDUhhIBgL7a5PHR6Rs8WhbDcC2qfQ1Ebat3dBjdcqrYYyVseQ8QRhkUcQLYwzZdKWbZO15E15DLqe4y60vdCDC2tgkdStMAkbb6bbe+Nz8bJmkL5XykOkLstiDtgDZyDX28K2hIpOuNGLGCMxbrxTaNQQbMU2TlMHCItkWwFQKmoVXxfN9DCbv69+4/Pq/z3mpvVVJqGWee9iZzZ3zOc+UyMOw7bc/LiQW7O/eAMbsYHuCyQ2mntFMyxRQw2cwtdCyJrWRhjxtN2Wsw0Ah2d3HOd+crmMxCyiYRMImETCJhEwiYRMImETCL5adUoTZu3Aodzl5ZhWmdH+qiNr8PLSFdVvMr8tLR0w1ezUU4Zypo6qsQaKqM2y6JnBpEp1BMmkJR9OcitlscelKvVRpqas1DHcRT/AGeNk7aSHmWyRytikDo9uokMrWyvY4s7nIj2XOJPnrlZut3m1RS6ZNRUUthfQGfEMj4XVUvOuZJG6Vha/YgYI3OjY5ofz4L9oNAErpjjNo6aqiFLU1/ER0E1cS71BODM6hX3yhO1+Tq8pIOpOOcN5CTeO4WXWSOd2ov4hAhjdzJpiXdtJq/UVHWd3RVLzPssb3wDmhsb2yMa1hBa1rXMaQGBuN4G4nOqarSWn6uk7ikpmCDae7vSWu2pGOje4uBDnOc15BLi7O4neBj4qXxS47UBRuvWdT1ZJy080WzuYRd2d2gdYTeYqk5s7qYXTWMU4l8YGA4E7FAfCAAHC4as1Dc6p9bV1L+65I2xuewMic6Nhc5rHOjawljXOc4MJ2Q5znYyST20GmbHbqKO20sA9L4pXysje58jGyva1r5Gtkc9okc1jGueBtFrWtJw0AfbpEO0hvMA9ADe1nAAD6P/AEVqTnbqX7VbP/a4/wB7MujTv225f+5Sfu4VmSaims7DysI9KQ7SXjnka5Kog3dEFF63UbqCZs7SXargBVBHwKEOQ3wMAh3AY9TTvpahlTHkSRvDhvI3g54ggjxgg9Sz9RCypgfTyY2HsLTuB3EY4HIPiIIVKGraZb2NoQhLFPlTc6PsM3RZSrrNU0wIVjWU4aGloRQpfeSxM6zdA6AyxzgsCZTlHuIgXQvLjYayy6uqbxUbElHf3S3CCVm0QI5qmR3NSEtYOehwGyNaCGlw3kEE+hOSDWFguXJ9Hpe3U8kN0tEFNQVG2WgumgiiL5WtEjyYJTkwOOy4t2gWtLcKU+aPU6TCJhEwiYRMIou7SrFeZTqcbDWiVg7JsuehmbmvMpT3aAM0dh7jLS8nBMk2yj1GRRaeA/dZM67ofRQoGV75ajlkdHtyMDoomk5I37t4AJ4Yz1bh0cFLrPV1UlOZZ4WSUtJE4h5bl+Rva1rznBaTkbiA3o3DHtPrTY0E1VgoQ1ZnK8N5r9vMZ0oeFeLiz+SVXbAsQxZkimUYg+jfMKmRYRFMC9gE3cBCqpZDzkm22Xmy3dvG/ODk7ycFUF2tdQ8VE/Ox1Pc74t3fAZ2sHaJ2i4h2MkccrvO7amFiqyEgjEoSrytSLWXOl5RFJFSEQcIOJ1nFGUEEwdOmrYo+Af7aCfgABMJct6CbmptkkhrwR2Z6M9ix9gre5awxOeWRytLc573bIIYXdgJ8mc8Mrm3G2aUVkweRsgrYzSKp0kWFZQGbk0wRZBIvFHLFoYyyBGDMwGWAweMoj4QKJvTOsUc+0WvGzjpduHHA3nrPBW7bLXmRzJWiING8yHZbvOyME7jk8PoVS3s0b5rKc8vaCJJir57KR5c0d8zX8CifnNXe5Obzhur5apSKk8xJQB7GKUwd/UAH0zM66aWWqzsducKdwPvIFhLFG+Gvr4pBiRs2COoh0gPwrb9zWykyYRMImETCL8MYpSiYwgUpQExjGEAKUoB3EREfQAAMrx3DihIAydwCwzK8hNQRDpVk5uTZdwgcyanydHy8ogBij2ECPY9g4ZKgA/3ihszEVgu8zA9sJDT1lrT5iQfgWvq3lT0FQTup5rgx0rTg82yWRvkexjmHyOK+SN5G6hlZBtGIWVRNZ6sm3QUeREs0aGWWMBE01HK7IqSBTGMAeJQSED6TAGc5NO3aKMyujyGjJw5pPmB3+Teuik5WdCVtUyjirCJJHBrS+KVrcncAXFgDd/S7AHSVDbfOkZGgyzywwTRRzSZFwZdNRAgn+p9dwfuMc9AvcU2YKG7N1h+aJRBMw+MAE8vsV6jr4hTzkCtaMb/uwOkdvWPLw4aA5TOTmr0xXSXW2xl+nZX5BaM8wXH7W/qZndG7hjDSdrG1HDJEtSJhEwiYRMImEWOr20kW7uqW2Mj3MspU5R4s/i2RQUfuoaXjXEZInYIiJRdPGYqJrERAQFQCCAevYB2Vyf1ltqaO76OulTFRxXikjbFPKcRR1NPOyeESuwdiOTD43SYIZtAkYyRgb3FURy0t0p43SupZHFzG73Ojewsfsjpc3IcG9OMceP0Mdoa/ffNLa4dmuHzTtJdyWFepH+lJVpLe5uCKFH4h4ct6/ko5Rbf3zrRWzwHeJKdhqYnD2zZKfnGFp68rnDqSxTbhVRMf0teebcD1Fr9k58i7K2sMA87e6TkO67/D3aSZL9+/3PKWN375F6nTmoaLPdlBWxY9vBK35TQsjHXUMv2qaJ3ie0/EVy4CBgASiAgIdwEB7gIfdAQ9BDMMQWnZcMEK647xwX7lETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWS9c7Xt2tJAjiDfHWjFFinkYB2odSLfk9AUEUe4+6uxIHYq6XhUAQDv4i9yjjrhaqS5R7M7cSY3OHhD6R2Hd8amGk9b33R9UJbbIXUZdl8DiTG8dO77l2OD24cN2cjLTazTbXG3esxFoiRN7lLNQXKkoICq2XIc6Dtmt4fm+czdJHTMIegiXuHoICOraylkoql9LL4bDjxjoI7CN69tWC90eo7PBeqHPc87M4PFpBIcw9rXAtPRkZG7C7NlqswmETCJhEwiYRMImETCJhEwigl1SftZPUX/AS5dfk/wCwsy9g9naL9Lh/eNVncfY+f8y/5JUe/ZcftFHBn/dM/lh8gs9NrU6v+wijVzA4p6t5vcc9j8Xt0nsyestpJVdKznp0uhBWQCVG61y+xPybKuY+VQaCM7Vmvm+Jup40PGQPCJgMBVBwcrDer+m5xq1RwKlOnDBMrjL8b5ik7RobxvZrA1k7r8kbbsNqtNido2NCHYt0ZiOnbc4cRrgrTuzUSQN2OZPuYmTnPSv3p89N3jV00NZXLVfGtlcAhL7eD36zS9+sDWz2d/L/ACFEV9ox+VWkRCJEhIxlEeNs38kfLWcuD+IRVEApjCEk8Vi7hL0f+HvAmX5ByummOwbAlycimkHteF2lZou5QErDNXNocKRbSMSrcOmixkC3B6k5TVFcqyJikEAAB8TCFxKgbUvZa+mBUduutkoByFmac6mkZxTj7O7Ti3ek1jsnoyEVEyjFvSmewrFX4d54ToNJKxPCqeHwuDLpmOQWFXbKnhxJ6beqOllx75GVng7BXG+2q8RM5sCv0fct6YSUXado1ykyUfTa2tPMa9BDAQdlkEmrN6scq3kpm8wO3hEDMYQnaO9aTUVyb6Q9BvW4L/zN6PG1dI8167bJyV13x0q0jfR49T9u9zRPBjcdd366VEKq3bXbzRfxLaCkK+aN8sW7JcwmajTcueHdB3K6D2W/p+bWonEPmrauRNEuOtqjzVbUnXVYgbCwd1W4y2uKfU9oxEvdmEdLMwexkZYD7fcIxbldAPePcDOCEO3MiorULi85O5bAXTz6ZHGvpk03YlF41q7FVg9nWeLttlHYtpZWl6ErERRodoEc4ZQMCRq190MPjIYigmP6+IPhjGFxJJ4ro3CDpC8S+n9f94bI0IttNSxcgYwYm+heblH2KPK1Gak57/QNq0rcOeOV9+lVfU51vmeEO3p3FhVLieK5Pp0dJvit0vf0Yv0sy2z1f0cf0Pfq2/RHt7C1+H9DP6t/qb+Rvca7Ae4d/wBEB/7x4vN83sl28PgHxMYVC4nioU2v2bHgHYOV8vy5r905OaxuE7sk+15Wha32VTobWri2OrMlbpdFJjKaynLezrc7OkMs5jUZkjYhT+U3BBEpEysKu2cYWduob0K+DXUk2LEbk2622jrXccbHRcNIbN0da4Oq2K1Q0H82EY2plaqlea1JuIZAwpNn5GCMkRAqaJnB0EEUk2EDiNyxRQfZwem9rHcPH/e1KYbwiNk8ebJQrvAzam0iSZr5fNfbBcbIj7ts/wCVa29Xsc9MTaqbd/7sowaHjmyLdFBAhO4sJtnGFJnqO9HThn1QPqRmOQMPdaxsiix6kJWNvakn4qr7Ba1pV2tJDVJJeerttrdgrqUo4UcoIvo1wqyWWXM0VQFw481jKoHEcFBuV9lu6Xs9SqfVZtPkPKT1YkbNKzO0nm2I5fZmxXdkbVlmmS+TKlLPEOmFZZ1dJOJaxzCNbNPenRxIoq4OoLCrtlWE9QzpNcPOprXahG8ka1aW9uoCDtnSdta5n2tV2bXoyROktJQ5ZR9Dz9fmod46QKv7rJxj5Fuv41G5UTqqidjKoHEcFFzhV7PXwH4T7th+RkG73dvfctXVM7plu5D3uBt5aZK+5mjkZyChqnSqLEuJpjHnFNq5kkpBRkbsq28lYiZyMKpcSMdCmG/6ZHGuS6hEJ1MHCuxf0yMBWFakwSTtLIuvBilteS+sTivVxgTPVHX1NTSwgcH5Q958J/D2DwDXCpk4x0Kw3ComEULrzwO0Zsjmpp/njc1LrN7o0Pr6d13qyIc2Br+htV2FlRtDabsDapBEAsrbnzO3O0TPjvDdkyogBAFBISlXO7CmjhUVe3CDpkcX+AerNt6Z0xHW2x6/3fa5S27Dg9szEVeW0y5m661qsvEKNvqfiWKtdkYRqCKzRdFYipTnAwiUwlxhVJJ39Kg849np4qQn1Z1vSvJrqDcZtI7Ekn0lduNGg+Uj6q6InhlCAlKMnNXnqlaZo0fLNQ93cpnklPMagCICVMpQCmFXaPThWx8WuKmheF+ma1oLjhQI7XWs6wd07bxTNd5ISEtMyJiKS1kss7KOHkxYrHLKJF8927WUU8tNNIngQSSTJVcSSeKkPhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwioB9qO+0Uc5v9zN+WHx9wikJ0tvtZPTo/AS4i/k/wCvc8yX/wBna39Lm/eOW2Ld7HwfmWfJCnbmIV4mEWpv7Y39rJ0X+HbrL8n/AJPZsPk19nZf0R37yJRrVXsez88PkvX/1JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRa8/LP7csP/eyKF+VRtfPMvonf6t239Od+6cvQXofPZ2v/AEQfvGrKmeLV6vTCJhEwiYRMImETCLt3RJ/6AnK7/vkvOH/Owrn075PP6hWX/wBqpf3DF8+Ndf1zuv8A7jU/vnq5bJioqmETCLXG9o71ra6horjT1G9UR5nG2unFyOom2AOj4iKSOrLbZq3C3KCdeQUy7iNeWuNrouymA6ScZ76Jy+AxxChXJvV1rieu3yTU31wW4n8YeNE4Ehcerhs/StD1k+REQVPpawK1TYNmty3uypjJxCBZeutJT5wJljZRx4zgQpu4o0b8noVifNfcle6TfSw2JftTwDBaO4q6KoutdOwUqn50d8uqOalpnVyk6g2M2VkWLWxTrB1JEIdJV0imt88hjCcHBUHfOWr/AB1y4y2zh0HJK5e0Fb6jeprNanV3Mm1h+VrqB1VWdsu64a3sNBJaRi4xvBtaaykDkr7xq3OkkZ35i6SBWwhHjRc9+cY3K9LjBzw2ty+6BOyOYE5NOavv2P4f8r28/b6ec1ZfNdo6bqOza8x2FXVYcWYV6YlnFaZzhPcgQTYPnBiNykIkQAr0LiRh2OhQz6KvHPnHzG4+8OedvJrqS8pHVfq89MyevuP1Wucu2q+w6rRdoWyIkHPJKwvph5LbdkbpORr4hUnxTlj4QjNump4CiikCq4gHACz5xq3xvXip11OTXBbf+4NlbI0lzE16jyR4WqbNulht7akv4hawzlw1RRhsD96SAg2iadnblZIqCBGVXjR8BRX7i6VQ725HELlZPee8uZHXtjeP2n9ubIpfE7pyaiRt/JaIoNyn65U9t702Cmm7quvruSvv2jC0MIkz2NMEfIEcIkGvzjYwF89QoulNwb2lbEuVXFaOIck9bcmeobz41N1Y+ozyw4KTGqd2SuveJenNabdtPGvUcTrJhM2JnCX93aY6uyNRl7M/gm8PIN5WbXaJSCD8zpI7pqomkxouzGANkBXv8IOLXLO+cDdmceeTfUJmdyQdyvAueOnNfhvvKR/TAJaSj5yvTkG3kd2SVHXZO7etJV5w1fPUhnxXjJNyyM9UIVI5S4kgHOFUV7M5w8PMR3IHkH+mp5kRZdI8/N+UAdGw+6kGPHnb5mOsqGx+rjeOuPqTUVvuwXn1W+cvIlfsyqLxbA/lB7uIHBcnnoWU+Schzv5JdfLc/B/Q/Nbb3G3S0pwyqFyva9WnJeXCg1du9106nrDqCouphnXKvta1WR3Hw4T6RU3kfGyr9ZMx1OyZ3Sqbg3PSpc9SHe+3ui90kazVtW7o2lyG5DWLZaHH/U++uQsyTY2zHNw3BZ9j7LG0Wt/Oe8trI/o1LjpCNgiPAUaIizjyrpKt0joKOCoBtO7F0y+dGPf9D432LblL6oXUKkOfVO17I7AJsOV5FT8pp63bPgoRaedUZ3qZ+xUjUtUzMm2PHtWaqy5mjdRNRUrlIhmijCrtDOMDCktwH593znR0apvlVYHBa3u6J0jvus3qXqvihCIbP1bXbQwSudf9xMiMK5nmzRhNlTb+WRg6dmSR7ESIIuhUIw7HQqsek/wx5JdUbp36m39y56k/PWMcvXe069paO0rvWRobqLY1vaV2jHN82tYnrCw2Pbd8LcEXrSOVkHSSEXXmLRkgUAATlBVccHAAVhXs+nJvkTuzjzyX1Tyf2a/3Ne+HvLDZHHWP29YDqKWe51KpMohRk6tci6Os+mZRnJme+F+7WVeLM1ESLqKKJGVUBUcMHcoN8AaRuXrvyfI7m3vvl/y00rx5gd7WrT3FLj3xc3HK6Oh6tWahGQc0jerk8gWjte1W5djaGJSunBSuPlFJ6YRBmZo0QcVU97uHFd36bls5l6668nLzhZyE5Zbj5E6u0dwuQl9WhfLVIqRs3CSVx44yFGu1rqjJdrUn+3ImpXJxCy8+kwbOZR0m6cnDxulDHdKHGzkLamyq4JhEwiYRMImETCJhEwiYRab/AD1/uwTpW/gAXz/JPqR5E9c/1Wqv7P8AfRrM6f8AZeH9b5DltJ555Wy0wiYRacnQ32AwovU29or9+rt7nvlTnabyvqJo9lufunuPIDm94/lP6no9/wDJvn+9h5PneDzvAp4O/gN29t8k9qludiZzc1LFsUlLnnpo4c5jd4POObtYxvxnGRniM+W+Ve5xW24Rc5FUy7c1TjmoZJcYczwthrtnOd2cZwccDjZ0/R/gP2vN7fiO2T/xfza3qVqvvu2f/Mp/rrU3qnpfvW5f/DqPqJ+j/Afteb2/Edsn/i/j1K1X33bP/mU/109U9L963L/4dR9RP0f4D9rze34jtk/8X8epWq++7Z/8yn+unqnpfvW5f/DqPqLCdZ3DWlts7wVkdebdko6eidZNVYo+mb1IuARaw1gQcJTUOMEsq0bvAX/WgcJlK4IBhL4gKPaR1un6xtitrYqugZLE+oId3XC0ZL2EbD9sAkY37J704zhR6jv1I6+XF0tLXPilZTjZ7lmccBjwdtuwSAc7tod8M4zhZGrWytXUxJyhT9H7QqiD1QFniNa44XWCSdrFDwlVcpxdUakXUKUewGMAiAZiKuzXm4EOr7lRTuaMAyV8L8DqG1KceRZaku9noAW0NurIWuOSI6CZmT27MYz5V0vePIBBzrKx1+vVHasHYbsRlQYWWtOr7nWIaOeXV83rqsivMTcSzj0FoxhILOUiGP3VVRKQAHvnGltAsZl1DcJqGagttPLWSRxVMUj3tpo3TbAaxxd37mNYTjdtZSsu5vDGWKhhrYa24TxUjHyU0sbGGokbFtlz2hveNeXgZ3luFiqPYNouPYxjInlM45m2YNE+/fy2zREjdAnf6fAkmAZ89bhXVNzr57lWO2qyomfK93W+Rxe4+VxJXt6ho6e3UUNvpG7NLBEyNg6mMaGtHkAAX15aK6TCJhEwiYRMImETCJhEEQKAmMIAAAIiIj2AAD1EREfQAAMqAXHZbvJVCQBk7gFj/YGyK7rutrWKVcoOigVsdlFtpCNRkpci7lBFQYhF87bFkDoILCsJEzGMYhB8ICIgAzzQPJ1qHlC1EzT1qjfG4l4kmfFM6GAtY5w590cbzEHOaIw5wADnDawMkQrW+vbFoWwvvtykZI0BpjibLE2WYOc0HmWyPYJC1ri8hpJLWnZycA9w0NKBC2OT2psrXG41LO/ZIMKTAM9N7WkUKBCKFdElAK6GESinU5ZkTNzO1kW/iSKkKJFjpGEM9nWfQFFo/TcWlrFWWySQu26ypNRSsdVS7i1vhmQQwHaETXOwcl5YHkk+U7hrar1RqCTUt7pLixobsUtOKepe2mj3hx8AMMsw2TK5rd2AwOLQMS0/R/gP2vN7fiO2T/xfx6lar77tn/zKf667fVPS/ety/wDh1H1E/R/gP2vN7fiO2T/xfx6lar77tn/zKf66eqel+9bl/wDDqPqLDeod2Qsa+3GdSjblchJblsUmmEfp+/vzNU1q5UUQayJWsGoaPkSGbiY7dXwqkIYhhKAGKIyG/wCnKiaK3gVNvbsW6NvfVUDc4klOW5f3zd+5wyCQR0FYCxahp4pK8mmrzt173d7SzuxmOIYdhneu3b2nBAIPSFmT9H+A/a83t+I7ZP8AxfyPepWq++7Z/wDMp/rrP+qel+9bl/8ADqPqKBvMdoldUI3ceqaVuar7SpKLg0o/W0zfYZnZKwDRRFf5bk3kARiRWutTqKJquB8PuZlkhN3BHwTvStpt1ZRzaN1k+2VumK3ADDVwvMcm01zTGGv2htua3czfthpwRtAwXVVyrqaqi1bpJlyo9R0eSXilmYJI9ktIeXM2e8a52933BcM+DjrGn9xwF3j4euuCzsXb29eiXa0bZWyhZCYYmimbgLGzekA7eQj5AqwKFWMKZz+MDCQAMXv4x5ZORfU+gLjU35zKSXSk9ZLzctMcRQl8r9imfG7D43sAwGN22ADAedl2PVvJPyuad1vQU9ka+qi1NDSR7cdQMyShsTNqobI3LZGPJztHYcSclg2m5zrmh1upMImEXzGfMiODtDvGpHabX35RqZwkVwRkBzJe+HRE4KFa+YUS+YIeDxAId++V2XY2sHGceXqXMRyFu2GnYJxnBxnqz19nFYenr1ZbBJ/IWqmrWSVi5eGCcs660Q/rCTB63VXctv1uXQfuFUimIY/u5RUASGIHhMICF9HTxRs5ysJALThu8OyPJjzrOU1upKaHui8EtD2O2IxtCQkEAHwSB04zu3g8Ny4CIj7fStgtnlpdwNvV2BKpRTd21Ylj5yMLEwhViP2qAInSSh2iQOUl0Sm7lAU1TKmOqco9j3QT0xbCHMEYzxyDk8PGd2D5Mblczy0VfbDHRtkgbTM2iCdpjtp+ME5ztE7JBPaMAAFSJzGKLphF18tVrycsrPtolkznFWCsaMs1boovStVT+YYAOBBTMoCgAIGMUxvTt6l9B7OelLObLiY85weCuTWVJgFM97nU4dtbJJIyFTb7NE1UZc8faB2Srtw/VacuKM1UfO/ALp6o33JzeSO7c+URNIXDkxBOfwlKXxGHsAB6Bn9dEOtVocAADTu3Do7yDcrCxPElfXyBoaHTZwOAy6TcOwcAtv3NbKTJhEwiYRMIoQcoNxLNjLa0rboySh0iGtj5ucSnBNcgKJQSShRASgqicDuu3xIYqXfsKhRmumbQHYuVSMjP2MHs+6+Zvn6ivOXLNr6SEu0faHlri0d0vad+CMiEHtBBk6wQzpeFBTJwvNS7XRYFSz3KsV9IBEZWcjmqol+KbUzlMzxb09eyDQpzj94uWtdOKajlnP3LCfLjcPKdyzmmrY+86go7Wz/n1MbT2N2htn9VuT5FbZsOfiKzSbLMziaDiNbRLoirJwUp0pBV0mLVtGiQ3zT+/uFipdh9Pn9x9AHtqm3wS1NbHDBkSF43joxvJ8g3r3Nqu50Nn07WXC5Br6RkDgWO3h5cNlseDx23EN8vUqaM3Avn6mETCJhEwiYRMIvheRkbIgBZCPYvigHYAeNEHIAH3ABZM4dsv6K63O2nat1TPTu645Hs+SQumWnp5908bHj8JoPxhdbc67oTvv7xS6scw/E4QMYmoP8A8NTbEU/38k9Nyk8oVHjue+XZrR0d1zke9LyPgWPksNjl8OjpifzbAfOBlcSOotegImb18I84j3A8TJzMSYpv74vybINQAQ/g7ZmRyycpBGzU3HulnVUQU1QCOo89C9Wp0rYeLIObP4D5GfIcFxz+pztTKhM0yXssz7i4TUf1KanlZVnKxQgYrttGLS3nuGEokAgogYFikMYngMA+LMjb9X6f1e6Sya3o7XRc/GRDcKakbBJT1GQY3ztp9hksDt7JQYi4B220jZXRPbK21gVdolqJthwLoJJC9r2fdBhfkteOLTtYOMHiu41u4QVqTW+S3RyPWggSSh3yR2MzFq+gGRkI1cCuEDFMPbxdhTMIfNMYPXIVqfRd/wBJSM9NYgaCbfDUxOEtNO3odDMzLHgjfs5D2jwmtO5Za33WiubT3M4iZvhxuGzIw9TmHePHwPQSu0ZFFkUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLoG997aF4kadlt/cmr8119raLeNohib3VxK2O32V8i4XjajSq4xKeRsVkkUmiqhUUigkg3SVcOVEGyKyyd9SUUlU7DeClFg01V3uXZiHeDiTwA61Q5Zfal+IcZMLMqVw03ha66RYSITtq2JRaRNLIAfsC563FRd9ZIKGJ87ywlDAA+ni+kM22yRgd87f4lsqLk3oxGBJL3+Ohv+YVonBHqfcOupL8vVzSLm4a63PV4VWxzWldos4plYn9faqoIP7DSJmDk5aCuMLGrukiuSkUbSLcDgoqzIiIKGx9Za3wN2272KKah0PNa4TUwEPgHEjo8Y/8AqpxKpmRUOkcOxiGEogP3QzDkYWunAtODxWIeS2/6LxB4zbW5WbOrlqtlD1CWlqT8BSU4hW0Py3jY1Q1rG/JZJ2Th4owtZe4t1lvNcp/2Omfw+I/hKa8oqU1UmwDhSTTdidfKwUwIaDneeG4E/MomcCurJxl6lOzL7qfReqt10Sf17q99tSWk9mNaMhEuoVhaqpUVWLE1WuFjeDInf25BQvmJES8pM/c4G8IGvqy19zRc4CCMqS6h0QLRRd2Me1w2sEb88CfmWXedXO7S3Th1jrvbG8aHsq+V/ZN4f0SIZazQrC8kyk4+Dczyrl+W02GutQZnbNjFL5aih/GIdygHrnTQ0Bq8nIACxumNKG+h7i4NYzHHO9ePBjnfpbqOav2PtnR1D2VQ6/rW7MaNLstmIVhCSeyb+CbzyTmPLVrDYmosyNXJSm8xRM/jAexRD1xXUHcmDkEFNUaUNhDHNcHMcDwz0KWZQ7mKH3RAP4xzFqDjiq/ue/VV42dNS7a2oG9dXbmvkts+grbAhH2smtIXjmcYhYZOuGaSA2m3VxyD0XcWc4AkRQnlmD53fuAZmjthqY+cJAGVsjTuifTijNW97Wt2sYOeoHzb1Jvi7yN1/wAy+Nev+U+rKzbqjRdjv7ixh4G9Jw6VmaHpdynKXIHfkgJWaigI5kYFVRLy3Bx8o5fF4TdyhZ1tIaWTYzlR/U1gNiqu5y4OGAQR2hZtaIC5coIB8VVCk/jyyAycKMsbtvDesqpzl11yeHPBnkhsni5t7SvIi23nWJab8sz9DZa3WrL/AOrXX9V2HHDGnsF9hJUQbRVtQRV81un+vpn8PiJ4TGz9PaOdiEjnDetr2jk/bW0MdXLI1u2M4wcjeR8yktwI6h/HTqYVjb1g0FWdiUeR0vJ1Vra6ns5vWGs8tFXNtMKwNijC1ixWJo5ilndeetlRFQqiKyJfGUAVTE1tXW51K0OBy1YXU2jn2WJs7HB8RzvHR41w3PzqT8f+mahpVbfGt9s34N5ttgr1o2r29PXCLDXSlMSlizP1V2it+EXZrs28jyPO7+Up4/D83xKG3d1MLycALlpnR3p3Tunc8Na0gb87856vEs5cVeS2u+avG6ncotU1e40+jXeZt8NGQd8ShUrK3Xp1kf1p+o7JX5abiwScO4850vA4ObyxDxAA9wC3rqQ0kmxnO5YfU2nzYqnmCQ4EAgjt8azZlgoquy1aD+XpIjUyiaCJSiq4cLHKkg3QTATrLLKnEpEkkkyiYxhEAKAdxztijMjw0K+t9G+tqGwMG8la+7z2m/p3xjySji6F5VTRWL54zbTEdFanTj5RFs4VRRkmib3ZjV4m1epkBVMqqZFAIYAMUB7gEgFkGN7hlbaj5NI+b+ySt5zHUVcZxq5A625h8a9a8qNQMLBEUPZg2dFnA2xOMQtNfkalbZunzEVPt4eQlY5F4R/BnWT8pwoVRqskoA9jgAYitpDSybB4LX2pLBJY6owOILdxBHAgrK+WKjC++OipSYcA0iY1/KOhDxA2jmbh64Evw7gi2TVUEO4/czhJLFC3blc1rOskAecq6pKKsr5eYoYZZp/axtc93maCVycnT7bCoi4matYolAPUV5OEk2CIfwqOmqRP9/OqKrpJjswyxvd1NcD8RV5WWG+26PnbhRVcEXXJDIwedzQF13LhYlWM8QpUzqgTcWocTGibMudIoj/a2siwYqkIAfQAukVjfwmzXmrYg2vZKPu4h5wT82F6z5B60z6XqaJxyYKwkdjZGMIHvg8+VSxyKrd6YRMIvwRAAEREAAA7iI+gAAfERH6ADKpw3ngqtd97bfbAtLyNjJBYtOhVzs4xsgqcjaTWQN4HEy4KQwFci4VAfdxN3AiAF7AUxjibZ1itLKClEkrR3Y8ZcTxaDwaOrHT1nxDHi7lO1zU6ovUlHRyu9IKdxZG1pOzIRudK7HhbRzsZ4MxgAl2cVRl6usKmCMPb7NFogHYEGE7JtUOwfAPJRdESEA/gzKS0NFMczQxOPWWtJ8+FCaPUmorc3m6CvrIY+pk0jR5g4D4F7HGwL27WI5dXW2OF0xAySy1il1FEjAPcBSOZ4Ip9hD08PbtlG0FCxuy2GINP4DfoXOXVGpp5BNNca50o4EzykjxHa3eRWxaykJaW17TJOcUOtKv67Funa6gdlXJlmyZ03SvYADzXKIlUMPYO5jDmq7lHFFcJo4N0TZHADq38PJwXuDR1XXV2lbfWXIl1bLSRuc48XEtBDj2uGHHtK71lipImETCKCXVJ+1k9Rf8AAS5dfk/7CzL2D2dov0uH941Wdx9j5/zL/klR79lx+0UcGf8AdM/lh8gs9NrU6v8AsImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwioB9qO+0Uc5v9zN+WHx9wikJ0tvtZPTo/AS4i/k/69zzJf/Z2t/S5v3jlti3ex8H5lnyQp25iFeJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhFrz8s/tyw/97IoX5VG188y+id/q3bf0537py9Beh89na/8ARB+8asqZ4tXq9MImETCJhEwiYRMIu3dEn/oCcrv++S84f87CufTvk8/qFZf/AGql/cMXz411/XO6/wDuNT++erlsmKiqYRMIsSb801UeRWkNuaFviHvFN3Hri5a1sYAkRVZCLuUA+gnD5mB+wJyMaD0HDZQBKdJwkQ5TFMUBAi1IOiNwX54OuZGpJznpqe50rW3Sy0HsfRXGGUt0DKxsJsG6bH2ffUC3eqPJdMrO0RkHreXeRqLtmXyUY5lAnDsp889AubiMbulbH/VH4iyvO3gLyV4sV2QYRdt2ZS49ekPZVQzeLC+UO117ZFIaSjwhFVGEVKWmoNGjtwUihkGy6h/Afw+A1VxacHKoV1jzD29qvhnWOMUj0PuUEl1Ddc6ijdIwE0nw8p1n43T2xKvWkqZWtyTO8RMauvqa6XYIy8mJSqtVHfmtU3YtzA9LRcsb853K4UdP8nE+jnuXU+7K7SpzlhdOGvJCPtdK0XS4Ku1pfZWwtebBUgaDT6vTWycO/l44s0xhlFmQKElJJBRdMxyrFEXQqZG1noX50ONT7L0b0q+I2qtw0Wz602TUa3sJtaKPcoh3BWaBcSO5djTLFGViXyaTtmo7iZJu4TA5QEyKxDB6GDAR29yhD7R9rWdoehePvUu1S5iYjePTl33QtixDuSckZIWjXl8uNXqljoz0SqtV5RtKW0YIx23mG8UaaQSTIJnJu4ozq61mv2frjRb9T8KnnJXc5Du+SPUD2BP8utwzbxAUpNZjsR26ldcxKpj9liMvqZkTThG6geNo7sDpL1AoYCOO/HUr1MquK1Wtlcidux22eRujOr30htlc5KzE3eYNxK3Txf4TwvIOt2bUzp0+LBwr6adyi7qk3VVqZs5A6D9s9QcuHCSyLfyUlXFPGueBxacKQXs8HDrfvFfU3LCz7X1ZZON2s+Q3I2X2bx34sW+wOJ2z6W1mJZNGPQsJXLt26jZqRiHkbFqpvRTlFk4BNd2mQypAEFRxyo79DW0bs4U7f5QcBt+cLuYUDZNxc5N67lp3ISK0zISnFxCmStHh02clYtwKPmUSxj5QNZgnHOmacgg8dyzVsIoq+YBQVXb94UrdZ6A3bGe0fch+R8hqu8s9CWLp5wmvILbzivSCWv5a8oXTRr1apsLKZEI1zPJtIJ4oZsU4qARsoPbsUezpVCRsAdKz31xeA+weoZwUmtW6adskN46v2LUN+aZZST5tFMLBeKIxsUMpWVZd6YjGLdzlUt0mixXcmTaEkhb+8KIoeYsmKNOD2KHN76vHL+/8b7BpiodJfqGRPPG46/ktcmjpnRK8Pxrq2ypyDUgHmwC7zkJtKFc63ipJ4aQZqrItk3PlkbqOEEze+gyq7IznIwpRcEen/dOC/R0meJkqVK2bqkdIb4nrwyqvmSjZ/tTaVetEh9SdcFIgHlgg03zGERWTL2fqs/OIUoLAQroVCcuz0LlugHpva2gek9xg1PuzXts1ZsurvN5HsVFvEK9r1nhSznIXathhzSURIJIu2oScFKtnaPiKHmILkOHoYBEEdvcsI9B7j/uzRAdS0u6dVXfWJdmdQvcWwaAF3rr+BC5UWZ92CLtdfCQRSCUgJECj5ThLxJKdvQRwEcQcYUHuA9Z589Gy58mOKutOGFi578QbdvKybN0Jsnj9tfWbex0SQsDSNhFqTsyGs0wk4rq5YKvxab33wGKDGQaOlm53yLrxIOCqcO38CuD6Xr3kbaPaPuf905Q1ir0fbszwir0jadbUuzJXaC07G2Kd4qyWttWvLi0bNI2y2iC10zZDLPmaZGTyV96VbeJExDGdKHGwMLb8yq4JhEwiYRMImETCJhEwiYRab/PX+7BOlb+ABfP8k+pHkT1z/Vaq/s/30azOn/ZeH9b5DltJ555Wy0wiYRaj/QC+2be0ffh2tfygOdGeyOTj2Ch/RKb92V5t5RvZBv56f5TVtYZsJa4TCJhFgmi/9HTfX/azUP8A5iWXJNc/6s2v8uq+XGo3bf6yXP8AIpfkSLO2RlSRRQ5ulcJ8aNhSbFOR+VIBWpz8S7i0FHDuKkIm5QDlKXEifiMRnGJFOq5UEpypNynOJTAUQGYaEpaWv1NDbK9kclvqop4ZY3kBssckEjXR7yN8gOy0ZGXEDI4iI65qKmi01NcaJz46+mkhmiewEujkjmjc2TcDuYRtOODhoJweBi5rawylsolXskyxJGyUzFIvXDNMXAlTBUx/IP3coN1u7huBFB+b4QE/zTGL2MbxByjaftmldcXPTtnndUW6jqnRskOzk7IG0O8c9veP2mDfkhvfNa7LW+uNBXy4al0bbr9dYRBX1VM2RzBtYGSdk9+1ru+bsuO7GXd6XNw493yFKXphEwiYRMImETCJhEwi6k/rUztuzJ6Ur7gYpOwV1/K3m1FKK41imC4Si1kWbZMwApYLKq4O2ZAuZNEpCLrfrnkmTH0HyHaQp3VPrkXfLqC1VkYpoMEd01jRzrcvI2RFT4ZJLs7TyXRs7wPDlo7lg1PUGD1v7VhtZcqSQ1E2f6PSk827DQcmWfLo4trZYAJHd8WFqm5qnjvqDTEeizo1Njmz0iKSLixyhflm0PgTImXs4nJAFniLcxkgODZuKDNM4iKaRO4hnoK9aqvt/ldJcJ3c2XE82zvIwTxOw3AJ63Oy8/dOK0xZtL2SxRCO3wNEgaBzju/kIHAbbskDqa3DB0NCzZkeWfTCJhFgnSP/ADx3p/t7Wj/Jak5J9SfabZ/7XH+9mUb079tuX/uUn7uFZ2yMKSJhFTNzzQ2FSt2UqzUAsJDM2VFZhHIQEKZB7IsELK0i5aLuKka3WTWr7F48Yi1M+FszTK4UIgYFym8W39NWnSWrtFVVi1jTSVdC+eRz5Hvae53iB72TQbbg9spaJGkwCSQkNEjDE4luotT3LVGltY0t50nPHS1bII2sYxrh3Q0zNY+GfYaWOiDjGQJiyMAu2HCRozn0vi8IeLsBuweICiIl8Xb17CIAIh3+9ny9OMnZ8HoX0VGcDa8JfuUVUwiwJWKjWNiPbjaLLHGnDqW+Uh4Z8s7kWyB65DEbs27Bs1QcNgLHke+8FWSUKJHCwGUMBgEvbIyzS0rWQxHZGwCRgeEd+fHjGOoblI6utq7XHBR0rubHMNc4ANJ23ZJJJB77GzgjwRgDpWaYuFh4RFVvDRUbEoLrC4WRjWTZikquYhCGWUTapJEOqJEyh4hAR7FAPoywfI+Q5kJce05WBmnnqHB073PcBgFxJwOrf0LrNxo6FvUinQTc5XpKH+USM5OAdItXgNpVBJF81OdZu4L5S4tkjD2ADAKfoId87oKgwgjZa5rsZB4buCu6G4Oog9nNxyxSbOWvGRlpyDuI3jJ8667rlstCWLYNVUkJeQQiX8E/ixkpV3LptYmYif1hsmu/WcOkXfvrFwdYgm8AgYhiFAB9e2qIkiimw0FwIOABkg9m7GCMK6uj21FLTVgaxrnteHbLQ3Lmu3nAABGC0Dp3EFZayyWFWLdv16wWiomh4Fs3eedJxziVamc+6SC8YycA7UThnCiiTMkkZwin4feDAkJPEA+vbLuiljhn25CRuOOrJ6+nHi3rL2SppqOt5+pJbhjg04y0OIx3w47OCeG/OFUt7MsVAnObr+kbMXcY2Jyw1+VvGvxML6PQLt/m4CTF6J1nJxdtEwBNTuooPjKPcxviOa15n0stGSCeYdvHA95BvHYsLZS43O4F7mvdz+9w4OO3JvG4bjxG4buhbg2a0UjTCJhEwi6/arLF1CAlLFMOUmzKMaLODeYoVMzhUiZjIM2/i9VHTtUAImQAExjGAADLilppaudtPCCXuOPF1k9g4lYu9XeisNrmute9rKeFhdvIG0QNzG9bnHc0DeSVTNLyjyblZKZkFBWfSr51IvFR7/PcvFzuFhDv3EC+NQewfQGbhiiZDE2GMYY1oA8QGF8/K+tqLjWzXCqO1UzyOe49bnkuPwlcdnYrRSC4wIN1twQZ1/D420fOrtQN9Lj5Kco+gfSYrdZQfvdu/wBGYDUznC0PDeBc0HxbQ+fC2nyNRRSa9pnSY2mRTOb+Vzbh8kuPkXc+Um0k7JNI0WEdAtDVxwZaXXROBkn0+BTpeQBiiIKJRCRzEH17Cuc4CHzCjlnpi1mmhNdMMTSDvQehvX+tx8QHWVIOWjWjLvcW6atz9qgpH5lIO583DZ7RECR+W53tQVErJWtGJhEwiYRMImETCJhEwiYRMIunWelRdkMi/KovD2JiAjFWWLEqEqxOH2KZ1ADwvmJxEQUbLAdI5REOwCPcJrpXXN10yx9vc2Ot01UH/iKKfL6eUdJA4xSjiyaLZka4NOSBsnFXGz01wInBMVezwJmbnt7M/dN62OyCM8OK6+xvD2vOUYPY6SEU6OcEI62NymJVp7/qYqODdywUmcoD427gSkEwCKZxKIAEjr9B0Oo6Z9+5MnyVdI1u1Nb3kGvpOvDBvqoAfBmhBcAQJGBwJNhBeZqGQUeoAIpScNnH2mXq3/8ALeelrsDPgkjAWTymKcpTkMU5DlAxDlEDFMUwdymKYO4CUQH0H6c1S9jmOLHgh4OCDuII4gjoIUkBBGRvBXlnFEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRe9sn5rhFP+/VIX+MwZUbzhc2DacG9ZWm57U5uadneXOiuPKD9YlI0voCGtgQoKGBuOw9s2Cdf2KZUTKYEzqLU+uV9un4gEyfkqdh7KCGTO2RiOmBHEr0doyjZS2VjwBtyHJ8Q3D51cn0aOlBwAmOmpp618l+OVG3BtLlpV7ZbrhfrizUfWekVWenp+vUWM1bLHVBShOouoMWskD+PKi/PKO1TKLHSTbpp9VXXGGcRjwVZX3U7rbdW0g+17s+Va2HTo4mc8uLfUr4s7BS4rcpoioUzk5TqhbNgOdBbZi6ofVtntxNc7FmX1gXqqcO1rr/Xc9IKKuVVwakbHE5j+ABNl7NJC+B2XNwWnpCkVwq6Ce2S7UsRY6J33TerI6eOfhW/xafI+XZD3bsKIrnEnbt27CY3w7emQeTG2ccF5krdnul+x4OVWt1qAD9Rd50j2Dv7tx29f91voTMxZft/kK2JybeyB/Jd8RWv97J81Xd8z+UyTdIyyn6S2zG8BA8Q9g3howO/b+EwZmbmCaUgccrYmsmOfZXtYMnaHxFWJ+1PsHbLhFxN96bnQE/JSzeHzC+ER7a1mBHt3+54gy0szS1jsrB8nkUkdLLtgjh86+D2XD/SOctfwkK7/mzh843v7W3yrq5SP6HF+t8y2CU/7Yn/ALMv/rwZGBxWj2+EPGtRD2r3/THcOPwX5H/OrcMmVq/ovlXovQ/sIPyvmCvF6GoB+o1cTx7ev1RcgPygNk5ib39uHiCgvKX/AE1v5IVnkJ/z3j//AFKT/wCHMIzwh41rOm+3s8a/n4+0P+nWG5edv+pcevyWNIZO6X+js8S9Q2L2Ig/I+cruXQn5DTvCLqj1PV20SOapXd2P5ziXt2GlTeUSFslmmWrSivHhDn9yQWhNuwsSiq8MPhQjXLsxTgmcwmpVxCenc3pxkLhfKJtytckPE7O0PGP8la97XXFKQxOnexUIJDIsuVpewh29Ae8eg/hy1tbdmJwPWsJoqE09DJE7oePnVlvQg+058df+73fX+d605jL39tHiUM5S/wClM/ICs8zALVCjD1EN4/pX+mzzK3Qg7FhYldSyeraO4SU8p+nc9zummq4SQivUBM/rg2xSWDt38CbA5xAQKIDmLRDtzhx4Deticn1B3RdGzOGWs3+b/NfzpKHxVut+4ich+XEUC31I8eNqaA1zY0RQHyHSG8GO2AGUSdB37KV2bo0Q1VT9AEJxMRHuBQGWE4cG9a3sZAJBH0kE+bC23vZct4fVvxQ5UcYpJ55klp3aFb3JVG7hTxrnrG2oE1ZsbSOL3ESR0FYtboOFS9gKVxN+IO4nN2wt5i2oxIOIWuuUWg56iZVNG9uQfjHzrY/qMCnZrVAV1d6lGpTMuxjVXyvbwtiOnBETqABhKU6vYwgQoiAGOIB3Dv3CG1c5pqWSoDS4sYTjrwP5ytQ2K2MvF6pbTJIIWVE7Iy8/chzgCeonqHScDKt+qNNrlGh0IStRqEe0RIQFVCkKLt8sUvYzuQdeEFXbpQfiYw+nwKBSgABqSrrKiumM1S4uefMB1AdA/niveVi0/adN0DbdaIWxQNAyQO+efbPdxc49Z4cBgAAdnEAMAlMAGKYBAxRDuAgPoICA+ggIZbLMkAjB4LElp0Zq63GOtI1ZkzenETC/hBPDOhOP2SioMRSaulB/vlk1BzK0t8udJ3scpLOp3fD4d48hCg165NtGX0mSroo46g/dw/YnZ6zsYa49rmuXOa91pWNZRryMrSbzy37sHjxzIOQdO11SpgkkUxyJIJFSRTAQKUpA+yER7iPfOm4XKpuUgkqcZaMAAYA+NZHSukLNo6jko7OJNmV+29z3bTicYG8BowBwAA4njlZAzHqUJhEwiixyY20WpQJ6XCOO1ksjQ5XqqR+x4iCW8aSyniD1I8kwAySX0lT8Z/mj5YjKNN2nuufuyYf8NGd34TvoHE9uB140tywa5Fith09bnf8Am9XGdsjjFCdxPY6Te1vSG7Ttx2Sa3M2KvIyYRZL1TriU2Za2cM0SOWMbqIOrBIh3KnHxQLFBYQU7CAvHRQEiBPic/r6EKcxcddLjFbaUzPP2Qghg63fQOJPV24zMNE6SrdYXuO3wAijYQ6d/QyPO/f7d29rB0nf4IcRby3boNG6DVskRBs2RSbt0Uw8KaKCJCppJED6CJplAAD6ADNSuc57i5xy4nJ8a93xRRwRNghAbExoa0DgABgAdgG5e7OK5phEwigl1SftZPUX/AAEuXX5P+wsy9g9naL9Lh/eNVncfY+f8y/5JUe/ZcftFHBn/AHTP5YfILPTa1Or/ALCKnT2gBy4adH3m25aLrNXCVGowpLt1TorJiO49clEU1UzFOQRKYQ9BD0HKHgqt8ILU96R/QKrPUf4RRvKN1y+3PpjZchfNgVCIZwUPH2arxStQetmkdKLN1Jyuz7s7gXHiVIlINhDt804ZQBdjnYOFLTpJc6ubfAPqnTPR75ybYnN10mWtDvXdFs9tnpa2SFLt72ppXnVVgplpsiji0Ka72nWXDNsWEdnOSOcyTU6JWpknibgOOFRwBbtBbN3NHq89PvgBaI+g8mN9sKxseUjG02211WKvb9g3JvDPDKAzk5uMpUHNJVho+BIxmwyirMzogCZAFCgIhXK4BpPBcjx06s/T+5V6j2/uzSnISFslM4/0md2Nupo9rV1grrruk1qGk7BM2WW19MVxpdJKHbRUO5Om5jGL5FyqkKKBlF/1sWULSFrlq+0/wE11YK1R1Nza2qPSsrK9nJJ7YiNN7NfXXYqbnQkw/gV7M1mK5NbFi0WG8nTVmgnDV+JUFNqQzk6rQyqh2d/Yuex3v4S2fNv9RDhloTjXQOXW3N7Vqk6D2vVqjcdX26VjbMEtsGEvdbZ2+qfUjQUYNXYczKSlafpPDME4oXrRATGcpIgmoJKrhgk46VH7iB1qum7zl2GjqLQPIZlIbUeou3ELQLtUbprifs6DBuq8d/UmN0gYeKtD1uybquFGTFyu/TbIqLHQKkQxwplC0jipIWrn1xJpHLOj8GbRtxGL5UbIg07JStVDS9iu1pqFVirLNpvS3BhUXVAYAaLqEir5bqVQVD3bw+HxnTKeqYOM9CmHhUTCKmPrwcsrHxj4C3Kp6sO8dchuWdghuKGhIWHV8Nge23borQ09JQ5UlCOm76Ipnv8A7k6J2BCYXYlExTKEEaFcmjJ7FWz0O2N96bfOjlf0dN1XZ3b28lTaFyr482+SUVTZ21WSptaitusoAHhhcLEWXKiRFApSFTGrSSogYTGMIdSq7eNpbFvKHmBxz4YU6n3/AJMbHR1jUL7siA1HVJpxWLpaEZPYVojJ6Ygq+dvSK5ZXsb79G1h8r727SQYpA3EFFiGMQDVXEAngoCzXX16VVf2KlryU5Lgg3WtTmjk2gTWW1V9HHtbR0dm6i0NyI0w9BetGzhMQUk271WISIAqHdlSKY4UyFXZKsL5E8qtAcUdIy/I/fexmNI0nBfUwMlfm0PZrnHkTuUvGQVYXaMKFC2ibk2sxKTDZNJVq1WSAqoKGMVMBOFVQAnd0rBeoOp/wT3/yMecT9L8gYHZG9Y2qSNylKlWK7eHkdFw0OSMPLJSF0PWEaO2nYoZZFN3FmkflJm4A6C6CayZ0yspg4z0KHPSJ0/wR07xD5LxPT83/ALh5D6wcbj2e2v1r3L7ySfru3oLW1Pj7HT4kHepNOqmhoyDGLcFUIwdonWdKeB2fsKadAquznesL+y3vHb/pJ68cPnTl44HcW7Siu7XVcLCUtt7FKKqxjnEpQ+Ad/TA4I/wlb9zdsvJapcUN4znDqjIbG5OpUtVhpmrOXtYYIKW+ckWEGjPKrXOUhqssSmsZJeZ93fOSIO/cPIEDioCZqriMZ38Fq4bq6VfLPj1067v1DdqdTHnfUuoXrfT6vIO+RLzfCbvUUJZGbNCzSmkT12MM+PIKsEVBgCKtZ5xBOX5QBFioxORuNMLmHDOMDCytz8538mdoezi8feVsTfrrp/kbuiY0XAzN21RY53WNjfzpL1MwE3MRElTH0O+hGN/SqRn6jVqdNr5D0Uik8rwlB0IANrHQs9s+jqyfXVfWTTr7dTB9stmVQX2v2fNVFe6tvd0fPcGXqSUyrPtyoogJzeND5hPUR7euMKm12BbKsQwNFRMXFneu5I8bHMmB5GQVFd+/MzbJNzPXyw+qzt0KfjVN+yOYRyq4rkcIqMuq1prqQ8r948V+LXGC07D4/cOrevL2HmDyg1Tc6rWL9FMWyjv5K1/C+O0ROwUE3cdEKkMMazcM3buZa++eNs1cImoVybgDJ4qsG30LdPRb6pPTa03o3mPyb5F8eudt2l9Y7P0ZyY2IntN7Wjt7FRqs4v0Q5axEDHQgkV2CjItHLKOZO/FBOkHLhy1VMkRwKrucD1hSB5tWze/Uq6vgdKLXHIjbPGfjPxu0My3lypsWibGenbP2JPWRCovYSoNrWmm4I2jG8bsqt+7tF0XLMDLv3Ths6OizKg6cINzdrpXF8XJbefSn6v8ArbptWvkjubktw+5mabn75oSS5B2obtsDUWyqezt0k+rgWxRuzIrHyCNFdoKtmTRkwcKTUeqCCbhFyddwQ98M9KmD1bidV7ZM7MaZ4V2WqcauL8Jx0mdub25fGeKDtclgjXew/fdMalZs5FOZi51SuVVi9PJMUWS6HykQflZiJCJOxyqN2eniuW9nR2ps/c/Sk0dsDcOx75te+Sty3Y2lLtsq32G9W6SbRe2rZHRjd/ZLRIysy8Qjo9umggRRYxUUSFIQAKUAAEfuKpj4laG2FzstfUI35vfrA85eJ1GoHUW5EaN1tAU/lxM661u2gYaYa2uMhYhvcbIEZGki4+1otWbBiKKDdmgQiaQFL6FyO7AAHBbMvT94fvOI9AtrBXmVyU5oRuypiHtkJeOR201drPIKNQifc0WFImzLOEEa9KlUBycETmTVV7HARyq4E5U/sKiYRaLvP/aPWsgducI+SfKfdcjxQ15t/m5rjTmueG/Hq+WSsgx186szKTfWDdU9T7EVK3ydniY5FE8dJvJQATcrd20UAnZH4nK7Bs8Oxbse15+41TVuyrRruqlvWwK3QLjP0WkHcC0LcbjD12RkazVTOiiBmxbDNt0GgqAICTzu/wBGcl1rTaG5dXvX3V16W0pzw5LSdXcctLpepCS4faLuljgNH6tpVOi/DHUu1w1dsStR2FOu3k8ZR0s7POqJi2SAZN2HgK3pvyuzvcHC2seZPODjTwD1bDbm5UX13rrXc/eYrW8VOM6fc7sq4uE1B2Sxx0WMTRoGxS6JF4epP1RcKIFbkFECGOBzkKaq4AE8FTl147nte3TvSi0no7kJu7j6x5Z80Khru13vROwbXrO4q66tbeuRUm5BzASEWq+NFxtrF83bPiqtyOkiComPYQChXJvTlffo3pRxKe3q3LVDrndQ7dU3qi51q3WjVavMdtd42SQq1iYSDqr7Bq0ZMPXYVybUaCxkEHCZCqorHTH1N2xhUz2Bc51fuSXIa88p+FfSc4nbdmOP2weXn1V7D3hvWrHO2vOtuP1GYT8jIBSJJFy0dQ8zYmlLsCvvaDhi6BaJbtU3KabtcQHqRoGC4rAWrOnhyT4vco+Pu1emH1FdmctdQM721gucmmuS3KOsbXinFKdSUQhLTcAhW4hCLYW80QpJqMwWZEkmUg3REjtRuq4bGKuQRvG9bSWVXBV6dVPmYy4E8DuQPI0jtsjc4GorVfUrNcE1TSe3rwcKxr9NNmp3+UG8RNSBZR6iUO4xse4N6AURAVUDJWtv0cqvu3pNdRPWfEDkpbrBL17qZ8SNe7vhnVqdOlxqnKCtxc3YbRrt7ISCqiQTsWQ0/GPDFEqz9y5hwMKhzJ96Dcubt4yOhXO+0ZOnLPoy8z3LNwu0cpMdFeW4bLKILp+Pk3pchvAqkYihPEQwgPYfUBEMHguLPCVSPs59ps3EblTufp97AnpV/V+Q3Gfjjz249PJ16sqk++rvVNKk9ixMOdyYVHroErWkxN6APhpjk/c3qYQXJ+/ep9dfmxWPeX6R7pea6mZGNtXOnkVEyOzHMG4UJJwvHPRXu142PLKEQ7KoC2di0lWxjCBFvkBwn69jCQVxbu3rpfsob17IdLJ4u/dunq/6ZvbpPOduFXKvgLA68EpPMWOc/gKIj2Dv2DvgKr+PkV4fNc50uGvLZRM5k1E+Mm+jpqEMJDkOTVdrMQ5Dl7GKYpgAQEB7gOVXEcQtJroU722n0z7xw+lt2WqRl+EnVsqcsyrtrl3Dg8Np/k7rrY9p1pFMZN47WWbxic+jHs27xbs3ScsptmuocxYVwJeI3LscM8OIV5nX6evGmyejOVo7ctSueqnx+Qcg3XVRBwgeeigOisCZigqkYB9Sm7lHKlcG8D4lGv2jzWdf3hzH6G2i7o6nkaDufkvs/Wt5b1yadwEo8q9wunFOvzCLOTZj5rN58nSSwIrAUwpHN4gD7oqrNwKxp1LeiRxf6fHDbcPNLh3vzk5xx3nx8jYO6VGzF3xNOYqwvRtMJEEqMgRVBlKA8nvlMW8f7q8R8T46RVU10THSMwgcScHgpp616YfGLrE8duJnPHmbHbeDkFtbi9qFK6uaHsqX15XZZxGQyx/qiaVaIahHsAs7l6tIlBIATBF0QpA8BS4xlU2i04HBU29MTo1cN+VXNLq5aO20fdDyh8OORVX1rpVvBbcsMJJsavK2rfMS7SsUkimqpPvBZ6+jgKsoUglMVQe3zx7UAXIuIAW5Rw24caa4J6UY6B0OnbUtfx1isFobkutoe3Cc+VLK4ScyYqTL8ibg7YVUS+Wn27Jh6BnJcCc7yqq/ajvtFHOb/czflh8fcKikJ0tvtZPTo/AS4i/k/wCvc8yX/wBna39Lm/eOW2Ld7HwfmWfJCnbmIV4mEWpv7Y39rJ0X+HbrL8n/AJPZsPk19nZf0R37yJRrVXsez88PkvX/1pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRa8/LP7csP/eyKF+VRtfPMvonf6t239Od+6cvQXofPZ2v/AEQfvGrKmeLV6vTCJhEwiYRMImETCLt3RJ/6AnK7/vkvOH/Owrn075PP6hWX/wBqpf3DF8+Ndf1zuv8A7jU/vnq5bJioqmETCJhEwiYRMImETCKtDqd9O1TqW6z1FpCx7rf6r07Ut21Ha+36pEUo1kk90V6pA4Tb66+qEt0q4UuPdJSTpUzwWkt4HoNXAICLUCqFUHCskj49jEsGUXFs2sdGRrRtHx0exQSasmLFmiRu0Zs2yBSItmrVumUiaZCgUhCgAAAAAYVF9eETCJhEwiYRMImETCJhEwi1+1ejdyV0NyX5Eb76cvUVleI9Y5V3N5sTcGm7nxwo3IWop3qUfy0vI2SnK2u0QSUIUJedeKtmpWhVEUlvdzulWyaKKdMLltZGCFNDp89NKq8HpveG3bXuC8cm+VfJufj7DvnkZsWMiYCVtBoYHIQ1eqlOhFHMTRadGi7OZOPQcOR7gkn5vuzVk3bVVCc7uhWaYVEwiYRMImETCJhEwiYRMItN/nr/AHYJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLUf6AX2zb2j78O1r+UBzoz2RycewUP6JTfuyvNvKN7IN/PT/KatrDNhLXCYRMIsE0X/o6b6/7Wah/8xLLkmuf9WbX+XVfLjUbtv9ZLn+RS/IkWdsjKki6DtWtDc9YbFqBSLKHs9GtcAkRsBDOBWl4J8xR93KodNMy4KrgJAMYpRN27iAZlLHWel16pK/IAhqYn7+GGva457N29Yy9UnphZ6uhwSZqaRm7jlzHAY7d+5V263nn1nodSsEk2bs30tBsXjlu1W89BNRREPsDdimTE5QAxkjfORMIpmERKIj475RbFRaY11dtP26SSWipK6WNjnt2XENd0jpwctDxukAD2gBwA9PaCvVXqLRlsvlfHHFWVVHHI5rHbTQS3oPRkby072ElhJLST3XIWpcmETCJhEwiYRMImEXBqv52SnU6fR6w/ulwVYBKKRrRwzjYyFjDrKNkJazzsgqkzh49w5SOREpQWduTJnBBFTwH8O0NA8l1y1rA+71NRFb9MwyiN9RIHPc+TAc6KniYNqaRrXBzslkbA5u3I0uaDrrWnKLQ6TnZaqaCWu1FLEZGwRlrWsZktbJPK47MUbnAtbgPkeWu2I3bLiJoaR1MnqusuCSTpCZvVocpzV9siRDlJJzPk+UhHRvnACyFbrrYfdI5AQL4USioYvnKqmN6fndQQU1PZ7LEYLBRR83TxnBIbnLpJCNzppnZkmf0vOBhrWgef6WKsfNNdLtIJ75WSc5PIM4LsYbHGDvbDE3EcTehoye+c4nM+WivEwiYRMIsE6R/5470/29rR/ktSck+pPtNs/wDa4/3syjenftty/wDcpP3cKztkYUkTCLptq19TLuImtVeYTRhgbBVxO7Kp4hgLURinPxgimon4m0j8mtzG79xIoiQ5BKYoCGQobrcbbuoZXRjnWSbvbxbWw7xt2neMEg5BwrCttdvuO+tibIeafHv9pJjbb4nbLfEQCMEZVcdHLIMo6Yrku4dOJOlW63UxwMgoC8mVpXZ98ygjSboqSBH711WwZuDOSkIV0CwKgUPH2zzFy1WOhsev6j0rgEFqrKenq4mtGIzz8LHTGJv3EbannmNZv5vYLBuaFvzkjvFZd9Ewi5TGa5Uk89LIXb3jmJXNi5x33chp+Ze5/wB3tB53uK7nmqFsxdYubGfkqxLs6tIhE2FRBM8U+ESlKk6buUXIJqGOi4ICToiIpGESGDwnH0ztgdG2VrphmLpH8+dXdBJTRVbH1jdumB74dhBHWOGc8ehdU00l4aDHOFVXK0i/fzj2cUdrJrKmnzzL5GaMApINk00zyKChikAgeEB7CJh7iPdXHNSQMBoAA8WBj4Fe305uT2gARNawMwMd5sgs6T9yRvz5uAyllosOmEWCKtaYmrR90k5U68lLyOybHGtRj0heStsdtTNko5nEMyj4lCxzMSNPAU3kIGQOJjFAREcjNC+Z0bGYDBE0nO4N6yT2nf1nKkVZRzVklPFDhkDaVjjnc2MHO0XH8I5d1nI3LmTblrkeyeFsrOUrlmZJOjHqTxm5Xk3qiJlQbpw7lu3Mwl03oEKJFEVDJk8Xc4lKAmzr7hlc4c0Q6I474cB4+kY7V0CxVUsjTSuZLSOI+yAgNGeO0Cctx1EZON2TuXwjO7ZgIALXYW1WkmCSJJWcgWDOTaTcNGCuB3aLBz726Zya8fGiKpwUIkPjIYoGN2AR5c3RyyczEXh3AEkEE9vSMnd0rs7nstTU9x0xmZITsseS0sc7G4uGAWgu3DBPEHA6KvfZqXTd7z39oMetFk3DR3y9pTps4SN4kl27jc3N9VFZMwehk1UzgYB+kBzKa6BbarO125wp3fIgUZsDHR11dG8Ye2UAjqIdJkLb5zWyk6YRRq5IXnYtHhIh3S0ytIx0q6Rm59Nmk/cxqv8AY4MEPA5TWbM0XgHUDzjJm7nKBQMQ3bxyTTtDbq2Z7Kw5kAGy3OA7jnhgkjduz5+jUPK3qTVmm7dBPp4BlG8uE0wYHujPe7Aw4FrQ7Lu+LTvAALTjagY72zs98cx17/bgEw9xK2n5Jkl6/QCLNw3RAPvAXsGTplqtjBhtPD5Wg/CQV5ln1xrKpdtS3Sv39DZpGDzMc0fAuoyc5NzRyqTMxKSyhO/gPJyDt+cnf4+EzpVUxe/3su4oIYRiFjWD8EAfEsFWXK43FwfcKiadw4GR7nke+JXF52KyTCL6mT57GuU3sc8dMHiPjBF2ycLNXKQKpnRVBNdA6apPMSUMU3YQ7lMID6COcXsZI3YkAcw9BGR5iu+nqamkmFRSSPiqG5w5ji1wyCDhwIIyCQd+8EhfKIiI9x9RH1ER+IjnJdPFMKiYRMImETCJhEwiYRMImETCJhF87to1ftlmb5s3eNHBBTXaukU3DdZMfiRVFUp01CD9wQEMuaSsq7fUsraCWSGsjdtMfG4se0jpa5pBB7QQuEsUU8Zima18ThghwBBHaDuKxwOvnkEYy2v7E6rhPEJxr0gQ85VFTCPiMRJg4WI9ifNP9kZouQoB8CfRmzByjUWoGiDlFtsNzfgDuyEilr2jgC6VjTFUbI4CoicT0vzvEf8ASKaiO3Yqh1OOPNO+yQnsDSdpmetjh4l+DfJmu/rd/rDiLbE9DWevCtPVoQD4rOyJIlmIdMREADzkDED6T5y9b+yak+ycnd1jq6o8KGs2aSt/JjLnGmqXfmpWu6o09Oqug72+Uzo4x/zosyQ+N2BzkY/KaR+Eshx0lHy7NGQi3rWRYuC+JB2yXTct1Q+nwKpGMQRAfQQ79wH0H1zW9ytlxs9Y+3XaCamr4zh0crHMe3xtcAd/QeBG8blnYKiCqiE9M9skLuDmkEHyhfblgu5MImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfdGf88Gf/qQl/wCvBnJvhBdsP21vjWiR7S6oY/VX2KQxvERDT+gk0g9PmENrSHWEodu3fuqsYfX7uTih/orfEvTmm/YWD8k/GVuT8BTqN+mr0+Bb/rYhxW1Gcvg7h89SstFDm9O3qZQ4iP3RHI5die6StQcoDnC8u2eO74lLI1itZmvu5nDwW3h8Ph/XPD2/j7dsx3OSYxvwob3XXFmzl2wupqmUOcxlBETiPzu/x751HtVi4knLuKrz61H2l3nT/wCo3Hb8rfQmZuy/b/IVs3k29kD+S74itHXptbI6j+stwXeY6ZMVt+X3LIawkYm9ttM6kj9x2Auq1LTVHkkpLV2Rpl4Qj4ELYziAO891SEi4pJ+aAKiQ8meGEYfjHat0VDKd7Nmp2eb7eCzz1Jdz9Z7Zmt9aRPU1gORENrGLuclIavNuTj1D6ZglbsrCKt5MISUi9a0b5Yk/kMTiogZZcCpAJ/AHbxBxjbE37XjyLrpY6KMYpAwD8ErYT9lw/wBI5y1/CQrv+bOHzD3v7W3yrX3KR/Q4/E75lsEp/wBsT/2Zf/XgyMDitHt8IeNaiHtXv+mO4cfgvyP+dW4ZMrV/RR416L0P7CD8r5grxehr9pq4n/8AdFyA/KB2TmJvf24eIKC8pf8ATG/khWeQn/PeP/8AUpP/AIcwjPCHjWs6b7ezxr+fl7RB9uH5ef8AYuPX5LGkMndL/R2eJeobF7EQfkfOVJ/2kPiKvxz5S8d+TtHbrQ9S5Z8eNV3b5TixUYli93arptPql/SYKNvALV6vEDXJs65TFVVfyjhT7IomHlE4OBb1FXNFM2Rjo85LHELJHtAPLiL5zcKeiryXbuGqtovOpuTsdtJu28pMGO36XK6BpuzURZpgUzBq8tsG5es0jgBhj3SBw7kOUw0hYI3OA4ZXXQ07aaSVjBgFwPnyr1uhB9pz46f93u+v871pzAXv7aPEtU8pf9Kj/ICs8ABMIFD4iIAH8I5gVqla5/tS28gp3GviZxYjHngf7Q2BaN63Jqgr5a6MDraF+oylIviAIGWj52av0ssmUe5PPhgMIeIhBCVWaLZjMh6Vvbk8oOYoX1ThvdgD4z8yyB0wuDTvYXsxHMWAGtmkbDyrQ35v6qqi1Ez18945KQrfWMK3HweMqamwdCOzNzfETSRx7iQwZfSSEVLW/c4UqqquSO7RRNH2PG8+NUc+zd77LpzqcUSkST0GlZ5L6+2BoWYFZXs2CWko1C+0MfJMPgUfPr7Qo6NQMAeMvyicAHwmMBq1sfO0zm9I3rlqKk7stE0eMuDdoeT/ACyt8mZaHYSjxsYBKZFc4B9Ah2MPbt9zsIZB3jDiF5jqGGKdzOBBUpdRcnZWvGaV/YCjiZgQ8CDed+cvMxRPQpRd/FSWZJh8RHu5IXuICp2KTIjdtNRVANRQAMn4lvBrvF7U/B4uK3foTljrbUY7XqguqLZua2bjLEPwumVg6c/ZAOBdgNVgsfIMZZi1kox2g+j3yCblm8aqFWbuEFS+JNVJQgiUxTAP+LIDJG+J5jkBbI04IPEFepaWqpq6mZWUb2yUsjQ5rmnLXNPAgjoX2ZwXemEWOLNt3W1QdFZWC3RjR6Y3gMzb+8yjpA3ft/ZbeKbvlWYd/pVAgZkaa03Grbt08TizrOGg+IuIz5MqJ3jXekbDMKe6V8MdRnGy3akcPymxNeWfrALusRMRU/HtpaFkGkpGvCeY2esliLt1SgPhMAHIIgByGASmKPYxDAICACAgFnLDLBIYpmlsg4g7ipDQ19Fc6Vldb5WTUkgy17CHNPlHSDuI4g7jgrhrvb4uiViWtEscPdo1uJ00AMBVXzxT9bZsG/fv3WduDFIA9hAoCJh+aURDuoqSWuqWU0XhOPHqHST4gsfqO/UWmrNPea4/YYWZDel7juYxva52B2bydwJFP1nscpbp+Uscyv58jLO1HS5vXwJgPYqLZAoiIkbNUClTTL3HwkIAfRm26anipIG08IxGwYH0ntJ3ntXgu83atvt0mu1wdtVc7y53UOpo6mtGGtHQAAuBzvWMX0NGrl86bMWaKjl28cItWrdIviVXcuFCooIplD1MoqqcClD6RHKPc1jS95wwDJPUBxXbBBLUzMpqdpfPI4Na0cXOccADtJOArctR64Zazp7KFTIkpLuSkfWB8QAEzuUUIHmJlU+JmjEo+UiHoHhKJuwGOYR1Ndri+5VbpjnmhuYOpv0nifNwAXuvQmkqfR9gjt7Q01zwHzvH3UhG8A+1Z4LOwbWMuOcoZjFMkwiYRMIoJdUn7WT1F/wEuXX5P+wsy9g9naL9Lh/eNVncfY+f8y/5JUe/ZcftFHBn/dM/lh8gs9NrU6v+wipu9oI+07c3v+4Wi/55Nb5Q8FVvhBRP9leVTR6SNTWWUIkilu/dqqqqpypppJpzEcY6ihzCBSEIUBEREQAADA4Kr/CVBd8uFf51+1d65snHeSZ3ml0HeunHbq61pZORgZSJ4ya4r0rsufRl2YqsXMGlM01/GNXpFDtnwFQFE5wXSA1OlcxuYpn8iN317bXXL2dV+lv09NJbu6gOojzbzbXKvk/t3dMhQoaYpFSgNTW97B6iQ29VNfwrDXbKQY1tKQI3VeKSgiZmxKJCO169PaqY73edyht0WYu+yXtB/L3XvIOo6fZWm903l1SORer9XxRX2hZeSf2SCVv9IjK5Oqy6MrRV7C0OVRk+FwVXwmIr4u5gGg4qrvB3Lm6Rx40A59rYnNBudG6ecaKSmrkmnpZfWdKV1Mmm34Ev7U3TJrk8IankIhaCBJEAGfYr8AcB2VDx46VTJ2M9K+b2j5S9Ourn0/eNOttV0y60jXereOENx94xyyURU9M2ucuW8LFV0KA4j1ZKrVWtU27/AFGwtXeeF1GsGsVHppiq3TRE5R4qrfBJXAcveFXWa3nyw4yclXvTi4s8Ndpacl6gvV/0DOQXFDWo3RzTLrG2OuSkjEynJR2tNS9ech7ogq1TFUzZQjc/jIREhW9UBaBjK3jbNwc4p3LlDTOaNl09DSvJ7XsMSvU3bKszbEZeDhk4yxQxGKEQ2n0KuumWMtcgl4lmKh+zkw+LxFIJeS68nGOhSvwiYRaV/PTlZt7kH1yaJKaM4h7c506e6SzQreX1xqRym0j23JfYcZIPlrdOzy0LOto1Sm2KEj2jZuZv54y9NXEhvKFTvTpXMDDfGo6dTrmvzELye4SdUCydLrknw8c8L7ihXtl7CvMw1sMBsPU93sbBgOt5N+0qda+QRftp+wRbVVRUySh7KoT5p/L707VUAY2cqyz2pmzUjbHS84q3KDsjZ3rfZXMvj7Zoe3sTlFo5pFx0fvaUj7IzUUDw+7LQMiR0mYwdvCICOVKozj5FcRz84+cf23Ss5RaNfUupQejtd8QtnFqUCRgySgqMhrHWUxOUOehCHTMizkqdLwTR+zcB3UB0gU4iYTG8ToXEZ2u1ayu3Lpdr77HRQJq/OHzyZYBQafGPJEypnK9MoHNs1HoKYAt3UK0jqVX2DRv6iUzduQxfmmDHQuf/ADFtc8CONWjuPPFnjtXNT6ypNQ9x0vrxR7OQ1Zh2FjsExLU+GeWKx2KdbtCyszPWaTWUdP3ThZRVyuoYxzD6dqrgTkqlL2an7Xlzk/D05U/5pdLZQLk/j5Flb2WX7Ubrv/bk3d/lbgcFR/hLYjkJBhEMH0rKvmcZFxjNzISUlIOUWTCPYMkTuXj588cnSbtGbRukZRVVQxSJkKJjCAAIhVcVqb8gdqbK9oY5CPOGfFuZnqd0rNF3aIecueUEURZiHIy11x61l47U2qHLlDyZSIQdIpOGyhiqNgUBOZdEMijEN5CnFcx3oyeKsn6tnArS++eAuqeIjPkXqrgfqugbN1EjQLXdPkltWGEbrSp2mNrGua0WdvVEIadNGlBy1MEgq58EaooJFBA6hRVGnByqu+rJ0RuA/Ebpz7V5L8dq7ctPcmONDSm7OqXIou3NlSOwbXdG14rMfIOra8lbS5iVrBcX0qdVu5jmkcsymToHaCiiCjdQQqhxJweC2Junbue78ieCPETeOyyj+iDtHj3q24XN17sRmSWskrU41WWsCLRNNJJq2sjwDP0kyFBMibkoE7lABGq4ncVMvCoocc6OdPH/AKeug7Hv/kFZixcLGlUj6lUo07Ze67MuKrdVWKpFGh1l0DSc1IGTEyihjEasGxVHTpRJukooUqgZOFT50xeG/InlbydddZbqPV5Sr7YsMCrCcLeMrwHIsONWnJFvIJRc9MMXySDlK7TELNOhbIuEUXCR5F5Iukk3jpu3jadqqSANkLG3ERI1H9qS6mkHY1RaPNocSdbW+jKOxBIs/Ex1c4ttn6UaJwILk8e4au0vAXuPhj1h9QTMIOlVPgBefUZL9XPtF/RtoVcMV1ZKZrvaOyLIggIHVjamDTZMkm7feAQM2buUaDIETE4gU5+xQ7iYAMPFB4JWw7yf/wBLTyH/ANozbX+QNgyq4DiqbvZh/tO3H/8A7ud9f55rllBwXJ/hKPHDH2fzp43mS5F7J3xtmldRA973zsa1QKFH2DZa/rPSj68HYTNogAh9WbbftnGzpQFGYSUi8cprixZx4JNkBTFRRhVLj0bl17oUhL8X+of1UemjQ7dY7nxX0DaYDYGmWVglnM8Grn9jkilnKWwklxESndoT6TZ6Q3bzn0Ao58BV13R1AR28A9K2rMquCYRaxPtKP/zKP/vj+qP/APDlCubOnxLZ2yq4LWJ6qv28/oU/9vd3/wDsCDyh4rk3wSthLeHHfRHJiosaDyF1BrrdVJjLAztcfVNm1OGuUAys0fHykUxnm0XONHjRGWaRk28QTXKUFCJOlSgPY5gGq45xwVTHV56eOo+d9z4EUa/8sqhxeiNY7RsrqIoQSUPX9kbwiZ42ua/J0PTci6udZew1jbxbQI9NwzYTJ0FZdv8A2OPzU1qFcmnGVTp1uunJxS6TugdC89unrXJHi3yE0nyG19XYiQgthbCsLHYcPOxFoeu4KwMLtbbCpJuQCv8AjdFTUIlIxB37V6m4SUIKA7lyaS44PDC+vqPccUOaftC3ATV20bDctZaz3/wJj1Lg0rE+9rFksFVgv0zF3vek2c80M3esyW1Jr8lzREDprGiJBwBRAygAI8UacNJXzdUvhPoTo1796c3MPpzV+d0TdrLyYgNI7D1XA329WeC3DR50rJ/JxkjHXWy2SUVayMdHrRT9JJcG6x5Fq4AibxFNcR3IDtAgrdUyq61pz9crkHsLkN1J+IvCnS3HfY/MOocLJCs8y+TWidUmJ7/bLEpIRJKHWbQ6XjZhpERMDWpZoZ0qo3OC7O6CiX9cEokoeK5tGGkqLXWY5Xc6+SuvtB8jf1JrlDxL2FwP28x37WeQdvmm1trtUrjM8c7sEVOR8fS666QintmrtffKuBcikknGmIoQSKmOShVWgDpVwfWT5CU7lh7OhufkjQjl+pbc+q+MV8YtAXI4WhXUzyM0gpNVp8qn2IMrVZwrmNeAHoV01UL9GVPBcW7nYUCudUa+4laZ9n/6utUZuCl416y4waM5BLxqB1n8loTammq/7wVfyg7kZxka9tEciJvGX3+yN/miIdhdq5DeS1Tz4cOGPOrrK89OcCDptZNN8KtbwvA/jlMt1k30JIXd0i7te87NBO2p1War+El3L9gDlM5gcxVgQ9TABfA6VxO5uOldT9k4+1WPPwndvf8AmDrvA4Kr+PkV5fNr/SY8ufwYt+f5qrXlVxHELX14TcDKd1GvZqeOXHKwGYxdtd0rZlw01dHaYmNQtw1nd+3lqbYQWTTVcIxjxRwtFygJFFVSIkHRE+yhiGLToXInD1VxfeeFx5Za16P+lOQxX0LzU4V9Xzj9oHkvWbAoAWeQkazZUISr7EkU/MVFdxaW0C5aSK4GMVWcjHqpQKis38VFXGM44YVjntIms0tz8zOhdqNe4XTXyOzOTe0KIretbzJa7sCnp2m68UYY9lpU8ds8JDWmFK894YuhRVBBymQ/hN27DUqjOBUvY32cHipPzME65G8p+oHy9qVel2s2y1XyG5Kq2LWzqQa+ICLyUXAVOuT5ziQwkEzaTaiZMxiG8RTCGMKm2exX/V+vwdTgYSrViHja9Wq1ERtfr0BCsm8bDwcHDM0Y6Jh4mOaJotGEbGMGyaKCCRCppJEKUoAAAAVXFaz/AENPtmPtDf4ZFF/y85X5QLm7gPEtnfKrgqAfajvtFHOb/czflh8fcIpCdLb7WT06PwEuIv5P+vc8yX/2drf0ub945bYt3sfB+ZZ8kKduYhXiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//15R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRQb5MdNrhNzDv0NtHkfoyO2Tfq/UGtBiLKtctj1h60qDOamLC2g/KpVxrbNw1Rmp944AyqR1fGsICbwgUC9UsEE4AnY14HDaAPxrtinmhOYXuYT1Ej4lHv9Qw6Vn7lJh+Nzfn9KmdHpfQe4Q+8b9C7u7673aX3zvpT9Qw6Vn7lJh+Nzfn9KmPS+g9wh9436E7vrvdpffO+lP1DDpWfuUmH43N+f0qY9L6D3CH3jfoTu+u92l9876U/UMOlZ+5SYfjc35/Spj0voPcIfeN+hO7673aX3zvpT9Qw6Vn7lJh+Nzfn9KmPS+g9wh9436E7vrvdpffO+lP1DDpWfuUmH43N+f0qY9L6D3CH3jfoTu+u92l9876U/UMOlZ+5SYfjc35/Spj0voPcIfeN+hO7673aX3zvpT9Qw6Vn7lJh+Nzfn9KmPS+g9wh9436E7vrvdpffO+lTt438X9EcRtcfoScddfMtaa8GwzVsNXGMvY5xNSxWNRFabllZG1TE7LrOZFVuQx/E4EvcO4AHce901rWNDGABoGABuAHYrZznPcXPJLjxJ4lZ7zkuKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItN/nr/AHYJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLUf6AX2zb2j78O1r+UBzoz2RycewUP6JTfuyvNvKN7IN/PT/KatrDNhLXCYRMIsE0X/o6b6/7Wah/8xLLkmuf9WbX+XVfLjUbtv9ZLn+RS/IkWdsjKkiYRVewbH5Ese1aukiDVhWNs3RlEM/H4js4mXctbaybiHgICaBCWQfdyfO8LUUg7j9GjOX+khj1lSXOMHnrhZqSaU4wHSMD6Vzm7znIp27Z3Zk293SdsciVRK7S1Xbn45mhu1VDGM5LY3llS1p3DGDOdkb8R7G/oHZ80ctwphEwiYRMImETCLjItjdr7ZX9N1vGRyr2GRYr2m22RVdGrVMkmQ6zBsdsz/wBE7FPO2iRlk2LcUUypiUy7hEpyeLdvJ5yUU2oLYzVOqqmSm06+RzIYoQDU1RjOJCwvzHDE13eGZ4eS8OayJ+CW6i1xyk1NmuT9N6Zp46i+sja6WWYkU9MJBlgeG4kmlc3vhEwsAaWufK3IBmdpzTsLqCEkmrZ+4sFlsskeauFufoJNn0/KHFTySptETqpRcNFpKikxZJnORskI9zHUOoof0JU1UL6amttBC2ms9HC2KCFpJDGNABLnHfJK8jakkdve7fuAAGlaSjkinqK+sldUXarmMs8zhgveSSA1o3MjYDsxxt3Mbu3kknMGWSvkwiYRMImEWCdI/wDPHen+3taP8lqTkn1J9ptn/tcf72ZRvTv225f+5Sfu4VnbIwpImETCKtSYkWk7ufds3Etfc4oLND1lyU6yJ1H9pp8IjC2GW8luZRNuiugmybEAxvNODQTHKUR8Iak5f5qaP0gtbsm7Q2+SV7sEAQVExfTxgne4tcJ3uwNkc4ACd+Nicikc8j75cmYFslro42tyCTNBEGTyEDcA4GFo37R5vJA3Z5DPOy3qsQuNiycZtNxT5GKOesumlZYxcyyaOFlmtpn0rG+aR0qJVVSAzlYytPlUFQIQExj1gP3D5wbnpOS2G68kHrh2uf8A81pauoFTFI9jWGmiEID4staecZJNG1zC5xkEzCzBGy7UtTyjzWzlT9Qtxh/8sqaWA08rGOLxUSGYlkuHEc29kT3NeGtDDE8OyDtD8O5/Qysbw7zzvqBt0go/K8KmqulU7U/WD3xJ55ZFDt4OwLn80io/rTd0JgN4SHAQ1LjuuIbP9JYMY9s0cMdrfOR4lvUM9NqVoZj0ygbjG4GSMcMdb2DcRxLccSFl/LJYRetZMVkVkQVUQFVJRMFkRKCyInIJQVSE5TkBRMR7lESiHcPUB+GVBwcqrTsuDsA4PA8CsZULV7GlKe9uZJSwSTduMdEvXTNJr8kRInUXVatESKrlB3IOljrPHICU7lU/cQKHpl1U1bpxsgbLTvIzxP0DgB0LLXK7yV42GNEURO04A52ncMk7twAAa3g0DyrIakXGqyDeWVYM1JRogs1ayB26Rnrds4Epl0EXIkFVNJUSB4igIAP+Me9sHuDSwE7BPDoWME0rYjCHOELiCW53EjgSOGQvtMUpymIcpTkOUSnIYAMUxTB2MUxR7gJTAPYQ+nOK6wSDkcVSh7NKyaxvPP2gmOYoEbMWHLqjsmbZPv5bdq13LzeQboJ9xEfAkimBQ7iI9gyR66cX2qzudvcadxPvIF02GR8tfXyyHMjpgSesl0hJ862+81spMmEXqXQQdIKtnSKTls4TOiu3XTIsgskoUSqJKpKAZNRM5REBKICAhnJrnNcHNJDhwI4rhLFHNG6GZrXxOBBa4Agg8QQdxB6QVF2+cVKXYjLvqo5Vp8koJlPdUk/fYFVQfnCAMTnTXYgc3p+sqgkQPgkPwyTUOqaynxHVATR9fB3n4HyjJ61pnU3Inp66udU2R7qCrO/ZA24SfyCQ5mfwHbI6GKGV80tf9eCovNRBncQQ3YJ6IE7+K8PfsUy6hUyOGHiH0D3hNLuPw75MaG80Fww2F+Jfau3O8nQfISvPupuT3VGlcyXCDboR/wA6LL4/KcBzP12tz0ZWKcyihCYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhE+OV4bxxRYzlqIpHOlrDr9ZGvT4m853GABiVmyeH1M3l41Lsk3cqgAgV4gBFiCYRN4gH02jZ+UCK5UjNN8orH3LTwGzHPuNdRZ4Pp5nd89jeLqeUujcAA3ZI3x6qsroJDX2IinruLmf8mXsewbgT0PbhwzvyufqluZ2du4TFBWKnItQraer70ShIRDzt38JwDsDlmuAeJBwTuksmPcOw9yhHtX6OrdKVEcgkZV2CraX0lZFnmaiPrHtJGeDLC7D43biCMOde2y6RXJjmlpirYziSJ3hMd87Txa4bnDh0gdtyHLKJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEX1Mj+W7bKD+wWTH+IwZUcV2RnEgPatIv2oSlSEB1Ha5c1m6oRe0uM2pbLGPfCYWy6lffW/X0g2Ir28v3lorUSGUT7+IhFkzCAAcojN7e4OpW46F6W0nM2ayRbP3OQfj+dbdHRbkGHIjpc8GbDXHbWSbUrXbvUdvIkuQ6lcsGq7LNVR1GzJfEYY5wpCMGcgmRXwiZi9QWD9bUII4q4Uz5KrIG4qE6sslTWXtr2NzE7C1htfdenqE7a5zUvjtr+56nmdVbI5a1/UlNK00/UHEhI69tm4GtRgRRnCtzPFFXFZfJCDvxCf18wR7+uZE2+lbFvbvDfmUufpWyR0JDot7YyScniBx4rciuDRuxn5Bq2EBSRWOQvb4dgMIB/wAGRCUYeQOC89V7Gx1TmM8EFVodaj7S7zp/9RuO35W+hMy9l+3+QrYXJt7IH8l3xFUBeycSDuN5pcpnLJYyC36Syzk8ZBEDeEd46MMIdw7D2EShmauTi2lJHHK2NrCWSGzOfGcO2h8RVi3tU8xIy3CPiWaQcqOTI8lLOCYqGEwl8etZcDdu4j27+AP4stLO9z2O2isJyfVEs9LKZSSRj51xHsuH+kc5a/hIV3/NnD5wvf2tvlVvykf0OPxO+ZbBKf8AbE/9mX/14MjA4rR7fCHjWoh7V7/pjuHH4L8j/nVuGTK1f0UeNei9D+wg/K+YK8Xoa/aauJ//AHRcgPygdk5ib39uHiCgvKX/AExv5IVnkJ/z3j//AFKT/wCHMIzwh41rOm+3s8a/n5e0Qfbh+Xn/AGLj1+SxpDJ3S/0dniXqGxexEH5HzlbePXI4yhyv6STlWIj/AH/YvFmga45HUsUk/E8Vr1So7WO21F+cBTKljx1nKSEqdIoCC7uGagPbwgJcfTT7NY6I8CSotaLpzeoZqJ5717nDy53fR5V/OlldnXCa1hSNQSUmZzR9eXPY18qkap4jmjJ/akRreGuJ0VDHN4Gj9rqqJMVIoFKVUip/UyhhzL4356VPtkBxd0kfF/8AVf0JuhB9pz46f93u+v8AO9acjV7+2jxLTPKX/So/yArUoJkaQlmLUoCIqrpl7AHf9kGYNg2nALWFNGZZ2sHSVoNe0R74U311Sdp1OEXPKwHHmvUfjZVkWoncKDJVFmtOXtgRsl4/7NbbauU608Je5z+QTv2N80s4o4+ap2t6cZXp2wUgorTDFjBLdo+X/LCkxQ+BHtQuoqLB6e1wbl9rjXFfjXENX9aVXmTQqvUoSKfLunTuKYVWP3wzjI5o6cvljqoFRIUx1TiYvcxu/IzU21hxbtLtkrrSJMSSR86eviqN3MBvfp9cuq822HUH2u+QHF3blDuj+oSb6NcuoW20uXgb5BILSUC+lYp02eJpNVirNl10VUFgMUxgH17tz29hCyH2OeI43xuBHjB3L+pXZZ2u3ZnVtlU5yD6m7Lqdbv8AU5Avh8D+tXKFZWOCelEhjEErqLkkjh2EQ+d6COQitj5udze1eZtS0Zo7pJERwcfjXUss1HlLHjDthauTyVDm3YjX7Av4Ig65/mRM6sb9aSTMYf1trLnHyzFD0BwJDB28SgjFdS2oVEBroR/xEY77H3Tfpbx8WeoY3jyN64ktNzbpm4yf+VVTsREndFMeAHU2U96Rw2y07suJsZzXi9YqPPJ41gS1W8cQLt20I2l4084ZmqoiqtCKldNVUDnSEqnkGkHDYygAPYSFHxfN75INM9zm6Bs4BJYdnPttxz48A4Wq+WQ3RmipJbY98bWTxmbYJBMJ2mkEjfs7boy7sBzuyqu82avGKy9qbcVg1VJKHaFGUgHxgNKQC65kUVjgXwleM1vAt7k/IUADxgQxVCB4TlHsUS4m62inukYD+9nb4LgOHYRuyPi6OnM80Pr66aJrC6Ac9a5D9kgJwCfbsODsPHDOCHDc4HALeQ3HuuW2u7ZoA0GFrkYYyrKIBz7ydZ4copnkH6wJokWcAmYSJlAoFRIYwAIiYxjddns0VqYXZ26h3F2MbuoDfu6+vyAC61/yh12t544+b7ntMJyyLa2iXkYL3nABdjc0Yw0EgZJJOEczS1ymEUmeK9PTsWxDTbtIFWVQYjJF8RfEmMs7MLSLKYPgBky+cuQfiB0C/wCKN6oqzT2/mWnv5nY/VG93zDxFbh5FbC266rNxnbmnoI+c7Odd3sfm7947WBWY5rZewUwiYRMImEUEuqT9rJ6i/wCAly6/J/2FmXsHs7RfpcP7xqs7j7Hz/mX/ACSo9+y4/aKODP8Aumfyw+QWem1qdX/YRRD56cTY/nPxH3RxRlbs91zH7jhISFc3WPg0LI8gSwtvrtsK4QhHMnDoPzOFK+CAlM5S8JVRN3ES+ESqDg5WszEeyLxcXAnphOpZvNChOlFjSdLiNYN4mBfkdCBnhTxYbYdQ3mOhABOZRoqBhD5xRymFy2+xXj9NTo48Pel5HT8hpCJstx2xcYxOFuG7NnP46YvcjBEcoPzVeDTiIuFgalVFJJumuo1YtSLOzooC9cOzN0DJsYXEuJ4qvHkr7O5YLpzou/Orhxz62hwnv21peZsGxGNRorm0vxnLeVP6vHdVs0TszXrtnE3J2Qz11GSCMiiWRVMsmqVMqKCTC5B+7BCy3wP6AOvOBXOJ3zOpPJrZWyHMnSLBWJqnbKrTOYsVhn7lAwiF2vVg2cFmB7Jz1nucc6m1gGLKUpnxm4CIEKqLCoXZGFj/AJ1ez8WPknz5V6hfGfnJdeHO6JlCvLT72v62WuUgxscDRmmslLJTZ+K2brl7CJTtDYJMpGPWI6Sdio4MZXy3B0QYVQ7AwRuWduoB0NqH1AtRcY2l65EbCqPLXjBrun0aB5fRMClI2a+Pa7GRAythvtRPZo568dS1xjVrA0FpPtXsVJPXApu1SqqAdhUDseJRx0V7PDZ1OVWqOWXUB6ge3+elv0W/r8tq6rW2qvavBx0lUZUJ+rln5Ge2NsiQlK/GWLtIni2acYk8ekAztVwkddFVhNrdgDCnptHpRw2zOqppTqgLbzn4aX03SkKahpVCmNXcFYU0KtsashIubeazt3TBQxNhGW8sI1YAM0KXxfPESMdKpndhW5ZVUXySCb1Zg9RjXSDGRVaOU2D5y0NINmb06JytXThgV0yM9QbriU50QWRFQoCXxl7+ICKuLpm9OCsdOTW+2a4ls+b3ps/e25LLurbu6bVXGVZslysc+m3Ig0dRrGUmk0mMWqDpyQBcqCd5JO1exfN8BSqTlSi5ZcbqNzA42bp4y7IA6dQ3PQZumP5FFsk7eV9+8RBxXbbGNnBiN1pinWRq0lWRVBAnvbNPxenfCoDg5Wqn1uOH7ziX0X+BvDq27alt7QuvOe2mqBG3qWridLm3dCl6VyLUh625YMp+wpJBVISVCLZrJrlEGTVAvgAxBMah4LsacuyrFtkdGHmFuPXjLins7q7bnsnBFiWHg1dPJaB1bE7xsWua84bDB69uXJSPlEZq1IMGbNJJV89hliPwTL70zV8JezC4hwG/G9To5g9MTVPJjp3qdOOg2Fbj/qaPhtU1yoykBXyXFxWILVFqrdmjGnybJzcOrMu5Ya4Cbp24ee8LLOFHCplVTG8RUBwcqwXX1TToVCpFFRenk0qXUK1U0pFRArVSQTrkMyhyPVGxVVytzuyswUEgHOBBN28Q9u41VFADpz9OCE6eugd16Hhtrym0Gm5d5bP3a5sknUmlWcwLrZdVp1XXryEY1npxKQbxCdQKsRwZZIyxlxKKZAKAmoNyqTk5XaOmPwHiOmvxSr/FuE2XI7aYQNvulsJcpWsNqi8cqXGV+VFWRoVpNT6KRGBvmFODgwqB6iUvwyoQnJyu49Qzh8456cSdo8VUtuWTSLbaRaw0lr7VYw01JowsHa4WxysCtEBO1wklE2llEmj3iKjoqSjZwcDlUL3IYgODlUzae6BfLXj5r6D1RpDrT8mtVa3rQO/kOl0fUFdr9fjjyDtZ/IOEWDDZaSZ3cg+cKLLrH8SqypzHOYxhERphV2h1KxfdHSzrPKrp4w3BHlzvXZG+7DCOBsTXk3KM2ERtAuwo6xWSXq13LGundiijOYSDsakGs2VVWI7iDKpgdE6hVEmFQHByFXkXoG8lNxQlJ0xzl6tu/uUvEmhy8FJIaEY63YaykLuhWFSKwEZsDZo7Du1jn2DLyEym96Tduy9vNauWjgqaxGFy2h0Des2dYrQe4t6Q/Tp6enGGv7J1vqrYu/4h1t7YuoYyzwVV0rxv0BRxbvq1LW6vIJQdPLLxNhTJXWLxy3CSkYdFsiBhAwAKo08SVfLCw8bXYaJr8M1KyiIKMYQ8UyIdVUrSNjGqTJi1KquoquoVu1QKQDHMY49u4iI9xGq4qjDqf9Et91IOTWmuSiHMW+aEktGUGDq9EqENrmN2BCQ1tiLxZ7o42VFEnLpCx0XZ5U0xGtlzEZGUMSCZmMqbykipUwuQdgYX1ac6VHOvW+29YbCuXWr5XbaqVG2BT7dZ9W2SixrOu7Hr9cn2EvMUWddp7Gfnaw9rj2ijFyoCCwkRXMIEN27CwmR1LLPUP6TrTmRt7UPK7RfIq8cNOaGkIp1WKdv2hQDW2pTNJdqSax6fdae5m60WdYNzzkgmgcH6aYtpJ0g7QeIHTSSYQOxu6FxfAHpJK8Vd+7I5lclOTl65t8zNlVpKjrbmvNYY0mGpFFIZkdauUOjs5yzIQij0I5BBVyR2VIjRHyWrZoRd2DlhC7IwOCtd2XTEtj65v+vF36kUjfKTaqYtKJNyu1Y1K0QT+DUfptTqtyOVGZXwqAmJyAcS9vEHfuFVxUQ+mvwaiunNxHofFCF2LIbVj6NNXmZSuspW21TeSJrtcJi2qt1IRpMTqDYscpLCgUwOT+YUniECiPhAqk5OVVpYOhHu/UW89z7T6cPUu2pwZo3IS0v7nsvS7fU8LtymtbLMOnbuSk6YSTu9UZQiaCr9YrEh2Sj5kgcEU3wIkTTJTC5bXWMqdfCXp+aj6Uuht9WynSGzuQ+6LyhZ907829akHNl3Hvm41uKsFiQjGMXFJSUgoK79+/8AkyNSGQfLv5NY6q7twuJxcFxJysK9BfjLu/SfDuR3DykeX5Tkty62BP722PAbEdWIs5r+El374tEoRoGxrC7rJ2sY5cTDhidFBw0dzarVYvduUCgquO/A4K7zKriq2Oot054XqD/pXPljaspq/wDSych6tyAY/JlTaWn6r3lY8HgrDv3qdhPkds88Hq6J7wYn/UhymFUHCsnyqoq2OUHTnheTHNnhHzOfbVlKjJ8Lnt0exlBaVNpMML+NxIyIqm/sC07HuK8DD3MPCKbR35ni9fD29SqDgELkOpzwHleovoCs6OiOQ1640Oa7tmv7PPfdfRzmUm5JCCqd4rBqo4btrTUFCxkge5FdnOLo4AqyTDyzdwMQgOF0jqNdK7W3US01p6k2HZt41DuPjrOR1t0RyGopCq26h2xqzh2z9+pGnkY5aQjphzX496qm2kY98k/jmiyLxIUjApTCB2CoT07oYba2ttHUV76mXUX2tz+pWg7C1tmsNISes4TUutVrTHeT7hObGaR1ttyt9MAJACqapG7lwQBRcO12izhsswq7WOAwpu9Szpc0fqGs9QXGL21euNXJfjrYndn0PyO1kiV1ZqW8kVGC0jFysSWTgFrDAOHcU2cppJSMe6aukfEi4Iks7RcsKgOPEon6M6KGw33JbU/KnqLc8dldQK9cengTGgaZO69h9Tat17aEnLJ41uDqpw9mtDadsLORjGj1NVEI4VHjJqd2LwG6RSsKpduwBhX85VcVWXwb6bcLw93lzJ5LWTbMrvPd/MzZid2ttxmqk0qZKbVo95MPoLW1WYoz9kVTr8OtNGSKf3hPzGrJkkZMAakMNFUnIwrA9iUGp7W1/eNX3yIbz9I2NULJRbhBug7tpir22HeQM9GL/EfKfRb9VIR+IAbKqipJpfRASq3Sl3H0p5Llfa7RrzYl3Z2ekbKkdYxaE/q6BR2dQtsPKazriN1PG2CPfW6oPHPnC4ZGIvNOD+AwFITKY3YXLa37SnLuTp90LePThP06braXjmqF49680ky2IWDbHk2M3quBrDSk7HSrh5H3YX0VZ6gxlRYg8KU4pih54AbzAqqZ35X502un1Qum5xJr/FmjWp7evdLBdbdbtiyUG2rspdrVc5NVVSZfwjSRlG7JSLrraOiUSg5VEzaNSMY3iEexCcnK4HpZdO2G6YfGBbjTBbTk9wMVdlWzY31Wy1Ua052Ve1Ma+yUivkdnO2FEUmQQIGKr7x3P5oh4S+HuNBuQnJypr7m1yhuHT+19SOZVWCb7S1retcuJxBoR+vDIXerylZVlUWKi7VN6rHJyYrFSMqmCgk8ImL37hVUG45WBuAfEaO4IcQ9M8TYm8PdkR+nouyxja7SMEhWns6Wx3iz3U6y8G2k5lBgLRWymbgUrlXxlRA/cBMJQKpOTlVscuOgrpTk51D9OdRGA2rM6dvevrxpvYV/pEJR42wQO27Vpi3RE9CzkhJLWGFc1yYmICDaQ7xdNB2Q6LVJcE/O84VqYVQ4gYUvOb/TghOafIvgDyEk9rymv3nA7cklt+Jq7CpNLC22S5kbLqixmgpGUcT0SrWUEj6sTSBdJB6YQemN4A8sAOVAcAjrVl2VVEwirX4UdOeF4Z8j+fnIeM2rKX57zv29CbZlqs+qbSvtdbuIWc2lNkhI6VbzsqrZUXBtnKJiuqgyMUGZR8A+YIEoqk5AHUrKMqqKgH2o77RRzm/3M35YfH3CKQnS2+1k9Oj8BLiL+T/r3PMl/9na39Lm/eOW2Ld7HwfmWfJCnbmIV4mEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEVePJ7qV6X4sbqiOP1j1dye2xs6W1dH7i+Q+O+hbZugYqhydssFKZys59ShlXEUClgrThH9dSAnqn87ucADBX7VGm9LQMqdS3Cit9NK/ZY6pmjha52M7LXSOaC7AJwMnAyrukoK2vcWUUUkr2jJDGlxA6yADuWEv1ZHU/7jPqe/yC9yf+emRf13uSn/8ASWw//Ppf4qvvU7ffvOp/un/VT9WR1P8AuM+p7/IL3J/56Y9d7kp//SWw/wDz6X+Knqdvv3nU/wB0/wCqn6sjqf8AcZ9T3+QXuT/z0x673JT/APpLYf8A59L/ABU9Tt9+86n+6f8AVT9WR1P+4z6nv8gvcn/npj13uSn/APSWw/8Az6X+Knqdvv3nU/3T/qp+rI6n/cZ9T3+QXuT/AM9Meu9yU/8A6S2H/wCfS/xU9Tt9+86n+6f9VP1ZHU/7jPqe/wAgvcn/AJ6Y9d7kp/8A0lsP/wA+l/ip6nb7951P90/6qfqyOp/3GfU9/kF7k/8APTHrvclP/wCkth/+fS/xU9Tt9+86n+6f9VP1ZHU/7jPqe/yC9yf+emPXe5Kf/wBJbD/8+l/ip6nb7951P90/6qm1xI5b6w5n6wltq6qidhV+Hr+wrpqyw17adLf6/vNevOv36UXa4KdqkoqrIxL2JkVRQVSXAipFSHIchTFEMnlFW0lxpIrhb5Y56GeNskckbg9kjHgOY9jmktc1zSC1wJBBBBwsVLFJBI6GZpbK0kEEYII3EEHeCDuIKlDlyutMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWm/z1/uwTpW/gAXz/JPqR5E9c/1Wqv7P99Gszp/2Xh/W+Q5bSeeeVstMImEWo/0Avtm3tH34drX8oDnRnsjk49gof0Sm/dlebeUb2Qb+en+U1bWGbCWuEwiYRYJov/R031/2s1D/AOYllyTXP+rNr/LqvlxqN23+slz/ACKX5EiztkZUkTCKuvZMWvX+RmxiuVTA3vlXot0h0gIQjc5oZk5pM+BDAUDqvWxohgZcREeyThAPT6db8ulGavSdhvEMY2aWarpJX78gvcypgad+Nkh1QWAAHLZM53YmvI/Uil1Te7XK87VTDS1UTN2CGB9PM4dO0C2APJzudHjG/PozzGvQiYRMImETCL0ruG7VMVnS6LdEDEKKq6hEkwMocCJlE5xKXxKHMBSh37iI9g9c7oKeeqk5mmY+SUgnZaC44AyTgZOAAST0AZK6pp4KaPnah7WRAgZcQBknAGTuyScDrJwuqUmRue33Ey403DVezwVdZQR5ORsdjlqoo4lZ88mJYmORLVpkQdQbVgRd+R0DdRMrghSlMf5o+iLPyBmO2GbXVbUWm7PqpI44o6eOqBiiEeZi8VMTXNlc9zYTGXtdsF21suGNFXPlqM9wEei6SnudsZTRvfJJO+mPOSl+Ig008hDomsa6USBjhthuztAgzA0dpGT1zJ2W626bjZi83FhDRckjXWK0bWoeKg1H67GOZC5OaSnXYLySgqSDwCKHKBCJIoEASm21R01qsVgp9K2AVPpPTyyS7dQ8PlkllDA92GgRwsOwNmKMbIOXPdI8l51zNJc7te59TXw0/ptURRxbMDCyJkcZcWNySXyvy87UshyRhrWsYA0SMzrXemETCJhEwiYRYJ0j/wA8d6f7e1o/yWpOSfUn2m2f+1x/vZlG9O/bbl/7lJ+7hWdsjCkiYRfK+eIR7J5IOjCVsxauHjgxSicxUGyR1lTFIXuYwgmQewB6jnOKN0sjYmeG5wA8ZOAuEkjYo3Sv8BrST4gMla+WveUEZDSQoWX3kK26SYqu3TBog8MW32t/K2m1zjxwQxXajRm9lCtVE0wVN4g8ZQER7Dl+VP0O151c6ovdm5s6rkqah4bLI6MGipWw0tHTRtILA+RkTpmvdsDB2HHAyI3yb8vNp0uILRd+cGmY6eBhdGxr8VdS6Wpqqh7gQ8sjfI2FzG7ZyNoDJwZNukr/AL2YfIelqtISTUp6zJvL89nIurxdUdv2EfbK47M1eOzz0ooims1WcsysDEWbKHTA3i+GruTPkjGna92odd1VLFTxyVdKaIRuqX1LY5JKKrYXNDYowcTNhnbMXsla1+wQN+yuUHlOfqGhbY9FU1TLO+OlqRWGRtOync9jKuleGuJlkIzE6WF0Qa+JzmbWTulrYOK8e31TbYqPs8g/2W+mYi+N9iyUYkq9TslPTUCDYMYOKXjkGkCWGXeRpWiahxBKScqGMqoqYTbRtU1kpaeLTbKGOPRpp5aZ9KHE7UdQcyyPlkD3Om5zYlEjh3roow0NaxoEAuVLdqiSW/OrJJNW8/HUNqS0DZfBujjbHGWNbDze3EYwd7ZJC4uc9xMMmTl7bePoyt0mUHL+Yp7uwyEoyRSRbslxMtNR6INo5IxRLCCRFBVMCnOcUDFU8RhN38kcpNss9g5SrlZNOU0lNaaOs7njjkc9zzzTWxvkLpDtETva6Zp3N2ZBsAM2QPVvJBdr1ddL2a93iaOqvFXE2V7mNY1v2ZznCIBmGgxRvEJ+6DmEuJdknt+qJ+22aooy9zjSxkm4eufdkCsnEeKsYBEDNXJmrk5lSiqYx+xuxSnKAGKHYQEYFWRwxTbEByzHXnep7eaaipK0wULtuENGTkO77fkZG7q8SyVlqsUmETCJhFSx7Nn9sA9oV/DEp/8Anq5w5ItcexFn/RnfIgVtp3+l1v5wfKkW3lmt1KUwiYRMIvE5CKEMmoUpyHKYhyHKBiHIYOximKPcDFMA9hAfQQyoJByOKo5rXtLXAFpGCDwI6ios7Q4wVq0lcS1L93q0+bxqmZEIJa9IqD3HwnbJFMaKVOPb56BRSD6UhERMEntmpqmlIirMywdf3Y8v3Xl39vQtLaz5GrPeg+u09sUV0OTsAfYJD2tH2snrYNnrYSciANpqFkpUopD2aJdRT4ncSFXKAoOUgHw+8MnSYnbvG4j+zTMYvf0HsICAT2lq6atiE1M8OZ2cR2EcQewry9erDdtPVpoLxA+CpHDI3OHtmOGWvb2tJHRx3DreXCxCYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFi2yJoBsrXx40gEnFEZ/5YURDsKlTRjlAMSS8HqdAJtRt7t4/Qq3i8P7LNs6YkqHcl+o47mc2Fr6TuYO6Lg6YYMOeD+5Wzc9s7zHs7X3KjdwawahoDT7qwiXnCOmAMPh9nOFmxn7rOOlZSzUykiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEAewgIfEPUP8WVVVBHqbdNvXvVF0lUqk+t7LVm+tQOZl/pzZshHryUCdpYEmQWGgXxmx7SS1Rn14tqsm7bgs7iXaALopLJqOWrnM264Cn7yTwCtk6O1Y215parJp3fAesLWXheh/wBeXQsbedX6HnJdprDYRF46/N9G80arrnWuxo9dsMYuFsqM9sjWUnZY9zGnFMyUnDHMZuIkMn2+ZmfFbSOG0XDzLarNRWKZokMzPKDkfAVaD0i+g5c+GW6YDltzHtNCf7E143kHentL0KYNbm8BcJKOcxRLtsG0laNoFR/WGjxc8ZHxZn6Xvx0Xh3iZmxUFLCuucQjMcRyT0qLam1nRMo30tA7akeMF3QB1Dp3/AM9mxDIOzvnjh0oPc6yhjiI/T3HvkXcdo5WjZZDLIXniVE3qG6D2Ly46efJXizqIa6GyttJ6lSrP1WTP1P1/vS98av2LLjIS/uzwGYBAVB0Kf60fxreAnp4u4ZO11DIJgZNzd6m2h7rTWy4B9UdmIggnxg4+FVd9EnpQcsum5yF3VtLkMfVBqtsHjtMaxhRoV++qyRCxv9k61taBXbL5Hjfd2XyZVHXdXxG7KeAvb53cMnca6CSn2Izl2VN9X6ltdVajT0r9qUuB4dGD/kpU9aLgtvvqL8dNF6o49moZbFrzcEzeZ8b7awqbAId9T38GiLN38nSPvLkXrkvcnhL2L69/oy2tVXFCHNkOMrDaFv1BbmSRVjtnaxjdleHRh4Kb76dXHDe+puQhqGax7F27EXeAGhWsLYwGHZU1hBLC8dfJ0cLZyD1sbsTwm7l9e/0YutVFOA2M5wqa7v1BcYo4qN21gHO7HFWjEHscg/cMUf4hzArVI3FUVdbnpYcqupLt7QF648H1YWB1lpZ3RLAN+vf1Jvflpe8WCwkBk2+R5L3lqDCST/XPEX5/cO3p3GTW2tgjg2JDh2Vu3R2pLZSWvuarfsyh2eHRgKxrpu8ddmcOen5o/i/uMayOx9dTG1Hk59SM39UMD5Nx2rb7jEizlfdWXvJhipxHzA8svgU8RfXt3HHXSojnlzGctwofrm7Ut0rtqlO1EABnh0fSpjxqwN37RYfgksQ4/wAADmLacOBUGhdsytd1FauXVZ6IXN/m7z239yh02fSv6G2xiaq+p0LZswK/YTBTNJa3oEt77EfILz3UQnKq58sPNN40vCf08XYJbS3CnbTta898At/WTVdnitUUc8hbKxuCMdp+ZbYVfkGjKNqtXtTKPlo1LX0JSLdEreF7EyrUlZa1+fjVymKUjyOfIgqkYBAAUSP8PXMC+pxVc63hlauqL0G3418J73nCR51o47H9mJ51qbG2GGn5jQ8pqdG7WoutJKz7ZPE2SQoBZx99SDqejDVpwLGbWr/u4u0gUUKm4E5QOYAAwyVlxpnMDi7BwtyU+r7LNA2R0uy8tGRg7j0raG6aHGzaHDDgFqjjFuc1XHYtJtO0JeVCnzv1RwXuluvs1Y4sW0r7oy85QWEgTzC+WHgP3D17dxwF0qI55cx72gLVWurxS3SsBpHbUTWgZ4eNTvp8mMNLFk02hH7lkkq4aMVHBGhHrtIhlG7QztQp02xXKxQIKglMBAHuICAdsx0Ba2QF3DKiFqkjirGSS7mAjK1DdEdAznk851a05ScrXuipGkOeS0ZyA3X8g7LGwTFg8F+HZVljEIU8AiZ4FolkzNFCiqAlScmN4vm98lslxpmxHYO/G7ct91Wr7LFQONPJmTmyGjHTjA8y3DJ+8zMhZl5Qsg58JnYqgAKG7dvH3+7kUkme6Taz0rRFVcqiWsM22cbWVrG9ZHoqcm+e/NB5yc40LalCHveqtcsdjfV7fBqMwfY9IYPaQdZBn8iyRXjBSg1+AAi/mFMZUihBKAEAxpLRXCHmA2U9+FubTerbcLYyGtkLZ2buGcjirq+FOut26T4Q8btDcjArZ9uaTprjWsk6qVgLZoF5VKvPSzHXJmUn7qzMIsNfFjGSpDJgJFWpu3zRKAYW5yxzTl8e9q1zrWvorhcnT0ZzGcdGN+Bn4VIPMYoSvIpjEMU5DGIchgMUxREpimKPcpimDsIGAQ9B+jBAIweCqCWkOacOHAq0Dj3t79EWvGiJlco26vIJEfGMIAeXj/mpN5ghfiK3i7JuQDuAKiU/oCgFDWeoLT6XVHPQj/hJDu/BPS3xdI7N3Rk+y+SvXfqstRoLg4entK0B/XKzg2Udv3MmODsO3B4Az1JxrGZjn0TJNyO4+SaOGL1sp38C7V0kZFZM3bsIeJM4+oCAgPqHrmCikfDI2WM4kaQQeohbOrKSmuFJLQ1jQ+lmjcx7TwLXDBHmKqc29qmW1ZYTMl/G7gZE661fluwdnTVMxRO1c+EAKnIMgVKVUvYAN3A5fmmAA2pabpFdKfbbunbgPb1HrHYejzLw9rvRNdou6mnky+2SkmCX2zRxa7qezIDhwO5w3HAxNmVUGTCJhEwisi4kQ7JnrqQl0jEUfTVgdFeGL28aKMYiggzaKffJ5yiofeXzXWrJnvuDYT4DIxjynJPwAeReuOQugp6fSctewg1FRVO2usCMNa1p8WXO/XUqMi63UmETCJhEwigl1SftZPUX/AS5dfk/7CzL2D2dov0uH941Wdx9j5/zL/klR79lx+0UcGf90z+WHyCz02tTq/7CJhEwiYRMImETCJhEwiYRMImETCJhFjjZundR7rhoqubl1ZrjbdegrFH2+Egtm0es32Gh7ZEt3zSKtEVF2qMlWMfYoxrJuUm71EhHKKbhUpDlA5wEiyPhEwiYRMImETCJhEwiYRMImETCKmW/e0E9IzWPJd3xPufL+qRe0om0motjkk6xe3+rapdiPBj16vZtusKy411EPWD8pkHzhSR+T4xciiTxw3USVIQiuXTUTWTIqkciqSpCqJqJmKdNRM5QMQ5DlESnIcogICA9hDCLzwiYRMImETCJhEwiYRMImETCJhEwijTyy5hcbeDWm5nfvKna0BqLVsK9ZxJ56aSk5F7Lz0kRyrG1qr1uAYy1mtlkkEWa6qTCNaOXIoN1lhICKKqhCLBvAzqm8GepZC2+U4f7tYbFkdfqs07zTZWv2ejXyrIyR104uTkKjc4iEl3EFJHbnKjItCOWBlSmRFYFinTKRWEYRMImETCJhEwiYRMImETCJhEwiYRMImEVAPtR32ijnN/uZvyw+PuEUhOlt9rJ6dH4CXEX8n/XueZL/wCztb+lzfvHLbFu9j4PzLPkhTtzEK8TCLU39sb+1k6L/Dt1l+T/AMns2Hya+zsv6I795Eo1qr2PZ+eHyXr/0ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRUfba+3Vyv/euKB+VjtPPE3o3f6l2b/wB0d+4etl8mnshUfmR8oKZufNhbjTCJhEwiYRMImETCKPHRu/6E/Mz/AL57z0/zyO8+3fJD/wDdTpr/ANhoP/xWJeatReztZ+ky/Lcre82KsMmETCLCu/eRuieLOupHbPIna1K0/ruMXRZL2e7zLeJaOZJyRVRpDxDc4nkJ6dept1DIMGKLh4sVMwkSMBTdiAE8FWfrb2g7o/7WvTDXdY5l1ePnpZ+lGxT296+3BrOpvXayoIJlNd9h6+rFQjEzqmApTvnrUhu4eERD1CmQuWy5XLpqJqpkVSORVJQhVE1EzAdNRM4AYhyHKIlOQ5RAQEB7CGVXFeeETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFpv89f7sE6Vv4AF8/wAk+pHkT1z/AFWqv7P99Gszp/2Xh/W+Q5bSeeeVstMImEWo/wBAL7Zt7R9+Ha1/KA50Z7I5OPYKH9Epv3ZXm3lG9kG/np/lNW1hmwlrhMImEWCaL/0dN9f9rNQ/+YllyTXP+rNr/LqvlxqN23+slz/IpfkSLO2RlSRMIoc81q3JKawY7OrbfxWfT841tgKpuk2KrqnKGI1u8I4XO0eGUi5CMBNddIpfEJ2aZy+I6ZSGkVgtls1K2q0beg11uutM+FpLNvm6kAmmnYNtmJIpPAO00Hac1xDXOUc1DX3CwCm1baCRcLZUNlOHbHOU5IFRC87L/scjPCGyT3oc0FzQDikpgOUpyiBimKBimKPcBAwdwEB+kBAc+fbmljixww4HB8i9tNcHNDm4LSMr9ziuSYRMImEXt1lrutbi2jbY28RLOw07XtMjW4V2UKdZg/tOwzy6Iy6jUpipqOICtwaqTZU/cyKsiZRLwqplOHrbkVppNMaJdqihdzd8udc+NsrQNuOmpBGSwO4gTTyZkaMBwgYHZBwPMnKvLHqTWA07XN5yy26iY90Ts7D6iqLwHlvAmKGPDHHe0zPLcEZU0tZapoWnq6era9gU4KIXfrSz0vvb6QeSMq5RboOZORkJJy7fPHq6TVMpjHUHsUgAAAAAAbCu96uN8qRVXKTblawMaA1rWsY3OyxjWgNa0ZOAAodabPbrJTGltsexE55e7Jc5znnGXOc4lznHAySVkTMWsmmETCJhEwiYRMIsE6R/5470/wBva0f5LUnJPqT7TbP/AGuP97Mo3p37bcv/AHKT93Cs7ZGFJEwiYRYQ2Fxu0dtN0D+8a4gJaSBoLEZRuV1DSajTwGIk3cv4RzHOXqDYT+NEi5lCIqgU5AKcoCEiterdR2Zojt1XIyIO2g04e0O4EtDw4NJBIJbglpLTkEgx+56V09eHGS4Usb5S3ZLhlji3oBLC0uAOCA7IBAIwQCO5a31nS9TVlCpUWICJiEl1XiwqOXL+QkX65U01pCVk3yrh9IPVEkSJgdU5vAkmRMgFTIQhcbc7pWXeqNXWuBkxgBrWsY1uSdljGgNaMknAAySXHLiSchbLXR2mmFLRNIjzklzi5znYA2nOcS5xwAMk7gA0YAAHfcx6yCppvMjINXG0tfVaDLJStw2nvGGimvvTWOjYiNNYXZ5d6c6xiFBNqebFRNBMO5jGHt6B2HSPLdHGddQ1sxwfSm3uecZLnCBrW56zssa3J6AFvf0P0MQ0xNVVEnN0VHeKogAE8ahzwxoHAF20T0DPas2xTU7GMjmKglE7NgzanEoiJRO3bpomEoiACJREnp6Zot52nl3WStjTPEkz5Bwc4nznK+7OK60wiYRMIqKfZ3NhUOi9QT2gJK63SqVBSa5i1oIgLPYIqB+UxY7q5r++gxNKOmpXItReo+YBBHw+aTv9kHeUazp6ie0WgwMe/ZpjnZBOMshxnHiXXpinnnq64wsc/Ejc7IJxl0nHC3EIuXiZxmlIwspHTEet/aX0W9bSDNXt8fKdNFVkFOwCHwMOa0ex8btl4LXdRGCpM5j2O2Xgh3URgrkc4LimETCJhEwi6/ZapXbhGqRFliGcuwU7iCTpPudFQQ8PnNXBBI4ZuAAewKJHIcA+nLimqqikk52meWSdnT4xwI7DkLF3eyWm/UhobxBHPSnocN4PW1ww5jvwmkHtUJdjcS5FiDiT10+NKNg8Sg12UVSSkky/ESR8iPlNXoB+xIsCJwKH2ahh9ZpbtVxvxFcG7Lvbt4eUcR4xnxBeddWchtXTbVZpOQzw8eYkIEg7GSbmv7A7ZOB4TiodyEc/iXriOlGTqPftFBRdMnqCjZy3VL8SLIKlIombsPf1D1Acl0ckcrBJEQ6MjcQcg+VaDqqSpoah9JWRviqozhzHgtc09RBwQvjzmrdMImETCJhEwiYRMImETCJhEwiYRMImETCLGFb8s2ytjGeiAyiaFXSjAUH5xa0MZ5pfcwN873c04Z15wl9PNAO/7HNq6n51nJhpltD7EukrnT7PA1on2TzmN22KUQc3nfzZOPulHLfsnUNwM39JDYQzPuWxnveznNvax04z0LJ+aqUjTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEX6Uxij3KIgP3QHtlVUEjgvtJJyBC+EjxcpfuAoPbK7TutdgmlAwHHC+ZRdZYe6qp1B+6YwjlMkrgXOd4RyvVlFxXmRRRMe5DmIP3SiIZVVBI4LzO5cKB2UWUOH3DHEcZK5F7jxK/CLKpf2tQ5P9iYQxkqgc4cCiiyqv9sUOf/ZGEcZKFzjxK9WUXFe4jhdMOyayhA/1JhDK5K5h7hwK8DqKKD3UOY4/dMIjjOVQknivDKKi95XTkpfCVdQC/cA4gH8WVyVyD3gYBOF6hMYR8QmETfdEfXC45K95XjoodiuFQD4dgObtjJXISPHAlek6iig91DmOP3TCI4yVQuJ4rxKYxR7lEQH7oemFQEjgveLpyYvhMuqJfuCce38WMlctt5GMnC+f44XFe8jlwmHZNZQgfcKcQxkrkHubwK9Z1FFB7qHMcfumERxkqhcTxXhlFxTCLtVKt8tRLNF2eGP2dxy4GOgYxioPminzHbByAdxFB2gIlH07lHsYvYxQELWtpIq6mdTTeA4cekHoI7QfoWb07fq7TV4hvNvP2eJ28dD2nc5jvwXDd2biN4BFvFNt0Pea5G2WDXBVlIIgYyRhL57J0T5rlg7IUR8t01V7lMHwEOxiiJTFEdTVlJNQ1DqacYe0+QjoI7D/ADvXu7T99oNSWmG8W121Tyt4fdMcPCY4dDmnceviMggmD/Ly4FkLLCUtv4RSrzQ0nIGDt4hkZciYoIG+kAbR6RDh8O/vHr8Aya6SpObpn1juMh2R4m8T5Tu8i848u9+FVd6bT0WNilj5x5/6koGy39VgB7dvsCh7kuWhEwiYRMIpq8PLUdGTtFLWOPkvWidiYFEexSOWZ0WEiUv3VHLdwgP+xQHIbq6lBjirG8WnYPiO8eYg+deh+QS9ujrK3T0h+xyME7B1OaQyTHa5rmHxMU9cgi9NphEwiYRMIoJdUn7WT1F/wEuXX5P+wsy9g9naL9Lh/eNVncfY+f8AMv8AklR79lx+0UcGf90z+WHyCz02tTq/7CKrbrW7O2Jprpb8wdm6mu1n1xsSpUKvvqvdqZMvq9Z6+9cbFpkeu6iJmMWbvmC6rF4qiYyZyiKahi/ARAaHguTd7lFT2bTe25+RXTRh9j752lfNw35bd214VW5bGs8tbbIpERS0EEbGnl5l07emZMQXP5Sfj8JPGPYA7jgI/cVfiooRIh1VTkTTTIZRRRQwEImQgCY5znMIFKQpQERER7AGVXFQuZ9SHp8yN+Lq1hzd4pPNhHkAh0qk237rBaXXmhW93+Q26JLMJHE4Dj9bFkQxnQKAJfL8QCAFXBU0FFUkUlF1VE0kUkzKqrKHKRJNIhROdRRQwgQiZCAIiIiAAAYVFEej9QHgvszY4ag15zE4zXfaKj88U1oNW3drmbtMlKpnFNaLh4ePsTh3MyTdQolVbtCrLJGKIGKAgIAVcHis47Y3PqDQ1RcX/d+09d6fo7VwkzXt+zrnXaLWk3q5FTt2Py1ZpGMjzv3RUT+UgVQVVRKIEKI+mFTGeCxrormXxK5PPJSN468ltG7tloNv77NQmsdn064zsQx84iASElBwku7lmMcouqUhHCqJUTnHsUwj6YVSCOKpV6oHtA1D4T740jx20bDaY3pObJm4tlsjZh9zQ0jT9HpE2ESl2OCt9bqBnDxO0xjZFw5WTfy8QDEqYCqmoHiAtMqobneVm/qzP7jyl4uapsnCHqiaA4hsWW7joTO/T8nEaFQru3a0u0oO9YsNg6/k5BjMWBF8sjInjDLeIqTI6olAUwwUbuO8KzfiulN0DiDx/JtrdFb27PVPQWuFb/yBbXA1hqGyHsZRolae2w2vswqkM3XLUKSkqnKuDlBw2XBc5uxhHKqh4rqNA6iPAnat9Q1drTmfxevmxXr35NjKZU9562nLBNSIn8v3CAjo+xrr2B6CnoKTIFzgIfDCYKkDs7cOpNJwLS1bm2lrnUdXkJdvX2Fk2dd6zQoF7PO2T+RawjSYtUnEx7mXcx8S6XTbEUMsdFsqcCiVM4lKmM8Fgm19QLgpRbFU6lcuZPF+s2S9RUJPU+Gmt66zj3thgrO0Rf1icjE3FlIC8NZmTlNWNddwbvyKFFudTxB3KuCpA3/aOstUU55sPaWxaJrXX8eMcD+83+3V+nU5iMu7bsIkHlmsUhHQrYZR87SRb+NcvnqqkITxGMACVFzVTt1UvtahLnRrPXrpT7NHNpit2upzUbYq1YIh4QFWcpCTsO5eRctHO0xAya6CqiShfUphDCLsOEVN/WF5Pc49LU3j1pfp96vm7HvzlVtlvrRPcx9dTN/1/wAd6yR7W4t/e7udtAWCr1wV5S3sxQezqC0ahHtJFcyCxm4AShXJoB48FVLyF3P1Yui7s/iXszkdzogufvGvkJuiB03tqjWPSlW1jaaXM2FIHy0lr+SgXEpMvDR8O3kHDJUXjVkou0Ii5jQBciiTgqgB3Ab1OTqHcuuZd76jPHjpRcK9m1fjHP7O0vJ8g9wcnLFSofYdlgKE0k7nFJVjWNNtBRr7+aMWkORWVOQyyir1DynDIrR0oo7FQAY2isIbO3X1Dek3y/4OUXdHL1TnzxX5tbrh+Pb+N2RqukUDdOpr1ZJeuQcdZqxO0JNFW1RBHNlRdqJOwcIg3bLNCt0V1m7wXBV3EHoK2dcquCpo6nXL3n1ri4U7i707+Mptg7f2ZruYvtg5K379b0Zx2qbGSkIZeWsPntRiZS4gWPXdsWbxcwH8onlR0sYx2paLkAOJ4Lrvs/XLzkRzd6esVvHk/sL9E3aTncGzastaPqTo9L8cDXloUsOx+RNe1mp10vuZXan66DQFlPF885uwdgRwAO5Vxai2B1sefPK/qQ1/jX1IKPx11BxP5i7J0JUKhauMGib+r8kQFmszGOZs519qt7OOSwrGGTSUVfunTlYx/EZQR7iLeq96AMjoV3XBjRfUR1dA7ijOeXNiscq5G2pVlvqiZo2mKFpx1rJNqztTe2rKEpdTrCU86m15KLVbmdFX91NHm8HhBU4GquJx0LUIhdAdQTQvTY3p0GVuj9sTdG5NlbOucfVucUDGxDni/eo65bI+quvcjb7tV9HnY1+/0qD8lvFIyMig+ZNWTMjnyFkFWapUW9Bxf1VOaK408eNIWeyjc7JpvRmpdVWG4GM4Ma1zmvKDX6jLWUTOwB0YZ1/DqOu6oeYPm/O9e+EVPHtIm6d4aK6e9ftfH3bd80psCZ5M6gppbtrqzzFSn04exMLqm+jlJSDdM3x4xyu3ROsiB/CoKRe4dwDtQrkwZO9ezob83tybPrm7uAvNWakHXO3gtb5OnbAkbJIryM/tjWC0qdKpbQTlHwIu7P7qdykycSIEODxg4iX6ih1JIREEcOkcCuap+8NxPPaLNq8fHWzry40ZF9M2O2RG6jWssqpr1jf1Nya3h1Lk1qhnIw6NkPFSK7cXhUgXFFY5PF2MIC6Ux3uenKvcyq4phFqycQ9pdSXrQTHIvkDrznI84DcXtW71uWjNMao1Jp/X1+2LOyVLYwkutbdrWa8kO/RVUibLHCqwSWBs5cKLkTbtEkSLO6cVzOG9Cl50pOaPLK48nub3Tq5q2enbi3FwtkKTIQfIujViPpTbalDvjIsjEqXKoQpUa7AW5tGv49cSME00wFw4bKgdRmLp0Co4DGRwXTPaBeqDtbgfo2n6x4nS3unL3cn1Q3GDkmVcrl0d6u0fqKPWuG1dmv63aoixVtRJZhGfJrb5SYqtztjSLhIfPYh2Eo0Z48FaN069r3/e3A3h9ufas/8AVTsvafHPUt8vlk+SoWD+XbXZ6ZEy05K/I9cjoeAjPfpBydTyGbVu2S8XhTTKUAAKqh4rkObOtuXW1NMJ1fhRyNrvFzcwXCCklNnWfW9W2pGnp7RtKknK2FXt8DY4kHMs5cNTkc+7+aiDcQKcoHEBIMdK1l+pDZOvR03OM8jyLv8A1e9b7AOrdaZrqla5rHDTj1H2S+XK5SJyIQkM6fagcNyOWNfj5GTOHlqGURjzkKUTmL2pvXMbJOMLZGr+w948Z+n1H7Y5GktPIrkNqTjb+iLt+Lp9eq0Padj7PhqcezWmpVKv0iAhqy3WUnvMi44rOPJ5iSSZzJqKmMJ6rhxO7gtebj71JOsBcOsZwj0ly1r1b4saC5ZUfa2x4XiFGVmiztriNf1nVu7JCnu9mXqeqj3Z0Le3Npozd46bN5KH7FblTXjGQKLNRpvyuRDdndxU5evXxd5DbSU4BcsNC6HDl424FcnB3Ts7iIRw0LJbjpUoxhm6stV4yQQfMp+5UNzXwPHM/dXjgRkVFU27kEjt1argsHdO+gcneYPWK2p1XLxwo2h09NHxnDdlxVi6Hu6IQpm7eRd+cX9hcXl/vNGI0YSDGNrMQyRjyvHiZwXSjIkjZdwBHKbIi2g8ItMHi5pjm71Jec/VwrTfqq8z+NlM4scz71QaBTdbXixSddRq0/s3czSMhmEc4uMM1gIurx1GbtmbduQUion8IAUCFAaLsJAA3BXj8KumxyN4r7pLtPaHVD5b8uKuWpz1dHUm6JJ87phpCYUjztLMKTi5TifyrCgyOVAfI7gC5/nB9JcSc9AVu+VXFMImETCJhEwiYRMImETCJhEwioB9qO+0Uc5v9zN+WHx9wikJ0tvtZPTo/AS4i/k/69zzJf8A2drf0ub945bYt3sfB+ZZ8kKduYhXiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//9KUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEVH22vt1cr/3rigflY7TzxN6N3+pdm/8AdHfuHrZfJp7IVH5kfKCmbnzYW40wiYRMImETCJhEwijx0bv+hPzM/wC+e89P88jvPt3yQ/8A3U6a/wDYaD/8ViXmrUXs7WfpMvy3K3vNirDJhEwi1D/aGyNNdc8emNyW5W6qtW4+mxqh/aGO3a5EwCltqcLsqZkzmQfXeuqLJRD5rJN04FwgyfiCU01hXzIhVfEoiehXNvAgcVOK5W7oW9ZHj+54wUvc3HBB1bW8S21+yrUVS9N8g9fzTB+zeMnWq6psmqQNqYyiRmws10mca4auWa6qChVEVRAzcVTvm71njm093307+lW+1rxXoO1+S8jqTjldNUrbYe7fpGutl6U17TNI3FOM5Dy00/j4lO3SmsywbE5I+GSbybk5EzodjlERdCDe7eo9+z18n+X27eH2kKzvTjpsNLWrDV14s1e5tX7f1V2TIb7tqu45dFWIeUdVZ9s+FkCoy0gAv5dwoQSwoh/7sI9gRwAO5cNMdfqwzu/OU/Fbj108978luQvHDd1v1W1pmubcx+QLJVKJYZys2Lat1uitKdx+poA0uwZt2LZyjJKPXL0UwVJ5ImOymz0kqwHmf1M6DwV41ae3DuXWF5fbp3ypSalq3ilRzt7FtG1bkt8PGvnWtI917qzQURqcpIlZSMp7r2BUyREWyrpy2aKlQDJx0KD176x3MHia0p20Oop0s7hxn4v3Cxwdcld3a45Ja95FvtRvLM4I1hDbSoFQrMPLR8cdVUoLuklyCU/9joIuXh02x2VXZB4HerNOdPNuq8LuEuzebTWsBuan6/rtBtEZA1qzsoVG6Q2wbtTahEP4i0mjZ1imyMhckn6awN1iLop+EvbxgcKqgGThVTz/AFs+YUroltzL0r0jdr7D4VxdGbX63besvILXuvrutW2MUk+vFsommnNZmr7Zte1BVJ0dtNKNW6czHt/fQRZtvGoSmVy2RwzvVyPG7mJpLk/xOovM6izykNpO60CX2G4l7eVtDuafF1VWYZXpnbfLdO2DB5RZeuyLSROkuu2KqyUMmqol4TmquJGDjpVSOsOsvy45TMLNuzhL0p9mcgeGtWsc9CM91z3IDXWothbUZVZ4sxs0zqLS1qgnEpZyxijVX3ZsEiKj9wQWQmbPyLN0qZVdkDid6lp0vuq1R+qG45PPddamtOt6nx62ZGUGImbhNIuJq/sJj6plmE+8qoQcW6orv3CBSUWjl13qqCrkUjKd0RE5UIwrYMqqJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWm/z1/uwTpW/gAXz/JPqR5E9c/1Wqv7P99Gszp/2Xh/W+Q5bSeeeVstMImEWo/0Avtm3tH34drX8oDnRnsjk49gof0Sm/dlebeUb2Qb+en+U1bWGbCWuEwiYRYJov8A0dN9f9rNQ/8AmJZck1z/AKs2v8uq+XGo3bf6yXP8il+RIs7ZGVJEwi+V8yZybJ5GyLVB9HyDVwyfMnSRF2rtm7SOg5auUFAMmsg4QUMQ5DAJTFEQH0znHJJDI2aIlsrXAgjcQQcgg9BB3hcZI45o3RSgOicCCDvBBGCCOkEbiqzmcCahW++6sBy6dRtFlov6k135xWenpFig2MvAt13Jv1x4EM8M9jCLG+eoRgAnEx/EYdF8u1ipKW+UWqaCIRRXmmfLMGjDO7IpXMqCwcG840wzuaNwfM7GGkAbY5G7vUzWms0zWSmWS0zsjhLjl/cksTXwBx4u5twlha47y2FucuyT2DNGLcaYRMImEXaeOTtf9HvZLNomu3ZG1hSl5zz0zJoyMijYrIWvPI4R7guRoycyCLhT0Dx+WT1Eg+H13yVxTjknilqJIpIjeqjmWtdl8Q5in55sg+52nCJ7G7zgufuDxnzDyhyxHlOligjkZILPT86XDDJDz0/NOjP3Wy0yMe7cMhrd5acTyyUrCJhEwiYRMImETCJhFgnSP/PHen+3taP8lqTkn1J9ptn/ALXH+9mUb079tuX/ALlJ+7hWdsjCkiYRcZHzDGUXl27MzkysHJfJEiC7B+yIR97gwk/C1WetW6Mk39zk0R89sZZDxiZPx+YmoQndLTywNjfJjZlZtNw5p73ac3eASWnLT3rsOxg4wQT0xTxzOkZHnajfsuy1w37LXbiQA4YcN7cjORnIIHJ50ruTCJhFUxuiDQY7ztLKnvVWMy8cm2RVG06zdRjdzbkhd1/Z1cb++NWq8hX51ikwelcoiqmCzw6qRxKQQCDctunZajTdr1jzRdzYNFVPYQ4CLvZKKR+ySGPBdPEdrBIZG0jOMz3kO1VR27Ut10XWyH0urAKmJjhsvEoJbVc1tAF4aWwzNxkHblxuO7stTtLS1xpniKC7B8zcKR81DPAAr+Glm4F95YOyh2Awl8QGTUD5iqRinL6D2DyzNC6F+ycFpGQRwI616HraN9HLsOIdG4bTXDg5p4EfOOg7l2fOpWiYRddtFlZ1WMCQdIuXizh03jouMYkKo/lpV6fwM45kmYxCmWWMAiIiIFIQpjCPYo52wxOmfsjAAGSTwAHElXVHSSVk3NMIa0NLnOPBrRxcewfCcBdVLLbZOUHIU2npJHDxBHLXJ/8AKKQD+wWcI1lWPFQPp8BjF7/AR+OduxR8Nt+evZGPlZV4YbMDs8/OT7YRDZPiBkDvOtbHo+caNjcj+d3XFcVV5UYSTp/LlFWbjp+VlSJHd2PcvLYxGkU+j4F8R0VorBrEMosRuBgMQQAO4gWb3+501ttdsEoe5j6fcQBwayLiCR1jrVNEXGlt1fc2u23RumZskAZw1028gu3ZBG7Jx8dz07r/AJOcSplKfFG0UdMXCaaVmrj8sjVJQwG/WG0guyO6h3JVhARK0kUinOAd/K7BmDjqLXd2c33khx4JGHDxZ3+UedbPZPbbqzm+9fu4EYcPFnf5R51ZjxU50xm2Hkfr7aCTCubAc+BtCzLX+xq/b3HbwkaAiocQh59x+wR8RkHR+4JCQ5iIDGLtYXUjTUUuXU44jpb9I7eI6ekqOXSyOpQaimy6DpHS36R8I6etWLZG1HlivY27tT6lTTNsO9wVbXWT81GOXWWezS6I9w89vBRaL6ZXb9w7eYRAxO/p375d01DV1n9Gjc4dfAec4Hwq6p6Kqqv6Oxzh19HnOB8K43WXIXTe4nDhlru9Rk9JNEjLrxKjeShpgG5BAqjlKJnWMZIOWqRjAB1UkzpkEwAJg7h35VVuraMB1TGWtPTuI84JC5VNBWUgzUMLWnp3EecZCzNlkrNMImEWINs6er20YlQrhJGPsrVEwQ8+mmALJHKBjJtH/gDxO41Q4/OIPcyfcTJ9h7gbL2q71Fsl73LqYnvm/OOo/H09kD1xoK1azoSJQ2K7sb9inA3g9DX43ujJ4g725Jbg5zVZPwMrWJmRgJtqdlKRbk7V23P6+E5exiKJnD5qqC6ZinTOHzTkMBg9BDNowTxVMLZ4TmJwyD/PSOB6ivFN0tlbZrhLa7iwx1sLy1zT19BB6WkYLSNxBBG4rh87Vj0wiYRMImETCJhEwiYRMImETCJhEwiYRdLtVSNNrMpmIfmg7XDkULFTKaYLJqIKiBloqWaiJSv4h0YoCYgiBkz/ADyCBu4GnOkdYtsUM9kvNOK/SNaWmemcdlwe3c2op5N5hqIwdzxue3vJAW4LcRc7Wax7KulfzNziB2JAMgg8WPH3TD0jiDvGDx+GCu6ikilWbdH/AFN2o5TA2SMcVYWwAl9m5rkmYAI5AQEDGbKeFykA9hKbsJsvtQaDjjtr9UaNqfTTSTSNtwAbU0hdwZWQDJZ0tEzNqCQjIc3IaumivDnTi3XWPue5ngM5jlxxMT+nr2Dh7c7wcErIWa4WdTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsyad3DLapl1TgkpJ1uSMQJiG83yxE5A8KcgwOfumi/QL6D3DwLE+Ybt2IcmHu9oiukIGQ2pb4LvmPWD8B3jpB2BoHXtdomvc4AzWibHOxZxv6HsJ3B44dTh3rsd65vS9gWs93uditRklECTEiou3QVMU6qDJIibVggqYvcoqIskEym7encPT0y9oKUUVHHSg5LG4J6zxJ85Kj2qL27UeoKu9lpa2olLmtO8tYAGsB6MhjWg43ZG5dPy7WATCJhEwikxxPZLudqe8JAPlR9cl3Lk3r4QTVOzZJlEfh3Ms6KIB9PYR+j0jeqntba9k8XSNA+E/EFuHkQp5Zta86z7XFSSud4iWsHwuHmVmWa2XsFMImETCJhFBLqk/ayeov+Aly6/J/wBhZl7B7O0X6XD+8arO4+x8/wCZf8kqPfsuP2ijgz/umfyw+QWem1qdX/YRU+dff7T9zi/2t6z/AJ0qHlDwXJnhKG3sp32p2D/CB3N/7HruBwR/hLgPaseR2ztGdOKu0vWk3K1knIjeEFqjYE5EOV2TtfXKNMu1xm6om+amScNUrZI1xkg7KU4FdRhHbVQp0l1CiKqwb1XRsfot8EIT2eGH5LRmtWrXkwlw311yxV3qFjsh7I9ulnq1d2ZL1hwzUmDVlWsKxc2rX0GIMSppplTcAHvoC4NTG5V2jtY6FCmwdRLkpJ+y6xEG+uNocTb7ml+kPf3taQejZH2hmWsHm7kYNedFUXqzEzFulUjB4+ysEkdmcTJicpnQq4G35FPTS3s7XE3l30r+AWyqBtBlxS5ETtSqm3r7yM+QZfYT2+DeIaXsDylPq292rriHjH9bmnLD5LftHBFmKEQqkCKhnKixK43KhcQT1LtvXgh+F8I76dOnuYN95hc4uWlL1bR4CgaI43ydIpFb5Ayb6Sga1O7Z2TFTVU2tZoGR5AWypnj2zWvP5KUcAgog3EBS97MKo3O/GMKnSSt1w1j17+nXZ6hwIX6VErcdqcUavJaAhbWzmEbJTtkbke6rtt1O3hKlRI6AabEpMk6hX0WWPL3Vj1XCxlFnCg5TpXL7k78rL/tCvBvizx+6mPD6r6h1WjUILk5Ix163kwJb7/NhebVet/O461Sqjix2qYd18ZZm9VIKMSoxbo+PukmmYAEBRpJCsH9ph4kceuFHSj45aR4x68S1hq9tznj7QjVkrNcraQk7YNKboNLv/le92K0TxheGaJ/rYuhRJ4fmFL3HvU8FRhJdv6lE7rl8j9nUDoy9D/jjUZqVgaDvviBqO3bQLGuV2JLW309x946pVSqySrc5PlCCLK7DVkXLNQRRO7ZMlRKJkiCWh4I3wipIdZrow8F+JHSDg956L10lTd6aMPoVd3tphZrM6sO1FrtYaxSbarZ03807h3KkrJ2YJpuZq2bjHqMypNPIaioiapG5GuJco09TjkRsjlN7MJ02txbclZCw7Df8u4Wl2GzyyqrqTtQ6pqHM7V0VZJN+uJnEpMTEJT2yz90qJlXL8yyhzGMYTDQ8EAw8rmOW/Sn4a649m+1TzMr+uly8oSan4rbhldxOrHZXdhsDvdlv1vWpqoyjJzMK18KhA1q/lZxjRFmkDUkW2OUfMMudVjcgcdrHQrm+ljxrp3U19nk408d+Tdn2C8ptpb26BkJuo2BlGXNCE0nyjvQa7iWMzPQ1mZoMISLpMbHETM0OBY9uVIng7AYKjgqE4dkK/bjloelcXtEan48a4czzuh6bo8FQKm6tL5pJ2JeDrzQjNipMyDCOiGTyQMkQPMUSbIEMb4EL8MquB371mrCLp2wdg0fVFHtWytlWqDo9Ao8HIWW3W6yyDeKgq9BRTc7l/Jyb9yciKDdBEg/T4jG7FKAmEAEi1YtUxWwfaCOcuuuVdorc9ROlJwc2A9lOOsLYY9zEzfLDdEDKszuLw+jnaaan1GsZaDb+9gqU6TVk3CJIX317MmZ04rn4Ix0rtHVsrcjzb6n3GXhlw+ii6m52aP1W831Yud6F2tVSf8d9KSEuMe7pbCt1BVs72e9si8wj2ZPjlZNvl0iBTFQkJRRAUbuGTwUcNn6G3103OonwR5L9TPdjrqaay2HtWK0DpXbtjPYdaS3Ejc9zMiWJurDRjWesWt5tk+RSFyd2kqd4X5MO88Kb1nHgsVc5BA3Lc1yq611S+f8ApD3P/uUsX/mQ8wi13vZTvtTsH+EDub/2PXcoOC5P8JYY037P7vK/bp5z2flfy73TqfSG+uWW2uQetNR8OtuDS1LM+2Rbp+YLcNzTcxQXZX8pEwLli1YxJEXKDJcHKpHAAqcqzCqXcMcV3zo77W5A8cuo/wA8ej5uDeF55KUDjtS6zuzQuzNnSy1gv1dpFgb6xkDUqcsDtVw8fpjB7mhABuJiNWbyNdmaJIt3IIkDqR28By2d8quCYRa4XtRn2uSg/hkcf/8A2BeMoVzZx8i6l1tdNbB4e700R1wOL8AvIXbjq9h9e8xaNEd25duca592nBKycqkiXy3L6toSJoxd2sk5O1RXjX4gVKDKID1o3f3pXGcXdxa+5B+0Zzu8NUzzez642p0aKfeKdNt+xffISf3RqV82I7Q8RzsZNn5ooPGqnZZo6SURUAqhDFB0odzcdq2fcquC9Dpy3ZNnDx2sm3atEFXLldUwESQboJmVWWUMPoVNNMgmEfoAMItKXhRxe5RdQ/ZfLDnB0yuRkx0o+J24ttXOGiarAp2Db8lv+9wTgw2TccvrCXsFbpGpQnnUr+tljVVXUc4M5bIkMiimqpRdhIG471NnofStf4icguojwb5E1BilzU1MtCcg9/8AK5vdrhshflRrmYjW8/DbBmX1w97ssC/rMZe2jhWMSMqiZzNODeWR0RwKoKjt4BHBUz2LnVxG5Yaw6w/O3fW/aBC8leQ+ldj8V+D/AB3n37le66544V1h3g2zdgm0dsIy17YnBTcOkyrEMm6SeqkMCEiJAoq4IwBwW0p0OOUfH3ePT84xar1LtarXzYfHrjLx7qu6qnBOHKsrrmxPqSeNaRNiTWaoJIu139UkUigmZQPE0U9fQO9QuDgQVcZlVRayfOX/ANz9653Brg2z/wBF9PcD6w85wcjWaY+dHK3w6sOvqmtTzRTxN3KjF19TZgSP2BWMtbsBA4FEoU6VzG5uelbNmVXBavXNX+6gekh+DDvD/N/yzynSuQ8EraFyq4phEwi0a+BvEvmNya6hnW/d8VuojbeCzOn89r23usfWdH17cBNkuZvbW/lIF48XnL7SzQJqslFuyEIkVwDgH5hMJPLADcV2EgAZHQtkTg1wr508btp2S68n+qFdeblFl9fyNXhtX2Tj3WNSsq5bHdjrEszvqNhhNkXF0+dR0PDPo4GRmyaZySZlRVAUikPVcCQeAVqGVVEwiYRMImETCJhEwiYRMImETCKgH2o77RRzm/3M35YfH3CKQnS2+1k9Oj8BLiL+T/r3PMl/9na39Lm/eOW2Ld7HwfmWfJCnbmIV4mEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9OUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEVH22vt1cr/3rigflY7TzxN6N3+pdm/8AdHfuHrZfJp7IVH5kfKCmbnzYW40wiYRMImETCJhEwijx0bv+hPzM/wC+e89P88jvPt3yQ/8A3U6a/wDYaD/8ViXmrUXs7WfpMvy3K3vNirDJhEwip65m9U7V/FTnZxo4MciNRQ7LSHLagSzxXkvfbtFR2sYCxEdXWFV11ZKXN095FS7VzKRUA2dvHEy1bNSWhBRdIEkTGVouQbkZCrm62HTx6MlV4R8gd5vdfcfePW54jXFns2iLXpiRgdaTdx283i13tDq8VQ6Y+jq1fG9zsgN2j8oxTpRBi4WeFVbmRFymOFVpdnCkZxotG7Lt7NRM2jkI9sErtGY6b/KJZ5LWlR24sczT0qBt1rqmZl3j4Tv5J5MapQhHJnS5jru/NBZQxznEwuhUONvdwys8ez2uW7ro58IzNnCDgqVM2C2VMgqRUqbhvunZSThuoKZjARZBUolOQeximAQEAHAVHeEVDDoVxzEnUC9oFlitUQkl+e6kcs98Ae8HYtL9yJct2oqfZAik4eqnAoeniOIj9HYFydwHiXXuuK+Zar6mHQ15HbWVSYcdKLv++VC1WyXOCNSoF6tUhrV1WJuxyDjwsIdNYsV8olcKGKCbavuFTCUqAjgo3gR0qZ/tD20dX0bpE8qGV8mYMFtpVyo0XWsM6dtTvbfepW9VWWgEa20McVJV3BpRik0cUQOKDSOUX9Cp98FUaO+UMuoNR7xrP2V1PX2ymr6PvtN4dcJ67aomUIonJwUvF7C4/NXFekU1gBRJ/XvLBisUfsVG4h9HfHQqjw1aDS2TRh0VapHNEEkGTPpdQbNs2TIUqKTZDie1RSRIQA8IJkTKAAHbt2yq4/deVVBdOGg3naXspFh15rRpISd7t3G3ndDVqGiiKrSlgfudyb+H6mY1BEBUcPrKgU7BJIA/XVHIF+nKdC5Hc9S06D3NriQHSP4+NpDdGqNcu+PFFnqhuqAt91rVUkaFOQNmsUjIzliYy79is1jbYzclmGzvwmRcleGKBxXTWTICo4HaUXPZnL/VNr7L6xe0qGyVjqPsrnPKX+mR67JWNXYVS4z+1rFXWS0cumkuwVaxEiiQyJylOkJfCIAICAAqv6PEtrPKrgmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRab/PX+7BOlb+ABfP8k+pHkT1z/Vaq/s/30azOn/ZeH9b5DltJ555Wy0wiYRaj/QC+2be0ffh2tfygOdGeyOTj2Ch/RKb92V5t5RvZBv56f5TVtYZsJa4TCJhFgmi/9HTfX/azUP8A5iWXJNc/6s2v8uq+XGo3bf6yXP8AIpfkSLO2RlSRMImEUHeS8aiw27qGfapC1cWGsbBrM29J4fBKowilcna1FOiiUe6zE72Uct1AEDEKK5fUFB7RrlLgbWcldbzsYkfR3GkljPTCJRLFM8H2r8QxvadxPNu4sCzOhJXUnKVRc28xtq6CqikHRKYjFLEwj2zMzPY4bwNtvB5XRs8gL1AmETCJhFxOqFbVCcr6k7M+aOKtdKBbKqnGtWwlkGS0OkztKj2UP8F2BHceUiK/cfJVd+T4C+cJz+ueRW42Gr5M7nZYIKll+pK6Gpllc7age2TahjbGP+XJs522bP2Rse3tnY2WeYeVehvdLyjW67zTU77JVUU1PHG1uJmOj2Znuefu49oDZdnvHP2NkbW06zHJWsImETCJhEwiYRMImEWCdI/88d6f7e1o/wAlqTkn1J9ptn/tcf72ZRvTv225f+5Sfu4VnbIwpIsE8k9mSmpNO2i4wIMgnyqwkDBLyJiBHx8paJyPr7aXeAoRQireGCRM7FMxTFV8nwG7FMIhntN26C53VsNU2R9JHFLM9kYy97YY3SmNnDvpNjYG/cXZ4rBakuM9stTpqV0bKqSSKJjnnDGOmkbGHv8AwWbW2esNxwWQ9cTb+za9odklS+CUsFMq83JEFMqIlfy0IxfvCikQiZEvC4cGDwgUoF+HYPhljdqeKjulTSQ/aYqiRjenvWvIG/p3BX9qqJKu2U1VN9ulgje7o3uYCd3jK7nmPV8mETCKvLl/RoGu3Wk71ZSEVF2KFjrA0ka+MG6O4vcei2izz75ScaHTasZOqUNk+cpHdFOZdNmmiA+AnYsobbqnW2g7pyfvEpinEckUge3EMzHOfAwscCXRzVPNseG42dtzvCIJitRW02kNaW3XLDEJoOcZLGWHM0T2tbM4PbgNfDT849hdna2Gt8EHGI2pCN9wypWZfLI/1/GvpspPQi75CedsoZyoAehnAMk3KYm+PlkIHwAM+fxJNCNrokIHixk/Dhe+XkusbC/eW1LgzsBYC4eLOyfGSuy1aH2jsev3K51eT17Vq/RbRYoKSjLYjZHc4snU2yTyQXkloxIraFSlGLlNy2BNF4YGqiavc/meAPUNh5EtEGzW+a81lwqrpdKCKaN1KYGwRun8BoDw58roXB0cuXRAyB7Nlpbk+Vrzyt6xN0rmWmmoKa226tkhe2pEzppGweG5xYWtibK0h8eGyEMLXZdtYHspkxI2CpVuelmSMdIzULHSrpi3UOqk0UftUnQIFOp88fLIqAD39QHuHr275531jaLfYNV3GxWuZ9Rb6OslgZK4AOeInlm0QN28tOMcRgreelLpXXvTNBeblE2Cuq6SKZ8bSSGGRgfsgnfuBGc8DuXQopu/se0ZxzPPkQRoRgSrdbIyOUpUbBGtDN7Yo/F0JXjhYibxoUnk+FAQN2EDd++JeWxUjRGN8nhOz1E97jo6D2qeTOjpbRG2madqp8N+eljjmPGNw8F2c793Qu4zl6r9dnYmAllHjdxLtlHST0rFyvFMkwkY6IQGWkESHRiiPpOVQboqL+BE66hUxOBzplNKLByfan1Rp+v1JZIWz0Nuc0TND2iUhzJJC6OM4MgYyNznhmXhvfBpaHFutL5rnTunL5RWC8SuhrK9rjE4tJiBD2RhskgyIy98jWsLsNLu9Lg4tDqifZs/tgHtCv4YlP8A89XOHMXrj2Is/wCjO+RApNp3+l1v5wfKkW3HJxcbNxz2ImI9lKxUi3VaSEbItkXjF61WKJFW7pq4IoguioUeximKICGa5Y90bg9hIeDuI3EKVtc5jg9hIcOBHEKhbmnxgJoWzxt2oSbxDXdmfGBkQiq51adZEvE7CIK9Ewr+5OUkzLMFDHFUoJKJmERTKc8/sl07viMFRg1LRv8Awm9fj6D/AJ7pzZ7l3dEYZ8d0NG/8IdeOvr/z3c5Yeoxtp/rWAp8CxZwdvQiSRtn2IoqWQlJNRDxNyPYiOVakZRL941IQ7hdT3gfOOcUSo9iGDrj03SNqnTSEuhzlrOAHYTxI6hu3ccrhHp+kbUOmkJdFnLWcAOwnpHUN27jldA0/xA3jyIdGuc04c16vzCvvrm9Xg795JT4q9hO8imC6gys8JwEBBwqdBqoACBVxMAlC4rLzQ24cyzDpG7tluMDxngPFvPYu+ru1FbxzLMOkG7ZbjA8Z4Dxbz2LpW19c3biBu6KbRdiM8k4IsRbqjam7JWLJKsVjqpHBxHe+PATSF21cs3TcV1SKpAYBESKds76SpgvFCS9uGuy1zc5wfHu7CDgfAu6lqIbtREubhrstc3jg+PzEHHxK6zWfMfQOzPkiPY3qPhLPJt2nmV2xoP4NZGScJk8cY3k5Nq2hpFyVwYUyA3cKGVEA8ICIgAwiqs1wpcudGXRDpbg7uvA3jyhQ6ptFfTZc5hdEOkYO7rwN48oUpMxSxaYRMIom8ntTms8MW9QLXzJ2vtjElm6JO6snBJ+JQyoFL6qOokRMcP2RkDHDuIkIXJXpm6imm7hnP2CQ96T9y76HfHjrK0fyyaHdebeNSWxmbnSsxK0DfJCN+e10W89ZYXDeWtCrnzYS8mphEwiYRMImETCJhEwiYRMImETCJhEwiYRcDZK5F2qKXiZVITpKdlG7hIfLeR71L5zaQj3AfrjZ60U7GIco/eHuURAZDpjU110ld47xaXgTNy17Hb45onbnwzM4PikG5zT4xhwBFlcLfTXOldS1Iy07wRuc1w4OaeIc07wR8WQev0Ofevmr2v2BUo2yrL/Jsz83yxkEO3eMn0E/pazLPwqdwAAKr4y9g7AGSLlB09Q2+rg1Hp1h9R92j56m6eZfwnpHH3SmkyzB3mPYdk5JVjZK6aeJ9DXEemlM7Yk6NofcSgdUjcHsdkbl37NeLNphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIrB+H9XBnWLFbVk+y83JpxTQxg9QYRCfmKqJj9BHD16YpvuigH3MgOrqrbqY6RvgsbtHxu+gD4V6n5BrMKezVd8kH2WpmEbfyIhkkdjnvIP5AUw8iC32mETCJhEwigl1SftZPUX/AS5dfk/7CzL2D2dov0uH941Wdx9j5/wAy/wCSVHv2XH7RRwZ/3TP5YfILPTa1Or/sIoLdS/i3c+a3BfkRxb15P1ir3PcFUiICBn7mrKoViNdR9xrdjVWl1YOMmZUiB2kMoQvktVjeYYvcADuICqtODlawXH7oT9erirr1LVHHfqZ6S1NrlCYk7AjUapZtpt4lOZmRRNKSJU3WkHSvvD0W5PGPj7D4Q9AymCuZc08QrSIzpAcneUnTe3Bw06ovKqP3ruSw7uPtrSW+6eeXtCuojQ1Jq8HTkgj7PWaCrKptZctjTkGIEIVzFzqxEnaK5yqIMLjtAHI4Kth50buvpYuMMd027FzX4pk4SxvybXfl1qS1uNhLaxhp1KdiKYY36DzG0PIyNet0TpxSkykiCSJGIyJmBSpCwVy2m5z0q4uc6GfHB90oidLqMscwyi2JCXSM3a5iWji0F38nJqz59svYEjtJqs0eSLhWOUigdAYlbVFgm7KoUjsGN2Fx2jtZVGUh7Pt1hd4ah0JwP5F8wuNjPgzxzu72yU1xTk7VYb6DR4tOpNHjWFe6yqjuwTEBEWqTaxjWWnW7SNRfKpEVXTIiAUwVy2m8elTX6lPQX5B3venDTlD01dva/wBYbH4eal0vpyoVTcD2UQYsInj27dKattMFNMafdYyXkk2DwrOVjJKORYO0WwKeMwqqonrhUDugrFMv0HepbujnfxD6hfKLlnx22Zt7Vm4NHbH29WYiMuFUrEDUtJbMrVrgddaeSiNdptZZJWEiHaqzyQQiPNlX5/EQwAo7XYTaAGApZ9eHo2cieotsPjTyB4obH1tTduaDZyUG8iNoSE3CRsjHlssdb6lPVyahqtcEiTVdn0nIrNHrQrdyiuQwKlMiKS4hUa4DcVwnPDpYdTPqUdOTS/H/AJKbu4shyso/Jdbb1puMAS6w+q3Gv2lFv1Rr8BGhB6xbSalsQUtySjkRi0mggVTwrm7EAzGVUEA56Fn7mD0SoPmj0weI3DK+36Hp2/8AiFpXTtP19uOBjns/U0rvQtS1jXN2jHUa+ShZqR1vflK8Q5jAVpIN1GzJ15ZhQUaLsKgdg56FV3sPo2dd7l7qTVXCzl/zc4xtuI+rZGqkXnaOzsVj2NaYikshh6ktKNR1RQJG8yNeiTj5KUvMx6SzkpHLtR06STWBgqu00bxxVj/Ux6KEnyQ6ZfGPp3cPbTQ9aQnG/bNBuUbL7ef2EraZgKtrXcNUn3r97TqtPOXd2tlr2WEs7ODJu0VWUdHDyv1tIRCoHYOSsu8lemRuHdPRHqXTIr161rGbhr+j+LWsHV6mXVoJrVaZ0XatVT1lft3LGtPbQMZLNqG5IxE0YVUx1kvNIkAnEroQHDs9CxvrDpjc2tGdE+o9PTR/JSn6m5Z1CcmJCK3zQrdsirVWOYTvJWe29KtIyyw9VbXxsMjRZxSMXKWNKVRwc6YiKA+YLoTI2s9Ct44k6827qXjNo7We/Nhfosboo+t61W9m7K+WJywfVvcY1imhM2P5bsrVjPynyk6KJ/Odoprn79zFAcqqHipEYVFQb1yOmjzR6mNd0jrPj3vnWGtdMVCSn7LuDW2zZa+xELtCzpPa6tQlpQtBqc4+mYmtt2kh/Yzh02STcOiLpkFdNNVKhXJpA48VjbVvFf2h/VkHRKBVuU3TMqerKO1gq/FUmm6atsJGQ1OhxbtwhK+wa6ibM2BEo1IU0QDwABhARHv3HG9VJb25WdedfTT5JWjmfrTqWdPTcmttW8sKTQB1PsDX+84uxP8AR+9NcEXdLoxNqf1Bs/tEI+Ig5Bur5DdQHANWCyK8e4ZeeuVARjB4LEMh06eojz25Lcb9xdUDYfGGj6K4nX1htnW/GTiaXY1gb37Z0M5ZPIqf2hcdkso9RFk1ex6QeS1F6RSO85oRFqd04dHJkAYCntYePvPF91NaLyFheTMFH8CYbWLuvW7jGeSnizs7flancYxtZ0Y0lPVgVEEbHKxbsTHmElPCzMPliIFKcqZGMdKsUskatM12eh2500l5WFlI1BRYTAims+YrtUjqiQpzgmQ6oCbsAj2+ADlVRVcdGHgLs7ptcKo7jRtu30O729ns2/XdSc1y4sDmtmjrYpFHYtSK2aBrkn763BgbzQFsCYdw8JjevagVXHJyq+XvTm6vfC3kxyN2V0zuRvG66aE5O3p9saY0zzBPsV6vqy0yz+TkVkag8rcRMKrwcMrMOEWqqEiyMoxBug6YulGqbozf0LlkEYKmn0vemHfOIl/5DctOVe44vkLzl5YyTRztnYFail4ahVCtsF0nTSga8aO2cW/cwvvLVr5rhZnHp+6xzBqgybEaGO4KhOdw4K5TKrimEVU3WI4F7M6ivFWs6H1TbaLS7LCb41ltVxLbCXn20ErCUhOxEkY9FStwVhkBlHQzCfkAZAqI+E3iOX070K5NODlWbXGoVjYNStFDu0HHWem3WvTNTtlbmG5XcTP1uxRzmInIWTan+Y4YScY7VRWIPoZM4hlVxWt10nuhZt/prc/9wb/c7ppOw+N0jpraGldG1M0lcXW0qjUrduOjbOq0ZY2snW2tUQRiW0DIFfHYSByuZF0LkiJfPVBOgGFzc7I7Vs0ZVcF6l0EHSCzZykm4buElEHCCxCqIrILEFNVJVM4CVRNRMwgYogICA9sIta3Q/Tq6qXS6ldr6z6bux+IW6+IWxr1N7Co2quX622q5d9HWCwJtm7llCWDWzJ6haK6k0Ytk3RlnSJngtirJNGrhV0qvTguZLTx4qYPTi6Zuy+Pe1uT3MPmltiocg+ZfMJKLhNnPqXAO47UFG11CtmrKP1hRWM+1ay09AGYxbBsqvING3iYxjNuDfxJOHDthUJzuHBd65jdJfiZu7izvvUekOKXDnVm3diaxtFU11sYnH/WtXPS7ZLMFG0RYS2Go0FxZ4YY5yYD+8MSHcp9u5AEcYVA453lcvxq4AveKXTucceNGRuk9R8uZHiS21JN8gNZ09hVULLviB1dNVmn7StdojKeyuNsbV69TCsoi7kmbp+mVZY4IioqchyE5OTwWcOnzqPlVo7i5Stc80d2RfITkFES9zdWraUM9lZBhNxktapWSq7NJ1NV2rSBzQtect2hgOyTApkhAonDsYaocZ3cFF/pv9PfaXGHfHPXlbyQuNAv2++Z27Qs7N7r9zYpOFoml64V8pQNfNpK1V+uShXcSEydm4ImgZA7OJjx81Q5BBOiqTnAVuuVXFU98gOnbtbbXWB4RdRCDuevY7VXGPUGw9eXGmSzmyE2DOytvrG64Rg9rTdnXndcVj2zjZjM6wupBsoBEFvCQwgQD06VUHvSFcJlVRMImEWrNT+lx1leMfKjnfu7hdyh4U0el8z+R913XIwuz61sC22JnFyF5v9lpse9AdXyEfGScbGX1dJ4Rq4XROt9iocpSmGmCueWkAHKsa4eaw619X3hCy/Nvkrw12ZoFKFsSU7U9MUO0QF7dTq8aqnWXTGSlNf15mmxZSolUclFyUTpAIAUw+mN6odno4q3/ACq4phEwiYRMImETCJhEwiYRMImEVAPtR32ijnN/uZvyw+PuEUhOlt9rJ6dH4CXEX8n/AF7nmS/+ztb+lzfvHLbFu9j4PzLPkhTtzEK8TCLU39sb+1k6L/Dt1l+T/wAns2Hya+zsv6I795Eo1qr2PZ+eHyXr/9SUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEVH22vt1cr/3rigflY7TzxN6N3+pdm/8AdHfuHrZfJp7IVH5kfKCmbnzYW40wiYRMImETCJhEwijx0bv+hPzM/wC+e89P88jvPt3yQ/8A3U6a/wDYaD/8ViXmrUXs7WfpMvy3K3vNirDJhEwijBys4X8Xeb+vkdX8qNNVXcFPYvVJOGbznylGzdalFUfdlpOp26uP4a21SQctv1tZWOfNjrJB4FBMT5uFUEjgq6dSezsdITTlxj71CcT4+2zkQ9SfxLbaGwtm7KrDJdFQFUwWpVtt0lT5tIpyh2JJMXpfT+HvTCrtOVzE1WK5Y6zLUyeg4qXqU9BP6xNVp+xbuYSTrkpHqxUjBvYxRMWi8U9jFzt1EDFFMyJhIIeEe2VXFV/8Nek9we4B7DuWzOLGsrDrywXivPqrKs3e0dmXGuM4CSm4awvWENXrnap6NjTrydfZm94KQzoE0ATBQExMUzCqXE8VI/SXEnjxxyvG+Nk6X1w1pN25NX0+zt5TiFgt0ypfL0o9nZE884ZWOfmI2EUF5Znx/IjEWTX9fEPL7FIBSEkrtu+OP2luT+sLFpnkBrar7W1jak0SzVRtrD3xgqs1P5rGRYuEjoSENNRq/wCuNH7JZu9aKgB0VSHABAqDcq49N9CLpfaP2NU9pVfjs5slo147Qe63Q2ptLbG2qxr1w0XSdMlKrTth3Sw1dutHOkElmqrho5WarpEVRORQoHCmFy2irGOQXH3T/KjT9y0HvymobB1JsFCIbXCnuZewwKMyjA2GJtUSQ8tVZaDn2YM5+CaOAFu7RE4o+E3iTMchqriDjeFzbbUGuWenm+gm1aSS1G11qlqBvTwkZgyCeuUKuWlpVoJY8gafMkSslBr7wLsXgh88VfM+fhFjvTvG3XfE3jq34+8RadX9YVOlQl4NqmrzElbrVWYG02uUsFu94mXs9Py1tk4d3eJ9Z27TF+KoJKnTRMmUCAUq5yclamOqL9x6Z2S42PqV+z67WmOoRXb5aZBdTi7wgsV30Tut78pqO4CxwKJ7hOUOblX7tQSyUm4CWYvlCg+I6VOsdujRc/EdyuD6EfDzfXHfVHKHfXKCko6s3fzl5OXfkZN6kI7avHetatYHj2QrdcnDMhM1aTx5GflHJ2pR8bRos2SXKk6KugkC4uIPDgr2cquKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFpv89f7sE6Vv4AF8/wAk+pHkT1z/AFWqv7P99Gszp/2Xh/W+Q5bSeeeVstMImEWo/wBAL7Zt7R9+Ha1/KA50Z7I5OPYKH9Epv3ZXm3lG9kG/np/lNW1hmwlrhMImEWCaL/0dN9f9rNQ/+YllyTXP+rNr/LqvlxqN23+slz/IpfkSLO2RlSRMImEUYOWdPWn9YI29ikdxJ6fsDTaiDJJRRFWUjK6wk0LNFkWRMRYFFq1IOlUU/Ui7pBJNQpkzGAcpbqUXemrdKve2Jl4opKMPc1rmxySFpheQ4OGBM1gc4AOawucxzXhrhibpObZLSalYwyPtNWyrLAS0vjjDhMwFpByYnPLQSWucGte1zCQY+tnCDtug7bKEWbukUnDdYg9yKoLEKokoQfgJDpmAQH7g54NqKeakqH0tS0sqInuY5p4tc0kOB7QQQV7KgniqYGVNO4PgkYHNcOBa4ZBHYQche7OldqYRMIu18bWads3Fe7iicqkZretk1szUASnIvZbS9jLPbATEBHwDEMIKKQEfiKq6pP2A9/YHJrYJ9Ncm8VRVtLK2+1Qqg07iKWma+GmJ6fsj5ah46DHzbh4W7y9rq9Q6h5QJYqUh1JZqY0ueINRUOZLUAfm2RwMPSH7bfud88Mkiw6YRMImETCJhEwiYRYJ0j/zx3p/t7Wj/ACWpOSfUn2m2f+1x/vZlG9O/bbl/7lJ+7hWdsjCkirr6jyDWf1zq+iJCdxY7dtNBGuxyKzhJdZ23qFqYt34+FRJoVlHTszHg6VWEQRbrGMUo9hENpclb6yluVZc6fYbDBSsMjnYxzfdMDpWjcTtugZNzYA3yBoJA3rWXKg2lqbbSW2faM89U4RtbnPOCnmEbuIGw2Z8XOE8GFxAKnPHWiJdQdSlYlVzZIqzBFoxcvAsVn7FVs+j1XjeZdHbFEjCGVSb+q5+yZDqEKPqYM15NRTsqZ4Jw2GeHaLmPcGuBa7BYM+E/J8EbyAT0LYEVZA+mgmgJlgm2Q1zBkYLch5x4LMDidwJA6V23LBXqYRMIoZ8p37CBoF+ZfJDG1mdQFtmpt1c13656S0u+v7Tr+vra7cPmhWBn0zYWycUMVHOyPu8qcwpgV2Kg7C0TFLVXSlk5x0AbLExgiDRzxhnjneKgNO1ssjJl52RpZ9iAzlmFAdZyxU1sqY+bbPmKV7zKSeaE0MkLOYJGztPeBHzbHB/2QnGH5ULY10+aQ+mdimdLKSU/CUWo2srgpRJJsLIzSVbO1wBJHyXzCwPAUKYhSFEqyhRDwiAZ4U11RUlBre/WaiY1lDTXWtETW8GNjnka1re+cdkMAAy4ncMnK9y8m9bUXrk+txuJL6uW0U9SXnwjL3PG6QnAaO/GdobIGQMAKZvFaJLY9MbUi/fDtXtl2huKLfTiCbd2BlnDs0EwkWiLgqjVwSNhUGqBU1AOTxNvAbuADnsGMxW22acfBFsQQ2K2vETstIJibJIHcCC+Vz3kjBO3tDGQvHrWyXCtv7Jpdqea9XBhkGHAgSujYW8QQyNrGAHIGxg8F043EHa8FGKsKjyCTXaRMTENarEWHXECQoLRKTVA8fOTzBws4UiZBugcgqIs/e0ROQwHUFM4L4q4aa5Jr5cJrldbBI2vq5ZnzyRV1T4cznP52OIuDQ9jztBhcITvaWYLdjI0N55TrPQxW+2X2N1FTRwshjko6fwIQG80+QNLix7RguDedG4h5IO3FhrZLBDbnPX7Qyatbkg7DWl0YRbSZXrKi0VEurhGWGqWORYMSHbrISwFVZOAK68ChVClMTwnNoflR5KJNDUsN3tcrqnR9Z39NLI6Js7XEua6GeJjidtojcedY3mnDdlr8sHoXku5TIde2qt09doRTautTjJM2MSOge08ywvie5o713OMwxzucaQchzCHnKGwtdwexYVxGSYuWT4Gb1tGTkcuu1k4sz0iYK+Wq3VRFyyXUQTFdqoJkFwTL4i9ylMWIcnfKTqLk2vIuVmeH0T3s7oppAHQ1DGE969rg7ZcA5wZK0B8e0cHBc13brzk/sPKBaTb7s0srGMfzFQwlssD3Ad80gjaaS1pfG4lj9kZGQ0tqB9mUav2HOTr9sZV0D2UZ8rtfNZJ6VRZUrt+329zbReOgVc/2QqDhwQx/Ep883fub1750crNZb7hUUlfaIe5rTO+okhiwBzUTzE6OPDe9Gwwtbhu4Y3blm9A0tfQ280V0l7oucMMDJpck85KxrmySZd3x23guyd+/fvW4PmoFPl1u21Cs3yvSVUuEKysFel0QQkIuQTE6C5CnKokcpiGIs3ct1iFUSWSMRVJQoHIYpgAQ7YZpaeQTQuLZBwIXbFLJBIJYSWyDgQo6U3hLxwpE2SwR9CLKv263nsSWaUkrDHx6gG8RBQi5FwrHrmSMACQ7hNdQggAlMA+uZKa+XKdnNukw08dkAE+Ub/NhZCa83GZnNufhvTgAE+Ub/NhSuAAKAFKAFKUAAAAOwAAegAAB6AABmJWLWBN88ctechIVjHXJB6ylIcVzwNmhVUW8xFC5AnvDcBcIOGryPdGSIKiCpDB3L3IYh/nZf2+5VNueXQ4LHcWngfoPar6huFRQPLocFp4g8D/AJ9qqY5CcArZqCqvr3UbP+iBXIchnM+zNDGiZ6Fji/ZyZUEX8k3lY9oX5zlQgoqIE+eKYplUOSXW7UENZKIJm83IeBzkE9XAYPVxz15xmU0F9iq5RBK3m5DwOcgnq4DB6uOfHjOZOGfNuLhohtq3dtgXQSZrNGdKuciVw7STZrGBAsDYnxQVVbN2Kgl92eLd0k0TCRU6ZEiCNnerG57zVULRk73NHX1gdvSB08OJVpeLM57zVUTeO9zR8YHb0gdPDirfgEBABAQEBABAQHuAgPwEBD0EBDIcomv3KKidu/oPqA+ghhFXdyH0QesOHd5qDTxVp0qK01Ftyf8AOBysf5zpumUPSHcKG9QAOzY49vRMSgTYWn74Klooqs/8SB3rj90Oo/hD4fHx8pcq3Jo6zSyaksMebQ92ZY2j7Q4nwmj3Jx6B9rO7wCNmI2StaKTCJhEwiYRMImETCJhEwiYRMImETCJhEwi6ZZ6enOOWkzGyC9ftMYmdKOnmaZFjC3ObxqR0ozUEqMrFKn+cKKggJTfOIYo9+840rrSSw001kulNHcdJ1Tg6akkJaNsDAmgkbl0FQ0bhIwHLe9e1wxjEXG0trZG1dPI6C5RjDZGgHd0se07nsJ37J4HeCDnPDEm9mxoA3kaRGWI5PT5SrVjZx6S4fQY8ZYgaKNT9vUwA4VKA/ARD45p9h5LLme6Lbfqq2MP/ACa2ikmczsE9HzjXjqJhjOOIB4WorNRU/eVFHHUEfdwytaD+pLske+cv001s+R/WY+kw9dEfi+stkRkSph9Ilja6k5Mubt6gAuUwH4dw+IG2Pkqtn2a5X2tuQH/KoqJ0Jd45qxzA0dZEDz0gHgRrNR1HeQUcVOfbTSh+P1Igc+/C8QolidlM6ldlWsZYQ8SRoQsZDwzU4epCkh/cnYOkSG9B89VQxyh6iAj3zkdf6ao3CltGl7R6UcHCqM9TUvHSTU87HzbiN45qNgaeAIGFT0lr5RzlTcKruro5vYjjHij2XZH5TjlfOncZuoHKx2K2KZgBgTa3uIaqDCuCiPhTCeYpecvXnhhEPEf57QxhHwnKAds75dF2LWcZr+TWUi4YzJaqiRvdLDxPckrtltZGN+G97UNAG0x5OVwbdqy1Hmb+3MHBtSxp5s9XOtGTE7rO9hPAhZNau2r5ui8ZOW7xo4ICiDpqsm4brpm+CiSyRjpqEH7oCIZq2ro6u31L6OuikhrI3bL2SNLHtI4hzXAOB7CAVIopYpoxLC5r4nDILSCCOsEbivoy2XNMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwito0AzSZafpCSQB2Vj3Tw4h+yVfSj52oJh+IiBlhD7wB2+jNVX55fd5iehwHmaAvcnJdAyn0FbmM4Oic4+N8j3H48LMWYdT5MImETCJhFBLqk/ayeov+Aly6/J/2FmXsHs7RfpcP7xqs7j7Hz/mX/JKj37Lj9oo4M/7pn8sPkFnptanV/2ETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRUA+1HfaKOc3+5m/LD4+4RSE6W32snp0fgJcRfyf9e55kv/ALO1v6XN+8ctsW72Pg/Ms+SFO3MQrxMItTf2xv7WTov8O3WX5P8AyezYfJr7Oy/ojv3kSjWqvY9n54fJev/VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhFTfy44j85rBzmjuW3EmR4nuop1xPrvHSx1zkXYtvwkglIQm37zstSbhE9aUaxtlWaraxtUAFd0Q/jIr+tAAEObUfK7yRWnlftNJabtV1FJFSVBma6EMJcSwswdsEYwc7t+VINP6gm0/NJPBG2R0jdkh2cAZB6COpdO/Ql61f/pq6XH/AJf8sf6LM0F/4ItF/wDrN097B9RSv1y7h97w+d30p+hL1q//AE1dLj/y/wCWP9FmP/BFov8A9ZunvYPqJ65dw+94fO76U/Ql61f/AKaulx/5f8sf6LMf+CLRf/rN097B9RPXLuH3vD53fSn6EvWr/wDTV0uP/L/lj/RZj/wRaL/9ZunvYPqJ65dw+94fO76U/Ql61f8A6aulx/5f8sf6LMf+CLRf/rN097B9RPXLuH3vD53fSn6EvWr/APTV0uP/AC/5Y/0WY/8ABFov/wBZunvYPqJ65dw+94fO76U/Ql61f/pq6XH/AJf8sf6LMf8Agi0X/wCs3T3sH1E9cu4fe8Pnd9KfoS9av/01dLj/AMv+WP8ARZj/AMEWi/8A1m6e9g+onrl3D73h87vpUs+mpxh3VxY0vtGucgZfV0ts7bHJ7fXIic/QdkLZJ0OKHdFsLa/kOKeXWv1qwKBFOFVUv15uPzAL+uHHuIevNL2GDS2m7fpqme+Wmt9FDTNe7G05sMbY2udjA2iG5OABk7lr+vq3V9bLWvAa+WRzyBwBcSSB2b1YdmdVomETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/wCy8P63yHLaTzzytlphEwi1H+gF9s29o+/Dta/lAc6M9kcnHsFD+iU37srzbyjeyDfz0/ymrawzYS1wmETCLBNF/wCjpvr/ALWah/8AMSy5Jrn/AFZtf5dV8uNRu2/1kuf5FL8iRZ2yMqSLjJmXZQMY6lpEXIM2ZSGWFnHyMq57KKpoEBJhEtH0g4EVFS9wSSOJQ7mEOwCId1PBJVTNgi2ecdwy5rRwzvc4ho4dJC6qieOmhdPLnm28cNc48ccGguPkBSGVl14mNWsDKPjpxVk2PLMIqQXlY1nIGSKLpuxknUfEuHzVJYRAip2yBjlDuJC/DFQ2nbO9tK576YOOy5zQ1xbncXNDnBpI4gOdjrKU7p3QMdVNayoLRtNa4uaHdIDi1pIB4EtGeoL71Ukl0lEF001kFkzpLIqkKokqkoUSKJqJnASKJqEEQMUQEBAe2dTXOa4OaSHA5BHEFdjmtc0tcAWkYIPAhVuWOkKaav5NeNljuKNY4mTs2szLnMdzBs4h6wbWOirLHETOmdePMtFY1QwioDFfyTCb3bxm1Zy2aXpK+gbyjW9ojr31LYLgxow180jHviq2geCZxHI2oG4GZrZBvmdifckuoKm317tBVri+hbTunoXk5cyKNzGy0rieIhMjHQHeRE4sO6IE/Znm1b8TCLxUP5ZDqCU5gIQxxKmUTnN4QEfCQhe5jnHt6AHqI5yjZzjwwEAuIGScAZ6SegdZ6Fxe7YYXkEgAnAGScdQ6T1Bch073JXlO3C8Kg4bGd7bfuV0XhBSekdLwMKq69/QExjtn5nJjCukf56SomIYAMUQD6R65phR0NipGuifHFZoGNdE4PjLW5DTG8bnx7IGw8d65uHDcQvBOhqg1dVeqpzZGPlu8z3CQFsgc7BdzjTvbJknbad7XZB3gqw3NfKfphEwiYRMImETCJhFgnSP/ADx3p/t7Wj/Jak5J9SfabZ/7XH+9mUb079tuX/uUn7uFZ2yMKSKG26tGXLau4dM2V6hEOKlT7BcEZ5D35czIKNJRFeEqD1i5coKrWWxPW7+PVK2brNvk5wHmKEOmUTz7T+oqCzWGupYnysrpo4nMw0ZdM0yjG1g4ijDo5RlzX86wYBaSBBb9p6uvF8oaqVkT6KGSUO3nAhcIz4JIzLIQ+M4a5vNvOSHAEy+j2DSLYMoxgkDdjHNGzBkgB1FARaNESN26QKKnUVOCaKYB3MYxh7eoiPrkFllfPK6aU5le4uJ6yTkndu49Sm8UTIYmwxDEbGhoHUAMAb9/BfXnWuaYRMIo3bw1ZbdoPmUAeYaqaplGsG4vVcdiugoqNNtDewlaxDiMO2lyv7e2ceULkjlD5MUikFSAoZQSBMNNXugssbqoRuF8Y54hkGCPs0Zjy8OyzZiIzslp5wSOacAAqJ6jstdeJG0xkBsr2sM0ZyPtUgfhpbh21KDjaDhzZja4ZJwqpXLx6GotQ0OFfImnNkP6m7i0TqSbkKhHTktHLwTSJVWknswlH1uXkWTRsou4cLe7IH+y8IgXz9qixHlB5fLvbKWFlHDDV1TJntaMPFG2Tn6mQNaxnO1PNOkdhrWmaVoJJdtO9GcnN6i5OeRKh1XcnyVrBR0wgic/GZK9zGw0jC8yOMVOyUjGXObDEXbgA0WmcSKqzourZWkx7hy8Y0/aG06uzePPL98dtYC6y0Ug6d+SRNIXTlNqB1BKUpROYewAHpnoTXda+5XqO4yNa2SeippCG8AXwtcQOwZwOxeb9EUbLdZn2+NxdHBWVMYJ4kMmc0E9pxk9qk/kMUwUNuXdBsMpS5bYMRKM04/WEaXZo1oGLNu4mLLSXCTs8g5nPAR2DY1FNJszJGMoUDCiYqZxKJDXw0/Z9a0cekLoZIZ6qpYyOob35hDw5uGxk7J2pHNz4JLXPG03II4U+qLzoSrqNV2tsU9NFQSiWmf3gm8E7RkA2gWNbtN4gPYw7JwQcE1yzx9ibiRNVqhNM2cStPwBHrd2+rzyWjW8kkwf+SIfPKk47FP4QIp4REvwEA8Yai01X6fn23tlkss007aWqMb44qqOCZ8Jli2ugubktyXMyA7iCfTth1DRXyDYY6Nl3iihdU0wka+SmfNE2URybPTh2A7ADsEjgQKfPZs/tgHtCv4YlP8A89XOHKa49iLP+jO+RAstp3+l1v5wfKkW3lmt1KUwiYRMImEXrWRScJKoLpJroLpnRWRWIVRJZJQokUSVTOBiKJqEMIGKICAgPYcqCQcjiqgkHI4rXT5saopun92uK9RWjqOhJeuRtoGMXcA4bRj2VkJhBwyiRFMqyMUmRiQUk1DKnTMYwAfweEpdj2OrmrKHnJyDI1xbnrAA3nt39i2DZqqaroucnILw4tz1gAce3er6tPquF9SatXdrGcOltc0hVy4MImMu4UrMYdZYxhEwmMqoImEe49++QCsAFZKBw5x3yioNVgCrlA4c474ysjZbK2TCL1LIouUVW7hJNduukoiugsQqiSyKpBIqkqmcBIomoQwgYogICA9hzk1xaQ5pw4HIK4SRxzRuilaHROaQQRkEEYIIO4gjcQeKq139qf8AQ1s5XMUkf6lLAZZzED844R7gggZ3DqKD3MPu4nA6Im9TImAO5jEOObOsN19MqbZlP/FR7ndo6HeXp7fGF4v5UND+pC8iaiafSSqJdF07Dh4URP4OcsJ4sIGSWuKwJmdWsEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF4nIVQpiHKU5DlEhyHADFOUwdjFMUe4GKYB7CA/HOTHvjeJIyWyNIIIOCCOBB6COgoQHDB3grF8hR3leXWndbqJRT0Ti4kKmqcU6vYA+KqZW3qnByahQ7JuW4EJ4gAFCiUTCG17dryi1JAywcprX1dCG7ENwaM11H7Ul/GqgB8OGUudgkxuDg0GNz2aagea3T5EUucugO6GXr3cI3noe3Az4QIyR9kftKormK0mn4VGZIUAdw1q/0Gct1fgYqbl75LF8iJvsFEVDlOXsPp37BZXLkm1jA01ljpzebI4/Y6mg/wCJY9vQXMi2pYnY8JkrGuacjfjJ7YNS2t55qsf3LVjwo5vsZB7C7DXDqLSQQuScbH1+1DutdasHp38Kc7GrH7fd8tFyoft/izF03Jnyi1ZxBYrse00szR53MA+FXEmoLHF4dZTf3jCfMCSuL/Re1mA9vqyh/udwVVEofwnBISB3/h9cyw5GeVEjPpJW+9bnzbWfgVt6qtO/fcXnP0LscRcqnPnBOFskJJrG+DdnJtFnX+NqVX3gv+MoZGbzonWGnmGW+WuvpYB93JBI1nvy3YPkcshS3a11x2aSohkf1Ne0nzZz8C7LkXWQTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKYeiORUbUIhlSbmiunENFlixU81IZwLBB0uo5O2k2he66jZJdY4kVSA5ylMBPLEAAwRG+aekq5nVtGRzpHfNO7JAxkHhnHQcdeVvzk05V6Sw0EendQNcKGNx5uZo2tgOcXFsjeJaCSQ5uSAdnZIGRPxi+ZSbNtIRzpu+YvESOGjtqqRdu4QVL4k1UVUxMRQhyj6CA5A3sfE8xyAteDgg7iCvUFNU09ZTsqqR7ZKaRoc1zSC1wPAgjcQV9ecF3L43shHxyQryD5mwRABEVnrlFqkAB8RFRc6ZAAP4c5sjkkOzG0ud2DPxLoqKqlpGc5VSRxR9b3Bo85ICwVd+Set6iRRFhIBbpUO4EZV9VJdmUwfAXMyPiYETEQEB8oV1AH4k7euZyi05cas5kbzMXW/cfI3j58DtWtdR8rukbE0x0svd9b0MgILP1pfAA/J23D2qi7YOW2xJJQ5YNjBVxsIj5XgbHlnxQH4Ao5fm9zUEA+kGpP/OSeDSlvjH2dz5HePZHmG/8AxFaYunLnqurcRbYqakh6MNMr/K5/eHyRj6IMdQbkbtST6fnOyDl5ePlGE3w35PRDwriFjm6pGsnpK7s1zIKRqLESLFSXHwCbxABu3cB+A5Sg07a4rjTzxMc2Rk8bhhxO8OBGc53blb2blZ1rWXCG2108U1NUysidtRRtIbI4MdsmMMwcE4Jzv6CpM+y4/aKODP8Aumfyw+QWbYW3Ff8AYRVxdXLkbtTiR06OT3IrSUvHwO0tY1arSlQl5SFjbCwZPJTY9Mrjw7mGl0HMa+KeKmVyAVUhgKYwGD1KAgKqN5WrZxI5se1Ec1NCpcmuOD7RWy9bhO2KBaxz2sceqpPzMtU10kZiNQiLCatLgAqKgCZhdN/N7/MP37Zx3rmQwbirNujr1677y+5AWPghzl1FEaL5f141qZV9aAjZyswV0naAi8Xu9Cn6RZ5CXm6VseAi4t0/8BXbhi/QaO/CRkdBFJzUFUc3AyOC2dV10GqKjhysk3QSL41V11CIoplD4mUUUEpCFD7oiAZVcF+pKpLpprIKJrIqkKokqkcqiaiZw7lOmoQRKchgHuAgIgIYReRzkSIdRQ5U00ymOoocwEIQhA8RjnMbsUpSlDuIj6AGEXgiui5STXbrJLoLEA6SyKhFUlSG9SnTUIJiHIIfAQEQHCKo3eHWL0TpzqKaZ6aCGvdkW3eW1J2nsJazJEgoTW9KiLpCOp+MfKSzmSez9hlisG4GMzQjUkA8YALspgEoUyuWzuz0KuD2kzqj8w+m494bo8UbtWqenuNrv9W9hYKHVbqMgegK6XJWhaDZY98MaDUtzf8Aj8nwed5hfH38BewqrADxW0f702959z94Q978n3j3Xzk/efd/H5fn+R4vN8nzPm+Lt4e/plVwXvwiYRMIq9uoz1EKD07NUVS7WLW2zN1bC2tc09Y6R01qiDXlrTsnZT2NdyUbXyuk0HZYdiok0HzVyN3rzsPZszdK9khKoGVCbot9T3lB1C7pzlovKPS2t9F2/idsaiUBOk0hG0fLsNLz8htmOtVcvchYLXY2UrOVd9r5FqKzFCPROt55hS7GIVOgVXADGFjjlF1Fup+66mO1+AfADR3ErZAam0PRt1z8vvp7sGClE2NlPXWck3CYgtjVyGcGSf2xiDduVmVUUhUMY5vDhAG4yVMzhFf+shaNvSsdz90Vw11rpROhzDuHn+P9qus3dl9iJzVcSg4t40sN9s7EldcQS8oouoVuVUq6KAAcAExTN6odnoVruVVFSn0o+ae/uVnIXqv693PY4ecrHFLnDftIaYaRlYhK+vBa9gLvs2EjY2TeRLVu4sDxKPrLQpnTsyi5zEEwmETGEaBcnADHiV1mVXFfOs7aN1EEnDpugq6OKTVJZZNJRyoAAIpoEOYpljgAh6FARwiOXbVkmCzxy3aIiciYKuVk0ExUUHsQgHVMQvjOPoAd+4jhF9GETCKpzhPzL2Dyh5M9Sm0PbPCNOHPFba0Dxv1QZOIim4vNi6uqS0zyXuc5bSo+/v42PnJFijHkKsZmWPHzQDxG8Q0VSMAdarH1R1J+sr1K1Nnbw6ZGiuI1D4ia+vM9SdfTnKx9ez7F3rIVlJBZ8tHt6xMsI+EReN3bY3kKIx7Viu5M1GWcqoOBRb+hcsNHHirUulR1E5XqA6j2V+ihrEujuTvG3ak7o3ktp5N8pIMatsCvnVRGUgHC6rl0WuzazR2imiuqus1esHbfznKaSbtwXEjHiUzeUvIemcTeO24+SOwW0m/qOmqHOXeVioRIi01OGjG/+htehyKmI3CVsMsqgybmVMREizgplDFIBjBVUAycLXL1jzq9of5G6KPzr01xm4K13jvKQs7e9f8AH69SuzHm8bzreGO8VJIR8s0ssREOpmWZMFhj1nKsD774U1k44UlUQVpvXPDQcdKuz6ZnPendSbiHQeUNSrDyivJx7OVS9UN6/JLqU2/1R0RpPwzaaTasiTMSuku3fMXXkoKKsXiPmpJLAokSq4kYOFP3CovnO7apuEWijluR24Kc6DU6yZXC5Eg7qHRREwKKFTAO5hABAPpwiLu2rUUSuXLduLlYrduC6yaIrrn+wQRBQxRVWN29Cl7mHCLrV/QuLqiXVtrt5GR2wHFSsaFFkJsnjhmFxWh3idYeS5AavxPGNZsyB3AeQt3SKb5h/sRIoIcd6l1KorhDsuu8odqadnuczmH2x+htsLVEGwc66iZRzX1Q1Go9hJik02OkTRdhKU0gitHAmsiPhFQe/iKVTjO7guV6WXMRzzs4KaF5DzwNm+xpmuOKjuSLbtSRoxG4tfSLqn7DSPDkAvyIjLTsSeTaMxDugwfoB6h2EQRwwcKwfComETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFQD7Ud9oo5zf7mb8sPj7hFITpbfayenR+AlxF/J/17nmS/8As7W/pc37xy2xbvY+D8yz5IU7cxCvEwi1N/bG/tZOi/w7dZfk/wDJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLUf6AX2zb2j78O1r+UBzoz2RycewUP6JTfuyvNvKN7IN/PT/ACmrawzYS1wmETCLBNF/6Om+v+1mof8AzEsuSa5/1Ztf5dV8uNRu2/1kuf5FL8iRZ2yMqSLgZCUV9/bw8M5gXMwkpFyEvFyEoZu/aVd47dNVpZuyat3jpRRVRksm180iTdZZI5RVKJDdrqKBvNGoqBKKchzWOa3LTIACGkkgYGQXYJcAQdk5CtpZnc6IKcxGoBa5zXOw4RkkFwABPQQ3IDSQRtDBX1vY0zx7DvCyUmyLEPHDs7NkuikylwcRr2OBpMJKN1lHLNuZ4DhMqZ0jFcopmEwgUSm645hHHJHsMcZGgZIJLcODssORgnGySQe9JHTkdkkRkkjk23tDHE4BGHZaW4duOQM7QwR3wB6MHk86V2qKHLeGO3pld2ggAGPqexkmphLwHOo4plgbKVq1gl4CiYFItF+hKfHsYscJfiYBDulsh1bYrjo1n9KuNN9gO7dVQOE8A37gJXMdAT0CYnoVo67DTN3oNWu/o9vqPs4376adpgnO7iYw9s4HSYsdKwcgui5QRct1CLIOEk10FkzAZNVFUgKJKEMHoYhyGAQH6QHPDU0MtNM+nnaWTxuLXNIwWuacEEdBBGCF7AhliqImzwODoXtDmuG8FpGQQekEHIXtzqXYuCmbCzhVYxodnNyspNuVmkPCVuBmLLNya7Voq+dA0i4Rk+eHTaMm51VVBKVNMhRExg9O8t0jojUOt6mamsMcThTRCSV8s0UEcbC4MaXPlexuXOIa1oy4ngMAkRjU+sLHpCninvT5QaiQsiZFFJNI9waXENZE17sNaC5zjhoHE5IB77wJZP2ERvpKSjJmHcr7ysMkWPsETIQUwkzl42Mlo5R9EyrdpIMlHUe9SVAqqZDCQ4D8BAR93argkpLHpuhmMRqKfT9LDJzb2SMEkLOaka17C5jg17HNy0kbl430nMypu+oKuISCCe+1MrOcY6N5jldzkZcx4a9pcxzXYcAd6n3kIU2TCJhEwiYRMImETCLBOkf+eO9P9va0f5LUnJPqT7TbP/a4/wB7Mo3p37bcv/cpP3cKztkYUkXUF2dvUvsY/Sk2aNCa1GaaP4cpCGkZG3PpiCVipFQ52RjosYiHYPEygm4J5ij0fGmbwEMW/bJQC1vicxxujp2Fr/uWxBjw5vhb3Pe5h3tOAzcRkg2Lo643NkrXtFsbA8Ob906UuYWu4bg1rXjc4ZL94OAR2/LBXyYRMImEUM+YV1u1doMglXpw2v2DNRGTkrInaYiHsVkiY91CKPoSlM0Pe5/3s5X6pV1y+5nQMgQvhXRXMATTSdHRvdLUvYyorBBJzbXxOfDFJsSbElQTss2AWg7OXBwJ3sc0FQ7VNTXbMVJC58FO6ePbcyRrZpmbcYdHABtP2yHEbXelpA3Oa4hQ+4la9gbfsGjIO3DhsSv1SG24dufxg+kjVmdCr0GvM3KaJTsa1VDMyvHBTqitILnRATKpC4ANT8nNNVzUt55R7u7n9QV1bJSbWAGs7phZVVMxa0BhknbK2ONrQGwtEnetcY8bq5Xa6lgu1p5KbI0U2k7NStnawFznSOp5XU0TC5xc/EUkb3yOccynmwCWiTNi2gP+cGw/9vbeP+cqwZsvVX9KpP8A2yj/APxdi1Fpj+jVX/uVZ/8AjD1nfIwpIuMmoeOsMNLQEu2K8iZyMfw8o0OY5Cuo6TaqsnrYxkzFOUq7ZcxREogId/Qc7qeeWlqI6qA7M8b2uaepzSCD5CF1VEEVVA+mnG1BIwtcOtrhgjygqnDkJryycWr2zt1MYtFaHZlGkLHy025lrC9UV+TYwZeKtT4xCSZZBY0OmePWByskixaeBBqKnvh1OPKJeNJ3vR1HZ9TQ1DaWOoeQ2jZFA2CVzpHCdpdtRlmxJKTTNiY6ome4umbsxbOU5K9FatfrGur9LVVI2q7kac1j5Z3VDAI2cwWt2ZA7bZEO6XSObTQtaGwu2pdqs32Zh84lOc/X+knbFWLdSPLGgPnMav5vnxzh3uDm44WYrecg1W81oooKZvGkmbuX1KUfQPIvKTTw0cFupKd7pKeJkrGvczm3Oa0QhrnR7TthzgASzadsk42jjJ9N6WM5kqjVNjZVFzNtrH84wOy/aDJNlvONByGv2W7Qw7ZGcDcEzVal6YRMImETCJhFTT1P6E9QtWvNmoNznjJKBXpMg4IUfKayUS/fTcYRc32IKyLSXc+X9IlZm+4HeaaWqGmKSlPhB20PEQAfNgedTDTU7TFJTHwg7aHiIAPmwPOsh6S5/aopmjadA3ZKzr3WmwjSrmhoeIB2MqzhUSsIZ+2k3TppGppqxiKJV/OVIqVYp+xDl8Imt67T1XNXvkg2OYe7ayTwJ3kY3njnGOj4LetsVVNWvkh2eZe7ayTwzvIxx4/z1eEF1Qq++tbJhOatfQlQdPE2rieRtBJSVjm6igE+Ul4YsC0RcJIgPiURTcicpAESGUMAEMk0tI2IujlDpgOGzgHszn5kfpqRsRcyUOlA4bOAezOfmVqKC6LlBFy3VTXbuEk10F0jlUSWRVICiSqShREp01CGASiA9hAcihBBweIUYIIODxXtyiosf7OobLY9OlK068CThUgOol4cvf3CXbFOLJz6AJgTETCmqAB3MiocA9RAQv7bXPt1Y2pbvaNzh1tPEfOO0BRfWOmabVtgms8+BK4bUTz9xK3Ow7xcWuxvLHOA3ndUJKxj6Fkn8RJtztJGMdrsXrZQPnouWyhklSD27gYAOUewgIgYPUO4CA5tuKVk0bZojmNwBB6wV4PraOpt1ZLQVjCyrhe5j2niHNOCPOOPA8QvgzmrVMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvmdMmb5PyXrRs8R79/KdIJOE+/3fAqQ5e/+LLukrq2gk56gmlgm9tG9zD52kFdcsMMzdiZrXt6nAEfCvjbwUG0HxNYaKbG+PdvHNER/jTRKOXlRf77WDZq62rlb1Pmkd8pxXUyio4jmKGJp7GtHxBcoBQAPCAABe3bwgAdu33O3w7Zii5xO0SdrrVzgcOhdamKZU7AUSzNdh35h+CyzFAHRB+6k8TIR0ib75DlHJRZdb6w068OstyradvtWyv5s9joyTG4djmkLHVdotdcMVdPE89ZaNryOHfDyELrP6HB471q90uFdKX+0sjyRLDEpB/elYWJGSOUgfcKqT/zkoPKZHct2q7HZbk4+FKITR1Du0y0boQT2ujcsf6QGDfbaurpx0N2+dYP1ZQ8+ZwX4YNrQYeMFKxemifqdEEV6nOql+4ip50lCqqAH0GBABH9kH0VaeSO/Hmy262CsdwdtMuFK0/hDZgqWt7WmUj2pxvofVNR99mmrYh0YMEh8Ry+Mnx7PjHR2esWqNtLVwozK5Zvo9f3SXhpFL3aViHgB4vd3zbxG8PjL85NQomTVL6lMPYe0V1VpG6aTqo4qwxTUFRHzlPUwu26eoj4bcT8DODuexwa9h3OaMjOSt1zp7lG50W0yaM7L43jD2O6nD4QRkEcD1dmyLLIJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWcNX75t2sWi0S1RaTcEqoddKLkjrlBi4U9VFI9yicDtyLm9VExKdMTdzABTCYw4W52KkubhK4lk4GNoY3jtHTjoO4+TGNj6M5Tb7o2B1DA1lTbCSRHIT3jjxLHA5aDxc0gtJ3gAkk/TcuR2zrd5iCUsWsRxwEvuVbBViqcvw/XpMyqsmcwlHsYCKppm/vM40enbZSd8Wc7J1v3/wCHwfgJ7V3ag5WtY33MTJxR0h+4p8sJ8cmTJ48Oa0+1WDHDlw7WO4dLrOV1B8Si7hU6yxx+6dRQxjmH+EczbWtYNlgAb1Ba2lmlnkMs7nPlPEuJJPjJ3r05VdaYRRL59f6RTmp+CXyO/wAz1yy5o/6XF+cb8oLMae9n6H9Mh/eNVhvsuP2ijgz/ALpn8sPkFk8XqZX/AGEVN3tBH2nbm9/3C0X/ADya3yh4KrfCCil7Kz9qVqH+3nur/wA2o3A4Kr/CVEvLkGjX2uXVg6tBMkupyD4mDcywvhAgO3Woddk2CKwNhBPzFaOoqaQ+kTmWFXucT96dK5DwN6wj1RecmpuWvWK2vpjqDbX3tT+nzxgul31ZD6u0d+vyMjbNctVK+7llotYFYlaZt2xm7py6l12q7xvDJJMUDJeEixR4qoGG7uK790OOaFS0J1kG/FHhztfcl86d3I97Za/Tqjuo4oTkDNN9UPdhRVkJXUfJiYi0Qd9g3UAo9aJN/lWFWBdyQ6pUQSDijh3uTxWGOkPwok+pJz15pcedub13dV+MtSPe7ftGkUDYD+Gf7PXh9tOq9rylSzh8lKsiVVi7l3Uk5KLZUplGKJCEIoZNw3DejjgZHFTI4lNrp0nOuva+lPSNt7LuPC3kiihQiVSyTqLyUr6e5NQfVXTbhEopMUq9D7DqFtffJTiTasUE5SLA6jhATiiVBwOFQ727XSoB8heljpLWfXl0306oba/IuU1LeZLUzWT2RYL1Unu9GBLnRXFhkTw9wa68YVpqoydpAm0FSDWBNARKYDj84HSqg97lTE9qa481PifpLpLcdaNY7xbqlqencsqzBWTZMvGz96l2YS/HqR96ssxDwlcjH8h5r4xfGixbE8BSh4O4CIiqMOclcV12umEj0zNbcZ+dOruUHJK0ctbht9rU9y7ct2wzuLJY9lyVJnbwpsSmzcLHws/TitJarPWybL3x4mDBw2TAwGQUUcCEa7O7oWyNyV4L3brUdN3gG/svJOf483eV1jo3kZcbhU6SNpPaLHf9Dxy09FGimN216lGslJe1quimIqoQopgQEgAQEteK4g7JV7UJHDDw0REC4M7GLi2EcLo5PLO5Fi0SbC4Mn41RIZYUvEIeI3YR+I/EariuUwi413DxD99Fyb6KjXslBqul4WQdsWzh9DrvmijB6tFu1kjuI9V4xWOiqZIxBUSOJDdyiICRaxnQW+2G+0L/AIen/wDtrlllAubuA8S69uPgn1StldabmPtrjNsRtw10bt7R2mqKtzAlaTUtqTj+CqNI1crNUbVNHkLI0XRsMpdma6bt49TjwbNotY6DoihkSOHSmRs713Hipyd568FuqrQel7zm5EMuZWtOTmrJnY3HLkC+osPQLzATdfjblLPK9Z2EMs+E7V+Ov5Vmq2dvJZVNdaNXbvEklXDUrpwhALchbOuVXBfzzqRz93Fxj5QdWjipxxVjdd76539XTb2oKTyU2I5Cv6h0LHrbc2dCT1of2dZFyh9XxQtCHyUh5SnupfMeCVRRJu3ccV24yAT0BbF26uCtC6c3RG5zaz1/arZdthvuL+3rXtXedslZBzsDZuxDUmTM7sTl+4fvncJDsF1VCRMYi4OnHoGMYyi7tZ07cV6FwBy5QU4KdEniZzM6Wukt4co5Pa+4+RuyOO5JSibimtu7HaLaHi2kfIoa4q+rqbE2dlR2kPSmzNqs6JIx8geVlBdOXBh88CJsKpcQd3BY56LvT81T1aOBtf3v1LrPt7lhOVqftGjNHQtv3JsqAr+ntba+bRrNo7go+k2atmmr5KTMm797mJk8kusxasW4h4EDeYG9VccHAU5/Z17PsiqI9SPhladkWvZmuuDfNm96Q0pKXiSWmbHD0aGsFzq5YMJBce6cMClGI9QaJlIg1cPXAJFImcpCguLug9i2D9rWSVpurtk2+Bae/wA5VaDcbJDMfB5nvsrB16Rk45p5fYfM95dtSE8Pb18XbKriqDfZwaBBXroxVtrOvHL95yBu3J9/tCTIv3mJGZs99tGv5WQduzlOY8s5rUG0P5pwMPqUR7/DKDguTvCUHeBOxOph0X9fXzgDY+mNvPmXX4Tad0svHbe2gXnh1va4S4uEFWre9Tides0dr+PcyrYz468ms3eMAeqILNRKgmuq3hVOy7fldq9m4dbwk+bvXBmN9NYWO2hIb91cvtyIqzsH9QgduL3fk84uFXrL0irhF7HVSSVcR5FSKq+NFBITHOAkOII/gFt0ZVcFQd1j7N1o2Vc2BA8Ate6YlOOz7TZgv13jgPJ8sYiRdns7fYqerq7YrzB0qTFjTCtFY5NNgtMLPDqFaH948nw0OVybs9PFZL9n+JxDR6ZOm2/DSWuczQ28xaybFebJZxsbsYN2qvGzrYCNyjIN3IQUa5TK4ZfJqLJw4QLBCxHzlTidQ4cEdnO9cT7RzKScL0ZOZElDyL6JkW36Xn3eQjXbhg9b+dyq0c3W8l01USXS81BUxDeEweIhhAfQRAR4I3wlWxtvoo8V7H0o7Ny72BMbcvfOqB4UhyYYcqpzb+yfqtir/S9LBtCv1iuVhrZkKFAa3gzxxISPYIRPnsokpBTWB0mRcrG5VDjtY6FyPTu6VGhOqp09NQcseonZ9y8kuS+66RYYuvbWsO4dgRb3StXo9jntZURjrWt1+diaT8oIxlMbTMo6loyTWmJ506cPRXFZQTsIXYOAs/8AQC3duPbvSO3VFbiv83sWe0Hs7kZoiqW2wP3sjYVaTTtfVSxQLJ9MP3DmTfFhndudNmQrKnO2j0m7cogmgQABUfxWUvZkJeWnOkVpaRmpSRmJBXYu8yKPpR65kHihEtoWBNIh3LtVZc5UyABSgJuwAHYMDgjvCWOegLIO65uzrU6MiPF+hjqrqZ7dkaIin3FlHObXZbpBTsOz9PLTLGR+vYohyE7FA4+LsAmHuCO6PEtkfKrimETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFQD7Ud9oo5zf7mb8sPj7hFITpbfayenR+AlxF/J/wBe55kv/s7W/pc37xy2xbvY+D8yz5IU7cxCvEwi1N/bG/tZOi/w7dZfk/8AJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//XlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhFra9SjkZzvbdSqvcX+NHMWX4v6yZcG6lvqYZQmi9B7ZdWC9zG+9na9eOln+3KJZpWObmr8EyICLdyRuBm/iBIDnUObH3CtdRRte1ocXHG/xKJ6t1HNpukiqIYmymSTZwSRjcTnd4lH76o+rR++737+Rbwm/olzE+n0vubfOVAvXTrfvSL37voT6o+rR++737+Rbwm/olx6fS+5t85T106370i9+76E+qPq0fvu9+/kW8Jv6Jcen0vubfOU9dOt+9Ivfu+hPqj6tH77vfv5FvCb+iXHp9L7m3zlPXTrfvSL37voT6o+rR++737+Rbwm/olx6fS+5t85T106370i9+76E+qPq0fvu9+/kW8Jv6Jcen0vubfOU9dOt+9Ivfu+hPqj6tH77vfv5FvCb+iXHp9L7m3zlPXTrfvSL37voT6o+rR++737+Rbwm/olx6fS+5t85T106370i9+76Fah0WOQXIfkPxg27L8m9sq7s2Rq7mRyb0M32I4o9C146m6nqK6JViuKu6xravVmrNHR26J1FDJthUMZQQMc4FAQkMEhlhZKRguaD5xlbbtlW6vttPXOAa6aFjyBwBc0Ox5Mq3vO1XyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItN/nr/dgnSt/AAvn+SfUjyJ65/qtVf2f76NZnT/svD+t8hy2k888rZaYRMItOTob6zouxept7RX9Wteaz3yPztN8m+8rvkPdPlDkBze988Hubpt4vP9xS7+LxdvAHbt69/bfJPebnaLEz0uldFzlJS7WA052Y3Y4g8No+deW+Vez2263CL0wiEvNzVOzkkY2nMzwI44HmWzr+lm0X+15Gf+Pzf/oUzavqy1N99v8Aes+qtTepDTf3qz3z/rJ+lm0X+15Gf+Pzf/oUx6stTffb/es+qnqQ0396s98/6yfpZtF/teRn/j83/wChTHqy1N99v96z6qepDTf3qz3z/rLDdO4+6cd7j3REuKNHqx0RH6vUjWovZgCNTyUPPqvjEMWRBQ3vCiBBHxCbt4fTt695DcNV6gj0/bp2VLxLI+p2jhm/ZezH3PRkrAUGl7A+/wBwgfTNMUbafZGXbtpryfuunAWZP0s2i/2vIz/x+b/9CmR71Zam++3+9Z9VZ/1Iab+9We+f9ZeP6WTRPiE/6HUV4xKBBP77N+ISlERKUTfKfcSgJhEA+jvlfVnqfGO6348TPqqnqP01nPcjM+N/1l5fpZtF/teRn/j83/6FMp6stTffb/es+qq+pDTf3qz3z/rJ+lm0X+15Gf8Aj83/AOhTHqy1N99v96z6qepDTf3qz3z/AKy+V9xe0a7ZPGpNfxiZnLVw3Kp79Nj4DLInTA/b5TEB8Im7/Ac7ItaalZI15qnkBwPgs6D+SuEmjdOPjcwUrAS0ji/pH5ShJqhwq41pRPeQMV41q0NGvyH/ALYnJRLJKLkkVQ+IKovmahTh8QMAhnjPlZou4OU6/wAAGzEbtUyMHD7HNK6WMjsMb2kdhC9TcmFX3bydWSYnMgtlPG/85FG2KQHtD2OB7Qu+qqpIJKLrqJoookOqqsqcqaSSaZRMdRRQ4gQhCFAREREAAAyAxRSzythga58z3BrWtBLnEnAAA3kk7gBvJU3kljhjdNM5rImglziQAAN5JJ3AAbyTuCx7riW0ds/asvH7Dsdelm8ExYR2qIF5MuY2p2e0TKDks5IBaGKgRryxIGKlGtWQqnVTTUWVTSWMqHl+5eSjROpNDaFF5hoqql1BXyvNY6SEieCmicOZjEMgD2xP3zvkwA92wxxbzQz465SNX6d1nrQ2qoq6aoslFEwUjWS5gnqJWnnZDKw7DpWboGR5JaNtzQ7nN0fZCJlddcqNlNF9WNdha3gi1R/c6LByjAjmtkt1GhZluWuSq6sRKT69aM3VbonECEkSoCKhEVVwMTe131npih0da2Xm7ell7rzOylnljlLJjBPzb+c2GSRwh/OMcdojY2u9LmsK0vbNJ6hqtXXJ1qtfpjZqIQuqYYpIw6ITwbbeb2nMklLObe0bIO3s7w1zxi02q6N443StQNurtIin0FZIljNRTsHs6QVmMi3TcoCqkaTBRBchFPComYAOmoAlMAGAQDWlbqbV1urJaGrqXtqYXljhhm4tODg7O8dRG4jeNy2VRab0ncKSOupaZjqeVge05fwcMjI2tx6wd4O471z/AOlm0X+15Gf+Pzf/AKFMtfVlqb77f71n1Vc+pDTf3qz3z/rJ+lm0X+15Gf8Aj83/AOhTHqy1N99v96z6qepDTf3qz3z/AKyfpZtF/teRn/j83/6FMerLU332/wB6z6qepDTf3qz3z/rJ+lm0X+15Gf8Aj83/AOhTHqy1N99v96z6qepDTf3qz3z/AKyfpZtF/teRn/j83/6FMerLU332/wB6z6qepDTf3qz3z/rJ+lm0X+15Gf8Aj83/AOhTHqy1N99v96z6qepDTf3qz3z/AKyfpZtF/teRn/j83/6FMerLU332/wB6z6qepDTf3qz3z/rLDWoePunJV9uMkhRo9yWJ3LYoiOA72YL7rHIVyouEWpPLkSCYhFnShu5u5vnfH4dpFf8AVWoIIreYql7TJbo3u3M3uMkoJ8HqA8ywFi0tYJpK8S0zCGV72t3u3NEcRA8LrJ86zL+lm0X+15Gf+Pzf/oUyO+rLU332/wB6z6qz/qQ0396s98/6y4yT0Bx0hfk4JanQEcMtJtYWLB5LTCAyEu+BUWka0A8qArvHBUTiRMvcwgQw/AB7d8OqdW1O3zFRK/m2F7sNYdljeLj3u4DIye1dM2mNKU+xz9PEzbeGNy5w2nHg0d9vJwcDsXJ/pZtF/teRn/j83/6FM6PVlqb77f71n1V3epDTf3qz3z/rJ+lm0X+15Gf+Pzf/AKFMerLU332/3rPqp6kNN/erPfP+sn6WbRf7XkZ/4/N/+hTHqy1N99v96z6qepDTf3qz3z/rJ+lm0X+15Gf+Pzf/AKFMerLU332/3rPqp6kNN/erPfP+soIcwuPEPHr1F7T6TA1qGSnYmtsHf1USS7y5S9rfMRexYQxmDteGJXoSJevzPfelQFNuYPIN65j63UV9u9NV0+oal7NGUtHPV1TmP2ZJuaglbDBsMMW1G+okiDo3SNEx2WZbxUltFs0zpdsF005AyTlFqqqGkomyQtfFS85URPmqg+XnQJm08UvNyNhJgG0/DuC+ZkGkKpt+GR2sxivqXmNWOoaKanSnFXMU7pM8zVhGsPGV/wAyQkvlNlaXiXu6CSy39ikEpfCU4liPIDeNSVegrxDb3mM0l3jqXzOdG1ju64CyXnHyEMYIzSxO2nFrfshBIOAbvltt1gh1zbKm6DnXVdrkgbGBI94NNMHxljY8veZO6ZGloDnfYwcEZIzDxc05qDYdS2DbHVPjZiuye6tnH18/MpNsVVqCE0T5DBVoo7ZvUDEWFwBSukiOipgUFAAwdg3frTUV+tdbSUcVQ9lS2203PgbDhz2x3+CAWkEbJy0lpOdnctQ6O0/Y7nRVVZLTtfTOuNRzJO208zt95kEgjB2hhwDgMZ3qS/6WbRf7XkZ/4/N/+hTId6stTffb/es+qpd6kNN/erPfP+sn6WbRf7XkZ/4/N/8AoUx6stTffb/es+qnqQ0396s98/6y9Dji7oN0UhHOtodchFU1iFVdzShSqpG8aahQNJiAHIYPQc6pdVX+fZ5+o29h4e3aZGdlw4Oblhw4ZOHDeM7irin03ZqTb7lhMXOxmN+xJI3bY7G0x2HjaY7Ay05BwMha5/s58YwhOo37RbDRbcrOMiebNfjI5oQxzkasGG9ec7Vo3IZUyihiot0ilATGMYQD1ER9c8e8s00tTdYqic7U0lRVOcetznxknykr1hybwx09mZTwjZhZS0zWjqDWEAeQBbbuaWWxUwiYRMImETCLpmwNf1PaFTlaVdolGYr8ukUjhsoY6SyCyRgUbPmLpISrs37NYAOkqQQMUQ7epREB76eompZhPAdmQfzg9YXdBPLTSiaE4kH84PYq71Ol3r80wZdPZ9wTgRWExYw0TDKSxUPF38r5b+a0FQC+nj9w7f6nJH6qajYxzTOc68nHm/zUg9U0+xjmmc515OPN/movc3eK9Y0QzoFi140lQq0mi6rk+4k36sk5+qVuZWQYPnS5ypIoqzEaZYgJoJpIF9xEQIBjCJspY7rLXukjqSOdG8YGO94EeQ9eTvWTst0krjJHUEc6N4wMbuBHkPXv3+ayHg5tkm0dD15q7W8dh18CVHminN3UVQimyPyBIeoicxHcGdEhjm9TuEFvuZGr7Sdy17iPtcnfDy8R5/gIUdvVL3NXOI+1yd8PLxHn+AhTDzDLEJhFVvyeaJNtwTh0yFJ75HwbtTwgAAZUYxu3McQD0Exgbh3H6RzZ2mXl1oYD0OcP8RPzrxhyyQMh17UuYAOcihce0821uf8ACo+5n1qxMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIui2anqyL5GyVx+EDbmSPkJSHlCswlWYD4/kmwMyiX36POb7EwCCyBvnpj3DsM/0trSK20D9MampzcNGzv23Q7WzLTyYx3RSSHPNTAeE05jlHeSNwcjC3G1OnmFwt7+YurBgOxlr2+0lb903qPhNO9p6D9dRsy9gQkWsnH/ACTYIB8EZOxxVQcN0nJm6Ltu6YuQAvnx79ouRVITAU4APhMHcO42estL0+nZ6artVR3Zpy4wc/SzFuw9zA90b45Wb9iaKRjmSAEtJAc04OB3Wq4vrmSRVEfNV0D9iRmcgHAcHNPS1zSHNzg9B4ZPb8hiyiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEUS+fX+kU5qfgl8jv8z1yy5o/6XF+cb8oLMae9n6H9Mh/eNVhvsuP2ijgz/umfyw+QWTxeplf9hFWr1guPm2+VXTc5S8f9E1Yl12zsmqVSMptXUna7WSS72M2VSrC9RNO2yWg67H+TEQ7hXxOnaJDeX4SiJzFKIqo3Fas3DTjd7Urwg49I8W+O3HnTtAoJLBZrGytVivXFm3WuGmLcuktJvkXsjuGfjVk0FUinRTViHJSeHsJT/AeO9cyWHeVZZ0dOg/t/jLyUsfUI6ge1IXb3LWwLW2UrEJBSsha2NSs2wG71lcdhXC6SjCLGx32RiJR3Ht2zJv8lxrd0sci7lQ6HulQFRzsjA4KOXLbpldQzhp1abj1OOn9oWgcuqBuFezTl801Z7HWoSXgpvYEKkx2HGSTCzT9ZXkmErZ0QnIiSiFXa7VwoLd00FFETunTlAQW4Knr00dfdaDaPL248l+e8Zr7i3xqbRMqGvOItPh9Mzbx7YH8O0r0KuFhrLC1XeFgYJAjqUeLyNjRkHkydMqbMjA4ppN6odkDA4rV16OrznvR+fnPHdPAGi6/3Vetcur3HbK4+bBsCdSb7X1tcNwSZVRqlmeysNERN0p9lr7B82Fy5RBZqLlIgqGP7s4oFzdjAyrtunX0yOoHyM6rti6tnUw1rWtCv665Vlda6bip2DmnspY2VCT1dRkW8ZAWO1/U/T9fVdIXRl5F8lJSM2iisDcyKqxwrjflcSQG7IXXerR09+o9BdYvS/Uy4WcfI3ktBVqN1ZLHrY26pwPyTbtfMX1Wk6xZo+dtNXmE4mdrwJOG0mzFwiiqscqvgMkUio8UaRs4K+jrt9Pnqb9UbTfTgulH4rQ7Hc1EpW9X/IjWEfuTT8bHaqtOw1tLqQNeZ2C5bDhmFrIulT33daOXekSMj2VMQTpgYd6NIGVP72kPghym5/cStJ6v4na0R2hd6hyKjb7YYZa60CjFYVVvrTYteVkwkth2iqRTsSy880S8hFdRwPm+ICeApzFFUYQDvXYeRtH6v+j+mf09tT9OeoQCfJvV+qNC625B1ycldBSLWAiqPoGMrdijm0ttWwo0qUUjtgRSSHnxLpyZYpROmY6AicW/Cd6Sc8FfVCDJjCxAzQFLMjFx4yxS+T4SyYtEvfwL7uJm/hB14+3liJP7307ZVcVymETCKiDpKcLOSXF/mR1jdsbv16lTaFyv5a/ooaGnE7fSLIa70j9EPkJPfLKkXVbHNS9YN8l3qLV92l0GDr+yfD5fjTVKSgXJxBAwum8vmXWZ4sc9bHyh4kVBzzz4e7Ro0PBTnEOd23C6+d6atkdG12PkpyijZXCCTYJiQrnv6L1mjMD3mJFs4YJFI1di3oNkjB3FdL4mcMOdXLXqYVPqp9RLVtO4wtNEawk9Z8XeLNavUVsuyRPy7H2yOf2/Ydpr6riurHSa3+YWJ28h84eLNQO1Zpx5Acu1CQBshbIuVXFatOmuipb95Q/Wt1NzJ10hQ6bzC5x3/f8AxU2Q0sFGt85CmWuW2prX+3YVhWbHKydcds21sbFdxkn8mPXsY+dMVSJlVW8FMLntcMdSzNqzTfVQ2P0huYvBnl9plKZ5GV7R+x9H6A20y21qifi+Tdakq5MQNFfSckF4CVrNqjitkW7l9Z28OZ+yXaOXRvfvfwK34TLdrI4KybptaK2jx+6bnGTj/tqtkq+2dd6JY0u31ck1ATpIqyIoSJFI8s7XZOWrr8CmcE/XmztZAe/of0HtULid5UX+gRxE5BcIunlXNE8mqKlrraTDauz7K7rSVqp1yIlC2OTZOId38tUWfssAoLtFEw+WV0KqfbscpR7BlAquIJ3Liukpw75EcX+RXVuvu76ElTaryh517B3Po+TTtlLsg3LW85edoTMXYFGNVsM3IVszmNsbNT3OVSZPieb4TolMQ4FBHEHHiV3iiaaqZ0lSEUSUIZNRNQoHTUTOAlOQ5DAJTkOURAQEOwhlVxWv10TaUfjVK9STplSTx/DKcYeUs3eNTrtFxZySXHDk/WG9r1HJQjg4KEVfRQQr47ldHzE20gv5RwAxexqBcnb8FRp1TsL2ifhCx2ZxuleKUN1JlpC6WGQ0VzCtHIao1Rq0gpZFq2h0di1exTEfOrxkOdqDpSNXcQSrdZdwgi+dogiuDeq4Yd/BWOdJzp+bL4C8YdrOdo2aE2PzJ5LbAvHIXfNrizEUgXe07U3XcRFRjH7hKJJIQ8E7VUVWcHTQTWkpF6dPwtzJAUFQnJ7F0XT2t+rJy36avJLVHNSxM+GnNm5WqxRektg6GukfXFqrWYKH1taNfTy9r0lsS4v4ltO36PmIuZ91kSPzwqipBbGIcgLN6HZB3cFBjWHI/wBpA1JoqG4oyPTjqW3N4U2rIa7rfNO0cnqHLVecYRbP5FhNm3mFsFnVlrxbSRySTt67ezLN/JuyGWdMBXVVRM3quG8cqz3ot9Omd6ZPCaI0Ld7XE3DaNvv9m3LteSrh3atVZXi2xNYrxoKsOX7Vk+fRUFWabGtjOVUEDO3aayxUkyKETKG5Ucclcj1tONO6OYHTE5M8dePVQTvm4Nh/oM/UhVFbFWKoSV+pLkFqi8z/AIp+5TNfrbD3Gr1l65D3l4j5oo+Wn4lTkIYVRpwclZWvmj9nTXSyuXG2NrhHG5pbgBYtHsKiMzBIkX2c/wCOryhNa59UK8mlWUiK2pUrb307wrAoD5orAl3OFUHHPauqdH3j5tvir03OLXH/AHtViUrbOtqpa4y5VdOdrtmJEPZPZV1sLJEs7U5acrsh50RMN1fE1drEL5nhMIHKYoAh3lQ26LXCPkzxG4EcptJcgddJUXZeyeRfIi+0yup3Gi2kkvVb5rmgwNVkzTFPss/Bx4ycrCOkhQdOUXCHl+JUhCGIY1AquIJ3dS7d0dNMbS6ZnSTaVzmPVUtW2bRaXIXbexIZO0U+2pxFLYz9ov4yITtMn7DW1xVrSAreAjwxkxHwqAUwCABwR2925efs/mjrNrvgWlvjY7D3LbfO3bexuaF+IoUwroobik0nNGbkXUKRVRg9o0cxlkyiBQTVllfTuIiII7irwsquKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEVAPtR32ijnN/uZvyw+PuEUhOlt9rJ6dH4CXEX8n/XueZL/AOztb+lzfvHLbFu9j4PzLPkhTtzEK8TCLU39sb+1k6L/AA7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//0JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRawnPH7du2/wC9X69/K23HmCv32mP8r5lq/lS9jKb8+fkFdkyLrSKYRMImETCJhEwiYRSJ6BH+lm5Zf98454f53D5PKP8AokX5tvxBepdO/wBX6H9Eh/dtV52XKzKYRMIteDrs9TvmN0+bfwoofDukafvVs5OOeQTGThtqVW2WZ07ktWtdOOarGVItXvVK92fy5r4+SORf3kHC3u5SCj4TiehXJoB4qxrpa81C9QTgroXlC+bwUdc7nXnsPtCDribptDwW0KbLPqtdmcbHv30pIxkS+los0hHt3DlwsSNet/EqqI+YaqoRg4VM/XH63XKDgRvdhpPh5SdNXdfWuhY/evJKZ2lW7XaEajE3zaVa1brmKjiVi90kIx8MrNtlnRF/eTLoTLM5PLAh/HQlcmtB4rZB4/3qZ2jofSezLEjHt7BsXUet71OoRKC7aKQmbdTYawSaMa3cunrlvHpvZA5USKLKnImBQMcwgJhquCy5hEwiYRU+cA+eu6OUHPDqo8Z9hw+vWGv+FWytTVDUr6qQk5G2mVi7x+ip8sK3mRkrPMxsw9S+opp7udmzjiE8aviIfxF8FFyIwAVcHlVxTCJhEwiYRRL5rc1tEcAdETHIrkVLWCK17ETMPWyFq1cf2melbFYDOCQ0NHRrPy0iLvhaKdlnSzZon4f1xYncO5VAJ3BSvQWK4QRcEAwEXSTWIBgADAVQgHKBgARADABvX1HCovbhEwiYRMImETCJhEwiYRMImETCJhEwiYRab/PX+7BOlb+ABfP8k+pHkT1z/Vaq/s/30azOn/ZeH9b5DltJ555Wy0wiYRaj/QC+2be0ffh2tfygOdGeyOTj2Ch/RKb92V5t5RvZBv56f5TVtYZsJa4TCJhFgmi/9HTfX/azUP8A5iWXJNc/6s2v8uq+XGo3bf6yXP8AIpfkSLO2RlSRMIuMhpmOn45CWiljuGDkzgiKyjZ0zOYzR0szXAW71Bu5IBHDc4AJiABgDxF7lEBHuqKeWllME4AlGMjIPEAjeCRwI6fhXVBPFUxCaE5jOcHBHAkHcQDxB6FyedK7Uwirt2pUB0/sVZ0mApa12nMPJKKcm+a0qeyJFZV7NV1ZUQAjaNuiplJCP8QgUH/vSAdvGgUYPysaPfq2yN1daoy/UVthbHWMaMuno2ANiqQBvc+laBFNjJ5jmpNwikKk/Jvqdulry7TFyeG2C4yufSvdubDVPJdLTk8AypJMsOcDnucZvMjAurR0THbJ2jr/AF38nhZoqOsydm2VFe7neQrGrxddn3sS3tZwIdiRKUtZY3yWLgRM8AoiKZkinEMJyEafuVsfXa7q4TDQigkgop3Ya51VJNCx7qcHDnFlOKlr5WDZjJ2doPICy3LLe7fcu4tF0somqzWsmrIW5c1tMyGZzRUEd6A+fudzInnMgG1slgJVlSsZEixSYrx8cMYzBuogzVatvcWgMDkWaHSbnT93QBkdEp0xAA8sSAIduwdtstmn50yte/nnZyQTtHa3HJ4nOcHryteuhg5sRuazmW4wCBgbO8buAxjI6sKp/XUDUgsG0tgVJFuSMv8AsK1KxazFyVaNdVuAs09GwTqOSRMZogzdFOsqh5I+AzY6Xbt2zT/ojdU3a46jotH3B+1DZaKIYLQHtnqaenlnDnbnOwGxNO1va8PHA7tjcgum7XQWKs1XQMDZLvWSnIcS10NPPPHCWt8FuSZCNncWFnlkJxfuc7WrxP6Lk2j1epfIr+8aulVPkpUWbBCVZDea89WbO05H3NhOW1oaN94air4DrkMschEQDael9QUmt9DU+oXSxHUtG+Olro2tlbxa9tJL37ebc+WKneZuakLQ4NOwwuIWvb7ZqrSGs59PiKQaeqmPqaJ7nRO4OY6qi713OBkctQwRc4wOILhtvDQVO3O9VTCJhEwiYRMImEWCdI/88d6f7e1o/wAlqTkn1J9ptn/tcf72ZRvTv225f+5Sfu4VnbIwpIvgkAjk0Pf5JJudGI82TIuugVcWJ27Zcqjxv+tqKJLptFVS+JMPH4DmKHoYQHti50u5qEnakw3AONrJG49YyBx3ZAPQuuXmg3nZgNlmXZIzjAO8duCeG/BI6V8sZYoOZUBCMlWTp38lRM4pHlXKSUbRE6V0aGkH0Wr5ciwbSfuK4ImWST8Z0FCh85M4F5zUlTTjamY5se25m1jvS5mNtocO9cW7Tc4JwHA8CM8IaumqDswva5+w1+znvg1+dhxae+aHYOMgZII4g45nLdd6YRMIoUcy59KFS0mV83kXMYOypGRMhEx7mTkXkuxodqZQsc2aNE1V1DLqzCio+gFAEPEYSlARC9l09d9TaQvlnsLY3XWopIYxzj2xsbGauB8z3OeQAAyPZ6SdrDQXYBxzr7bNPaos10vRkFtgq5ZDzbHSPdIKWdkTGtaCSS6TPQBs5cQMkYmhpSLsUXFWGKUI7j5RghIRrwUjJnOzfoprpmAqxCLoiomJfEQwFMAh2EO4eniO8Wu56eudVp+6NMVfSzuimj2gQJInFpGWktdg5w4Egg5Bwd/ri1XG3X23U18trhLRVMDZYn4IJjkaHA4cA5uRjLSAQRgjI3Zc4cSyFfg7Tp2RaqsrBV56euDBTxoqx87TrhZZZxFSMaqmcVSLxyyYtXqCpCHRV8swCcipTZ7bZf6HWVgt+qbZLzkXcsFJUNcC18NVTwRCVjgdxa/IfE9pLXtJHeua5o8kR2Ws0pea7TNxj5uUVE1TA4EFktNPPIY3tI3hzCCyRjgC1wB3tc1xmplmsgmETCLVh9nk+2Xe0ffhzxf+f3nXnlnlg/p1P+dqflRr0zye+xg/MQfIcts7NNrYCYRMImETCJhEwiYRRf5m1tKz8adptjs/e14uFb2Np4SeNVqtXpNlKrO0hABMn5TFssCgh/0kxwH0EcytllMVziOcAu2fOCPjWTs8hjuMRzgE484IVVPBXkVRdET95abDfSsdB3FnAA3fMY1eVaMn8IvKfrr9uzMpIEIo3lTABkEFjCJewgHYO8sv1tnr44zTAGRhO4nGQccM7ujpIUovdvnro2GnAL2E7icZBxw6OjpIVucNyt45Tx2ycfuCmEUdmIRAknIHgzCc4gBCqBNoxwtzCIgHZTwj3yHvtNyjyXQvwOoZ+LKij7XcI/Chfu6hn4sqQCaiayZFUjkVSVIVRNRMxTpqJnKBiHIcoiU5DlEBAQHsIZj+G48VYYxuPFVlcqxIO2XAE+yLAQoK/D0P4HBg7/8Awsxc2VpbPpUM+6O+ZeOeWwtOuH7PEUsWfHh3zYUbckS1EmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXVb4rZI6oO5WAauiCeVgIJScLHrPWUGawzTCGI/ceFMUDKonflBIhzAB1TEDsPfsMr0A3Stw1rBZtRzwEijq6ttIZ2RS1Qo6WapMTMuD9lwhcZHtBLY2vOW42ha3emvbbLJcLZBM6ETQxOmbE58cRmlZE0uIBaDtPaGNcRtOLRg5wfqrlWYVJkrHMwdKOFXSrqVfyKp3ErJyanhI5eyThXsdR0cUwAQ7FKQAApSgAdst9S6tuGsq1lzrDC2mZE2OnihaGQQQDJZFAxu4RjOQckuJLnOcTlcKG1xWmN1KwP57bJkc/Jkc/g4vJ37W7BG7GMADGF2DI4r1MImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvpatF3ipUW5BUUMPYClDuPr/AAZyAJOBxXNkbpHbLeK7QvQ7QgiC5otz5Rg7gbyj/D/1XOwwyAZwr11srGt2tg7PiXWHDF20MJXDdVIQ9B8ZBDOstI4qzfHIw4eCCvlziutMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFEvn1/pFOan4JfI7/ADPXLLmj/pcX5xvygsxp72fof0yH941WG+y4/aKODP8Aumfyw+QWTxeplf8AYRMImETCJhEwiqT6fvR149dOjd2/d76h2Jua4WjkOkujborZErSH8BDlcW57cTjXEaxRatIoGCRfGTD3ly6/WQAPsu5xphVLidytsyqomETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRcIhWa41n31rbV+Eb2iUYNIqTsiEUwSn5GLYHOqxjX0wm3LIu2DNRUxkkVFDJpmMIlABEe5FzeETCJhEwiYRMImETCJhFx0vDxFgi5CDn4uOnISWaLx8rDy7FtJRcmwdJmScspCPepLtHrRwkYSqJqEMQ5REBAQwi97JkyjGTSNjWjWPjo9q3ZMGDJuk0ZMmTRIiDVo0aoETQbNWyCZSJpkKUhCFAAAAAAwi+rCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRUA+1HfaKOc3+5m/LD4+4RSE6W32snp0fgJcRfyf9e55kv8A7O1v6XN+8ctsW72Pg/Ms+SFO3MQrxMItTf2xv7WTov8ADt1l+T/yezYfJr7Oy/ojv3kSjWqvY9n54fJev//RlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhFrCc8ft27b/AL1fr38rbceYK/faY/yvmWr+VL2Mpvz5+QV2TIutIphEwiYRMImETCJhFInoEf6Wbll/3zjnh/ncPk8o/wCiRfm2/EF6l07/AFfof0SH921XnZcrMphEwi1hOuCUDdUv2dwpgAxTcq9wFMUwAIGAbjxHAQEB9BAQyhXJvglcZ0b3bXgV1E+qL0srE7Qr2t4y4fp1ONKL5YjKHZaqurWGJa2LN46Om2WRrlZm6szU8sSFIvCyKhih4FPACq7eAVTjycjHfJTpWdZjqu2dq4O45pcttL0TRTmRQUB0x4x8ft+0KkUUWZ1QKKASzluDB+mUAKd1XCH7FH0Aqjc4NWybzI5q2vgD0N6dyL12kxU2jGcZONVJ1grJtEX8fGXbYdWolUYWN0xdFUaPwqLCQcyybZcijd0sxIiqUyahwx0LiBl2FHfUXQ9k9qcY6VtzbHPHnd+n02NraE2O85BQ/JO9x8br3Z1qgW1jZQNapLB23ij67qko8SZHagZJy6aIHFusxBRJNuwhdv4DCyl0h+pvsndnSy3jyC5RGLZ9wcGH++KLuiaaAzYOdhl0Nr9lspCyqkZNk49vLS1Yk02DtZNIpHEgyWcgmQFQIAI4b93AqH/TH4PWzqrcamvUY5w8qeWjncXIm3bImNQwmkN/3bTVJ44UuoXqxUKAaawq1WefJbCVQmKu6dpndFdNzthbCugq797cOSqTg4C9fs89R2nr/qD9ciibrvbraOzaZtjjvVbLsyQZtY+T2GFfkOSEVC3iXZMyEbNpm115q0fvCE79nK5+5jD3MII/gFDaQ5u8Pue3NTmrLdSvqB7O45aB0Pt6b0XxP4waz2bsjVMBOwtJk5iFnt13VxrqIeOrFYZt7HIuGpnK4KtlXS7fxGaIN0gKuCAMBTh6FXNU0zzl5p9PmgcrLlzW4pa3okDvTinu3ZE3L2i9wtQUeUSGueupS1WCPjJ2dZV6a2QzjkgWRSborQ6yrVJFJ15JAVHDdnpWGo7XHL3nb1rOqVxLjudPJfj3xforTTlot7LUuxJ5rb2rQaLTkIXXepXMu/fwOpoe3S08/kp55HMTKPgjU2yqSiTlYQdKbg0HpVvvUE0vsjS3S+jdFaf5/JcUGmvWFGpV05kckbu8HYjjWcO3fISiYbCgUYOSNtu7Sice2I7Yptnboh3CTYCLrJ9ioD32cLVz5H8ruCXC0vGrdHSc6jnLLb3IGscgKBXd2UrZ1w5GWXWW+dWP2kyN4krqjsnX1b1pJvnM3HMWwJRzkoFSkFVmyJV26LlCniXMAnc4blat7WTx5hpXhi15On2TuhlPVe4an1UjqqN2K/Z6GmI5/YbrNmtlh1eRqaNlr+2WlDIoyp1gUTbIpJgXsQBGpXFnHCtLvMFC9HPpzcsd10zafIXkHJ02lTW06+65T7dmdzy6F+fQMNTqVXGs1INYt9GUM9qVYqumSIgIec4UIcDn9HBU8I4WsvqzYHTt3VxUZb05QdbHkbX+pjsWkPtlK3eB3juOpQWjtmzLNedq2s4HXdUrKNSj6nUXRmjCUZszplOom4BgsySFAqJct43AblsvdB3mps7nd04NU7g3S+Cc21W7BctT3u1g2bMjXOSoskkSKtbpo0SRaoysrV5NgMgZMhE1pEi6pCJlUBMgLi4YOFcdlVxTCJhEwiYRMImETCJhEwiYRMImEWm/z1/uwTpW/gAXz/JPqR5E9c/1Wqv7P99Gszp/2Xh/W+Q5bSeeeVstMImEWo/0Avtm3tH34drX8oDnRnsjk49gof0Sm/dlebeUb2Qb+en+U1bWGbCWuEwiYRYJov8A0dN9f9rNQ/8AmJZck1z/AKs2v8uq+XGo3bf6yXP8il+RIs7ZGVJEwiYRMImEXDz9fgrVDv69ZYeNn4KUQ92kYiXZt5COeo+IpwTctHKaiKoEUIUxe4dynKBg7CACHfS1VTRVDaqjkfFUsOWuaS1wPYRv/wAl0VNLTVsDqWrjZLTPGHNcA5pHaDu/zXF06iU7XsSMHSK1D1iKO4VeLM4hmk0K5eLAUFXjxQgec9eKEIUoqqmOoJSlL37FAA7q6411zmE9fK+WUNDQXHOGjg1o4NaOoABdVDb6K2xGCgiZFEXFxDRjLjxc48XE9ZJK7UYpTlMQ5SnIcolMUwAYpimDsYpij3ASiA+ofTlkCQcjirwgEYPBVO6kiWkBRmVfYpnQbwE3coMqCqiqi7c0Rc7BHqIuBWOc5HCajcQUJ38JD9ylACgAB575e5J5+Ve61NScySilkzhrch9HTuaRsgAjZIw7i4b3EuJJ3LyKRwQcmdtpqcYjiNTHjJJBZVztcDtEkHIORwadzQGgAfZfJCSqKEXtSvNW7mx6rdObY2QVO4bHlIRBksWz10zxoPvCLWZiwHxk7HTOoin4iD4QEt3yE6ibbdaM01XPkFlvuxRyBpGy2Z7wKWcsd3rnRSuwDuc1kkmy7eQ635ZrG6u0m/UNEyM3ey7dWwkHadExhNRCHDvmiWMZI3tc6NmRuBbacxdpSDJm/R7gi9at3aXcyZx8pyiRZPuZI6iRh8Jw9SmMUfoEQ9c35LGYpHRO8JriD5Djp3+dafjkEsbZW+C5oI8oz0bl9WcFzTCJhEwiYRMIsE6R/wCeO9P9va0f5LUnJPqT7TbP/a4/3syjenftty/9yk/dwrO2RhSRMIsPxkZQaXt2xLJSUr9X25YhpOu2T588exoRWtEY2vpEi01Ci0hSeZaiG8nxAZ0qooYgCCZgLn5prpcbBC1zGeldukLAWtAdtVBc/vul/wBqO/7kAA8RnBQw2y332VzXv9M7hGHkOJLdmnDWd70M+2A4z3xJI4HGYMwCzqYRMIus22l1K+wy1eulch7RCLmFQ8bNsG8g1KsKC7YHKJFyHFu7Ig5UKRVMSqkA4+Ewd8vKC419rqBV26aSCpH3THFpxkHBxxGQCQcg43hWldb6G505pbhFHNTn7l7Q4ZwRkZ4HBIBGCM7lWde668467ElYZSLmGuiZls3WokqZSYsadVfMYdq5lKwRNuhKyaEOj5L1yRRwYqbVsiAd/LIY4R3lJ5Nzyj2qLUulYoX69ZKRWQMEUBqWvc890uc98bDNnm2FrRtSue473kA5TQevPW/ukun9SPlZoh8YNJM8yzCncxrf+Ha1jJHiLHOODnHZjawDcwEjIGr7HEV7kDQJR9IN0Y2+UO40WKeeYAtHthdS1LtNdalXJ4khNIx0NIA3ERAqinYhRExyAaJciAml0zqCwva5twpKukqTGQQ5sbG1VPUEtO8GN74A8cRnJGGnEn5XHQxaksd6a5poKulqqYSAgtdI51PPAARuO2xkxYeBxgHLhmxfNhqHphEwi1YfZ5Ptl3tH34c8X/n95155Z5YP6dT/AJ2p+VGvTPJ77GD8xB8hy2zs02tgJhEwiYRMImETCJhF6l0EHSCzV0ik5bOUlEHDddMiyC6CxBTVRWSUAyaqSqZhKYpgEDAPYfTKgkHI3EKoJByNxCrr2Z029T2x47lKJYJrW7x2oosaNTbpWOsoqHMJze6Rrpywk2ZDHMPzCvjJJl7ARMpQAMkdLqWrhaGVDWytHTwd594+BSCm1FVRNDZ2iQDp4Hz7x8CgVyD4RXDQdKG+ObfC2uFSmmEQ6TYRz+OfMySJHQN366ThRy3Bt7ygmiYAVEwHWL27h3EJBbr5DcJ+5wxzH7JO8gjd0fP5FnaC9Q103MBhY/BO8gjd0fP5FPTgHuhm80HLxd1n0GxdXThopB5JOu506zJtAkYNqUygmXXURdJvW7dEgGN5KKaaYfNAoYK+26R9yb3KwudM3OAPugcE9nQSe3JUQ1nV22wl10uMscFEWbTnOOBtDiB0lx3YaMucTuBJ34N2hcvq+vdhtJEzpNZB2ROPRV7AonGsUEmLAFCgIlIso2blOoACIAoY3qPxGcWyj7goY6U73NG/xk5Pwnd2L57ayv8A6p9S1d6aC2GV4DAeIjY0MZnqJa0Fw9sSug5fKLphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLtVJrC9xs8TX0TGTK9cd3a5Q7i2YoFFd4uHfuXxkbpm8Hf0McSh9OQrlE1jTaC0dW6oqAHPp4sRMP/ADJnkMiZ14LyNrG8MDndClmh9Lz6y1RSaegJayaT7I4fcRNG1I7qyGA7OdxcWjpUx921CtKaB2LV1HDGtQbWkSyrWQWP7u0iH0S2GUiJNdUP1wx2syyRWMYO6qhw9O5xDv8AP/kC1xqxnok9L6xZHUXbUU2oKdskLRtyVMVS/uepgY3wQJKaWWJrd0bGHBAY0ge6OUnS9gi5H7vpxhhoLNDapSx5OyyF8LedhlceJLZmMe52973b8lx3wVWuC9/KyubuOPEvbHEwslIMDpAiZCSViGJZIfL7B2Bd8RRQO4AIgfuIAIiAfSig0NByaMm0HSVQraC11lVBDMHbQdA2plMAzv8AAhLGHBIBbgEgAnwHfdTu1ncnaokh7nnrYoZJGYxiXmYxKcfhSBz+s7WTvyvRl6sOmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXW927bZ8auN+0t5OjIFn42K+prXLZyUhwf7Fs5VY6sgRBXsR2lDqCpKOUu4CdmwW7D3za/I3oV2v9eUVjkaTb9vnagjogiw6Tf0F+6Jp6HSNV++pZZ7PUXmTHOMbsxg9MjtzPHje4j2rSoS8ZeCPJ4mg9VbTrPOnaWkdhbLhzXT9DB+3sk5SghZ52u8qTqV/wDRwQaC8moBRvILAvEPPLF34O3iKYR9ScovLRyZ0esKzTF40vQXS20knM90ARNlD2ACUN+wk4Y/aYNmVmdnPAjGPs2mLxHaaatju09LXVDdvmiHOZsuOWE9/jLm4ccsOM4WQ9c8guUureW8Nwk5mfULsqVusQnI0bbVHj2Ma9OjIQ0nLV2SXJFRNcZSkHImhl2ThNzFspFq5KKplVUi9lIlrjkt5NdVcmM/KlyZsqKBlKTztNK5zmnZc1sje/fIWSNDw9pbK+Nze9DWuOW98ddeqO/jTGpRDPLKzajmjABwWlzScNaC07Jacsa4Hfkgb5kSLb3R65bh8ElTEAf4Bzxm4YOFSVmxIWdRXxZxXUmETCL2ggsJfECRxL93wj2yuCuWw7Gcbl6vh6DhUTKKiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKJfPr/SKc1PwS+R3+Z65Zc0f9Li/ON+UFmNPez9D+mQ/vGrBvQV69XSe4XdJ7inxo5L8rP0Nd261/Rz+rWlfoGckrj8i/VjyS3Df65/6MdA09aalI/KNStLB3/Yj9fyfP8pXwLEUTJPF6mVv/wBdHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP8AN9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/ADfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/wA33CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP8AN9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/ADfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/wA33CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP8AN9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuEVQHXq69XSe5o9J7lZxo40crP0St27K/QM+oqlfoGckqd8tfUdyS09f7H/6Md+09VqlHfJ1Sqz93/Zb9DzvI8pLxrHTTORbAfS2+1k9Oj8BLiL+T/r3PMl/9na39Lm/eOW2Ld7HwfmWfJCnbmIV4mEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/0pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRawnPH7du2/wC9X69/K23HmCv32mP8r5lq/lS9jKb8+fkFdkyLrSKYRMImETCJhEwiYRSJ6BH+lm5Zf98454f53D5PKP8AokX5tvxBepdO/wBX6H9Eh/dtV52XKzKYRMItfzq2cYt+7v6h3RC2lqfVtnvWveO/IzZtr3Za4NBsrFa4rsvaONLyMlrEos6QVRaPGtRkjkFMqgiVmp6egd6LkDuKir7QtwS5kbG25x35gdPajWa3bvV1ZuriFuRpTix4SqmottU20QsTLu/fn0cgixh2d5s6AvTHMoxfPI9dMSHbkMAqrSMYKkB1NuntsKv9BFLgJxc19L7WvmvKjxtqUTWqe1RNK3CWp2z6JYdi21Fu6VZpAtNSTWTmnXcSfOWUECh6BjoVAe+yVKXlzwAsvNro8RHDB8shQ9tn476ILWFbGCibStbe1RA0ybj4WxHaEdqM46Qma+tDSK6Sbg7Vs8VVTTUOmQpiA4dlQ31V1M+ofpzjZUuOl46QPNe3819c67iNXRdoq9Wq83xMulrq0G3rELf5ze0fahi4SGmFGaMg+aoIOUCGOokm9KTssQq4Gc5GFI3pUdLWxcXOmhszixyQlmkjtblwvuW58kVK+7ayraCnN6Utnr+UrMXLIlBjKuK/TYxqVysj4mR5Y7oW51W4pqnAKjnZOQoIdNPdPOfpU6We9Off3Th5e8inWnrrfkeOO8OLVNrV103sal3a3TFxj0rle7HbazC63bmstgduSuXy6rpmwdlQdMm6rMQXKpwTkFZm6JPHHmvqTmx1a9zcydNudZS/J+/6V2HWZGMft5ygv3JH+7ZyeqFLsiflK2JjrlteI+JF6KKZHXu/mkE5TAYQVHEEDCwrpql8hOjly05ww05wE37zW4e8sd1y3IvSuxOKOu65uHYWubNbHMg5sGuLxQpKXh5FhGsCyDZmR+q4bognHFcJe9C7WTZOCrucB1qzLprT/UB3DtbkfyD5T6ljOLXHa2O4iB4ncYJyn68Yblr1caFbDO3XaU/V4wljjnUypGpHSiJB4ooR27d/rKbdsxWcFxOBuCwzwV41b31x1nOrbv286xsta03u+I0ChqbYUkg2JX70tWalFMZ5ODWTcqLqmi3aJk1fGmTsYo9u+OlVJ70BdM9oP4pckeQ1C4ZbJ0bpxxyfpnFvk/Abm3fxYZu23ve5abGnh1CNUYN740LMkjHx0lDuGiCLp97rYVTot1SFXABRpA4qvnqzT/Ozqo8YNN67409MrlTo7U2m96a22FdIfflOqur9nWSdhYex1iFrOr9Tx9jlXrjXdSi7A/eSMw7NHomUIxSbo+IVCgKq3AO8q1b2ibi7vDlr0zb5rjj3RJXZmxIHZGtNgp0avETcWafgq3KPG84lXI450zy8sxaS3vQNEhFw4SQUKiRRXwJnFUYcHesmPl7P1fumzyU01deOHIPhXatjU2c1HHVrlFRlaZNo3dhVq3aK5fImLTWcSU5rOPviyCBXhkGjp4WOcgCCRvCGOKeCVWLxx5ac4+J3DWncKrl0cOUl85iaQ1kno/WOzKDrOhXDircRqMQNW1lfbTusZn5Nh2raLbsVJFEUHhHRm6hzLtxWMm3KpAJzkYV+PAKo8qabxT1hH817FTbFyZkWknYNnfUBW6jWKrXX81KOnkTT2DWjxkXXJB3VoAzVm+etyKJOn6ax0lVUPKOaq4nGd3BTKwqJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLUf6AX2zb2j78O1r+UBzoz2RycewUP6JTfuyvNvKN7IN/PT/ACmrawzYS1wmETCLBNF/6Om+v+1mof8AzEsuSa5/1Ztf5dV8uNRu2/1kuf5FL8iRZ2yMqSJhFxkNKozcWylW7WTZIvkfOTazMW/hZRAviMXwPYuTQbP2SwCX7BVMpu3Ye3YQ791RA6mmdA5zHOacZY5r2nxOaS0jtBK6qeZtRC2Zoe1rhnD2ljh42uAIPYQFyedK7UwiYRMImEVYTBseFu24qo8OU0pCbauMq5ETAKq7C/vv0RIN2oACIAB4m0po9wAAE6Bg7B2HNH8vtBOzVFDe95oa+0Upj6mupWdxysB6w+DbI37pG9YW1uRWshdp+ts+7uyiutTt9ZbUv7rjfjqLJ9gcN8buoriL9IgEI6rEe3NMWy5M31cqdYadlZKdlpNoq0STSbgPiTj2grea8cnAEGjYh1FDFKX1i/JRpS7ak1hR1NIxzLVQVUNRVVJBEdPFFI17i5/DnHBpbDHnakkIa0cSJDyl6ltlh0rV01S5r7nW00sFNTg5knlkYWANbx2GlwdK/GzGwFzjwBszqMMtXKpWK84cA7Xga9Cwy7oPF2crRca2YquA8QAbssdATeod/XPUVfUNq66aqaNlssr3gdQc4nHkyvP1DTupKKGlcdp0UTGE9Za0DPlwuw5aq6TCJhEwiYRMIsE6R/5470/29rR/ktSck+pPtNs/9rj/AHsyjenftty/9yk/dwrO2RhSRMIur2eoQtuLBfK6a4qVuyw1riF2qwt120tCOfPbD5hQMJmzhMx0V0/gqioYo9u4CF7RXCooOd7nIxNC+JwIyC14wd3WNxaeggFWdZQU9dzXPg5hmZI0g4Icw5HkO8EdIJC7RlkrxMImETCLCnI75UV0XtOPhGE5JTU3S5yvRDOusZCRlFpOwMVYdiCTeLbuXhUAcvC+coBPCkl4jnEpAEwX9qutJZLrS3aujllpIKmJ72xxmR5Ae3IawcT5gOJ3Lpq7JV6joamy0E1PBV1FNK1sk8ohiaTG7e6R25o85J3AEkKoCF2mwvsI6PZaA6CFqkQ1Mws1NYkXnKq+bK+alYIsVFhc1pkUYMHCKiRlCt1WQpqHVAnfNA3U6r5K9ZSXWwy3Ompaisc4R3Bjou69hrXSw1UbXbFRsipMb3g4kbKZI9gvw30RbNMaR5TdHU1nuVTZKq/MpWgmilbIynbI9zIJaOYs24HvNM17YnAOY5gjeHhmXTFqu+9j111WblNbMNtLWp5FJhb02lQrYOo6CcIrs1LRHLU+Mbybh3X5IEF3yHgX8bUHHhSKcpALsPR/KbZtY3h+nLlbqW0V00LjTSiol2HVDS0tgk595Y1szdtsTstIk5tpLtolah1jycah0RQtu7KyruEEErRUwup4w9sDgQZ2CFge4xO2HSDDgY9twA2QrCq7Za9bodnYKtNxVig5BPzWUtCvm0jHuSfA3lOmqiqRjEN6GL38RDB2EAEBAJrV0dXQVDqWtjfFUsOC17S1w8YOD9KidLV0tdA2qo5GS07hkOYQ5p8o3Lm8tlcLVh9nk+2Xe0ffhzxf+f3nXnlnlg/p1P8Anan5Ua9M8nvsYPzEHyHLbOzTa2AmETCJhEwiYRMImETCJhFWpzo2TJS1duuo45FsnFNIVhJTq6iBFnbx+y9ytLFs2UUAwNUG5W6BhMQAVOcRL4gL3A0503aY+YFzkyZTtbAzuAGWknrJ3jfux28NTXDlMrbVyp23S1HsMt/dUEdQ4gFzjUAANBO5rWiRjiR3xOd4AINXGhH5kp6ajfEIEexSbvw9/QyrB0mmT0/vgTfn/wAXfJZD4RHYsp6KG2ibS9uuwGX09cY/E2aJzj5NqFo8oUqMuF4iTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKWXGevB2sNqWT9e6UGxOIfD0TeyIgI/d7twAQ++GeIfRfapObXouB27DqyYe+hg/8Ay5IP4JXrf0MenRi46rmbv72liPvZZv8A8iM+MLpXKiVkrvNM9UxnjNWKpFRWydpGT7mReJOp0sTQqq6Eg9vKfSzdxJLpHDsZNil9BvWZ+g0stp0FZ5uWK8bI1beaypsenw7AdG6OjNTd7hHkeFFTvhoYXtOWvq5ulu7p9Epd7lfv/wAxrXtek1vp4bhcyODmyVAgoaZ2Oh8okqHtPEQRngd+As9WLycmURMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfZHtFHzxu1SKJjrKFIAAHcfUe2cmjJwuyJhkkDBxJVcXO2C2FzJ5Q6x4EaOfV5ANS1iX2LsOWs718ypbC6u4BOWOrankVGTjgrOvV1ZhGtjpNljllJ5ZscpfUxfe/IRBZOSTkwquVPVbZGm4yshhDA0zGEP2AIw5zBmSTbkcC4AxwteM7gbTUVLV6gvFPpC1ujHc8Zllc8kMDy3PfkBxw1uy0YB76QtPZmjZfKDqj8cafIXHc/GXQe2aJSGLVqtsnXhnAMIRo2KmxavZyFp1rQdRdfagCRRVNAxjZMBAoql7gAYa08nvod+Uq7Ng05eblS3idxPc82Np5O8hjpoiHPO/cJpHHjs9eXr73re1wGsulBRVVLCAOdi4NA3Auax4IaN2/m2gda7bxR0NL7N2XGdRXc22aPuPZe2oJdPVsPq5lOtNe61iVI9eluGCIWdjFzhZysxSDmG9wVbF9xX95VWXeulAcJxvlj17BpiwHkO0pb6m32mle0VL6lzDPUHaEwP2NzmbEji2XbDu/bsNa2Ng2DytNukq6xmr7jURVNwqmYiEQcI4m4MeO/AdtNALNkjvTtElzjkdZsnUC19XOVW1dDONX2HYNa14zfRxJjWbWVtWybTsOHbskJ2q1ymM2Zo98nG2Fy4bLuHL1ig3QjnCoqnOZBBW2tnoaZ7lyd0GrZq+Oju1aWvLKksipooHlxZJJMTtNLow1wa1jy50jG7IAc9tlLf7dFfqi0yQPmihBGYgXyOkAG0xrAMHDiQSXNADXHJOAc/aW2jCb4pl3vrrXV40LAUGacRE6vuckXVSolZRbaYkpBZR08RNHsIpi9RM4WdERRIKvYpz+E/h1LrvktqNH3mjsdur6S8VtbEHsFFtyne8sa3ABDnPc12yGEu3bwMjN1Rc1dYJapsMtLFE4h3PYZwGSd53AAjJOBv83Vo7k7wymZca7G8nta/LXm+7gMi9koSEOsJvABUrRNRsfWFUzG+ByvBIP0D29cuankE5WaWi7vlslYYMZw0MfJj80x7pc9mxnsVu2q07I/mY6+Dne0lo984BvwrO56w7RkmDUpk3KL/AN3WaOm6hF2zts5KRRu5bLpCdJduukcpiHIIlMUQEBEBzU0tNLBOYJmubK1xaWkEEEHBBB3gg7iDwKuHUMrJ2xHftYx2g9RUZW24Nl33qCvuMuqnEP8AoQ6b1sed3m7WgGEm6cWFBkV05bxk0chHbBwlN2aHhzIlUDy1UXinhOJOwelHcmmlrByCerrUcUh1ZcakNocSOYGxuOG7TAdlw2I5pskbw6NuRnfxbNVVOqHWOg2TQU1PtTnZBO1jOAeIO09jMdYcd+FIOTZrtnbgDoKJEBU4F8RRD0AfT/ezzK4EFdM0bmPIIIGVxmcF0JhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuIn4CCtcFNVa0wsRZazZYiSgLHXJ+NZzMFPwUyzWjpeFmoiRRcR8rESse4UQctl01EV0VDEOUxTCA8mktIc0kOB3ELnHJJDI2WJxbK0gtcCQQQcggjeCDvBG8FRi/SC8FP3FfEv+Tjp7/ibnf3ZV+6ye+d9Kyvqhv8A9/Vn99J9ZP0gvBT9xXxL/k46e/4m47sq/dZPfO+lPVDf/v6s/vpPrJ+kF4KfuK+Jf8nHT3/E3HdlX7rJ7530p6ob/wDf1Z/fSfWT9ILwU/cV8S/5OOnv+JuO7Kv3WT3zvpT1Q3/7+rP76T6yfpBeCn7iviX/ACcdPf8AE3HdlX7rJ7530p6ob/8Af1Z/fSfWT9ILwU/cV8S/5OOnv+JuO7Kv3WT3zvpT1Q3/AO/qz++k+sn6QXgp+4r4l/ycdPf8Tcd2VfusnvnfSnqhv/39Wf30n1k/SC8FP3FfEv8Ak46e/wCJuO7Kv3WT3zvpT1Q3/wC/qz++k+sn6QXgp+4r4l/ycdPf8Tcd2VfusnvnfSnqhv8A9/Vn99J9ZP0gvBT9xXxL/k46e/4m47sq/dZPfO+lPVDf/v6s/vpPrLO+h+GXTWr888jNicCuFkrDTZWpG8tM8V9HS/yG+bmVAhje90RwqjHvSr+FYxO/gMQhhDwgYQwd8N6qIBJb6mobMzOWtke3aB8ThvGN3jPYtmcmevae13OSj1W909vqQ0NllJl5l7c48LaIY8HDiOBDSRjJFiTXpgdL982QeMunjwKeNHKRFmzprxK49uG7hE4dyKorJUA6aqZwHuBiiIDmvXXy/scWPrKwPBwQZZAR4xtL1bDSWipibUU8VNJA8Za5rWOa4HgQQCCD1hYq27wT6WGqoZJw46cfBCSnpIFCQ0KTiVx+SMuKfYFXjxQNeHM3j24mADGAomUOIFKH2Ri5W01Oo7pMWtrqtsDfCdzsm7sHfbyfg49QMJ13qnT+ibe2WWmgmuc2RFEGtGccXuOydljek4yTuHSW192Xhxwgsqyhj8EeDkI2OYRTZVviJx+hkkCj+xI6b6/+VFAD7qjg45PqbuimaAKiqe7rfNI7PkLtnzALy3d+UHU93kJdKymhJ3MgY2IDxOaOcP6zyurteB/Bhmum5R4U8QzqJD4ildcZtJvkBH/4I1e0dw1VL945DBly6qqnt2TLLg9T3A+cEFYWDU+oqeUTR1tSXj20jnt8rXlzT5QVI6h8b+m6z8pjsHppcEJZAPCUZyF4g8eGsiUPgJ3UYbX6TB0IiPqKRm3YA+xMOR2uobw/L6C4VbHe1dNIR5HbWR5c+Nba0zyyRwbNNqmhgnj4c9DHG2TxujwGO/VMePalTGp/T66S18be8VfgNwFkjlIB12X6UfQDeTagPYB95jnGvEniRQMPbx+DyzCHzTD8ciFXX6poXbNVU1rR0HnpCD4iHY+db+sN60dqaHnbK6lmcBks2Gtkb+VG5oeB0ZxsnoJXdf1Lbpk/vdHBL+SJx/8A6Pcs/T++/ftX/fSfWUh9Lrf7hD7xv0J+pbdMn97o4JfyROP/APR7j0/vv37V/wB9J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/AP0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj//AEe49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/8A0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/wD0e49P779+1f8AfSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/wD9HuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//wBHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//ANHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/8A9HuPT++/ftX/AH0n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP8A/R7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/8AR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/wDR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/APR7j0/vv37V/wB9J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/AP0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj//AEe49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/8A0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/wD0e49P779+1f8AfSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/wD9HuPT++/ftX/fSfWT0ut/uEPvG/QsVbM4P9IPUrZqNx4D8DkpeUEEq/UYnh7oWculndHMKaLOu1WM124mJRVZYATA5EgQTMIeYoQO4hNNIad5SNcSvFhfWOoId89TLO+Gkp2jeXT1Mj2xRgDvsF22QO9a47lEdVao0Ro2JhvZgFbLuhp44hLVTu4BsNOxrpJCTuyG7IJ75zRvGHg4C8afd/q8Ho29PX6gvN8f6HX6XLQP6OwQnbxfLotP0NvqGGTFH9d+Q/fAdB/avP8AN9MnvpZyc876mvVndPVNs47u5uT0m573Ha2+7Obz3vdnNc393zWxvUJ9OuUfm/VD6lqH1PZz3HzrfTbmvddnZ7l28d93LznOfcc5t7lyhOO3RjAhUXnTl4xRk0AADisvumxXAnWa/wCyauUGuinTIF0zeg+Bc5O4ehhyydyTcrm0ZKeuoZrf9zUMvlBzLx7ZpdWtfg8d7AesBXbeVjk3A2J6e4RV33UD7RX860+1cG0jm5HY8jqK8/0sfSWN89LpQaYcNv8A3sR6Y1NFt4f7/wAZtPEP4QD1+xzj62WvR3r9R2BsvtTqCj2vFgVJHwrl652kz3zLJf3R+2FlrNnx/aM/AvNDjx0SCrpNJ7gzwjo7tU4JghsTgfrehEIc3wKd/adNxcUA/d7LiAfT2zjJyS8tpjdPbGzXKBoztUNxp60kdjKapkk/wLlHys8lAkENwmFvmJxisoqikGe19RBHH/jUg4HpsdKm1RjebrHAXp82OGdgItZaB4r8cpeMcgHbuKD+Pojhqt27h38Jx7Zq651WsbLWOt94kudJXs8KKZ08UjfymPLXDyhbIt507d6Vtdau4qqhf4MkXNSMd4ns2mnyFcz+pbdMn97o4JfyROP/APR7lh6f3379q/76T6yvfS63+4Q+8b9CfqW3TJ/e6OCX8kTj/wD0e49P779+1f8AfSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/wD9HuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//wBHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//ANHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/8A9HuPT++/ftX/AH0n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP8A/R7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/8AR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/wDR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/APR7j0/vv37V/wB9J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/AP0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj//AEe49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/8A0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/wD0e49P779+1f8AfSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/wD9HuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//wBHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//ANHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/8A9HuPT++/ftX/AH0n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP8A/R7j0/vv37V/30n1k9Lrf7hD7xv0KZ9Wq1Yo1YrlJpNcgafTKfAxFWqNRq0RH1+sVasV+PbxMDXK5AxLdpFQkDCRTRJszZtkkm7ZukRNMhSFAAxckkksjpZXF0riSSTkkneSSd5JO8k8Vdta1jQxgAYBgAbgAOAA6lz2cFVdftVogaTWpy3WiRQia9XIx3LzEi4EQSasWSJllj+EoCoqqYC+FNMgGOooJSFATGABylls1z1Fd6axWaJ090q5mxRRt4ue84A6gOlzjgNALnEAEjHXe7W+w2uovN2lbDbaWJ0kj3cGsaMk9ZPQAMlxIABJAOm/7V/e9u7B6aOirLaNbwdB1xN81NbydTQf2Z4/2WYVNEckDQ6lprqUIhBwicvELLOTIpv3DhmoUiKhRMJjF3zbtNaF0teJrRZrvU3PVlOwx1JZTsZQbnN50U05mM0xilDYw90LGStLpGEAAHVNPqDWepKOO6Xa109u0xONunD53Prt/wBrNRCIhFEJIy55aJXvjIaxwJJI/9OUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImEWsJzx+3btv8AvV+vfyttx5gr99pj/K+Zav5UvYym/Pn5BXZMi60imETCJhEwiYRMImEUiegR/pZuWX/fOOeH+dw+Tyj/AKJF+bb8QXqXTv8AV+h/RIf3bVedlysymETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLUf6AX2zb2j78O1r+UBzoz2RycewUP6JTfuyvNvKN7IN/PT/ACmrawzYS1wmETCLBNF/6Om+v+1mof8AzEsuSa5/1Ztf5dV8uNRu2/1kuf5FL8iRZ2yMqSL45BoZ+wfMSPHked4zctCSEedJN+xM4ROiV4xUXRcoJvGwn8aRjpqEA5QESmDuA9kTxFK2Qta8NcDsuzsnBzg4IODwOCDjpC4SsMkTow5zS5pG03G0MjGRkEZHEZBGehdehfAnPzbH5Ttb5WOiaw0WTmWBkYMDFSlTlkIaTCHYtpWWkgP/AKJ+U4XIiZJAvloCPY93U5NLHJsQNa+SQjYdl/FvevbtuLWt/wCXlrScu3u6LWnwKmSPbmc5jIwdtuGcHd8x2yA5zv8AmYc4DDdzentuWCvUwiYRMImEUHU9FVvZ27OQtge2O7VaWZ3Ojw67qnTLKPCUi0tOa7eNmck3k4mZam9zcvFzJLIkRcE844eZ2EACV39lrrNNWSjvNvoq+njgnkjFQxzjG91XM1xY5j2Ow8MZtNcXMdsNJbkKKWVtwp9R3mrtddWUM754GPMD2tEjW0sJaHB7HjLS52y4APbtOw7BUjdeaV1zq9R0+q0EIz0gkCEpbJx8+sVtk0QMB/d3VhmV3kiRj5hQMDVI6TUhg7lSLmDnuM81Ky3xNip7XEcsp4I2QQMPWIomtZtHpeQXnpcVnKe208FS+ueZZ7lIMPnmkfNM8dRlkLnbPU0EMHQ0LKuWCv0wiYRMImETCJhFgnSP/PHen+3taP8AJak5J9SfabZ/7XH+9mUb079tuX/uUn7uFZ2yMKSJhEwi6vdrZF0OnWm7TYrBEVOAlrDIg2SBdydpEMVnyyTVAyqJV3SxUfAmQTkA5zAHiDv3C8t1DPc6+G3U2OfnlaxuTgZcQBk9AGd56ArS4VsNtoJrhUZ5iCJz3YGThoJOBuyTjAG7JUcdWcnW8sNYq23IB7rq5S7BFunNySsClRbJYEUAO6j4eRYWKZUh5B4Up1W7KQFI6gFMmkoscvzuVPPpjUslVNoO4R3GnpztPhDJmVEURdgPcyWGLnWA4a6SHba0lu2GbQXTINQ2COmh1rQyW+onGy2UuhdTySAZLGvilk5t5GS2OXZc4BwYX7JUhA2Nr0ZZ1Ahe6aM6xaOJB9ChZ4T5WZsGgEM6euo7373xu0bFUKKihyAQgGDuIdwzl6U3XmBU9zVHcznBofzb9kuPAB2zgk9AByVy9NbXzxpu6afuhrS4t5xm0AOJLc5AHSSMBdwIcihCKJnKomoUpyHIYDEOQweIpyGL3KYpij3AQ9BDLAgg4O4hX4IIyN4KHIRQhk1ClOQ5TEOQ5QMQ5DB2MUxR7gYpgHsID6CGASDkbiEIBGDwVPLElMitvSFPgkItkqmPIOMlq8xZkbxzSvwu8V29GjCtEkSRybdszfzJUWxA7pN/iUqZieKvojKSsrOTOivdUHySR19v2ZXHLszW2Q1BJJ2u/fHTbTjxcBvJBxZ8g1XS0PKLVWqjc2Lao68ujb3oHM3CMU4AGACxslRsgb2tzuAxnr0LRNuRkOvFRE5Waw1JMTpCsE2YO0pBhNu5VdxNncotfOZPWPviPuDRHyUwKgALG9eweLZKiie/be173bI354EY3doODknPHcvd09xsss4mnjlmfsM35xslgaAzGcEHB23HJ396Fm7WVgW42yLx/EQbid1nMRcGhc4mKAAsEFI11qqyC+xDAPA3nlH0UYics1L4HapWqKqIqHIZE/onks1/bbxa4NDalqDT3SKd4oaiQkwuZMQe45XcYQ2XLoJDmIGV7JObaGuXlnlQ0rdKW+VevbNAJ6GqYH10EYxK18e1/wAVE3hLmMhs0YxIRGxzNt2WqyuIlo2eio2chnreSiJhg0lIuRaKAq1fR79um6Zu26oeiiDluqU5R+ko5syeCalnfTVDSyeNxa5p4hzTgg9oIwtfwTxVMLKincHwSNDmuHAtIyCOwg5Wrj7PJ9su9o+/Dni/8/vOvPKnLB/Tqf8AO1Pyo16d5PfYwfmIPkOW2dmm1sBMImETCJhEwiYRMImETCKrLllWXrbZFjcLImBnbYVm5j1RD9bVBOGQhXSXj+xFRJyyETF+IFOUR9DB32Zpmdk1pbE09/GXNPlJcPgPwFeROVCnqLHymsvUoIp5ZKadjuj7EI2OGesOjJI4gFvWM1aaedA0vkcmoPg97byDMfF6fPFqouQg/cEyjcAD7+ZiI9+vU/L/AETq/kwq5ohtcxLBLu37ucawkdga8k9mSpnZcr54phEwiYRMImETCJhEwi6Feb/F0lsl56Zn0m7KYzONSUBMxkyj4TOHKolP7u2AweEB8JjHN6FAexhLwe8M8a2hya8ll55R6x/czxTWaAgS1DmlwDjvDI25G3JjeRtNa1uC5wywOwSrve2GVEyUdApo9/mpHbP1DeH7h1QkUxMbt9IAX+DOrnndi9Nw+hj0K2DYnq7o+fG9wkhaM9jeYdgdhLvGsiVLdUVMLpMJ9sSEdqiBEnhVRUjFTj6AVU6gFUZCYR7AJhOT7pwzm2UHcdy1Nrv0Ol7sFM+6aWmdcaFgJdEW7NQ0DpaG5bNjiQ0Nf0NY7eRm4BAQAQEBAQ7gIeoCA/AQH6QHO1ebiCDg7iF+4VEwiYRMImETCJhEwiYRMImETCL7I+Peyr5rGxzZV4+erEbtWyJfEoqqcexSgHwAA+IiPYpSgIiIAAiFhdLpb7JbprtdpmQW2njL5JHnDWtHEn4gBkuJAAJIBvbdbq27V0VttsT5q6d4YxjRkuceA+ck4AAJJABIsk1/VC0upxUCJiKOUEjryCyf2K0g6OK7oSCIAJk0jn8sgiACKZC9w758k+VDWz+UHW9bqYBzKSV4ZAw8WwRgMjBG/DnAbbwCQHvdgkYX0q5PdJt0VpKksBIdUxtLpXDg6V52n462tJ2GnAJa1uRlYMrjFiO/eQ1NsqQpuNk1qgWiuHOHpKVCGrRKbLps1fUpXFftAKqnJ3A6Yvk1ADsbvnoHU1yuUfocOTHXmk3h1PpS7XigrQP/AMHuVTXm50xlbuJZW0GxG129rxSSxk5bha3ttvoanlU1npO/tIdfaCgqafP/ADaOKm7jmDHdDqeq2nkcWmdjwN+VFuxQjutzkpBPg7Oox4q1OYAECqlKPdFwQB9fKcoGKoX/AFJgz23pXUVDq3TlHqS2n/g6yBsgGclpO57D+FG8OY78JpXirUVjrNNXyqsNeP8AiqWZzCehwHgvH4L2lr29jguGzPrCphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLsULOLVRjYrYxrb+5zFbr8xMwlQiieOTtExHMF3UXX2JREpQcS75NNAphEAJ4/EI9gHM5pyhpblfKSgrp46WjmqGMfM84ZExzgHSOPUxuXduMLJW2UQSOqNgyPY0uawcXkDIaO0nd5VTzw75N1/h3bOQd15r6U5GV7cnIKzkcuNjH14DGPi4lxIPrBMsSNLRI1iRFGwWR/wC8Liz97IZJi0BMnYgiP0N5U+T+blWsFrsfJldLPJpy1wYbA2o2i5waI2HaibK37HGNlu1skF78neo5p+9QafkrZ9UU1bHc62TPO83gAZLnDDi09845OztbmtwNyknyB6lukbbpG/aK4qNtjbo25yAq0xrBnHEo82xYwUNc49eFsxjMn6RZecsCsE8XRZIMm6qJFz+eosUqIJq6z5MvQ7ak0lqeDV2vZqSgsNrmbUlxnYS90RD4++B2GRh4aXl7gSBshp2stylfq+1elc9q0/z9Vcq2N0QGw4BrXjZfuPfOdskhoaCM7yd2DnvXyTrpz9N1OYvKzFTZNBq8/MIRIuG79ojtvZk88UqdVSBI6yD9KuPZZqEj5B1EjkZO1kzCn2NkQvIpOXjl+EVpDjYJJo2F+CCaWmYOdl6C3nA13N7QBG3G0ja3LLUbfUjpATVRaaynjc7G4jnpXHYZ27JI2sZHeuI3LrvTk1K80HxtidhSTQVN4cmDjsK1WOQIK9hRpksuZ3S4MXyvdyDaVYqfLjkO5TLOZIAV8YoJeCx9EvygSag1m7S9rfs6es45hjG7mGZoxM/ZG7LD9hb0Bsfe42nZstMwS2SxtnA/83r/ALI9x3u2DvY3PHBH2Q9ZdvzgY5zlhvTjA8RU4v7vr25OQN8sp4qZeaX49ITr+5Ml26PytCjYl4adgEDdkTleljFDv1AAqDlVoAe7q5x5F9B8pFKRyj2WottotcbXsbWXAxiJzSdl/Nh8chG/vOdHNjw2Nk8Nq77rcLMR6S3htTWVkmHGCnDi8dLdrDm/lbPfdDi3gVGjkdyK4WVfh1sHSz7p87g0Va3FINV9OP8Ab/HqHqSqVyXSSQjbSlslw+Usq1oYIpLSLlwqHnv/ACVE1DqlVOUd5aI0hyk13KFTambq63Xa3d085VNpK98w5oHLo+5wObEZOI2tG5m0CA0tBFpeb1pen01PbH2appJzFsQGanDO/wCh/O52tsb3Ene7BBzkhS940qu+K3Ty1vsfcKirx9qzTk5sleNk1jlcghZ5iXs2tqIZVwILNnjlvYIqJTRUEvuy6oIgBSkApdD8oVtpeUr0QVTZ9PNDYaq4R05c0DGYmMjqZ924gGOWQkeEBtbycnKWeP0k0vT11y3upqUykHj3xL4o+w4cxmOgnHRuhZ07NLc1bJrrZW7a3uWg8eHPKW4ubNIbKseuGe0Nq31uwk5lc6sZX7EuhWarS5CyzEgsLoQNIP1fCoQgN0m6iu7+W3W3JPZ7vQ6Qu9vqbu20U4ibSx1BpqaDaawDbfHmSSVsbIxs+AwZBO054bg9H0GpH0U1yjqoaJ1xl2jI6ISzSAF3Bru9ZGXOcc+E47/BAJzJxy3byQc8s918KeS0xT9oz+t61JWOL2lU6/GV5yJWJavIR/vzaCjYSKXipmBtaBhBRmR20fACRlVQMIhrTla5NuT08mFBypaFgnt8NVMxjqaSR0gO3zjTgyOe4PY+M8HljmZcGtwF30NXdn32r0zenRTzwRlwlY0N4bBGQ0NGHNePuch27JWT988oNMcYdmam1js5lKuHezGBp2Wm45y1K1oFYUmvkVjYZmOMmtJSrV4oykVCoMyKPDgwEiKK6qqaY635OuQzUPKNpmv1JbJY42Ub+bjjc0k1EgZtujY7IawjMY2n4Z3+XOa1pK5V9ba7NV09HctraqBtFwxiNm1shzhxIOHHDcu73ABJAXSZTnnxYhLLG1+8VDkXqWJn3ApV7YWzdQOq5SphADkJ8pNBJNPbUpGCCpD+YEWIkIbuoUgZIR6GLW9XbpKyzVlluFXEMvp6arEkzD7U942IO3EY53eeBK6Zrzp6KZsNSytpmPPeySwlrHdo74ux27HjwpI7EtejNTybKJ2NvjVVOkZVizlYuPmbrAoP3kTJIEdRsumyK8O6LEyLZUqiDkxCoKkHxEOIeuaqtHJfr2/skls9pr6iGJ7mucyF+yHtOHM2iANtpGHNB2geIWRraSgt8oiraunie4AgOe3JB3g4znBG8HgehckLGOfQsdZ6xPwduqsykK8PZaxLMJ6ClECnMmZVhLRa7pg7IVQglMKahvCYBAfUBAIldbPc7JWPt92gmpq6M4dHKx0b2nj3zXAOG7fvHDereak2I2zxObJTu8FzSHNI7CMgr2Ma5MyJfEzYrLF+6Uhu3/AOY9sb3cAuEdJUS742khet9Aysb/zYzVRD7pij2/4AwWObxCpLTTw/bGkLigIcfgQw/wABRHOK6MFPLP8A3hv/AFUcJgrxyiomETCL3Jt11Q7ppHOH3Sh3yuCuQa53AL1mKYgiUwCUQ+ID8cKhBG4rxyiomETCJhEwiYRMImETCJhEwiYRMImEXvbt1nSpUUSCc5h7AAB3+OVAJ4LmxjnnZbxXbQo0t5qLQyjRORcNju28WdyiSRXap+LzHCLEygOVUCeEe5ylEodh7jneKaUt2sHCygstc6Lngw7HiXVnjJywWMg5TMmoURAQMHb1DOktI3FYySN8Ttl4wV8mcV1phEwiYRMIu81LZd7o3iLVrLIRaBzCc7Lui8jjHN9koMa/SdMQVN9JwTA/38squ20Nd/So2ud18D5xg/CpLY9X6l03ltlrJYYiclm58eevm3hzM9uzntXC2W0WC4Sq03ZZRzLSa5CJmcuPLKBEk+/loIIIkSbNW5BMIgmkQhAERHt3ERHupqaCkiENM0MiHQPjJ4k9pWOu95ul+rXXG7zPnrHAAudjcBwDWgBrWjoa0AZJOMk54DO9YtMImEX0s3ryOdIvY925YvWxwUbu2a6rZygoHwURXRMRVI4fdKIDnF7GSNLJAHMPEEZB8hXdT1FRSTNqKV74qhhy1zCWuaesOGCD4ipWa85W2aDFCPvLYbRFl8KfymgCTafbJh6eI4/rbOUApQ+CgJKmH1MqPwGLXDS1NPmShPNS+1O9h+dvkyOxbt0py3Xi2ltJqRndtEN3ONw2do7eDJMfhbLjxLypz0691W+xoSlWl28kiXwA5QARSfMVDgIgi+ZK+Fw2OIlHsJi+E/YRIJg9chFZQ1VDJzVUwtPQeg+I8D/OV6SsGpbJqek7sss7JoxjaHB7Ceh7DhzT1ZGDjLSRvXbstFnUwiYRMImETK8UX2pMHCweIhBEP4By/htlVO3ajbkK2fVwxnDjvXiqyXRDucvb/ezjPb6mnGZBhco6mKQ4aV8TpVswZryMk8Zxse1J5jl/IOUWbJumJgL413Tg6SCJPEYA7mMAdxytNbqqq+1NJSWphh8Mr2lKVRBF0gqk4auUk127luoRZuugqQDpLIrJmMmqkoQQEpiiIGAe4ZwqaKopTiVpCrFURTDLDleGWa7kwiYRMIuAnLXV6wiLiy2SArzcCicV5yYjolECB8Tiq/ctyAUO3x79syltsl5vEnNWikqqqXOMQxPlOerDGuKx9fd7Tamc7dKqnpo8ZzLIyMed7gFHhbks4t7l1H6B1haN0A2crs1bqm6ZUnUxHLZUzd0RtfrABgsPui5RA3yQykCGAPmnHuHfakfJFFYoWVXKfeaLT5ewOFIWvq7mWuG00uooPtG0OHdUsBHS0b8a0fypSXqV9NydWmrvgY4tNUHNpbeHNOHbNXN9u2Tx7nimB6HHdnxNQ+Tl/Dw3zblZ1RCLfNcV3R8ErIWNVsf1FFXZF7ScHZOyB6Cqxh0B7/YmDt3NUam5HtMb9NWKsvdxb4M93mDIA4dIoKMtD2njszVT+0dAodPcquot2obzS2egdxhtcRfMWnoNbVhxa4cNqKmYeo9eSdb6J1jqxw6lazXxc2qSKPyze7K+e2m+TZzgALHk7ZOrPZhQi4lATIpqJtwH7FModgCJat5StYa0iZRXiq2LLD9qo6djKejhA4COmhDIgR0Oc1z+txUo0xyfaV0lK+stVNtXeX7bVzvdPVynpL6iUukIPS0OazqaFl/IGpomETCL0uGzd4gq1doIumy5BTWbuEiLoLJm+yIqkoUyahB+kBAQHOyKWWCRs0DnMmachzSQQesEbwfEuEsUc0Zima18ThghwBBHUQdxHjUP0avVtS8sKQ3p0TH0iB3BrPYSM7DwqJIquWe606VqUrEvCwrTyYtGytYF/IHMumkVZdv5ni8XhEQ3xJebzrjkSuMt/nluNzsN3oTDLKTJPT0lVHUxyt512ZDTumZAAxzi1j9nGMgHSzLTadHcsFBFZIY6C33q1VgljiAjhnqqaSnkjdzTcRidsL5iXNaHPZtZzgkTGzQa3Yo/bE5BwFVnTa+pENI7Z26qkBkdeU9VAx4gqnYE5C92NbxQtEhimMXxLPTguYpyikip3zaOleS653q2jVGo6iGx6FacGuqgQJSOLKOAfZayXAOGwjYBB25GYWudS8o9utFw9TlhglvGsyMijpiMxg8H1cx+xUkW8ZdKdo5Gwx2V0xtrrlS87XV3vatwd0cmMY2tUKK3ntOR0YIAZGD89R1EXl9KJqh41ZgHqRziIpkblSAAzPzar5FoP/zeg01V1On2D+nurHQ3WSTpmwGy0bIyNzaXmnAYDnSl+Vg4tM8rs3/ns2oKWnvrv/wEUrZbayPoiyXR1T5Ad7qnnWk5LREGYXKBLcyI3/mqk8drSUv7OHvewasut2+kGktSp5FsJvoD3lXt937tmaHkCq/tNx1XRE9EtHQ1AH60VXCXf3bfErsVnLdS/bqDTNWOuOrrKcn9WSlmA9+7xr8a8gbRUpaPjN+aoeaojZhdNlFX6ItDTYOuRkVDgmkwsM8xioaQp67s5g8g79kRop84PPASjnN/JXadQUctVyX3pl8rYGl8lFJTuoq/YAyXwQvklZVBoztiGV0jd32M5C4M5SrpY6uOm5RrQ+zUkzg2OsjnbWUW2TgMmlZHE+mLiRsGaIRnf9kGCpTJpCs2SdomIs2XTIsg4ROVVFZFQoHTVSVIJiKJqEEBKYBEBAe4Zqee21lMXNqI3Me0kEOBBBG4gg7wQdxB4LaMVZTzgOhe1zHAEEEEEHgQRuII4FEkVFjeEhREct4aeWd2zGMldz5GRjLjuWFLbuiJinr2v0OvT+4riwXMzkK7rz5Met4F4AmKCFss0jIMK3WBBQglORw494IIeqWbJsXJdcbjSem19raGzWD3erc7af1iCnibJUTHG8bMYafbqBXvlBpLdU+llmo6y7Xv3Gma3ZZ1GaeV0cEQzuO08uHtF05veOVcsfwMeOVHgSm+xVsu9UHKpO/w89nW6BKJlMX6QI5UD7g/SOZj0fyOxu2X6quVU8dFPZnNB8Tp62M+eNvi6sKdUcrEwzHpq30zT0z3YOPlbBRyDx4efp+drKcuZojlxCNeLCibNydq7bt7nsawqM3Sf9sZPXUdW2STZ2n+yKJBMH97l1LY+Q+jb/xE2sJN3hNp7fGPGGuqJCR43BdTblyzVBzDDpWP8Ez10h8RcKdg8wK+RxuHeWvQFzt3RZJWtoer+56Msbi/JRqf7J0/oszDVu5AwbkATrKsyPjJkAREnoHe3j0Fyc6odzOhtSGC7u8CkvEDaIyH2rKyKWopdtx3NbKYQSQNrfu5Sa219pwc7rPT4mtbfDqbVMasMHtn0kscFTsNG9zoxKQMnZ3b890a/wBM2XXmlrodki7RAPBEiUhFuAVKkuQCiqzetzgm6jpBv4gBVs4TSXSMPY5Cj6ZrLUemNQaQuj7LqWkmo7nHvLJG4yDwexwy2Rjsd7IxzmOG9riFsSwaiseqbay76eqoau3P4PjOcEcWuG5zHj7pjw17eDmgrt+YFZlMIur3K9UXXECradjXeoa+rCLlsyVsd4ssNU4FJ48MJGjRSYnnrCPI5dHKIJpioB1BDsUBy8pKGorXbFO1zndQBJ+BdM1RFANqQgDt3LH915DaaoaUQMteoqTe2Jqg9rUHUCurvYrG0doFcsncLBVJCZk3zF8ioUyTkEwbHKYB8zt65NtOcluudVNkntFA8W2H7ZUzuZTUsfXt1FQ6OIEe1Dy/qad2YdqDlH0bph7Ke61rPTCX7XTwtfUVMn5MEDZJSPwi0N63BdFDf+xJ71oXF3ckskP2L29L0vVTIxR+xUKhZ7ErPgmIdvQzAqof3mSM8mGlbZ/WbWVggf7SjFXcnjs2qeAQZ8Uxb+Eo8OUbUtw/q7pO9zN9tVmlt7fHieYzY8cId+CvL6suWz0PPa6N1JCpB6+4ze7Jd+/OAfsfPhtZnYJqGD/VGKA/SPxGnpByHU/2KbUd8qH+3htMTGDyS3API8gPYOCr6d8sk/2SKwWaBntJbpI958sdCWA+UjtXedRbgQ2T9UkBOQC1E2ZRZEsXedfP5FvJu4g7hMriLmIuSQSbJztWnWZwVZPyIpkV+cUSlMUQGOa60HJpHuS526pbctIXKLnKOtYx0bZQ07MkUkZLjDUwuBbLCXOLdxBIIIz+jNax6o7qt1fTut+qrfLzdVRve17oyRmOSN4DRLBK0h0Uoa0O3ggELM+a+U4TCKH1xVS5D7iaauZGK/1HpqUj7NtxymPmxls2M1OR5TdYHUD+x3zSuKkLLTSH66mCpWrdUpT+IA3zYWP5K9BSayqAYtc3+F9PbGndJTUDhs1VwA8JjpwTTUj+9dsmaVhc3BOlr29nKVrZmk4CJNG2OVk9xcN8dRWtO1TUJPB7YCBUVTe+G0Ionhrsha/Htjf2snRf4dusvyf+T2Qnk19nZf0R37yJbE1V7Hs/PD5L1//UlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhFBblF0zeBXNW7weyOVXF7WO8LzWqq3pEFZrswkXUlGVNpLzE82gmx2ckzTKxRmJ944ABKJvMcH9ewgAEUav1Ajo2/ve3H//AOI85/6HcIn6gR0bf3vbj/8A/Eec/wDQ7hE/UCOjb+97cf8A/wCI85/6HcIn6gR0bf3vbj//APEec/8AQ7hE/UCOjb+97cf/AP4jzn/odwifqBHRt/e9uP8A/wDEec/9DuET9QI6Nv73tx//APiPOf8AodwifqBHRt/e9uP/AP8AEec/9DuEVgnHDi9x+4ha1R09xo1VVtOaxbzcrY0aZT27ltDJzk4ZA0tJlSdOnavvL8zZPzB8fYfAHoGEWesImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCLUf6AX2zb2j78O1r+UBzoz2RycewUP6JTfuyvNvKN7IN/PT/ACmrawzYS1wmETCLBNF/6Om+v+1mof8AzEsuSa5/1Ztf5dV8uNRu2/1kuf5FL8iRZ2yMqSJhEwiYRMImETCJhFgnV/8A0UuSn+2LSf8AMlrPJPevYSzfok3/AOOVCjdm9mbv+lw//ilOs7ZGFJEwiYRMImETCJhEwiwTpH/njvT/AG9rR/ktSck+pPtNs/8Aa4/3syjenftty/8AcpP3cKztkYUkTCJhFwdnrkTcK3P1Odb+9QlmhpOAlmwG8Bl42XZLMHqZFAARTOZu4N4TB6lN2EPUMuaKrnoKyKupjs1MMjXtPU5pDh8IVvWUkFdSS0VSNqnmjcxw62uBafgKrOGFewUjJ6d2c0aSs3CtSmZupRki4i9h1BNUEYu2s2zoizZwscCESk2/zxZvymAf1s6Jz6G5TdI12i70zXei5J6fT1ZMXRvge5klDUOy6Slc9ha5mMudTvyOchwAS9kgG3eT7U1Hqu0u0Vq5kNRfaWINkZMxr2VlO3AZUtY8Fr87hO3B5ubOQGvjJ+VfVut3JGCStFqoIxhjmZN0YOPbNkvMOkqomZs3QSQWQUVQIcyahTJmOQoiHcAEINT8qPKPSuqJIb7dedqmhsrnVMrnuDQQ07bnOc1wDiA5pDgCQDgkKYT8nGgalsEctmtvNUziY2inia1pJBPetaGkEgEtcC0kAkZAWcuN+whpliV0ZZZSSPDLIRiulnUlHvV0zsyR867ntfFsKDQWBxqrKCK5YJPFSuzMVxSKZQqBe3p/S+pDyhaVbqOZ1N6p6d72V8cb2tkc1piEVaYC7bAmdLzcro281zzScM2w0efL7YhobUjtOxio9Ts7GOoXvY4saSJTJRicN2SYWxbcTXu5zmXAZfsFxnLl0uKq2vMGlGRUZsqMBIbAz5Wbn165YKeASTNcvuyZn5XFFMSeL5XgzV1B6kqByeFog4KfxEEChJOUaho79oy4Wa6SOjpINP0tfG8EjYqKSlHNNd0OZNzroSwg5fIxzcPaCIvoarqrLqqhu9tYJKua/VNFIwgHbgqqk864dIfFzbZQ4EYYx7XZaSF27PnuvcKYRZt4jPl06Xeaf4hNGa+2dOV+vh3ExG0HMQdavbaMTOPcQRiXVvWbJE79km6aZA9CgAe5qS5VF90zZdRVpJuFbbGGZx4vkgmmpDI7rdKKcSOP3TnOPSvH76CGzX+72GlAFDR3JwiA4MjmihqhGPwYzUGNo6GtaOhUH+zyfbLvaPvw54v/AD+8688r8sH9Op/ztT8qNeoOT32MH5iD5DltnZptbATCJhEwiYRMImETCJhEwixLubWrTZdNeRoJkLOxpFpCuOxAAOlIET7izOf0EGkmQgJKB8AHwn7CJC5lrPcn22sEmfsDtzx2dfjHEeUdKg3KDpCDWFgkpAB6ZQgvgd0h4Hgk+1kA2XdA712CWha21vaOKRsZ6ogmZIWEyjMM0xASB5SypHwN+wgAgRMxjImAf70QHNmu71+Rw4qb6FqoOULkngpK85fPQvo588RJG10DnHqccNlHVtA7uiZrB+0k2TaQYrEcNHaJF0FkzAYpyHDv8Q79jFH0MHxKYBAfUMugcjI4L533S2V1muM1quUboq6CQse1wIIIPbxB4tPAggjcQvswsemETCJhEwiYRMImEUI7G4cXrYjhBFUTEfzCcQxP9kRFigsDRJYpfgCflEMsYA+kxh+nLVx23+VfSDSNLScmfJNFU1DAH0tvdVTDgXTPZzrmE+22iImk9AaOhSuZUOnsWSbBOuxCyREwTMq7YNXTpbsHYVFnKyR1jqmH179w7D8O3p2uAxoGMBeG7hyna/uNyfc5btXxzOeXBsU8kcbN/gsjY4MDRwxjePCyck4Zv2m/KKrLU9E5iFATuYPxGUOAB6mUjTnEx1PuiiYRN/eCPoQOp8XS1ehuS70QnPvZYuUCRrXnAjrMBrextQAAG9QlaAPdAN8h6PV9qWepJBFuEySbFsIpEZSPmpumXgHwigg4D9dSIQQ7eA5TgTt2KBc4tkc3d0LZWteRHRuu5vTqle6iuUw2jNT7Lo5s79t8fguJ47bHMLs5cXbsdreb9llExKwr7BqqIdgUdO3D0pR+6CaaTHuIfR3N2zkZj0BQa3+hbsUUwdc7rVTwA72xxMhJ7NpzpvgHmXDRm77a1eFVkiMJNmYwea193IzUKTv6g2cIB3IcA+AqFUD730hQSuzv4KQ3n0N2hK2gMNodU0VwDe9k5wytJ/6jH8R1hjoz29BkrWLZDW1gD6JcgcSgUHTNXwkeMlDB/a3CIGN2Aew+E4CJD9vQR7D272uDhkLx5rPQ2odCXM22+w7LTnm5W5MUrR91G/Az+E04e3I2mjIz2XKqHJhEwiYRMImETCJhF9TFi7k3rWPYIHcvXq6TVq3SDuosuscE00y/AO5jGD1HsAfT6ZZXK40Vot810uUjYbfTxOkke7g1jAXOcfEBwGSeAydyu6Chq7nWxW6gjdLWzyNYxjeLnOOGgeMnp3Didyn/AKw1XGUJkR04Kk+szpEAfSIl8RGpTgAnYx3iABSblH0OfsB1hDuPYvhIX5hcsfLTd+U24uoqUvptIQyfYYM4MhHCafHhPPFrN7YgcDLtp7voJyXclNs0BQirqAyfU8rPss3EMB4xQ54MHBztzpCMnDdljctZo5bdUctmlKhv7jK8AATO4c7ehjrh80yqTmg/KgMTnD1MkorDAsBR9PGiA/EM9Sckzn1HobOVmhJ2o44tN1IYd4a5l47nMoHQ5raoxlw37MpB3FaZ1uGxcreiKkDDnvu8Jd0kOoOd2CekEwh+OtgPQug8k66LWch7MiiIISrMY94oUvzffo8fEiZU30KLslQKX7pUB+4Oba9CPqsVum6/SFRJmoopxPE0nfzM4w8NHtWStLndRmHWFpX0S+nDS32j1PCzEFXDzMjgN3Oxb2lx63RuAHWIj1FRnz16vMaYRMImETCJhEwiYRMImETCJhEwiYRfgiAAIiIAAAIiIj2AAD4iI/AAAMqAXHZbvJQnG88Fjd1sMr90vGUWHcXN+3UFF0+bLpsaxHKh9kR7YFinbrLJgICKTUjhQQAQ9BzZ1Jybut9JHddfVsdkt8jdqOJ7TLXTN6DHRtIe1p4c5O6Jg3Hvgo/LfhPIaayxOq52nDnAhsLD+FKdxP4LA4+JeBK1sGU7uZq+/Iih/UkXUIiOBi2APgBpGdaSEg+OP0mEqJe/wIGdj9T8nNqxTWPT3d0Y4z3Gom51/ihpJIYYh1AGR3W8qgt99qfslZXcy4/cQMZsj9aRrnO8eGjsXkNc2My+fH7FQkfB9i1slUjVk1PuFO7hF4ZwUPv+E45wGpuTSu7y5aakps8ZKKvma4dojqm1LD4stCel9/h3wV7ZMfcywsIP60ZjPwFeI2PYUN/z/pDabbE9VJCkSpXKwF+6EDNlj3hjf6lJZYfud/iPMaZ5OL3/AFevslBVHwYbpAWNz+l0pmjA7XxRjrxwFPTC+0n9Oo2zRji6nfk/3cmy7zOcu01W/wAJOLqpwsgo3lmfYzyHft3EZNsRDt395jHpEHRSFEQDxlKZMR+BhyN6j0PqXSjI6q5QB1rmP2Kpheyeml/IniLoyTjOySH44tCyVtvdFXPLKR5FSzwo3Askb42OAd5RkdqzI12VZEWqjBw4K/YLpii4ZPSEctXCJg7GRXbrFURWSMHxKYBAcjkFdU08glhe5sjTkEEgg9YI3gqTRXmtjbsF2WdR3jzLh42fiq6Z4tUabTae7kCGI/e1arwdfdvSnHxGB25iWLVZwBjAAiBzG7iGZO4an1BdomwXOsqqiFvgtllkkA8Qc4geRUF0fGD3PHHE53Esa1pPjwBlYR5C6Rp3KepU2n7It9yhq/ULglcloOuOIxONtL1ND3EEZ4r2PcPvG2jHDtBsq2XbiiD1YxgUHweCccl/KrcuS6rrLhaqSlqK6rpuZEkoftxDO1mPZcG4Lgxz2ua7a5toBaM5sLhBTXmljpa+SQQsk28NIw44x32QTuBIBBGNo8d2JGJWZq7tMY6Mgg2jGHuzVoxbpkRaM2TUqaLZq2QIBU0W7dBMpCEKAFKUAAA7BmtZqqWpqnVNQ4vle4ucSckknJJPSSd5PWsn3cJq5sz8CMEYHQAOjzKt3Q7TfvB/llyb2RbeNGyuSdW5CSMmvW9r6cZtbdZoiLkbe/s5EFozxgrFJSxHrdGTaPFWAIrxyJkTrIFIc3uPUV10JyucmVlslqv9vslba4WNkpax3MxlzYWxnDvu9jZcY3sD8tkdtBryQMZZn3PTN9r62eimraetJ2ZYcPe0F5djHRnIDgS3BaMZGCeM5Jzu9ucfMTjLx52vqie09x/p4htiZp829SmJGRiUEHUnNvr7MQxVK2zs03AxaMUyjmjh6aHLMdllfPWcJJXujfUdyQ8lV61hYbnBc9Tyg0zJmDZaJCQ1jYGPPOGNkjjK+RzWc7zWWt2WsLuN8qLpqbUFBZrjA6nssP2ZzHHaJG8uMhb3oc5oDGtBdsbe85JAyd1SrrLbcmOPXCDXz4iFn5A7Bh7JdDNigKcJRImTUi68Z+2T7AaETkU38suUAKKRa8QQ9B7ZDvQ32+lsVBfOWC+DaorXSyRwk/dzOaHybJP3ZaY4m8cmchXOtquS5PpNN0jvs9bOHPx9zG04bke1ztPPVzYU/nElRdU19w9OYYXUfHvXAmRQKcgixp2uK4BGzRAB8srl8eNiipplAPEsuYADuYwAPmqGO8a/1oIwedvN0r+PQZZ5N5PU0Odk9Ab2BZ4yUsMxf4NsoofMyJu4dpwMdpUDelVTbBsFHe3NHYLcoXnk9secjoBRURMSOo0POKyNgCLXOBRLCO7UJI4hB7AkSupgAFKAd/SPolrvSWr0m5JbIf8Ay60UkbpAOLpXMDI9oe3EWZCek1B4rB6Ip5q1tVqKrH/GXCchvZG12XY/BL+9x/0wug8Sl4jk7zX5Qc3Z2MZ2Cj6okGOsOPoybdN5FoyTIgRkJaIhBcqiCUnEVKFGRMAgPu76xlXTHzSEOXLcrVdPyVcjlj5M7e90N4r4jPW7Jw7B76SNxGDsvmfzYP3TKcsPekg2llmiuuoa/VUjQ+mpyIabO8ZG4Pb2hjdrsdLkbwCO29We8TV90fx940sWjed2dvre8JJVNmuQqq7FrBtHlWTWIby1Fo9SYn76zbprAHY6CTovY3hN4cT6FKkfRXO867uL3R2O2W14kdwBLyJT2ODI4HuI6HFh6Rnu1tW1NdZaOyHD66srGlgPQGgt8mXSNGeoOUs9f8RuGOr6kvr646a1zsCArFNWV2htTYtbYWC5ThYKEMrZrWvbZIjyxVxNJBoqu2SjnTdONSKUjfweABzW1fyz8pmp9ZNqLNcKylMtUG09LTyOZCzbfiOPmm4jkJJAc6RrjISS7OcLP0Nn01Ru9L56WCenjj+yyyNDnu2R3zy85c3cCQGkBo8HGFBHo+1KfPofd9jD5TJrW1biZsdZQUkqdZVmvAxC42iUSD+1KGkGcxENFlkw8Kq8acvfuQQDaHovqugl1BZ7fhjr/DQOdUPaOLZHjmmnp71zJntB4CQHp3xHQ1LK6zVMoDu45KoCJp6Nkd8fKCxpI4lp6lJu58aeSu2t4yrPbXL+N4ycfGDUga6pGiNlDV9mWnxqkRaL2p1JMa45RkHiBRduRV+VWiBxI3apiAHcjgdJak0BpXQ9O/T2mX3vWT/6TPX0olp4zjLhEGmUbDT3jcc09wy+Qg4YpI7T95rriW3C4tobQB9jZBJsSu/LJDTk8T4YG4NHFyw1Rnu4tD9RVvwnW37cuTmobLrN1cnststwlYrfrxc1GmbbEgtaTqunyi5HMY0biALJsl2sukPu5VikMEl1xYdH6y5D5eUv0mpLHqWnqmxNbTN5qKf7OyJ45oANxh73b2l7XRO78tJBxgir7XrD1LGrkrre+n2y6Xvnxnmy8d/vPQBx2SHjvcgLneWfLCycaOQ/HnSGv6JD7IfbAQYzmwa0SuzFmujyEsFrTgoCFoLWJsdfboXCRbQkn7uR2KyAqrtjqlKj3E0Q5IeRGxa30Jd9WaiqJaRtO5zKaTnGRQtdHEXySTl8chMLS+PaLdl2GvDTtcOq83N1ju1FbKeFs8k+HSN2S55a5+y1sYDmjbIa/G1kZLSd3H7N07u53aVpsxui38RNH/oPV1Rm9uFVgdnvrHs6lwj54gzIrOTca6LBLGbru00l3MfFvkW5jCqoQESnOW90vyYcherriNK2nUN0dqWQObHK+nZHTSvaCe8jc3bwQCQ18rC7GAdogG4uVTqO3Ur7lPbaU26PBe1spdLG0nHfOHenBIBLWOA4ndkiSFQtlC2RpqG5GQCzpjrKV19L7GemfgiD2Bja00klrXGyBk1BbGe1x7CvGqxiHFIyrcwlMJRAR0ZfuT282PXcmgZg193bWMp2ludl5lLeac3p2ZGvY4AjIDt+9XEUNLW0bbvT5FvdCZd/FoaDtg9GWlpB6MhY60ftescjdUsNuUur2yrV+SsUtXI9rbkYpF/JKwpWZHskw+R5OVbqxfvzhRsU5jpqCu2VASAAFMbt5TOTut5M9Repu41NNVVggZITDt7Ldsuw1221hD9kBxABGy5u/OQMdSzQXOgbcKVkjIXPLRt4ydnGSME7s7vGDu6+zFvmsEd61/jS5mpM+4rHWfqsZQbSDknUchEBHS8uc8nNoInj4pYsZDKLeBc5PEVVECiJlSFHhT8mep6jQ8vKG2OMaaim5ovdI1ry7aYzvIydp423huWg8HE7mki5ZFSG5Ms7nO9Mnx7YaGkjZwTvPAbmk7+zpIUEOVXUF1xATepNV8ctzM4F/IbPlatyE2C9oEg+T1zWI2cgoFR3EjaKrIMJtJRJ1JuzOItB8qVKPJ5fzlSAb0vyT+hxqfSyvv2v7WajFCyWgpxUBvPyOY+QB/Mytcw5EbdmRzBl52tzTjDXjUdtp3U1vtNSGyOnLKiQxk80wOa3I2mEO4uOWBxw3dxCsFe7L0PaaDN73qezoVbR8Q/Fg92G+aTcNCNXAyjGETTUJNRbCR7nlpNu2AQREBWU8AD3AwB5or+TLWtJqpmjJaCT1TSs2207XRveW7Ln5yx7mjvGOdvcDsjPAjOfqPSuohfdKSdptTTjnCHNaN4b90AeJA4cSuDndkaBrxaOnJbx14lIbKYwknRIcs8gtOWSOsx0iVyQZQSIKTCbCdMuUGiyqKaTjv8AMMYPhzi5J+UKZtXJFaqww0JeJ37GGRmIEyNMhIYXMAO2A4lvSF0TxW6nEXOVUO3O1pjbtDacHeCQ3jh3QSMHoXYb5K641BEJWLcex6nraEdLKt45xZpVBk6l10AIZwhCxZRUlZpduQ5TKEaorGIUwCYAD1zDaZ0PqnWNU6j01Q1FZOwAu5thLWA8C95wxgONxe4ZPBc5qWmoo+euU0cEJOAXHBP5I4u8gK6br7cPHDc0mpAad3hTbvZiN3LpOtIrSENPvUGaR13asZD2NhDyEqRqgmZRUWyavlplE5uxQEQz2qOSLlC0bRemWobXU09vBAMneyRtJOBtvic9rMk4G0RkkAb9y6YDaa8mO2VUU0wBOyMhxxxw1wBOOJwD18F2xdE7dU6KgdjkMJRD74ZrUjBwrZzSxxaeIXqyi4phEwiYRMImETCJhEwiYRdG5abBuvEfgxyf5et62sg71TqiWlqI+nWJAilL3YnLGn67eLsX3gGUikrrY49RVMpRI4SAxPEHi7hcWuakqa4Uwe10gO8Dfw3kHHArZWktF3epkjuVbSysthIO28bIc3rbtYLgeggEb1UVoToA0bkf0zIHmfsez70svUR3xohXl3VOT6u45ttJ1y52arq7N1RCtoP5aTbuYU0MpFoSDlVJWVBVZdRk5alK3SQzkt9oYa70vLgHA7Ozg+Lqwty9xXwSgU9IDaAAM7UYGz0nZLg7yY8isB6VO69qc6em5oXkFao6YuOy4sbRqvaNhjo9R+6nrTreccwjayyRGKR1DS1kqfyZISCnlkIZ86WMUAIIZir1JR0dTsyPZHkZAJA4+Nap1ho26SVLquz0k81Kd/2Jjn46xhoJAB7OClu8YPo5YW8gzdMVy/FB43WbLB29B7pLEIcOw/ezHMkZINqMhzesHK1bUU1TSSc1VRvjl6ntLT5iAV8ucl0JhEwiYRMImETCJhEwiYRMIu5UK7zGvrNHWSGWOVRqqUr1p4xKhJxxzl97j3RQ7lOk4TL6CICKZwKcvYxQELSvooa+mdTTDcRuPS09BHi+EbuBUg0zqOv0teIrvb3EOY7v25w2RhPfMd1hw4e1OHDeARcREybSai42YYKeaxlWDSRZqfDzGr1um5QMIAI9hMkqHcPozUMsT4ZXQybnscQfGDgr3zQ1kFwooa+lO1TTxNkYetr2hzT5iuQzrVymETCJhF5ph3OQB+kQzsiGZGjtXF+5pPYtLbmJoLhJyk69PP1j1D98SmkOOPH3iRxxko2wk3inpOKR2PaYLWq0NGml3yvu0q/k4WdkhRjm6ZnLpTsYhTCmID6Bsolp7BD3K0OlOTjGekrW1eWy3GTnjhgx0q4HpJ8C+k1qe927k703OQ9g5ASTikyOobg6HkenuWFrcTZ56sWwzObqxUkXtWsTt3SGx2p3qaCx2wK+ApiHEwRTU1VdqiNtHWRBsReCDs44ZHHq3rM2mKjjeZ4XkvDccc/B5FXVc9KV7rldbjmJx35QWi+y3A7poUmmVSv6GqFznaXA3zd9wSbtpi0XJzXnTN+ZyhNNbGh7w1WbvgaxMeimskkLtNfO0z4dN2KOoY0d0S7ycb8f/THwrHSh90uDo3E80zgF3TgBWHnSi64Oxek3ry83iwcK+T3GoOTvHDXF7sb21O9PXiLWnVp2KrsrImMonCyKNBtiTgClKs8Rbxh3Si7lsq4Xt73FBfLB6ZFoFQw4JA4j+SPFvXbb3yW+5dy5PNO6P58q2qDB4TGD7giGaTeNl5b1FT1pyAV45wVVgHdW25OoqRGu9cMG1n3bfEViU+vreM8bX40inu8hsK7Ko9zRlNromExhHso+cgVsgBjmOJNn8nuhqO+Mn1Xq2V9Hyd2xwNVOMCSeQjaZQ0gP2yqn4DHewxkzSENADtda61lVWZ0OmtMRtq9eXBp7mhOdiFgOH1lUR4FNDxOe+leBFGC4kt6oz4pVyXbILbW2LuDa8yqkRSWPL7LttZrSz85QM7NFU+kylchoiNMuI+U2KVTwJ9imOp2ERzc/LZdqGV0eibTYbJb2kiIRW+mqKgMHg85VVcc8ssmMbUhLcuyWtbkAYeDkgtlZE1+r7nerxXEAyGSuqIIC8+FzdNSyQxRsz4LAHYGAS7iezwfFHjdX1feGOldfOHQGA/vk7ANbO98wPgr77ZQlnQqh2+z8fi+/mGuPLZytXRnNVOoboyHGNmGZ1OzHVsU/NNx2YwstQckHJhbX87T2K2umznalhbO7PXtT847PbnKzyzZM45o3YR7RsxYtESN2jNmgk1aNUEy+FNFu3QIRFFFModilKAFAPhmtKionq53VNU98tS9xc57yXOcTxLnHJJPSSSVsKCCCmhbT0zGR07GgNa0BrWgcAGjAAHQAML6c6V2phEwiYRMImEWNdparrO264lA2I0kwdRsi1naxZoB6eLs9QsrDx/J1ircqmU52MkzFQwepTpKpmMRQhiGEoy7RmtLxoa7OudqEMsM0ToainmYJKeqp345yCeM4D43YHSHNcA5rmuAIi+rdI2rWVsFvuXOxyxStlgnhdzc9NOzOxNDIN7XtyegtcCWuaWkhYSe635VzcWpQ5rd1Fb1F0T3GS2JWqNLQm4n8McPA5btCln16ZAzjxuJkhkmyAmQE3mpIlUKGbEp9W8iturBqW36duT74w7cdDUVkU1rZKN7XO+wirmhY7DuYkfh+Nh8jmkqBz6Y5Xq+kOnq6/W9tmeNh9ZBSyRXJ8X3Qb9mNNDK4ZbzzGZZnbYwOAWe9eaxomqYElboNbj69Gip7w7M2IZWQlnxv7bJzkq5MtJTUouIiJ3DpVVU3w8XYAANZ6q1hqXWtzN21PVy1VXjZbtEBkTOiOGNuI4Yx0Mja1o6s5J2HprSmn9IW4WvTtLHTUudp2zvfI/pfLI7L5ZD0vkc5x68YA75kZUhTCKM/MqP5QS/F7bkLwvU1025OTkTCwerJDbLVq+17DO5m2V+Mss/ZGT5rIM3iFepbqSfIpKtH6ajpukUzN4Ai1Vk2lqmmo7rFU1LnsbG7aDmEtcCBluyQQQdrG8EEdY4jE3mB9TQyU7WseHtwWuALSDuIIOQRjO4g56lqVcDuKfI3ht7Q+Olr7ykmOS27bDwBsW4b/sG/t5htR5G722YjE3tYr1cbSKjqEo9cZRaLKMFIqRkkkvEk1aomIyR3tWXGzXWidXalbVT26R2Huie3nx1Pa6QOa5w9q/cRuyNxGtG0Nzt+KTThpoK2Md42Rh5k9bHCPDmtPtm7wd+DvBn/ANefkNyml4TgX036bIhx7u/Up5Oxum7vs3W12dTUk303CT9Crl5Qi3KMZXZmEi5V/tGMdPUxUIs9jo9yxMJ0HDghsNbrDou3l9107W1FfTNaXbM9MKd8W7IDiJZWPduIyzvenA3K7F11XWN7j1BR09FUZA2oagzsk6CWgxROY3gcO378b96hN1OunNpvoCUjjR1LOmnK7Z17Y9Pbz15rPkdRp/Ztgtlc5D6ntzaWPMp3hnLrGYlfS0jBJsFmrNFnGEGVB41btXbJsoHGgucOojNQVLWluDjdwPZ4vPuV7UUj7ZzdTETnIz2qwD2gDeOyNnzfTQ6bWgdm2LWEd1O93NIza+yqS7VjbUw48wzygtpqLYOkzprEY2hpsJR+4QIYnvqUELJc3ujpwkrjdP2ent7qivmaC6IHGevfv+D4Vd3KtlqRHTsJAed/i/n4lATqVcC9L+z1G4hdSTpzSm1dbxNR5C0TSXKnVsvsizXStb21RbYewzUo6szGedOEQfuW9QdszoIlIyQfSTR6xbNHLIihshQXGLUkc1BUtB704OOB4bvP/OVa1FM+1ujqIiRvGe0LdJXM3WFNw0VTXaukk3LZdIwGTWQXICiKqZg9DEUTOAgP0gOaSulP3NWOi4DKn9JLzsAeepUoc7+cvAng3yboWvNt2/dujN67p1tPbMhLVpGphO1++NIBSytImrWisIHlG9yv9usVfNFwjMsI5ePpJ61SFwmQ4mT3lo/UupanTbLHfYKG96WhdiKnr2ue6nzjPctQx0dRTtxjLWSiPce8zknUuo9IWJt8ffLJNWWfUkozLPROaxs+M47pge18E5znDnx7e/w8AARYrXWp40yezP0IOYOwOo109pN/TLNsCpPuYfGTX3GSNv8AVarFvpuQXrE7Xmd1nlpF5GxawNEDtm3vz0CMGZ1ZBZBspnm+pihb3RZNKWGSfOMzT3CraP7OSqaw47c9uQsY+2akrfsF11PeWwY4Qw0NM4/2jKZzx5MdmCuEY9VrpwG2brSlcmtB9TvSNM3TONa9qHkzzaoG2Ne6C2K8kVEk4p7E2Bzs8zxvAywOEVUnjiCRaNGioOHos24GUC4frPlAo4HHTbrHbg0b46G3UEZH6xpnPz/aZJ6SVbjk/wBE1Ug9PvTe4OJ8Orr62TP6onazH6mB1AKZfVc0B0uNN8INgXjnBpG1TnHKtW7XbizRurJW5I3ZaflLYxrtUVZuYq81eTVaozUymLgnv5CeV4hMU/bsMOi5RuU7VUxtV2uclRFnOzI2MMy3eDhkY3joUnpuT/QGl/8AzCz2+Onnxjaa6RzsO4jLnnirN9Fat0trrW9ADStEiKhVHOvaY3rqhI5IljWqSNejQrjSemVzupiSdN4oqIKC5crmFUDGExjCJh13q/U+qL5Kyjv1dVVNPT7o45JXujjxu+xxk7DN27LWg4Uw07pzTtn5yrs1FTU9TPvkkZG1skmTnv3gbTt+/BJGVmjIUpOmEWGNnaOqmy38XZvfp6lbEr7dRtXNk0eQ+RrbFtVDiqeLcrik4Yz0AssIirHv0XDY3iP4SkMcTDsDR3KPe9IUs1n5umuOlapwdPQVjOdppHAYEjRlr4ZgPBmheyQYbkuDQBB9V6Bs+qamK685UUGpaZpbDW0r+aqI2k5MbjgslhJ8KGZr2HJwASSsfJveWmvezZ5C6/5EQqf62hKRMklqHYRi/HzZOIlCStDkVQD5vdu7jimH18BfgMpdT8h+qfssFRdNK3A7zHLGbpQ+KOWMx1jB04kinI4bTlG2z8semzzU8Ft1LQDcJI3i3Vnjkjk5ykeejLJIQeOyF8KdI3tupy9fbMsti0JRu5WsXrDW1ggl7tKIEKAOZG67Mjm0kDH31QTFTYwiiQEQEPG4Mp6hcu1Fya8nsMdNpCjpNTaj8KS4V8EzaSMnwY6S3yOj29gYLpqtriXjvYgzcuhth5QddSyVGqqqp07YPBjoKKaI1Ug+6fVVzGv2do5AipXNwzwpS7epD0WhVDWlZYU+jwbSv1+NBQyDJr5qh1V1z+Y6fPnjlRZ7JSTxUROu5cKKLrHHucwjmq9Samvur7xLftR1L6q6S42nuwAGgYaxjWgMjjYNzI2Naxo3NaAtlaf09ZtLWuOy2CnZTW2LOGtycknLnPc4lz3uO9z3uc5x3klas3tjf2snRf4dusvyf+T2SXk19nZf0R37yJWeqvY9n54fJev/1ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItN/nr/dgnSt/AAvn+SfUjyJ65/qtVf2f76NZnT/svD+t8hy2k888rZaYRMItCDj5yD6h/S86h/WIu1J6O/NDltTOW3NDYNpqNuq2vt4UasI1ijbw5GS0DY65PRPHPa8Ve4G9xW10nLN42VbtwbtyKJncEcAKfp7SGr7NaLNTxS1FKZTSwAgzxtLS2PBBByc5OCDjGPNpXVWla691znsbKxjJZSCInODg5wwQcjdu7c588/8A9X96m3/W4PO3/wAa5AfmL5KvXHsXu1J/8mP6FF/W5uHtpv7h31k/V/ept/1uDzt/8a5AfmL49cexe7Un/wAmP6E9bm4e2m/uHfWT9X96m3/W4PO3/wAa5AfmL49cexe7Un/yY/oT1ubh7ab+4d9ZdEguuR1NoW9X26/W6nO1z9W7WoNvk3w8gEfkz6lGMmz8fvn6SFX333/5R8XbykfK8Hbufv3DJ1PKxYqm2Utu26QdzOlO13VGdrnS08NkY2dnrOc9HTjabkouFPcqm4c7Me6RENnuZw2ebDhx2zna2uoYx09He/1f3qbf9bg87f8AxrkB+YvmM9cexe7Un/yY/oWS9bm4e2m/uHfWXGS3Xu6n0k2RQbezsc/4U6UjFPjuotzvAXDhCOkWr5xFrfKXAiRQCPmEW5mrnwEIv7uqfylElPCoXug5TNPwvLnuoZAWObh1S3ALmlocNktO0wnabkkbQG0HDIPTPyaXOZgayWpjIe05bTnJDXAlp2i4bLgNl2ADsk7JBwR+n683UlPMITx/ZuOdYy7WNdxCDz37kN4k4586ZPXbYEg4NeQJVnMcicTCUTh5YAAgAiA0HKdaBTmlFRScwXhxHdMXhAEA8M7g4jq3qp5MqszipPPc+GFoPMP8EkEjw8by0Hr3Lkv1f3qbf9bg87f/ABrkB+YvnV649i92pP8A5Mf0Lt9bm4e2m/uHfWT9X96m3/W4PO3/AMa5AfmL49cexe7Un/yY/oT1ubh7ab+4d9ZP1f3qbf8AW4PO3/xrkB+Yvj1x7F7tSf8AyY/oT1ubh7ab+4d9ZP1f3qbf9bg87f8AxrkB+Yvj1x7F7tSf/Jj+hPW5uHtpv7h31k/V/ept/wBbg87f/GuQH5i+PXHsXu1J/wDJj+hPW5uHtpv7h31l0Sr9cjqbVu07Ksv1upzte/oh2KEn/cvDyAb/ACP8jUms073T3n9JCv8AKHvP1O+8+Z5aHg87y/CbweM2TreVixVlDR0e3SN7khezPdUZ29uaSXONkbOOc2cZOcZyM4GNo+Si4UlbWVnOzO7qlY/Hczhs7EMcWM7Z2s83tZwMZxg4ye9/q/vU2/63B52/+NcgPzF8xnrj2L3ak/8Akx/Qsl63Nw9tN/cO+sn6v71Nv+twedv/AI1yA/MXx649i92pP/kx/Qnrc3D2039w76yfq/vU2/63B52/+NcgPzF8euPYvdqT/wCTH9CetzcPbTf3DvrJ+r+9Tb/rcHnb/wCNcgPzF8euPYvdqT/5Mf0J63Nw9tN/cO+sn6v71Nv+twedv/jXID8xfHrj2L3ak/8Akx/Qnrc3D2039w76yfq/vU2/63B52/8AjXID8xfHrj2L3ak/+TH9CetzcPbTf3DvrJ+r+9Tb/rcHnb/41yA/MXx649i92pP/AJMf0J63Nw9tN/cO+sn6v71Nv+twedv/AI1yA/MXx649i92pP/kx/Qnrc3D2039w76y6JSOuR1Nqa5vTj63U52yP1aXuUu3g8PIBn8m/KUVCRnyZ4v0kLr3zyfkfx+d2S8XmdvLDw9zZO5crFiuLKVm3SM7mpWw/0qM7Wy57trwRjO3jG/hx37sbbuSi4UD6l3OzP7oqXS/0Zw2dprG7PhnONjOd3Hhu397/AFf3qbf9bg87f/GuQH5i+Yz1x7F7tSf/ACY/oWS9bm4e2m/uHfWT9X96m3/W4PO3/wAa5AfmL49cexe7Un/yY/oT1ubh7ab+4d9ZP1f3qbf9bg87f/GuQH5i+PXHsXu1J/8AJj+hPW5uHtpv7h31k/V/ept/1uDzt/8AGuQH5i+PXHsXu1J/8mP6E9bm4e2m/uHfWWKdvdaXqObbrPyS89nI52w1ii1TSVMuLYeQDiUqM+UoAjItCF4Ps1HbFcCgk9ZCsmi+bCZI4h3KYt9R8qOnYWy0lcaKps9TGY6infUx7E0Z6Dlp2XtPfRSAF0Uga9u8b7Gt5LbpUGOppJqinu1O/nIJ2079uKQdI78bTXDvZIyQ2RhLHbju6Gj1fOp4VIgOPZ8udKqwEICiiMNyDQTOcCgBzESPw3cGTIY/cQKJzCUB7dx7dx0HNYNOOkJgu1M2LJwHPicQM7gXCRgJAwCQ0ZO/AzgbnirLqIwJqSR0uBkta9oJxvIBa4gE5IG0cDdk4yet2DqsdTyXfQc7F9A7qE1a01VWReVewQjXf5VIqRkY9WNWcrR7nhatHSaRmix0zpLpmA6KiifcCqHA080BqOm5P6qd9FcbVVUFYI2VMUzYjzkUb9vYbKJhJFk79phxtBjnNcWMxC9baS9W9PC2qhr6aupDI6nlic8c3JIzY23RlhjlwN2HjOyXtDmh7sypjuvz1RUI9ijKezm85pCTRZtUpF+1LyCjmr18miQrt22jz8IX52KDlcDHIiK6wpFMBfGft4hm0vKRp50rnQyUrYS47LTVRuIGdwLtluSBuJwM8cDgotFyb3VsTWzSSumDRtEUzmgnG8hu27AJ3gZOOGTxUfLR1eepjZdX3bXn1vTzqZv7RsaxbGhrX8l8glnlQlZ28LW9BWKaJ8Mmqh5SJQcqNEnQOUSn8YnOiKZjtzyEcs+nnV8VVUMoZaNtA2lkhfVxmOeNsHMubINjex+5zmY4bg8HDxH3cjN0FBJSwVVRFVOrXVMczaZ4fC90/PAx/Zdz2ZLWvzx3lpGWH8S6vXU3SSTTN7PnzxWMmmQgrKxe/vNVEhQKKinl8LU0/MOIdx8JSh3H0APhnmuWw2GSV0jbtRMDnE7LSzZbk5wMzk4HAZJOOJPFb9jq7jHG2M0lQ8taBtEHJwOJxGBk8TgAZ4AcF7P1X3qbf9b3c7f/AIl8gPzMM4ep6xf+sUnnj/jLn3bcPvKbzO+ou76j613Uy1XC2GLD2dnnbOurHcpy3vZDyOQEZ+uSpGTNky92/SSyAm+TIiMbNvN8wPN8rxeAnfwBvKDlF0/TWm32mKWkEVBQxU4PdMfflmXPkxjvecke9+zl2ztY2nYydQv5OLnLcq65SvmMtbWyTkdzu70Pw1kedvvubjaxm1u2tnOy3OBmv2a+h8m0+S/WQ5E8jOJ+9+Jv6bDemqd006n7s11sCm9/qvv/AC2vNhrVZsF6pVF+rv6hPq6YtXrxqxQ/5oQUVQb+8Jp5ovlOulBdZ6aaimhl7+dzgx7X7O0YyAS0+PGcZwfJuHRtBUW6mfTTse3ZjiaC5pbtbIcCQD8WTjK2y81WpmmETCJhEwiYRMImETCJhF6l1kmyKzhdQiSDdJRZZU4+EiSSRBOoocw+gEIQoiI/QAZya0uIa3e4nC4SSMhjdLKQ2NrSSTwAAySewBa/G46MhsKQkJ6KEjOXB5ILsyqh4EXbJy8XdJMVxD1ROkKwimf1AomEBDsPcu42QlsLGHw2tA8wXlrku5Yjoi81VNcGOk0rXVTpXNb4cD3H7YwcHAt2RIzcSGtLTlpa+NNbttm1tLLR7pBcGxFu0lBvBMQgiPbuu2N84EFjE7CVUncihe3fxF7duLXOYcL1DrDQmjeV+xR3SiliNY6P/h6yLBI/AkG4vYDudG/D2HaALHbWZe1+wRlmjEJWKXBZusHhOQ3Yq7ZcoAKjZymAiKa6fcO4eoCAgICJRARuQ4OGQvA+qtK3nRt5ksd8i5urj3gjeyRh8GSN2BtMdjcdxBBa4Nc0gc3lVHEwiYRMImETCLHuy7WWrVl0oiqBJSRKdhGFAeyhVVS9l3ZQ+IAzRETAPYQ8wSAPxzhI7Zb2ra/I5od2ttZQw1DNqy0hE9QSO9LWnvIj+deA0jcdgPI8FYT0fWzv51xYliD7rDJnRbGEPmqyLtIyYgAj6D7u0OYTfSBjkHOqJuTtdAXo30Ser47ZpqLSVO4d3XF4fIAd7YInB2/pHOShob0EMkCldlwvDaYRddl6lWp4/mS8KweLdgAXB0QTdCUPQCi6RFJwJQD4B4uwZQta7iFLbBrzWOl2czYbjVU9PnPNh+1HnpPNv2o8npOzkrh22s6I1OCiVbYmMA9wByZy8J/jTdrrpiH3hDtlObZ1LP1fLHym1sZimvFS1pH/ACxHEfI6JjHDyFedm19W7NHgyVYt2CyCYkYPmDdFBZmPxKQCplIRZt3+KRvmj39PCbsYDmNcMLho3lV1fo66m4wVMtVTyuzNDO9z2S9ZJcSWyY4SN77cA7ablpjFKUe90aRF0wSkDkTEwITEF7woQ6Q/EFwb91mwGDsBiKgBRH0ATB6jblrmHcvZtl5SeTLlLtPcV0fSNkeBt0lZsNIcOlhfhkmOLXxnaA3kMO4e5ltm/RC4FdPwelIICdpKsUe4h/qlEk2zwO4f6vKiR44q3uXIVyW36mL6GmNO5w3S00zvga50kR94pPUi3tbnClkkEvdnKKotX7MT+P3dyUpT/MP2KKiCqZwMQ3YPpAfUBzvY7aGV4x5SNA1vJ5qE2epfz1JIwSQS4xtxkkbxv2XtcC1wyehw3OC7hnJa/TCJhEwiYRMIs/8AHOKbvru7fuCFOaHhXLloA9h8Dpyu3ZAqHf8AvWqypfvCbPMHor73VW7k6gtlM4tZX3COOXHTHGx8uz5ZGRnxNI8XoP0N9ppq7XE1fUAOdR0T3x56JHuZHteRjnjxuCnJnzjXulMIo5ckCLw0PrvZaDZyujqjaFbtk+dkgs6dt6W/byVTuDlNs3Iouukxh7CZ2qUhREEmxjD2KAjnqP0LD6e+XvU/JRUSxRz6y0hXW6jEr2xxvukL4LjbI3SPLWMdNU0TaeMuIBkna0Zc5oOmeWhsttt1m1tEx7o7BfaarqCxpc9tFI2SkrHBrQXOEcNQZXgDwYyTgArxnOQPGK0RS0RM7b1w8YPiAJklbKwTOmYoeJNYh/OIq0cpCPcpu5TAPp90M7NOeht9Fxo29R32waL1TT3Onduc2hmcHA7nMcNktljdwcO+aRg9RFvfeVTkH1Ran2e9X+yzW+cb2uqYwQeIcDtBzHt4g7iDu6wYUbie0+t1exWDVWzKDfiNGCy7JpF2uvSc9Gj3KB1nkIzfndPk2KBjLeJJP54JiBiEAQ7/AEK5DGa31Xqq2aZ5Y9J6k01UTVDWSyVFurYKOfjhsVVLCI4XSvAj2ZH96XjYkkIOPF3KXYbBYLfU3fQF8tV6tzWFzWxVVPJUw9skDHl0gYMu22NwQ07TGDGcQwuuqZNxLSZazc3NSb1IHP1bMrJKoSrhyb+2OEDN3gNGhUz9yg28rwI9vAYncB77zvnKXrexXiayVdBQ0NrgeWelklFTup2MHBjg+PnJC4YJm5zakztteGkY1PSWC0VlKyrjmmmqHjPdDZXh5PWMO2W4O7Y2cN4EZC5ZIdi1D/m+OkdiVhMP+fEPHD9VsYiH7KSimxCtpxBIvbxLNfAv2AxjJmzDTnkz1j/QKql01qp3/wCD1M49L53dUNQ87dK9xziOfaiyWtbK1ZCKDU1vGXQT3G2j/mRRkzsH4bGjEgHS5mHcSWlZQp7d3sCPCVpTGQs0f5goquolg8dJtnBQ7navfAj4mLtMB+cksBFC/SAZqXXFwtvJrcvSfXtVSWm5Fm22OpmijdIw8JIsv+yxnokj2mHocVL9PWS9atpu7NM0dXXUodsl8MMj2td0teWtIY4dLXYI6l35PU+xlQ7lqMsAf/BE0UR/iWVIIZraXlu5J4Th99oSfwS5/wAlpUxi5JeUiUZbaKsD8INb8pwX0F07ss/btU3wd/h4nEeT+MTvCgH+PLV/L1yRMyTe6bd1MnPxRHPkVw3kb5THcLTPv63wj45AuTb6J2cv2E8Ai2AfgLiXh/8AfKi+WOH+MAzD1Xok+R6n3Mub5nfgUtV8boWDzFZSn5B+VCfe63siH4dRT/E2Vx84XHT2n9gV1mrIPYMy7JAgqOHEc5bP/ITKHcyiqDdUzoqRCgImP4PAUA7iIZldM8vHJfqqvZa7dcRHcJXBrGTxyQ7bjuDWve0RlxO5rdvacThoJWOv/I5yhacon3GuoS+hjBL3QvZLsgcS5rHF4aBvLtnZA3khYyzcC1emETCJhEwi6hZ7cjXlo2ObRz2enpg6oRsFGGbEdrINieY7errO1kGrNi2L2AyihgATmAodxEe0z0ro6fUcFVcqqpgt+nqJreeqpw8xtc84jiY2Nr3ySvOSGMaSGhzjgAZxdxurKB8dPHG+eulJ2I2Y2iBvc4lxAa0dZPEgDs6yNZs91OCl6XJDV/uBiUiDfKKC8KA9wCzzqIInfE79+7Zt4EB9BMY/Ye8pGqdK6GZzWgI3V2osYN0qog3mz+I0rtoRHqmn2pRv2WsyMY0265Xg7V6IhoeinjcTtfnpBja/IZhvWSslsmTOOaoMY9q3ZM2yYJN2rRFNu3QTD4ESRSKVMhQ+4AZq6urq251clfcZZJ62V20+SRxe9xPS5ziST4ypFDDFTxCGBrWQtGA1oAAHYBuX1ZaLsTCJhF1Sz06HtKaKjoqrKWYj5kTYI0/us1Erh38KjR4QPGKQiPz0j+JJQPsij6CEv0rrW86TkfHSFk9nqBiopJhzlNUN6RJGd217WRuzIw+C4bwcZcbTS3JodJllUzeyVneyMPW13V1tOWnpHV1dG12eqB7jeIR/LNUfmoXKrRysg0dol+CszBs/Nkoh2BewqCkms3MYR8AgHpkrn0jpXVx7v0HXU9HVv3uttfM2GSNx+5pqqTZhqI852A98cwaBthx3rGsudytn2G8wvliHCeFhc1w65I25ex3XgOaTwwvq/Rf1wH9ss7dAfpK6ZSrQ5P8AsiblikdP/wAIAy09ZnlMP2u1SSDoMcsEgPiLJXA+QldvqqsHTUtb42vb5wWjC7FDXSo2E4JQlkhZNcQ7g2ayLZR32D17i08wHIB2D4+HI1e9D6x05GZr7a66lpx93JC8R/3mNj/Er+ku9rr3bFHUQyP6muBd73OfgXaAEQEBAewh8ByKrJLmWthmGRATbvlkyB+xA49v+HOYkeOBVwyrqIxhjiAvtVuE8ul5Cz5ZRP8AvTHN2zkZXncSux1wqnN2XOOF1wWFOUtsbsRei1FfZEMxcRkVsFSvRQ3NhHOmTuNXYN7J7r8rlZHYP10fKFYSAmscAAPEbvnYdV6igscmmoq2qbp+Zwc+mEr+Yc4ODg4xZ2Nraa12cZJaCeAxxFRGJRU83H3W0YEmyNsAgggOxnGCRjPArr+zqNXN2axuOprrOWyBrd3COJNvqZIR0bOLIRkozmUGZXcrETTX3Jw+YJeeQUBFVMokEQKYwDktB61rtA6mg1TbYaaevp9vYbO17owXscwuwx8btoNcdk7W4nOCQMdcohraOWhqnSNhlxtFhAduIOMkOGMgZ3bxuXMBWRguPDnj7qCfSoxI7VDrV1OtMq3M+WiSv4pSJkbM9TjhYGVn3wO3Lw6yIJgD9bzQIAB4MzNNr1lx5SWa81bCaqN1wFVLCw7Idsu22RN29rEbcNYA7P2NuznO9XzJgy2+ldA/mmtpzExx37ORguOMd8ck5GO+OV1LjTqOL41aDpOj2smwmpFlMzlmulijEVmzSw2adkBMd8mi4KRcE2MG1YsExOAGFJmUR9Ry55XuUV3KZrObUbGPioDHHHDG8gujiY3gSMjLpC95xuy8q1t8EVqtUNojcHFrnOe4bg5zjx8jQ1viaFixpqnZt96jC/IjaFTGE03o7Wf1P6HWcTFek0LBNkYnjm8h8mxUs+dMlPli0zcwmZ0k3cImRZlOXxF+btKXX2k9N+h7ZozTdW2bVV0qdqua1kjDE0nac3aexod3kUMJ2C5rsyEHB3mwVM+q/TmtZs2+lp9mDe07TsYzgEkd89794BGG9W75+oft6SoXEy5wFYbyL68b8sEdq5kEa3cOXTStyShn9uWN5RDl8qWjGpYcSD844yoeEB7CIY30MWm6W+cozLxcXRtoLVC6qO2QAZB3sXHpY4mbPRzW89dvqG4upbBM2EE1lY8RDG8hp3v87Rsfr+b95R2Sy8Aemlr3X2o1jx95YnqOr5m4w3hOvV7JdI+y3TZFyj3RAOLZ1IT7B4xYuRHzGovkTJHBVJIQmPJ9DZ+W3l7rrzqANltLGy1McL+EscLooaeJzTxDWOZI9vB2w4OBa5wN/fKmTSujIaO3bqpmxEXt+5c8OfK8dRLg4NPRtDByAvDV/EjpaUzjlS9177sFT3EtZdfw132Xsyx7ctDmzWC3TMM3l56tV2CrNxinxZ9rMOFmLePSQPNGWICbg51gOIZy/wDKDy83DlAm0rpKGe30UNU6GCnjpIhFHExxaySSSSFzdgsAe55cIcHLAG4B7qHTugqW0w3O7PjqWyQtklldM4uc9zQ5zWta8HaDiWhoG3nccnKxb0aNSVaZtPJDkzV6b9RlTtdyean03V1X8hMK1epLyre52GIGWmXT+TlFI2PVrzIHqiyiqx0XAGOIiYMvPRU6lrqa2WTQFVUd0XJsLaqrkAaznJA0wxu2WBrWhzuffsAAAFmBwWL5OqCnlmrb1TRc1BNKYYWZLthmdtzcuJJwObbtEkkh29cnwwmozkz1CuafKRAUJxLU0S2o+og7kXKxiZNw81/B2yIJ6+7quqZSXfjEnzQNOLCPcxgNltywQVvJ3yD6e0NTh0U1aecqsbiXACeSN3WBNM3GeiFo4DC7NPzNvGqrrf4+/wC5mCOHsacxtePGyN3vys+9QHaoaa4U7gCyvvBad3tyaspMG4U7upVWceNlbU9TbCJlvc4SpoulDrAUUyOVGyZjFMsTvqb0NWla/UHKbR17Wu9L7cTUzP6G7IIibnhl8paAOJaHkZDTi6v9ZJbNMVUlUfs9WOajaeJ2iNs46mszv69kdIWDuQQyfDvoza+1NLipF7G2JCxGv3MeqIlkYh5tOzWHbt9hnjf7Mp42trv4dz+wTWVAvcREvi2/o5tHyleidrtTUuJLRQPdMHDe14poo6SB4P4UgZK3pIHjx03fa05ybxUEne10rGxY6QZXOmkafE3aYeonzzz0DppbVGpePeiQZe6u6NQ4L6qUQJ4E07hNFNZbwocRAOxDWuXeiAm9fCId88w8qGona05RLne2EvhnrHCLp+xR/Yof2TGLM0VsdSw0VlDcGGJu3+We+k/xlyg9wFdk3xzO5s8wygR9BN5pppjVT83662dQRnTZm1fMB9SJOmdGocR5nh/YyxwAR8RhH0Py4f8A5jckul+TOPvKx8fdVS3gQ8Alwd1h088uO2IcMBYXS8nplqG6ajbvjDhBCegtyBkdoZGzP5Z61+1sYbf3V527dpSChJui8R9QqUtg0fxjF7CubcMb9S7uPko9ZBVk4et7ZebI4SFQhhKpGlP6HKXtc3m4VmgPQx26mjlkivV9qxKSHOa8Rl3Otc12QQOahp2nBH2zHAnPNksdy5QKmtkYx9NbaXmwCAWl+NkgjhkPklIz0tzxC9XVPsKrbjFqfQlBg4mGnOQ284uMiK3BsWcQxfRdeU99dtUGDBFBumd3erLBqHOBOwn7iICY3cMR6FuKW46vumur9LJLFa7a4ulkc57muk3AlziThsEUwAzw7ArfWNQ92n4LZTMa2atqwGtaAAQ3eQAN2+R0akjRuF/GPS61GgIfWcTsLaNMCqunu3beL+ctMjbqslHlYTMSD92u0rUZEuI1EkawZJIoM2jdFPscxTHNq7WnLtr7U9bV01PWSUdhqedYKWHZZGIZdoOY/ZaDI54c4yPeSXOc47gQBkm2WyWyWKkpoGzV0WxmZ+XPL24w4ZJDQMDZa3AAAG/GTH/cto4CRPL5PZO3ZfbnKzdVSh068x44UCkRe2aHQVYtqkzFNaFNGxsQ7lY+UUdO3DJxKuzNpNyc66CahESk3FoG2cr7uSxtjskNu0/p2oeZHXGeZ9JUVG2S7O3tOeGuZsMa9sTNqJrQ1xBcTbVc2k4b+K25uqLhdY2bIpo2CaOPAxvbgAkHJLS44cckAgYwLsnYup+SnUq4Ro6L4/37jnNVR0nO7CZ3jVsHqGxWuLqzyUu6rtSCr8nIkkYn6lK4/Z++L+BRVNU6PqmmXtsCjtN80XyF6oOrLrSXimmgcyF0NS+qjjdK1sIAfI1uy7nZGO2BkAgO4krH3Ktt171pa22qjmopYxtSCSJsLnhuX52Wk5Gw1zdo7yCRwAVndoOmedkjJdgT95U8IB8A+cOfOuTG2ccFd1pBqXlvDK4DOtWqYRMImETCJhEwiYRMIs4cd6nH27aEQ0lUE3cdFNnk64aLFA6LozAqZWiSxDdyqIg+cJHOQQEpylEoh2EcwuoKqSktj3RHEjiGg9WePwArZHJTY6W+6zggrWh9LAx8zmneHbGA0EdI23NJB3EAg7iVwfX117O7Q6NHPiq1pqu8k2Gq67sFVBqU51QhNR7RoW17Ov4SfOFJpWqW7VU+gEyG7+nfMVoKZkd1a13Ekjzgj4yvW+o4y6jJbwHzELm+n9v3XMf0JeMO/VLFFF1/qPpu1Bnbpo71H3GNkNAaOTo1/YulvMKVN1FWaiPmiiQiBwWTEnbxdgySV1sqX6m5wA7Jk+M5+dYunq4hadgneG/EFC32VTX07RejnriYnGi7RHam6t2bErxHCZkVFoAlhZ6+RdlTOUp/IdSVBdHTMIdlExKcvcpiiOM5RZmOq2xDwmtAPx/OrrTEbhCXngSfo+ZbEbtkzfpCg+aNXqBvii7QScJD/CmsQ5B9PvZrNj3xnaYSHdYOFKJ6enqWc1UsZJH1OaHDzEELpTzVWtH5hO6oVROc3qZROAjUFDCP0mUbt0jmH74jl4y6XJm5s8uPyifjKjs+idH1J2prZQlx6RBG0+drQV8hNOarIHYKBVx/2cU2UH+M5TCGczeLof8Any++Kt26A0U0YFrovLE0/GupWDjdqSeTP4K8pBOTAIA7gHrhkcnf6StFjOoz0H7qA5dwaju0B3ybbepwB+HcfhWDunJHoa5tOzSmmlP3UL3MI/VO1H/gUWdi8VrNWWrqXqL/AOquMbEOstHmb+7TzdAgeIwpIJmUbygJkARN5Ypqj8CpGyT2/VFNUuENW3mpDuBzlpPj4t8uR1laW1ZyKXizwvr7FL3dRsBJZs7MzQOoDLZMDjs7Lj0MKikICAiAh2EPQQH0EBD4gIfR2yUrSXDceKYVEwiYRMImETCJhFa7x0kVJLT1POqYTKtEpOOMIj37JsJh+3bFD7xWhEw/xZqzUMYju8wHAkHztBPw5Xt3knq3VmgaBzzl7GyR+Rkr2t8zQ1ZtzCrYqYRMImEXmn6HL/DnZGcSAjjlcX+CVQK36dvSa5OdZflRubad6p/Knluw1xQF75ws2tX4Kza90/G13XmoaJE7BWpU1XQZ3Fd5XEY05AklZJi2UsJlSogoLZRHcFPc7zT2KFsEREO/DxxO8nHZ09XBQmWkoZbg8yPy/pb0DcP58qg0bUGp+DntU/FHVvB2n1zUtC5K8RLpKcrdJarYNK9raHK0rO85qGlz1GDI3rVIItIayq8kkxQbtkgckKqmQppMRUkAldV2AzXAd+1wwTx4j6SFjSwQ3IMpvBI348v0LLXSaQR1J7QB149HWpcsfd9qS2tN90uNeKeUvOUV1LzFucSMYVUQF63Zst5Q4GFPxAn4xAe3hMBbC/wOr7BA6n3tG75vmVxbpBT3GQS7id/8+dNlAluP2unj6anLpSocQ+nLOIba9xMVwFbd2VpvYI5pLGIJwaOFkuS1dOUhvCYSvE/T53r1hhodIPZNuc527/D9UrltCovbXR7wB9P0raFUHuc4h9JhzSUpzI49qnzBhoHYvUYxSFMc5ikIQomOcwgUpSlDuYxjD2ApSgHqP0ZwALiGtGXHgFyJDQXOOGhRT4rMCWqBs/IGXT94tO77HLzDN04KJl4jW8LKvoTXVXZGN2BGOQgmJHxwIBfOcvTqH7j27bs5aal1ludHyX0J2bNp2kiic1vgy18sbJq6of1yOmeYRnOxHE1rcDOdQckVOLvb6vlHrRtXa/VUkjXHjHRRSOiooG9TBEwSnGNp8jnOycYldmklt9MImETCJhEwiYRMImETCJhEwiYRMIvIgiBy9vuh/wAOdkZIeMdao7wT4lrMd/8A5bZ+P/zMH/8AD2boz/8Ambn8JQP/APfvkXV/aAgba16hfs/3Jm1Lli9Va+5mytH2BaXqhW0LUlrZe9AzENIyj1Tsg2bfItcmnixjCAg3i1BDv4R7cdHvE9oqqdn2ws3DyOH0edcr20x1sMp8HP0LI3tadiaR3S4iNWI/2ffd6cpdMUjXlVadnE7YpaOGx2l0WKjieJ05TRTh00DqFL4CrvEExEDLJgaukaGamr5ZpRhmyfjXG9VEctOxjN7shYS6v9aHjj1J/ZvNr3V4i21/Qb+PHi32tydNOCr1kOrp6vRbyXkVCkasW0iWbduQVOYpCN41dQRKVMRzNUM7K6jrIovD2Tu8YKsZ43U88D3+Dn6Fkn2uF4SS6d+k9FQ4BKbT35zU1JVda05qoU0zYXrGsbB98cMmXqs4aNJOWjWSpyAIEcyjYo/2wO+H0hRzUlVNNMMRhp3+UK9vU7JoY2M3uyFsxxsSEBDQFfBf3kIGEiYb3n1AXHyWwbMfOEB9Q83yPF/jzVt9lbLcnubw2j8al9vYWUoaeOFrUc14OGnvaiOjm3nIxjLNo/izyFn2baQbJOm6E3XqHybmYCUIisU6YPoWZZIO2qnbxoOUE1SCByFENoWWV0Wkpns3OBHw7IURr2B95Y08CPpXxe0b1WtXbkX0Ho20wkbNs5fqZ69p0ik/aouQdVe23zTTeyQaoLEOU8bNJMUAcJCAkV8oniAfCGdmlKyaShq3uO9rCR5A5cbxAxtRCANxcB8IWQ/azGjKU6Pl+cSDNs7cQm+9GSkOuuiRRWMkVbBIwyr1kcwCZu5UiZd03E5ewii4OX4GEB6NJVcs10kY897hy7b1AxlI1zRvyFyPtMhhP0J9vHMYTnPI8WTnOYRMc5zbX14JjGMPcTGMIiIiPqONOADUD8fh/EVS5km2tz2K9TTX/QT0r/tR64/yOhs1zqbHpnJj2x+NSi0/0RviHxLImR1ZNMImETCJhEwi1N/bG/tZOi/w7dZfk/8AJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//WlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi03+ev92CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKOnJq9BU9eOIlqt4Je4GUhmxSm7KJxgFKeac9vQRTFqcrcfpAzkB+jJDpuh7ruAlcPsUPfHx/cjz7/ItUcsOpRY9KPoYXYrq8mJvWI8fZneLZIZ45AehVgZsxeNF0S80SNukeJFCkbSzdM3ydJAX56ZvUwN3Hh+cqzUN8S+okEfEX17gPF7A4dq2byZ8pt35O7qJYi6axTOHP0+dzhw2487mytHA7g4DZfuwWxhq1hmNaWhds/RWIgRcrScjRHuCqJR+a5Q9fAdZIh/MROA9jlHt38JhHLdrjG7evaGtdKaf5YtFx1lskjdUOiMtHUe1cRvjf0hjiNiVh3scM42mAKaLV03etm7xoqRdq6RTcN1iD3IqisQFE1Cj8exiGAcuuO8L52VtFVW2slt9cx0dZBI6N7Dxa9hLXNPaCCF9GFaphEwi+d07asW6rt44RaNUCidZw4VIiikQP2R1FBKQod/ujjgruioa25VTKG3xST1srsMZG0ve49Qa0EnyBYQse84hkdRtXmKkuqXuX31yY7RgBg/ZJJ+EXTkoD90EgH6BEM6nSgeCvSWkvQ0X65Rsq9WVLaCA4PMxgSzY6nOzzcZ8RlI4FoPDCizi27SsKRRJ726MBUyJokMlGxTQTdznN6qeQgUR7mMYTKHHsHcw+EM6u+kd2r0ZT0uheRPSb3NdzFECXFziHVFTLjcB4O28jcGtDWMGThrdoqYVXrrOrQjKGZ/OK3IJl1xKBTunanznDk4evYVD/Yh3HwkAC9+wBly1uyMLwDrXVlfrbUdRqG4d6+V2GMzkRxN3Rxj8kcTgbTi52AXFdgyqiiYRMImETCJhFjTbcek9osyqLdNVyyKzdN1RTKZVAE37X3gyZxATEAWonA3YQ9BzhIMsK3FyEXWe3cplvhEr2UdQZY5GhxDX7UEnNhw4H7IGEZ6QMLCuoLpBVQs+lOvTtE3vyao08LZ05A6jf34rgOzZFYSGEqxPsuwD2+OdUbg3OV6L5fOTvU2uHWubTNO2eWn7obLmSOPDX8yWH7I9mRlj/ByRnhvWSZHelWbAYI9lKSagfYj5STJuP3hVWUMuXv/ANiHOZlb0LT9o9DPrascHXWooqOHp7500g8TWNDD/ehcXX94hKzjGNfQRGTWQdIs0nCD0zhVuq4UKkiZUhmyJVUxUOAGEPCJQHv2Ht2GjZcnBCzeqvQ2Gyabqbvbbm6orqSB8rmPhEbZGxtLnhpEjy12yCWg7QJAaS3O0JAZ3LyumETCJhFmnQk6nDbBaN1jgRGdZOocTGHsUq6gpPGn/hKuGZUi/fUzz56JrTcl/wCS6eqp27VRbaiOqwOJY3ail8jWSmQ9jFuzkBvsdm5QoaaY4hr4H0+TwDjsyR+Vz4wwdr1PrPmOvoAmETCLihgoQ3j8UPFD5g9z949oPjHv37n7o/OHuP05mBqLUDdnZrqwbPD7NJu8XfbvIrA2q1nOaan38fsbN/j3Lq8vqrV8+BizuuKHNAb7IJWoV+Q79/8A1Lj1h75L7LyxcrmmyHae1TqOgI4dz3Ksh/dzNWCuGgtDXYEXWy2mpB91pKeT5cZXN1qo1amRSMHUq7C1qGbqrroRcHGtIxiks6UFZwqRs0SSSKosqPcxu3cRyP6r1trDXV4fqHWl0r7rfZWMY+oq55J5nNjbssaZJHOcWsaMNGcDzrJ2XTtg03QNten6KlorcxznNigiZEwFxy4hrABlx3k43rsWRhZlYRuGhKdZJ1W5QL2f1rflgAHN113IkgZSVKURMVGyMDtncDaW4n7eIH7RdTsUAKcv0egNEeiP1zpXTrNC6jgtuq+Tdhyy1XqE1lPTk7i6hmD46y3vxnBo6iFmSS5jjx1fqPkm03erq7Ulpkq7Jq1w76tt8ggllHHZqYy18FU3OM8/E92BgOauvjR+ScIHmwm9apbfL/tcfsHVLNqCwB8AXmKNPV9QgiHoJisxH6fvDJRyg+hVv55m/wDJ3ebLtcZrNqGWQt69imu1JWtPWAakdXaMQdLctVsHOWvVVvuGOEdwtTG5/KmoZ6cjxiHt7D2fV2yZ6yzNtoV+gYytbGowRDiVawkktJ12fgp5FdSIs9acvWzKRGOcrM10FkVkvMarpeA5hEwZEuV7kq05pSxWXlH5N7jV3bkt1D3SynkqoGwVtHV0bmCpoK6OJ8sHPsbLFLHLFJsVEUm2xjQ0rOaF1rdr3crhpPVtJBRaztXMulbBIZaeeCcOMNTTOe1knNuLHsex7dqJ7dlziXBZnzQ62WmOCcfEoNbz1uhU5JKxQ5CJQk46Omo0IAFJGyhiHXMiiUOwA0dppnOmUPRMSmL6F8AZ9HvQ38rVTre0v0pfnOfqK3QhzZTvM9OCGBzz0yROLWPcfDDmO3uLyvCnLtyawaSuTNR2doZY66Uh0Y3CGcgvLWj3OQBzmAeAWububsBYBz06vPyYRMIvRazPadUlLrLxMoSEMsiyjlys1v8ARiUeeIsfGRfiIAO3b9UokT8HcvoIiIAURDs0hJbNba1boGy11G7UTY3SzR86zNNBHgzTz4J5uOJpDn7WDvaACXNBu7tbbtZdPeqiupKllkc8MjlMbg2WR2dhkZIAcXkEDGRuO/ccdHpdcftTvbVZvLVt9hImL0pDeYhBRhB8bGtxx/gVsyA3dYxf7e4ExxE3Yo5sDXGpbfVxwaS0ttN0ZbSebJGy6qnO6WtmHS+XGI2n7VCGsaG5cFGbRQTxufc7jg3WcDa6RGzi2JvY37ojwnZJzuXf812s2mETCJhEwiYRMImEXWZym1ayJinNQUc9N8SOhbkRfoHAe4KNpBv5T5qqUfUDJqFNkpsOttWaYlEljuFTAzpYHl0Th7V8L9qJ7TwLXsIWPrbTbbg3Zq4Y3nrxhw7Q4YcD2ghdN7XGgD3KMjfaeX4lMJXF0gUv9Qb5gWdin2+A+F4UB/6YBfWbZ0XyiDDu5tPa0PSMstlW7tG80MrusZp3Ef8ALLt2IxdrHw5yutI8tREP/wAs0eSQfhYXcWVzq8jCOrEzmmS0QxQVcP3IKeAzAiJDHVTfNjgV00cEAo90lCFU7+nh7iHeF12iNV22+xaaraGdl5qJGsiZjIlLiA0xPGWSMOfDY4sxv2sA4y0N3ttRRur4ZmGlY0lxz4OOO0OLT2EA9i6gyc7FuSBJVi9j6HBOigtFouIgJyyvGZw7oO5Ajl03jYv3lMQUIiBFlCAPYw9/hMq6l5NdFTutNfBU6gv8R2Z3MqO5aKOQeFHCWMfPPsOyx0hdGxxGWDHHFQyX+7MFTC+Oionb2As5yVzehzskMZkbw3DiOk9X0LQ+0ItMzuPuUXZ1USicYecrjOKI8AodzIoykOuiZmucA7EMdFQgGEPF6d8toL1yU3WQUdyslXaonnHdNLWSTmPPBzoKljhI0cXBsjHEA7O/C7H0mo6ZvOwVcdS4f8uSJrNrsD4yNk9RLSM8dy7fV7C2tMExm2yKrYHZVSLs1+3vDF61XVaPmK/bsHmtHiB0xHsHi8PcPQQyG6r05VaTv9RYqp7JXQlpZIzwJYpGtkilZ+DJG5rwMnGcHeCspba+O5UTKyMFocDlp4tc0lrmnta4EduMrnwEQ+A9v4Mjqv1+gYQHv3HuH05VMlfQZ45OTyzLqCQP2Im9MZK5mR5GCThcnHWGTiyGTZrnSKcBAfCYQ79/u9s5Ne5vgrtiq5oRiM4XrePYuww8xWbrAQ1zqlhb+6zlbskc1mIaUb+YRYhHbB8ks3UMiukRRM/h8aSpCnIJTFAQydovd1sNwjutnnlprjE7LJI3Fj2ngcOaQd4JBHAgkEEEg9rKzLXRVLWywPGHNcA5pHaDu7R1EZWI6xxp4c05aedVvjpT4x9ZIScr76S99sz+RYR9ijXURKnrL+TnXzqoSKse9VTSeRRmTtv4xFJQg9hDZ1by98qlxELK271D4oJWSNbsxNa50bg9vOtZG0TN2mglku2x2O+aV1U9Pp6mL3QUUTXvY5pOXEgOBB2SXEsOCQCzZI6CF5360a/4WcG9um1RGmp8PVqzY4bXccaTfycinfNpSysTHyRJGUcuZKRdQ8jPi9DzVTmI0Y+Hv4UwyRaDqL7y1csdvqdTvFRO+WOSchrWM5ilYHFuy0BrQ8R7BwAC+TPFyuzXUth01UvoW81FFG4RDJJ5yU4BySSS0u2t54N7FF/i3wfsetuPuhdzaU5E2bjjyQvlBdS+xXJ61FXyjXGm3GbWs9JiJqmWBUjFtIw9aWYGMqqm6IKwCHkEOUFM3Byn8umnajWN10hq2zw3rSFLVBkI510E0M0LBHM5krBtFrpA8YBYcfdEbljLNYPS20UdwttbJRXyaEmXvRJG9j3bTGuY7dlrdnec7+gHes11riWzPtOF3vym3zY+WGz6kKatEi5euRtO1pTXSKwOm7pnTo52/j3SrR8QrlFNEjBl7wHmKtllCkOXV2oeXung01No/k0tEGn7LUAiZ7JHTVMoIwQZS1rhlvekuMj9nc17RkG4bboRWtut6q33Cvj+1gtDImHiCGAkbjvGNlud5aTgjz56aJv3MHUVPYa5mohDY2tLytcIiFsL9ONj7I0fx4sXrRGRdEUYtZhq4Qbqt/ehTbHTBUhzkExe/R6HrlSsXJ5qCs9U7ZPSm4UwjdIxpc6NzXbTSWjviwguDtjLgdkgHfimoKSq1Jbo46Z7RXQzbbQ44DsjBGeGRuIzu4jK5/Y9u6lG7tPbHg3epdKaHukzQ5iHkpiubGh7RebxISDAzFWJ18gWwhTddpTpljEdSEnNLuI9mdQzQDOgSMWS2Yeh30rrGkvEVzuF0pW1TXtbJTPjggAdtbc55vnpyzGWRxQhr3gCTDNoHJ1tbq+6UM4dBSUlY+FzS5sge95IxiPvtiPa6XOeS1pOz32CO4dPzVTzjLx011rK4xrWIv0jZrNetjRychGyCLexTEkWOjmp5SHdSMc7FpUYOMSOoiqsmChDeETB27wXl219btf8o0t0tMxmsUMUUED9lzdqNrdp7tl4a4ZlfIQHAHGM4XHS0DbLa6a31ADakyOklGQRtOOBvGQcMawbiRuUJOn9Pbb01sXfmvd48Yt3Ntk8jdrNbFM7fRq7oNcxraMPbpeTWlbK8RQilIYZWdeOGzxk6dpvjuSJlADFIJ96cvlNpPWGjbbdtLagtJslmoC2OlMze6HlwiYxrImkv29ljGuY9jDGGkndnGB0xNXUE1bRXWhqRXVtQHGbZ+xgDbJy47sZcSC0kOzjqzmnc9MuO1upHxWBekW4ujuO1OVuzq8OazNkpSuwW/y3cWycfZlWJYF29Umo2tNjIkXFQqjdTv3EglCF6I1DYNH+h4vzo62k9VV3nMIpxNH3RzLtiAl0QdzgaGOqXgluCHN6Dk39dFLV6tt+Y3+ldFEXl+ydjnO+eMOxsk7QiGM53Hq3TIn5C1SULttxQ1Chsd3r++p64UUXSbgW9q1iWJUBByudNFDtYDt/nmMUpPiIgAd8836RktDdWW+S/wCPSMV0BqN2RzHOs53cN5+x7W4ZysjHNLJLUSU+O7TFJze/H2TZOxv/ACsKsjpq8rdWcVNS2zSuxNG77a8mZLZkxNzjGq6nkLDcthtFmkc2r8IKjleOl2buGdN3KYNHgJNEzuDOCKmO4XAnuDl05Pr3yiXil1JZLvafUTHSMa18tW2OGDe4vfuDmEPBadpmXENDC3DW5wui9QW+w2x9rq6WrF9NQ5zgyIufIMANbvwQWnIw7Dd+QcuOO/6DNuvaPUv5Ecit+67mNeuKtqh1AUiHeIOnkRW1JFvU6xX6vG2b3VGGnZSLqCkmEquxOogpJquDJfrRwyKcqVy0ppnkAtmkNKV0NYKmsaZXtc0PkDedlkldFkvY10oi5sPAIjDAd4K7qOa51us669XiF0LmU2xG07w3IY1rQ7Gy4hm1tlu7bLsblM52qKzldUR7ioqc3f8AhMOeIicnK65HbTy7tXz5RcEwiYRMImETCJhEwiYRZP1DsMmsrkhZV49WTaiwexztoguRusdF2CZgOkooRQgmSWRIbwj2AwB27h8Qxl2t5uVGaZrg120CCRkZH+RUz0JqpujtQNvEkTpoeafG5rSGkh2N4JBG4gHHT1hTnYck9KXKMkK/aklm8RYI57CzcFboAJKHl4yUaqsZKKkUWZZiPeRkg0XOkqm4AE1UjiU4dhEMicFjvNtnE0Aa8g5y12/zO2T5sr0jScsOhrtHzVVJNSvO7EsZI99Hzgx2nHbhUbH9mw4M2pzYafrrmXzZpnEW7XEL3aOENA5ENS6GkZr35tIkYBAPYSQf/JJFWaJCmflfTSaaZfLkCHKmdOav1hcKen26mmAqQMbZaR5erzbuxZahjsN1ePSyuhmid9yyRpPixnaHlGVsW6613QtPa8o+pdWVWKo+tda1eFpdGqEIkdGLr1ZrzFGNiYxoCp1V1St2jcoGVVOousfxKKHOoYxh1fc7jNcql08xJcTlT6kpY6WIRsGAAu4ZjFdJhEwiYRMIsQWzROsLk6XkJOuJNZNyYyi8jDuF4twsqce51l0mxysnK6hvUyiiJzmH4j8e+Xpb5c6NojikJiHAOAcPFv3gdgIUDvnJpo2/zOqqykDKx5yZInOjcSeJIadhxPSXNJPWsRv+HlJVMJo2zWdkA+oEd/JcgUv3i+WyYH8IffER+/mWj1dWj7ZFE7xbQ+cqC1XIJp15zR1lZH2O5t4+BjD8K+L9JxWvk90n9WM4MobsLN4LFgDFDsA9yuY/uK7kDCIepXKXbt9Oc/VfU84DzLOa6Rk5PiPAeYq39YGz9yvZ3fU92nwXbDNgflM8J3kkaoz3/QewqAVd45jgm4NHxHNNwfmO26KQevmP2okK9YAUvbxGOQUSj6AoOSSgvtvr8Ma7YnP3Ltx8h4HyHPYtP6o5MdU6XDqiaLum2t389DlzQOt7cbbO0kbA4BxWFczK12mETCJhFaTxhIYunYAxg7Ao/njk++UJh4n3/wDVkxzWOpjm7yfkt+SF7R5G2lugaUngZZiP71w+ZSBzALaKYRMImEX6A9hAfueuVBwcoRkYVO3Ononcb+bG+4HlvA7g5G8QOWUJBsq043zxY2EWgWi0Q0Yy+S4pO0gaOduV5OKhwBii/j3Ua8UYkSbuFHCCDdNLYNk1m+30vcc7GyQDgHDh4vj6VGq+xNqZufjcWydYWUOAnST4z9P+47C3NVbNuXkJyf20xLFbI5R8mL0fZe5J6F81i4VrzOaGPjGsRCOXMW1Ov4UVX7v3VArp0uRugVPqvOraq6RingaGU4+5aMD+fgXOhssNG/nZCXSHpK69z76P3HznjtOgcjf0UN+cU+V2sYQ9Yq3JPi3fR13sZxVxF/5FesbsrF2eRZx5Zd4Vs4aqsJFNNydEzk7bsgHKy6xntsJpahrZISc4d838lUr7Gyrk56MlsnWF3np5dLPjj032uz53Wk/tLcO7t4ybeW3PyO35a0r1uC/qtV3DxvGvJxGOi2zCESkXizkySaJnTxwcqj1w6OigZK11Bqye7sELQGQN4Nbw/n+fH3W2zR0RLzl0h6SrIMhfFZ1RQ3HsaYvcnMcedLrFe3qXYmjti3ZIpl69pirSyR275/Ku0hBNze5FgdQkREpnBfzR94WFJFPufdmgtJ0GmqODlU5QWmPTcEnOUNId091qYiHMZG0720cbw01NS4bGz9ij25HYbqDW2pq3UFVPya6GcJNQTR7FZVDfDbIJAQ98jhudVvZtCnpwQ/a+yP2WNy6RtRq8RSKrW6bAIi3hKrBRVeiUTmA6hI+HYoMGgKnApfMWFFuAnP2ATnERH1HNT32812or1V3+5uD7jW1Mk8pG4F8ry92B0DLjgdAwOhbNstporDaKWyW5uzQUdPHDGDxDI2BjcnpOAMnpO9dizFLJJhEwiYRMImETCJhEwiYRMImETCJhF+gPYQH7g98qDg5QjIwoQfqf2kP1Qj9Us+qHZ36Pv6Bn6X76m/l2s/oU/UV71757/wDU/wDUb9VX1R+b6ef8t+7eH/3X+nJZ6p6j0o9KcN5raznfteLOcY8iw3pTH3b3bk7eMY3Y/nyrv/Mzhrx95+8frXxo5L1RzZ9dWhyxl2jqIffI9splsh/PGBu1Invd3YwlohfelipqmRXbrt11mrlFdouugpa2O/VNoqedhPjHQR1Fd1wtsVbFsPVYfG72fnjfpPfGpuQe5uTHMXm3ZuOqqCvG6rcrNsJX2haXXj1mriCka5XiQ7UTSVacsGy8emms2im7puk4BiKyLdRGWXHXUstK6GnjZEXjvi3if/r5+1Yal08xkwklcXhvAFWW84eEvHjqJaAsHG7k5WX89RZeSYWKFmICQThbpQrnEJPEIa8UaeUaSCMRZIxtIuUAMs3ctXLVys2coLt1lUjxiz6kqrXVGoYc54g8COorLV1qhrIebI4ecKuHjB0DuOmh+QetOTW4+SvL/nFsnQ6REePLblltYuwanpcWpkzxElVoMYpBU0vXlEU1Y/u4JGsnKabpJkV0g3XRkly12+opXU9Mxke2O+LeJ6/P/JWLpdOtimEsrnO2eGVeec4nOJx+Ij3zXEsjpZDI7iVKGtDW7I4KFGxuBOldoc7eOnUNsU/strvDjFru86y1/X4ecrbbWUlAbAg75X5pzbIN3UH9mkJVuy2G+M2UaTDFIiqaInSUKU5VJNTalqKe0yWpoaYpCCSc7Qxjhvxjd1H6MVLaY5axtYSdto4bsdPHd2r85fcCdK82LvxKv+25/ZcLN8M9+1vkbqtvQZutxEbMXqrTFem46PvSE9T7Q5lawq7rTcqyDFaNcmTMoBXBREpi0tepZ7ZBNBGGlszC05zuByMjBG/f05SstUdXIyRxILDkY+fsXIc/uDWnOpBxxnuL2+J3Ytc15YbPVLY9k9WzNegbcnJU6S+VItJvI2ip3WJIzWcei5TMDnOT0Kcg+ucLRqOe01Zqog1zyCMOzjf4iPjXKttcdZCIXkgDHDj8OV583eDunefXFOw8PNzzuxYHV1kVoSz6Y1xM16FvCZtdT8PY4MG0rY6nbYRMrh9CIldeKNP40jHAnliIGL2W/U1Rb6410Ya55zuOcb/EQfhXCptMdTT9zuJDd3DGdylTW4FjU6xWKjFqOloup12FrMas/USVfKsIKNbRbNR6qgg2QVdnbtSioYiaZDHERApQ7AGCr6t1bUOndxcSfOsjTwiCMRjgAuZyxXemETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//1+veync8+MHHThPtjSu7Ngm17a7Jy6vN5hpGYg5leqOYiX05oSvNkXNii2b9rEPCPqs6FT30G7cqfgHzRE3hDVuutN3i617Lhb4udgZAGEAjayHvd4JIJGHDhk9il2nrrRUdO6mqX7EjpC4Eg4wQ0cRw4Hjhbr9Kv1F2TBN7Rru51W91p36NZ+n2CKssMuYClMJE5KHdvGZlClMHcvj8Re/qAZqaopqmkkMNVG+OUfcuaWnzEAqZxSxTM24XNezrBBHnC7bnQua1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCLi5qbha3EyM/YpeLgIKHaLyEtNTT9pFRMWwbEFRw9kZJ8qgzZNG6YCY6ipykIUO4iAZRzmtaXOIDRxJ4Ltggnqpm09Mx8lQ8gNa0FznE8AGjJJPQAMqrjYvXB6V2r5hxA2LmBSJaRbKmRVHXtZ2RtWKE5BEp/KsWs6XbK4sQBD7IjsxR+gRzES3+zwu2XTtJ/BDnfC0ELa1t5CeVi6wioprNOyMjP2Z8MDveTyxvHlasx6A6ovT95QTLKtaU5Uaxstpk1CIRNSnHctru3zLhQQAjWEqmyYqo2GadD3/tTVssoAeoh29c76a722rdsQTMLz0HLSfEHYJWF1DyVcomlYHVV8tNVFSNGXSNDZo2jrdJC6RjR2ucAp8ZkVr5MImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRab/PX+7BOlb+ABfP8k+pHkT1z/Vaq/s/30azOn/ZeH9b5DltJ555Wy0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi96LZVc3Yhe/3R+gA+7/iy6p6SeqdsxNJK6pZ44W7TyqpuSXXB6TvE6wvqbuDmhrhe6xjhRnJVHVrC3btmImQQOKbmLnT6hrt0iq1KNDFEFW0k5aLJmDwmKBhABmdHoS51LA9zdkHrwPjWCn1FSRO2WnJ7N65jiz1oultzOtEfQtB8wKBJ7El3CbKG1/f423aet0/JLG7IRVWjNr12nFuMquA9yNohR8sIAPzfmm7cK/Q1zpIzIGlzR1b/iz8K5U+oKSZ2yTg9u5WfqoqImEhyiAh90Mhk9PLTv2JAQVnY5GSN2mncvVnQuaqq5FXNS37NmUk1RPGVk5q5HEA3cgGYKHLJrgAfNMZeTFXsYPskyED17Bm0tPUYpLawkfZZe/Pl4DyDHlyvE/KvqF9+1jUMac0dGeYjHR3hPOHqy6Ta39LQ3qCwVmbWtUwiwDvCrGeNI+xR7JVd21UFlImbJGUMZkcplG6y5CAJhK3WKJfF29AU7D6AHbqlbneOK9Tehs1sy311VpO61McdBMznoBI4NAmBDXsYSQMyMIds9JjJG8nOLKrtGzVFNCMORJ/FtBMQI16l5KyBDqGVORB2QgLpGExx7eYCpSgPYC9u3brbI5u7oW7Nb8iujdeSy3mNz6W9zgE1ELttjyGhoL4iSxwwBnYMbnEZLs5zKCo3iDuLYVI1YUniJAM7jXPhI8b/ABOBQESrtxMPYFCCIeoAPhH0Dva8O4cV4t15ya6l5PqwRXeMPt8jsRVEeTFJ04zjLH44sdg7iW7TRtHuOclr9dPuF0iKYwB0/MKzpcDAxjkTFBw7UL8R7j3BFuQRDxqCAgX6AMYQKPFzg0b+Kn+gOTq/coV07itYEdDGQZqhwPNxNPy3nfsRg5PElrQXCKMtP3DZsumzTTWddziZnEMfERi0J38PnK+IwE7kA3zl1jenft3KHYAtyXSHC9yWPS+gORqxPuEr44cNxLVTYM0p47DcDO/HewxN34yQ5wLjmaqaQi2RE3VoWGUdiAGGPbKKIx6A/HwqKk8ty7MUfp7pk+jwmD1HtbEB4XFeetceiRvdxkfRaKj7ioN45+RrXzvHW1p2o4gerD38CHNO4Zqj4yOiUAaxjFpHtw9fJZt0m5BN27eIxUil8Zx+kw9xHO0ADcF50ut5u98qjW3mpnqqs/dyvc8gdQLicDqAwB0BfdhYxMImETCJhEwiYRelw3Qdt12rlIi7ZyioguioHiTVRVIJFEzlH0EpyGEBxx3K4pKupoKqOuo3ujq4ZGvY9pw5r2kOa4HoIIBCwNIaDi13J1Y2edsGxzCYrVdkR+ZIBHv4COAdNDCQvwDxFMbt8REfUekwjoO5enrV6KK9U1G2G72uCqrGtwZGTOhDsdJZzcoyeJ2S1ueDWjAHVrjrSs0evqybuQk5SQXVKyjm4C3ZtTu1SKH81chEllxRbpJGOIAoXxCAF7h4u4cXRtYMneVN+T/AJYtY8pOqmWagpaKitUbDNUP7+WQRNLRssJcxm29zmtBMZwC5+Ds4PBahqSs9YkZZdMQi4FZN2ooYPmLyBP1xk2IPwMZNQAVP8exSgA9vEHekTcuz0BSXl713BpjSUlipnj07ukbomtB3sgPezSEdAc3MbOGXOJGdh2Ji5cr5+phEwiYRfQzduGDtq+aKCi6ZOEHbZUv2SThuqVZFQv3yKEAQ/gy1r6GludDNba1gko6iJ8cjTwcyRpa5p7C0keVXNHV1FBVxV1I4sqoZGyMcOLXscHNI8RAKtBrk0jYoGInG4ACcpHtnngAe/lKLJFFZAR9fnN1vEQfvlz43as0/UaV1NX6cqsmaiqpIsn7prXEMf4ns2XjscF9SNN3qDUdgo77T4EVVTskx7UuaC5vjY7LT2hc1kfWbTCJhEwiYRMImETCLFWwdOU3Yz6NnJIZ2BtsK2VZw12pk9I1a2RrJdTzVmKcrGKp++Ryioib3Z0Rw3AxjCBAEwiO4uTTlz1zyXW6r09ahbrlouvlbLVWq6UcFwt08rG7LZjTztPNThuG8/TvhmLWtaZCGtAgWr+TfTesqqC6VvddJqClYWQ1tHPJS1cbHHJjEsZG3GTk83K2SPJJDckk9G/Qg27E/MqvJi6lbl+wbXul0G8d+32PnPW8TVpVXsHx7OCiP0j3zYXr3cid5+yaw5J7Aak8X2i6Xi0+PZifU3Cnb2ZhcB0DG5RX1uuUS397Ydb3MQjg2uoqCt872xUsp/vBldQtV95A6nSIvYZPSeymxQAycU0Ladc3SST79vE1Q828wgCIh9koDdEB9BP8Mnmi+TP0NvLVM6m0tR6/0rVHc6okNvvdqgd1SP2bTVfqsM0p4hmMlRDVWveVHkxiE2oqrS95h4iFgqrfXSjrYwGuh/WcI4xwLs4UarnyTNs6YZQVji3uvXDc5jRdWnBT8D9yYoJqu2U6j3i51YfEJCAkYpiFEQBPuJjG9ecnfoU4uSCx1GoNM1cGpY5mgVFwpQQYowdpsclI77PSM3bTzI1wc4AukwGNb5f5QeXCt5SrhFQXKB1rpIXEw0rznaeRgyc8MMmfjc3ZxstJAbkuc7jsz6hK7ZVKPZbo6M2gI5RyVIxQcvVBBBgz8XqAuXanZMphL6gQviUMAfNKOQjW3KLpHk+ohWanq2wveCY4m9/NLj3OMd8RncXu2Y2kjae3Kl2k9Dam1tVml0/TOla0jbkd3sUefbyHcDjeGjLyPBaVLCn6Lq9QQPO3F40mHLBFR64M8EjauxaTYgrLuFiuRKVym3TIYxlXAlSAodxTDt3zxHr30SOstc1A05oOCego6mQRMEWZK6oc87LGNMeebc8kNbHBtSFxwJXA7K9a6L5BtMaUj9OtXSxV1bC0vdt4bSQhoy5xD8c4GgEl8uGY3mMEZXUKRBJchLK427a2p1daxAS0BpGruUjItXbFVNWLmNrPmqhSmPIz4AojDeYUvukeUFSl8xYFMlmvtRz+hl0rFyK6MmazlXrTTVmqrhG4Okima5tRS6ehkaSBBR95Lc9hzu6awmF7zFAY1XTllg5ZbtLr3UcZdoWFs1NZaVw2WPjc0wzXR7SM85ONplHtAczTjnGt25A9Rvs0E4rNgl4F0ImVi3yzUFBDw+ciU3ibOAD6CuW5iKB942ew9H6kpdX6XodTUeBDWUzJNnjsOIxIzPXG8OYe1pXjnU9iqNMahrLBVb5aWdzM8NpoOWPx1PYWuHYVwWSRYFMImETCJhEwiYRMImETCLqEnQKXMyRJeTrUS7kinIoZ0o1KU7g6ZinILwqfgTfeAxQ7AsCgB2DJna+UTXFltjrNa7pWQ2wtIEYeSGAgg82TkxZBOeaLOJWKqLHaKuoFVUU8TqjOdrG844bWNzv1srt+Q1ZVMoixpr8QZSuxYE/YqrC6OpdNL4AVhZ2LKXbqFD+8UdncB6eniKIfEB7bR5RAa60aa1AzfDUWOOnc7rloZZad4PaIxCd+/BB4EKPWPENVX0R3OZWF4H4MzWvB8rtvzFZLzVykKYRMIuqWK6V6sGRbyT0VJJ0H9gwkcgrJTb8w9/CVpFtCqujgYQ7eMSlTAfiYMl2m9D6k1U19RbIA22RfbaqZzYaWIdJknkLYwRx2QS8jg0rGV94oLaQyofmod4MbQXyO/JY3LvLuHauukmNmzX69E1mCq7EfVJS4PXL6VXIPqQ54eBMVJkPb4kUeCcPpD6Akr7LyWWP7DeLpcLtXDwhbomRQNPSBU1YLpexzKcNPQTxNgKvUVZ39LTwU0PQZ3Fzz/Zx7m+Ivyvw9g2FXx8yx1ZjYo74qSFFWcnfNS/DurXJYwOnId/j7u4WMAfsR+AVZpzk41EOb01dqi23L7mG6tYIpD1NrKcc2w/noY2k/dDiRrr7Q99cKZk8HS6mJ2h44n98f1XOPYvteWLSe1K+em3mPpt2hAfoSJ6ndWqBTtpZqi4boO/keZI2eN37RJ4qQqhSAYoKG7D652UunuVjk4rPTi009wpXujLRVUmZYnxuIJAng5yJzHFoOC7fgZG7dkKXUFguERpZZIJBnJjlw1wcPwH7LgRk9HlWUXkmV+mzI2IigwZNG7OPbNQIRo1ZNESN2rZqmn+tpt26CZSEKX0KUoAHwzWNZNVT1MktaXmrc8ueXZ2i4nJLs78knJyszNUmow4Y2AMDHDHRjsXH5bLpXsTWVRHxJKHTH7pTCGFUOc3wThfQMi+N8Xa4/wqGHK7R61z56X2xXr96ceYCvmnFQvqBhH1/jymTxXHbfnazvXMGtE2dAGx3ypkQDsBBMYQDt/jznzj8Yyrg1tSWbBcdlfGaZkjJCiLlTyx+JfEPb/hzjtu4ZXWaiYjZycL427tdqsC6KhiKgPcDFHsPf7vp65QEg5XWx7mO2mnBXdA2PagblbfKKvllAAABOb0APuZ3c/LjGdyyAu9aG7G2cLgn9mmJIgpu3iqpB/YmOYQ/iEe2dZkc7iVbS1lRKMSOJC6NM2Sv14hVZ2biogqncU/lF82aGW7fHySLKEOsIfcKA5mrLpnUeo5DFYKGrrHt8LmYnyBv5Ra0hv6xCxVXcKGhbtVs0UQPDacG58QJ3+RdaJtXXCg9i3Wuh/s5JBMP41DFDJO/kk5TYxl1juXkhe74gVjhqbT7uFZT+/A+NfSXZOvTfC8VP4d/nT8WX/wBedB65au5MOUdvGw3fyUk5+JhXYNQ2E/8A4ZS/3rPpX0o36iuDARC51RY4/AidhiDnH/wAdib1/gy2n5PNfUzduosd3YwdJo6gDz83hdrL3ZZDhlXSk9krPrLtCK6DlIi7ZZJwioHiTWRUIqkcPukUIJiGDv8AcHIpPTz0spgqWPjnacFrgWuHjBwR5VkWPZI0PjIcw8CDkedeSiiaKZ1VVCJJJlE6iihikTIQodzGOcwgUpSh8REewZxiikmkbDC1z5XHAa0Ekk8AAN5J6gquc1jS5xAaOJPALHS+yGbx0qwpsNKXh03P5blzCi0QgWqgeopOLDILt4wy3hHv4UTLG+72zZUHJjW0VKy4a2raSw0kgyxlTzjquRvtmUcLHzhud21I2MdWVgH6ghlkMNpikrZGnBMeyI2nqMriGZ7Gly9Y7ICKHw3Kq2OpE+mRVbJTsGUB+xBSWr6j8jYw/wDwZNMAD6fj27ByYm7N2tE3a2Xh/uLXupao9ezT1YhLx+be8noHDPE6gFMcXamqKUe3IEkflfEXY/WA+jlFNma+TZi/G51w7cC+LwoyrRw6MP0JpsUFVHyiw/QmVMTj9zMVHyW8o0taLeLJcxUE4y6nkZGO0yva2Jrfwy8N7Vcu1FYmw8/3XTlnY9pPiDQS4nsAyuK/RObFIDtem7AbxBvnBMqVsTtQQ+PvajJu7Xm0mol+cBjNQHw+vYMy/rV1LnmjgvenZbyN3cza3Em17mJXxtpnPzu2WznfuyVbeqOMDnX0lc2k90MXe49tshxkDenJZwXc4SxwNkag8gZZhKt+weMzNwRU6Ij+wco9wXbK/dIoUpg+5kIvumdQaYqu4tQUdRSVHQJGFod2sd4L2/hMc5p61l6O4UVwj52ilZKz8Eg48Y4g9hAK7C2ABcIAPwFUgD/6sGYMcVes8IeNQNhTPTdd+/V4H8gaCR6RUJPpQvvbk0WnMG5TQzIZMkd5nuhH4tDCn5wE8zwD4e/b0yQOY30sG77v5ltmSnjGi2kNG13TnPT4BVksZsHYFeUMSGttmYJJqGArZGVfi0ACmHsAs1FTtTAAB9JByJz26hqCeehjcevZGfPxUHodV6otbsW+vrImA+CJX7PvCS34FkuL5NbijvCVeXZTBCdgAkpCMR7gH0GVjkY9wf8AhE4m+/mMl0zaZPBY5h/BcfnyFMaLlj17SYElRFUNHRJCz44wxx8pysixPMO1onJ8uU2Efp+gH+SnMjEqCH0iX3s0yXv97t6/ezHS6QpiPsE0jT+EA74tlSuh5fL1G4emVvppW9PNufEf8XOhSy1htWu7TjXbyGSeMnsadBOUin5CA5aGclUFuqRRIx0XLVcUTgQ4CBu5B8RSj2AYrc7TU2uQMmw5js7LhwOOPiI3f5reOjdb2nWlG+ot4fHUQkCSN+Npu1nZIIJDmuwcEYO45A6cn9h+4P8AFmMwVMshOw/cH+LGCmQnYfuD/FjBTITsP3B/ixgpkJ2H7g/xYwUyE7D9wf4sYKZCiPuvjaysqbiy0Bm2jLEXxrPoRICNY6c/ZGUbF+Y3YSgj/sUVh+y8JhE5pZZdQyUxFNXkup+h3Et8fSW/COjI3DRfKJySUt3Y676XYyG7DJfCMNjm7W8Gsk8zX9ODlxr6fxkjFvHMdJMXbB+zVMi6Zu26rdy3VL9kmqiqUpyGD74fDJ9G9krBJGQ5hGQRvBXlmppKqiqH0tXG+KpjOHNcC1zT1EHeF8nln/vD/wDqo/8AnM5rowepPLP/AHh//VR/85hMHqVu2lYB1WtWUuJeIqIOiRQvnCChBIqitMO3MudFUggBiKpC+8Jij6lMAgPwzU15mFTdJpWb27eB+qA35l7t5PLbLaNFW+hnBbOINtwO4gyudKQR0EbeCOgjCyl2H7g/xZi8FTTITsP3B/ixgpkJ2H7g/wAWMFMhOw/cH+LGCmQnYfuD/FjBTITsP3B/ixgpkKlf2hLam09KdLDbexNNbK2BqO/Rm0OPEfHXfWNysdBt7BhObupERNMmVlqsjEzLVpLxTtVs6SIuUi7dU6ZwMQwgM/0LR09TXf8AEMa9uy7c4AjwT0Hco3qGeSKn+xOLXZG8HB49iu2kEwTcGKUPQPvZErpEIqstaNyzVI/bhBPFfD2H7g/xZjcFXWQo17ttF1mLPT9E6ylD1q03+NmrFar0kkRd3QNawDiPYS8tDoKfrZ7ROyUsiwjTmAxG6hlFjAApkMG3OTuyafoLPX8pWsIBWWW1zRQU1GSQ2tr52vfFFKRvFPDHE+aoAwXtDYxkOcDq7Xl3vlbdqLk+0rN3Ld7jFLNUVYALqOhhLGSSRg7jPK+RsMBOQxxc84LQRljXGtKfqmrtKjSYksZFoKKunS6hzu5SalXQgZ/OT8ov4nkxNSKoeNdwsYxzD2KHhIUpSwjVmrb/AK2vL75qKYzVjgGtAAbHFG3cyGGMYbFFGNzGMAA4nLiSZhpjS9k0haWWaxQiKkaS5xJ2pJZHeHLNIe+kled7nuJJ4DDQAO+dh+4P8WRrBUhyE7D9wf4sYKZCdh+4P8WMFMhOw/cH+LGCmQnYfuD/ABYwUyE7D9wf4sYKZCdh+4P8WMFMhOw/cH+LGCmQnYfuD/FjBTITsP3B/ixgpkJ2H7g/xYwUyE7D9wf4sYKZCdh+4P8AFjBTITsP3B/ixgpkJ2H7g/xYwUyE7D9wf4sYKZCdh+4P8WMFMhfSzT8xchRAew5eUEXOVLWuG5dFQ/YiLhxVPHRe5Bbn5HaX5k2Pd9/l9hzWu+pNy005S38yjGorQGtKE/pqVRqTQsYxYJHjoNORWBIyhTrD5g+M5vTtM9Y26lohCaZgYDTsJx0nfk+VYOx1U05fzri7EjgPF1K33NfqRphEwiYRMImETCJhEwiYRMImETCJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//0O4eym8ZtAciel1vCP3ZqOkbEBvzk2eyZSU7DIjYopobQXGVUzeFtTL3SywiRlVjmEGjtHuYwj8fXNQ67u9ztV/idb55Is0rSQD3pPOS8WnLT5QVNdPUVJWW14qY2v8Asx3kbx3rOB4jyFWsbL6Qlr0hMuNw9ODd920zsZgYjodb2WyLSNKs7Zup5pYMs07QcLKNBAB8LOwIzTJyqIAoqgXuctpSa5huMYoNV08dRSHdzjW4e3tx19rCwgcAeC75tPyUru6LPK6OYfck7j2Z+Z2R4ldtQW92aUipNtkyUBMbAQrsQldJSqx7uKrb+zkYohNOYOPfunj1tFqPwOKIKH8Yk7CJSd/AXXtSad1Q80gc2lLzsBxBcG53ZIwM44/yVJYhIImiYgy4GSNwz047FrM8Cf7sE6qX4AFD/wAk+m5m/wDQ39VqX+0/fSLW+oPZeb9T5DVuQZLFhkwiYRMImETCLFu7dza848al2Bu7a88jWteazrMharTLql81RJgwIHls2DUDFUkJiWeKJNGLVP8AXXbxdJFMBOcoD01E8VNC6omOImDJP89PQO1ZWxWS5ajvFPYrRGZblVSiONvaeknoa0Zc5x3NaC47gVQ/qHi7uTrBrxfLDqCyNu17w5k3JLNxn4JV2xSdWiJ6lkOK9d2lyAmYdxHSk9JT7Ds7ZopqIKeSqCyCrRmp7u5j0FJPeyKy5FzaE744gcAjoc89Oej5huO/rzquy8jTX6R5O2w1OtGDYrbq9jZHMl4PgpGuBaxrD3riQRkbLg942m5Pf9TjoycOJpxpXSsRSZqWrZVGUxXuJ2hC3KNjhaD5LhSRt1UgmlYsDsqpRBysjJP1wW8XnmBQR79pu1ioXcxAGlw4iNmfhAwfOVio+S3lr1pAL5fHzshl3tfX1fNudnhiOR5ewe1BYwY8HcvrgJnondYxpM0GNgdT2naqbN4qtFuqa70fyTrp2ZDKOJGvSqsVWLdNowpylWcgxcSsWmYpSuyGL3INWusN7BjAYZvFsPHi4E47MjrXCog5ceRd7LhLJWRWnaGHCQVVE/PAPbtPjaXcG7bY5D9wRxXUdSbY5BdKTkLrTiXyv2XYd88JN9WFGkcUuVN4VBxedR3pfuELozeE34QTfsH6fhRi5RUSplIUFUvKZJOmsTwhmqbPUsoqx5koJDiOQ8WnoY8/EfmyG3l4tGneVvTlVq/SNLFb9dW+Pna+gi3RVEQ8KqpW9BHGRg353HMhY+bYGySLzwmETCJhEwiYRQU5bdTDg7wUsVRqfK/fcPp+w3yFfWKpxsnU9h2JSYho18WNevklqXULK1bEQemBMSrnSUEfUCiHrhVAJ4KKTH2g/o7ST1nHMua1VXeP3Tdk0QDWW9SCs5dKkQQSA6mrSJlFRVQA7mECh39RAMpkKuw5XMZVcUwi6JtDZlG0vre+bd2bPo1XXWsqjYL3ebM4aSL9CAqdWi3MzPzCzGIZyEq7SjoxmqqZNsgsucCdiEMYQAScV1HjzyH01yt09UN+8fru02NqK+/L/wBSVzYxc9DNZn6lrRN0ue8qNs0VCTjb5Os9detDee1S8ZkBOTxJmIcxCMbis04RMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi03+ev92CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL3t0vOUAvcAD4mER7ABQ+IiPwAADLqjpnVU7YmcSV1TyiGMvPQtEbnDz65m9ejnHN9LjpiXJ/rbh/TnctG7w3pCPZGMjtiVWAkE4a77KvdkhVEZL9BdN6t8n1uttFiDbF1klngnK5RRjd7Wq0W/Tdv7sqwOfAySeg9Q7es/ydeVlbU3Sp5mHPN5/knsWwbwo9nw6XfC2mxMWpx3pHJ3ZyTNALPuDktVYLaEjNSxUy+8O69RLK1lNe0KOScmP7olHR4PUkRKVw9dqE840Muuuq2WUso8tjB6Pp4rO0enoGMDp97+1fHzy9nx6cPOHXM7D1PRGuOKe8ko5yrr3dfH6kwetzRFkTSMeNPeKPT20HUdg19w8IkV6R21CUBsAgzetFBBQO+wa0rHVQp6wlzHHp+lddysUDYTJBgOHUq8vZjupByB3wjyQ6eHLC0utm7U4bgdahbVfSytkmZzX0HbnGurPULHaVxFzZy0qzpshhpRcyzt5GyApKG8DNETZDXVmpu5hcYAGuJwR24zny9KttPV0vOmleSQOC2pbFMt65AzU88EAbQ0W+klu/7IjJsquJAAPUxlBT8IAHqIj2DNRU8LqioZTs8J7w3znClF1uENptdRdJ/tNPC+Q+JjS7HjOMDtVKjlws7cLunBxUXcrKuF1DfZKLLHMoqcfvnOYRzcrWhjQ1u5oGAvnjLLJPK6aU5le4uJ6yTknzr05VdaYRMIurWWnQFsbCjLMiHWAglQfogVJ+2H6BScAUTCUBHv4DgZMfpKOUc0O4qbaO5QdU6GqxUWKpc2nLsvgfl0EnXtR5wCeG23ZeOhw35iZY63YtZTzZ03cqlIVUVYmYblEibgpfs0ViD4iEVAg+FVEwmKYo/sijls5pjK91aR1hpPlk0vNRVcLDIWBtVSPOXMJ4PYdxLcjMcrcOa4fcvCyuO+mZYRI4Q66lgFPwKoCYicURUA7e8FX8w7kyJx+cCfhAwepRP8DD2c8McO+Wjh6GC4O1G+N1fE3SgdtNfguqS0/8ss2RGHDgZNotO5wYcljcSx8daNpWQ6ypzrKKGJ76/MQwMYtmAj4E0yAPhIUhe/lJAPiObuI/sjB1gOkct7XW7aL5E9Htp4GtjiY08zACOeqZcb3E8SScGSUjZY3AA8Bhl3WKrD1OPIwiW4E7gUXTtQCmdvVQD1Vcq9gE3qI+EodiEAexQD6blrQ0YC8E6z1vf9dXV10vkpcATzcTciKFp+5jb0dGXHLnYy4ndjsmVUQTCJhEwiYRMImETCJhEwiYRYI32kYa9Crh9gnMikb7niWZOTl/3kBzqm8EeNenPQvTsbqu40x+2Pt+0PEyaMH5YXK6OVIpS1CF7eJCafJqdviJjIs1gEfu/MVAP8WVi8HyrCeiUgki5RGSPzsS26FzfEHysOPK0nyrMWdi8/JhEwiYRMIpj6F2FCI1g1YmpZlGPIl04PH/ACg6RaJOo94oLoSorODppnWQdqK+InfxAQxRDuHft4H9EzyW6jqNYDWOnqKorKCthY2bmI3SujniaI8vYwOcGPibHh+MbQcCQdna9mcgXKHY4dMHS97q4KWspJXmLnntja+KQ7eGueQC5shfluc7JaQCM4zS62LQ2fcF7hXAMHxKlLM3Jw+8JG6qpgH+EM890fJTyl14zTWG67J6XU0sYPiL2tB863ZVco2gqM4nvFt2uptRG8+ZjnFfAXa+uTm8IW6IAfh85VQhf/VjpFL2/wAeZN/InyrsbtGxV2OxrSfMHE/ArBvKxycPdsi8Uee1xA85aAuyRlprU0YCRFghpJQ3wSZSbNyt/AKKSxlSj2+gQDIleNGau0+0yXy13CkiH3UtPLGzyPc0NPkKkls1Vpm9ODLRcKKpkP3MU0b3e9a4uHlC57I0s+mETCJhEwi4ecn4etx6spOSDeOZJegqrn7CofsIgigkUDLOFzAA9iJlMce3oGZ3Tmmb9q26Ms2nKWWruL/uWDcB0ue44axgzve9zWjO87wsPfNQWbTVvddL5UR01Cz7px4noa1oy57j0NaC49AUS7xyHlJEVo+mIGiGQ+JMZd0RNSUXL8BM2RHzG7Ahg+Aj5ivwEBIPoHuLk59CtZrUI7pygSCvuG4imjLm07DxxI/vXzEdIGxHxBEjd58ja69EXdbiX2/RcZo6LeO6HgGdw62N3siB6ztv4EFh3CODp26fOFXb1yu7dLnFRdy5WUXXWOPxOqsqYyihh+6IiOes6Kio7dSsobfFFBRRN2WRxtaxjQOhrWgNaOwALzZVVdVXVD6utkkmqpDlz3uLnuPW5ziST2krg5iFibAwVjJqPaybBcPntnaRVCeIAECqJiPz0Vid/mnIJTkH1AQHM/Zb7eNO3Bl0sdTLS3CPg+NxacdLT0OafumuBa4biCNyx1XR0tdAaesjbJAeIcM+UdR6iMEdC6MnSLREB7vV9hSTGMD0RjrFEtbWDMvwKkzfuHUfJlQTL2AhFVlgKAZPpNd6VvB7p1Xpylnuh8KajqJKDnD0ukiYyaAvJ3udHHHtErDNs1ypfsdtr5GU3QyVjZtnsa4lr8DoDnOwrCK3pHb8LDMYxpyTmoxmgiUxGsBqzWrJAVVQ8aqp1JaLn3y6ihjCJjHWMY30/QAfLXVvoguRLUOoKm8V/JVQVdfJIQZKzUF9lfst3NaG01RRwsa0AANZEAOjiSfobpvkn1/Y7LBa6DWdTTUUbAQyntdtY3advc4uminkcSTkuc8k+YDllOOhLIZMm1NrbN2lFkVTVWqsvIwtapsgZE5VUgl4ClwsB8sIpqkA3kuVlW5hD5yZg798HF6KF+lmuk5HdG6S0feHMc1twpoKquucIcC1xpqy6VVZ3M4tJbzsEUczc97I04IzD+Rpt6LW69v98v1AHAmllkhpqOTByOep6KGDngCAdiR7ozjewhSMbNm7Nu3Zs26LVo1RSbNWrZIiDds3QIVJBu3QSKVJFFFIgFIQoAUpQAADtnl2qqqquqpK2tkkmrZpHPkke4ve97yXPe97iXOc5xLnOcSXEkkklbkhhhpoWU9OxsdPG0Na1oDWta0Ya1rRgBoAAAAAAGAoZcjaw7a2VpZ0Gqpo+Uj0G7x0RMxkkpJkJkAKuoUBKkKzLyQT8XbxeA3bv4R7fQD0J+saKs0jPo6pnYLpRVT3xRlwDnQSgPJY073bMvOl+znZ22k42hnxZ6JDS9XS6mi1RBE426qp2MkeAS1s0WW4eRubtR83s5xtbLsZ2TiN+etF5rTCLtcbRbjMMlJGMrUw8ZJl8XvCLFYSKh27j7sAlAzsQD4gkBxDITduUnQNiuLbTeLvQU9xecbDpm5b+cwSI+wyFoKltt0HrO8ULrlbLZWzULRnbbE7DvyN2ZO3YDsLq6qSiKh0VkzpKpGMmokqQyaiZyj2MQ5DABiGKIdhAQ7gOTKGaKoibPA5r4HtBa5pBa4HeCCMggjeCNxUWlikgkdDM1zJWkgtcCCCOIIO8EdIK8M7F1phEwiYRMImETCJhEwi6FZKvKqSyFsqT1rH2Vu0CPdtpAih4axRhFDLJsJQEO67ZdsqcxkHKYGUT8QlEpiG7BsPTGq7THaJNIaxglqdMSTc9G+EtFTRzloa6WDb7x7XtAbLA8hj8NcHNe3JwlwttS6qbdLW9sdwazZcHZ5uVmchr8bwQclrxvGSCCDgfEW33VMPKdatmTOw9O8fYaw5jlB+HiI8cyLFYiYj8PMRIYA+IZfO0ZoWU89S6soRR/8AWo65kwHUY2QytJH4Mjh1FdIut4b3sltm538GWEsP6xc048bQUCX2m+9WlNrEKX6Pl21uHioh99KEhnCRB+8Cpg+/lDZ+Sag3Vd7utc78UoGRt99VVLHEdvNjxKvdWpZvtVJTQj/qTFx80cZH+IrwUjNpTAe7SNgrFYZH9F1qsyfyUwomPodJu+m/IaMjGKI9lAbKHKPqHr8Ocd15J7Ke6rZbrrda4eC2vligpwehz4qXaklAPFhnY1w3Hdx4uptSVf2OonpqaE8TC1z5COoOkw1vj2CR0Lstcp0BVirHi2YmfuvnSEy+VO/mpJQewmUfybkTulxMYO/h8QJlH7EofDIxqbWuotWOYy6zAW+HdDTRNEVNA3obFAzDG4G7awXkeE5x3rIW+00NtBNMz7O7wpHEukeetzzknxcOoBdoyJrJJhFw8pXoCcKBZqEiZYoB4ShJRzR74Q/1AuUVBJ2H4du3bM1adSahsLtqx19ZRuJyeZmkiz49hzc+VWtTQUNYMVcMUo/DY13xgrpquqaoiYzivFk6c/ERMV7VpN3GgBvoBWOFRaJcpCIB3KogYBD0ybRcrurpmin1GaW9W/GDFXwRz7vwZtltQx3U5koIO9Yl2mbYw7dBzlJP7aF7medmSwjsLSvlLYrbTjC3uUevZIYv9puNajjquUkw+mxVxr5rhscgAImXZlVREO3chR75du01o7Wre6dE1MdsvZ8K21swaxx/E62TZY8HcBFUGOTOcPeMLqFfdLSebu0bqikHCeJuSB/1YhkjHS5m03sC7HG7Co0uACwtkCqcfT3dSSbNXZR+HY7J2og7TMA/QYgD3yM3Pk417ZnEXCz3BjB922B8kZ8UsYfGR2hxWQp77Zqr7RVQF3UXgO964hw8oXbUlklyAoiqmsmb7FRI5VCG/gOQRKP8eQ+WGaB5inY5kg4hwII8hwVlGua8bTCC3rG9ezOpVTCJhF8zt40YN1Hb502ZNUS+JVy7XSbt0i/3yiyxiJkL98RDLqjoqy4VDaSgilnq3nDWRtc97j1BrQST4guEssUDDLM5rIxxLiAB4ydyx8rtGCdKHb1ZjNXZ0Qwpj9TccovGpqfAoOJ12LSFSTEfiYFz9vuD8B2NFyUX+kjbU6snobFSEZ/42ZrZi3p2KWPnKlx6gYm56xxGBdqSilcY7ayaslBx9iaSwHtkdsxgdu0V6hZ7Lsvo/fRuv4tT7NrDGJP2dRMfQyaks5SJDxxzF9QMig4MUfgb6Q7hW8l2l99vgqtRXVvCSpBpKEHocKdjjUzAHi2WWEOHFnQePNaiuP258dDTH7mPEsxHUXkCNnja1xHWubhNf1SCUM7QiyP5VUfE5nJo55mbcqfslFZKQFdcni+kqYkJ9woZgb7yi6uv8QpKiqdT2lm5lLTAU1KwdAbDDssOOgv2ndbir2jsVsonGVkYfUnjJJ9kkJ6y92T5Bgdi7UdkyUDso0aqB9w6CRw/+OIP3ciTK+uiOY5pWnse4fEVkjDC7wmtPkC+Y0LDG+yiYw30/OYNR9R+n1S+nLpt8vbPArKoeKWT6y6zR0h4xR+9b9C+ZesVpyUSOa9BuCiHYSrxLBUoh9wQUbmAQ7ZdQaq1RSu26a5V8bx0tqJWnzh4XW+3W+QYkghcO1jT8YWP2uqhjJKWeQFtl6symFUlF4atMISPjkfIKciXuqThg+K3V8Bx8ahAKY4/H0AoBsWr5XBdLZR0WobPRXauomOayprZamaZ22QXbbmSxF7cgbLHEho4by4uwUemTT1EstDVS00MpBMcLY2sGNwwC12D1kbz5AByZNV1pc5FZ9zYLeomYDphap19JtCGD17hFpnbRIgIh8BQEPvZin8rWqKeMxaeit1mjcME0FLFBIR+fIfUeUSg9quRpq3PIdXOnqyOHPSOe33m5n+FZCbNWzJBJqzboNGqBATQbNkU0EESB8CJIpFImmQPuAABmuKqrqq6ofV1ssk1VIcue9xe9x63OcSSe0krOxxxwsEUTWtjaMAAAAeIDcF78t1zXFlhIYjoHxIiLI9A3iB4Vg0K6A398DgEgVA3f6e+ZV19vj6TuB9ZVGhxjmzNIY8dWxtbOPIrcUdIJeeEUYm9tst2vPjK5TMUrhdLmte1Gdc/KDuITbS3qYszELOIaYKcf2ZpGLVauVhAfgChjl+9k4sfKPrGwUvpdSVjpbRwNNUNZU05HVzM7ZGNH5Aae1YissVrrZOfliDar3RhMcnv2FpPlyuPb0yzRq6Iwuy7KkgRQhvd59jC2UvYDB833lyzaSHhD76wmH6RHMwddaVr++vulrW+f29JLU0R8ewySSHPiiA6gFbss9xgcO5LjUBgPCVsc3wlrX/4sqEu4tU9RaidRdfmjxN1boDesTP8JIDi7ONNt7ELrRJm8R2872VJyLOJZu13yjhqEWwSTUFQUTlcqh28RAHMXNctOVMhNHSyU9Cf+U6YykHpPOc2wkY3YLfKVvvTtwt8unG2y71OakSl202PGRs4G7Lh19K7QGzOueJhOPDXp9h4xE/lrb6twnJ4vXwHMi+IUxi9+wiHoI/DLR5087wYpG+J/wBLSgt2kwcmpef7ML2hs7rlfTww6ew/wb8uof8A4RHOgssnQJffN+oFz9L9I9M7/eLy/RR644fHhV0+z/7HkDcS/wDrz7OPM2g8HOHj3/ExV7h0eP8AnSH9ULttN5HdeWhSK0lA8KOAAKOW/uztBXkJazNnSPjBQoKECUROB0lC9yGAwCHqHqAiA21XZrDcIxHUTNAByDh2R+zKzun7xYtM1bqu2TShz27LmlrS1wzkZGQcg7wQQR4iQciD1Auu+2ci0l+GnTlgFhSFZAZrkNsFqg9AhyEOmxcpPHDZ04IZQvdIhxUEB7gUQ7iFzRclLbrTmpsrX10TXAO5ksc6PIJBkY4NexpwcOc0N3YzlTFvKzZGymGqqY6d+MjnQ5odvAIaRkOO8d6DtdQO/HaobmP7QzZRINb6fvBScbqD4SP2+4dsMYs/3ySk18lx5y/fBQQ7evw9csq/k9s1pB9N6ulppRxY6op3yDxxwukePK34VmaHWtRdCPSuCqqIzwe2nmZH/eStjZ/iXeib+9pFOUDD0+unokPxFNTknZhOP3gFOwHTAf8AHkada9FNdsir2h1hj8fDED8CkArr+Rk05B6iWZ+CQhcRBcoPaJbC/sESy4H9O9KWqz5vHz0Y85FXlB2wXeM037E5g+UDorNnzNUFEVUznTUL37D6Dl/ctK6ftVNS1tRK51DWxufDIwBzXhjix44AhzHgtc1wDgeIVnb9QV1yqKmjgaG1lJIGSxuyHMLmh7TxILXNOWuaSCOBXZv0c/aPP3BnTn/lI3j/AM/8w/cOkPdpPej6FlO6L37RnnKx0hyW9os2K2nI+mcM+nwyQiJFSIkbPC8g7Wuj7+2Hs+joaRlVXkc6cNRHwLKpILkSN6AYp+2SuTTmmtKS01VqCESSTxCWOnlLgdh3gSSsjLJGtdxY1z2Fw3lpao1He7lqaKemsc7o44ZTG+eJrSNtvhsifIHMc5vBzmtcGndkFcpQORvtF9hqELLRvCfp52Nk4RcIoTj/AJE29q8kwYvXLA7pdFo5btgOdRsYPERMhVADxdg75Z6nsOmLXfaihq2GkqGuaTCzLmR7bGvDWl207ADhuLiRwzuV3p27XO5WWCspZDVQOa4CV4DXP2HOZtENDW5y3iAAeON64S92H2hO8qoSEpwA6dZZJokKYO2PI64FdOW4dxI2WFZ74FgTN3FPxCAl7iAD2HtlnQzaaogY4p5ObJ4Fu4Hr4edYnUuk/VI9tVWwAVbBjaZjac32pzuOPuc8N+/BWOmMd7QI8KKg8COArYhTduzvkVa2yh+w/OAhDOjqB94RL2H6O+ZB9y06zdzxJ7Bn5lFKbkzppxtGOdjc/dbLSfEME+UjCydBT3X8rvknj+nJ00zukBKcj59yIukg8KqX1BYizt6r5CgD6h5QEAPoAMxk8+n6jIkq59k9AGB5gPjypjbNI0Np2XUtvpjM05D3jbfkdILs7J/Jx2LIf6OftHn7gzpz/wApG8f+f+Y/uHSHu0nvR9ClXdF79ozzlP0c/aPP3BnTn/lI3j/z/wAdw6Q92k96PoTui9+0Z5yn6OftHn7gzpz/AMpG8f8An/juHSHu0nvR9Cd0Xv2jPOU/Rz9o8/cGdOf+UjeP/P8Ax3DpD3aT3o+hO6L37RnnKfo5+0efuDOnP/KRvH/n/juHSHu0nvR9Cd0Xv2jPOU/Rz9o8/cGdOf8AlI3j/wA/8dw6Q92k96PoTui9+0Z5yn6OftHn7gzpz/ykbx/5/wCO4dIe7Se9H0J3Re/aM85ULOoPpv2gzqGcW7ZxXvvEHgdr+sW2z69tDuz07kTYnM+1c67u0Jd49s3SmlXceKEg9gyIrCYgmBI5hL2N2EMxa6nTNrk5ynldtYPFvWrKriu1W3ZkYMdhU2V98+0frHE5uBnTm7j/AHvJC8dv99/mPqYNJ1EhkfNJtH8EfQrmKS8xN2Wsbjxr0/o5+0efuDOnP/KRvH/n/lv3DpD3aT3o+hdndF79ozzlYwjdze0IudvWmXR4LdO9e7RlHq8G9aq8jLsVCPrT+VnZVkLNT3wDKDIyKKoreo9hRIH0Bkxq4rXDoSioHvc3Ts1xqJmOA759QyOGN+0OjYjLQzd925RSl25dZ1dazDr9FQQROaeDIHySyN2evbeHbX5LVk/9HP2jz9wZ05/5SN4/8/8AId3DpD3aT3o+hSvui9+0Z5yn6OftHn7gzpz/AMpG8f8An/juHSHu0nvR9Cd0Xv2jPOU/Rz9o8/cGdOf+UjeP/P8Ax3DpD3aT3o+hO6L37RnnKfo5+0efuDOnP/KRvH/n/juHSHu0nvR9Cd0Xv2jPOU/Rz9o8/cGdOf8AlI3j/wA/8dw6Q92k96PoTui9+0Z5yn6OftHn7gzpz/ykbx/5/wCO4dIe7Se9H0J3Re/aM85T9HP2jz9wZ05/5SN4/wDP/HcOkPdpPej6E7ovftGecp+jn7R5+4M6c/8AKRvH/n/juHSHu0nvR9Cd0Xv2jPOU/Rz9o8/cGdOf+UjeP/P/AB3DpD3aT3o+hO6L37RnnKfo5+0efuDOnP8Aykbx/wCf+O4dIe7Se9H0J3Re/aM85T9HP2jz9wZ05/5SN4/8/wDHcOkPdpPej6E7ovftGecp+jn7R5+4M6c/8pG8f+f+O4dIe7Se9H0J3Re/aM85T9HP2jz9wZ05/wCUjeP/AD/x3DpD3aT3o+hO6L37RnnKfo4e0fqfMJwT6cLYxvQF3HIy+rIp/wCqUSbyALHL2+gvrjuLR4/50nvR9Cd0Xv2jPOV+fox+0kfuLumR+Pnav/oSx3Ho/wB1l8zfoVefvftGecp+jH7SR+4u6ZH4+dq/+hLHcej/AHWXzN+hOfvftGecp+jH7SR+4u6ZH4+dq/8AoSx3Ho/3WXzN+hOfvftGecp+jH7SR+4u6ZH4+dq/+hLHcej/AHWXzN+hOfvftGecr2Jbo9pKSOBy8LumP3D7u+dq/wDoSzthg0jBIJGSy7Q7B9C4SSXqRuy5jMeMrNXRn4lckuHvG7elZ5WRuuobbm7eZW9eTD6G1bZnlsqcRHbfa0p4WMayr9ixdAdjMRL1MqZvOMVAqQiqcxh7R/Wd2o7hKxtESY2RhuSMcCVkrFRz0zXGcAOLifOraMgCkaYRMImETCJhEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//0ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJVGzlzdt8a64/3+58bqJDbG2vAsEX0PWJk71Uq0ci4TPOPY2GjxburPMsIwqijaNI5andHDsmZRQCNl8vY6e21Vzip7tI6KiccFwxx6ASfBBPF2DjpwMkWdwlqoaR8lG0PnA3A/Du6Tjo3Z+A6t/RQ5BI8p/aeeoNvhKsu6creenhXiSVZerldKQ87VSdPil2Fqi5ApDLsBna44O1OoRNYzYyYqkTU8RC+hLFazZrXHbS8SCMvw4dIdI57fLhwz0ZzjIWtLhV93VbqrZ2doNyOohoB+Ebuxb2GZdWSYRMImETCJhFRf1emZ+Qe9emr0+XSqp6NyY5CWTZ254tuookFi1VxmrjO+TVPkTEMA/JtmTkVlA9BEjmOSUDsKYAaP3od01FLbT9rllLndrYxkjy/Mt88jjxp2wan5RWgd32u3MgpnH7ieteYmyN/CZgDta8jp3efVUsmwd47g4kdKjTVpkNZR/Ko1qt3Ii51UU46ZrHGLWLAV5qqQKiZPKYhsEWLxgXwlBIxmSTRUp2jtwmZeHyVE8NngJYJsl5HERt4gflbx5McCU5JqW3WGzXjlavUTaqS083HRxyb2vrpzhsj+k8zlr+vvi8YexpEAuWvWC4zdHy4m4M8FuKNInnurWsM02hOuJlWsQDSxLxbV+WJkJKNi5O07MvARz1I8rLSD4hmzk4txFdQipUMbW3uksknpfb4WksxtHOBnq63HrJPZv6NhaQ5GtUcstF6vNe3eeOOrLjAwN23lgcRtBrnNjgi2gRHGxp2m993oILu21G5ce+vhxwv+6NN0A/GPqUcWzxNoplyq0q3SucPc27WSl9dClsOKjoGQuWtrs9rzlgBX7cHcA8Ic6ZOwJqPebH02o6V08DeausO8EHeDxb327LTjG/eD8NnWUWo/Q+6mp7JeqgXTkyuu1HLHI0826IlrZvsLi8RzRB7X94dmVpAJ4hkwG9hZdYbohzlhu8QzJtG0aduDh4RBoRmev8AJHRbmYTj56LRTKCkI2nbjU0nfkImA6cTKnaiYQMcBvg4XuwF0g+zFh8j2Z39mSM+I4UMdTScjPLpHTUL3elUVbGBk526KqDcscfuiyOQtyeMkYf0BTw6Y+/Zjk9wE4sbssjtSRtNq1XFxlulVjiovMXGivZDX1umlzD3Hz5iyVV06OHwKdUQD0DMjaal1Xboah295YMnrI3E+UhQHlS09DpblCu1jpWhtJDVudG0cGxygTRtHY1kjWjxKduZBQFMImETCJhFqNdaS56S171u+kRc+R0pRYXScDQ9tudgSmy28a7ozOLVCztGiliby7d3HKtDS7huUgKpnL5xiCHr2EKHiubfBOOKtDrHNToNWiyV6s1TZ/T7lrTYpyJgq1FRdV1eeTk5+Xft2ENHxxE6yU53zyRcJpogUQEVDB2xuVMP7Vnvqq9RBr0w+LiXJp9qRzuhl+iZTteOai0u6NBcIJ21rOrhNkmlqrcCL+4KQxSC291KKoLeLzS+DsaqoBk4UC9m9YbnFTtWPuYtW6Td6s/AeOYGuhdpynISj13esvpEf7JS3iXj4FZlLBXqwvBmCUTZPHJlwjPC7crNGhjuEqKuyOGd6sutfKvQO7OnJsfmJW6vDb8482DivtDca2u7Yzjk4zY1Pruv7JNWfV9yjZaOscWxdPVIV3BS7Zy0fotXJVk1ElykEpqqmN+OlY26fvKbjrYOmLrDlzWNQUPhnxwa622ftN9qypJwqNG1HVarc769urxmlUqnT4pYj99Dv5hx7pEt1F3TxT5iixhOchG/HSq6Fet/zEsWjbBzm1f0o7vaOnvWizk+rtqw8iqFVN1T+q61IumFi25EaO+puWkEa7Cps1lzoe+uU1G7dRcHZWpVHCVMquyOGd6tUu/Uo4t0PgKh1IJezyivHWR1rAbGgztY5EblOrWlZpF1+hMIFZ6kh9Xr20vSQ6jRRyRu1fFUFddNuiouWqpg5x0qr+3dZvnXpPVUDy65IdI+5624SzR61JTN+r3JOh3XdmuqLb3zFnW7xdNKlqsLJtSSYSTcVI9w4jzMFHBEnThM/h8dMquyOAO9WicueetH428Abr1A6RAJ7z11Ba1oG1afERNjGoo36p7Hmagwrz9lYXUBPniUXEZb0XpRUj1TiUnlmIUxhEtVQDJwqt5brUc3LLoBjzP0X0jtgbA4cxevmuwrhsi1cjKJQ72+g46GSkNg2HXmqV6pK3iyUGmOkXYM5pRgkM8xbe+ptGjcTGJTK5bI4E71YpE8+rPv/gHr7m1wT452LlM92lHs3df0u+2bRdH2iNSbz0tU7+lMW+4jKVNrL63sMG8buUElFSPVGwi2VOQxDmquOMHBVM/s0XLjnLuHQEDWtq6G2RuDUNl2luectPPbYnJqsWyZSs7eOj3bSkPdV2ZWT2zLiSSboMU3gOgZpFc+YUATTMUaBcngeVSz3l12pjWfODklwD1bwU2/yR3xppvQx1xB6ruaDhbai1so1Wvs9K2hNeiLMtQUijxlnTQeS7h1L+Y6O3IVuUFzGQZVA3dnKmjvrqVxPETgfSeX3LLSdw1Vs27pVmsRXFKBnGF92LIbrt5pAsHqCAn0I2BjZuSMjGLu3D0rVIiTBusoRJVQqaKpUAycBQduvWT5hcUA1rszqLdMSd4ycWdn2uBqTjdNG5GUveUzpuRtPjNAhtvX1fq8PKMWooFFR4smsgdv5R0UkXD0U2h2VXZB4Hethdo7av2rZ8xct3jJ63Rds3jVZNw1dtXKZVm7lsukY6S7ddI4GIcoiUxRAQEQHKrivowiYRMImETCJhEwiYRMImETCJhEwi03+ev92CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLAPLeu7CuHEPljUNRGdk21a+M2+K3q07ATlfk2NO6stUXSDMjEMRQHZbM6aimJRA3j7dhAclGk3xR3eJ02NjbHHxrE3lr3UTwzwtkrVL9jDsGlG3HPmhr9kaLj+UqW7q/Y71GOwSaWmQ0a0pMLC69Og2XBN87iqxsRW1pvPLAxGTmTbgt4DOUfHs3XcdU+haYc82M5x1qJ6edC2oPOY21skdSOldQK9cU7jDdNXY2vta8m28jFS8XIX2EjpBew1yJUVfy9RpUxYiSFMqlxsKqCKDd7Nxr6MMiZVBQzEypZBrANIw0Elw5u5Rl7CCMdGes9JHiI8vAyS9vqG021SuDT83Yqmekn7QZCcrtq/pD+c2uVePPUBqs/YdcuWMTFvHetNs3Gk/KDe0RTVFopLq66vTIId2d1HO1l4Z17udRk/AVU2Ccqv2lI6JhudvP2Ju8jpA+cfD8aw9uvD6h3clV4btw7Vabw36XHCzgFtTkNtzi5rR1QbHyQeQS1ui1Jt1L1upxsGd89Gs62j3yajqp1eXnpJaRdsveHCXvPlJo+S1bNWyEOu+qq650raScgtZ0gbz2nt6P88k5yis9PSTGePi74PEpl7LgnVmoFvgmICZ9JQMgiyTAe3nPComWaod/oBddMpBH6ANket07aavinf4DZAT4s7z5BvVtq+2TXjS9fbKbfUzUrwwdbsZa39YgDyqm85DpnOmoQyaiZjEOQ5RKchyj4TEOU3YxTFMHYQH1Ac2+CCMjgvATmuY4tcCHA4IPEHqK8cLimETCJhFxkxDRs8wWjJZqm8ZrgHiTP3ASHL9gqkoUQURWTEfmmKIGD+PvQgEYPBZqwahvGl7pHebHO+nuEfBw4EHi1zTlr2O6WuBB6sgEYnR0VU03fnKvZlw2A3iKzOu2IUQ79/LUXSakWMn29PmiQ3+qzr5lvat51Homtcy0Pc8NNboqwtwZQyQkfhNY6UsDvyg5v4PVluMio2FaJsIpkgxaJfYotyAQomEAATnN6nVVN2+ccwiY30iOdoAAwOC0Peb5d9RV77pe6iWpr38XvOTjoaBwa0dDWgNHQAuQwsUmETCJhEwiYRMImETCJhEwiYRY82lCKztMk0W6YqumIpSjdModzHMzERXKUA7iY5mZ1QKAeom7B9OcJBlvatsciepINM8odHUVbgyiqdqmkcdwAlADCTwAEojLidwbk9Cwjpq5soF68hJVcrZnLKIqtXSpvCgg/TAUhIsYfmppukxKHjH0KYgAPoPcOqJwBwelekfRC8nly1RbqfUljjM1woWPbLG0Ze+Fx2gWDi50Tto7A3ua9xGS0Ayxy4XhfGNx4phUTCJhEwi+9WKlEGpHy0a/RZKgApu1WbhNqoBvsRI4OmCRwN39Ow+uY2G9WeorHW6nq6aS4MztRNlY6RuOOWBxcMdOQshLarpBStrp6aoZROxiR0bww54YeRsnPRgr4MySx6YRfoCICAgIgICAgID2EBD4CA/EBAcoQHAtcAWkKoJacjcQspVTcV4qpk0k5M8vHE7AMdMmUepAQPTwt3Jjg9a+EvfwgRTywH4lH4ZpnWvIJyca1a+aWjbQXV2cT0gbE7PW+MDmpMnwi5m2Rwe3itqaT5ZddaUc2KOqNZbh/wAmpJkbjqY8nnGYHANfsjpaeClLS951K1HQYvxNXJdYSkI3kFCGYuFTegJtZIATTExhHsBVSomMI9igYc8YcoPob9caLjkuVtDbtY2ZJfC0iZjR0yU/fOwBvJidKABtOLRw9VaK5dtI6reyhrybbd34AZKQYnuPQybc3J6BIIyTubtHjmvPPS3amEXAWixManAyVgkREW0c3FTyiCAKOFzmKk2apCPoCjlwcpAEfQO/cfQByT6N0pctbampNMWrHddVLs7R3tYwAukkdj7mNgc4jicYG8gGP6p1HQaSsFTqC457mpo87I4vcSGsY3te8ho6BnJ3Aqua4XOcu0qpKTTkx/U5WbJMxgZxzcw9yoNUe/YodgDxHHudQQ7mER+H1e0Hyf6c5O7IyzafhDdwMszgOdneBvfI7ienZaMMYDhoAzn5wax1pfdcXZ11vUpO8iOIE83CwncyNvR0bTj3ziMuJPDqmTZRJMImETCK1GHMc8RFHU7goeNYmOA/EDmbJCbv9/xDnxav7I477Wxxfam1cwHiEjgPgX1asznvtFI+T7YaaInxljc/CuSzErJJhF4mKU5RKcpTFMAlMUwAYpgH0EBAe4CAhnJr3McHsJDwcgjcQesFcXNa9pY8AtIwQd4K4hSu19UwmVgoZQw/EykWyOYe/wAe4mQER75nYtV6phbsQ3KvY0dDaiYDzB6w8mnNPSu2paCic7rMERPwtXsQgYNqYDtYaKbHL28J0I5miYO3w7GTRKIds66nUuo61hjrLhWyxniHzyuB8jnELsp7BYqRwfS0VJE8cCyGNp84aFyuYRZZdCuOtand0xGXjwSkAJ4Updj4G0kn2DsUDLeA5HKZQ+BFiqFD6AAfXNm6B5XNb8nUoFiqi+2Zy6lmzJTu68MyDG49LonMcfuiRuUA1lyZ6S1zGTeKcNuGMNqIsMmHVl2CHgdDZGvaOgA71G6b41WJuoc8BNxkm37iJUn5V412AD8CB5ZHjZQQ+kwnTAfuB8M9aad9F1pWqjazU9urKOqxvdCWTxZ6++MUjQeoNfjhk8T5rvnoZtRU0jn6frqWqp+hsodDJ4twkYT2lzM9Q4LozrRmzW3iEK8RyQoCImaysQfuAf3qZ3yaxu/3AL3zZFH6JDkeq8NddHQvPRJTVQ87hC5g8ZdhQSq5CeU+mBcLc2Vg6WT058wMocfI3KxOsiq3WVbrpmSWQUOiskcOx01UjCRRM4fQYhyiAh90M3bBPDVQMqadwfTyMDmuG8Oa4ZaQekEEEdi1NNDLTzPp52lk8bi1zTuIc04IPaCMFdiqNSmLpMoQsMiB11AFVw4VEStmLUglBV26UADCRIgmAAAAExjCBSgIiAZFNc64sPJ9p+TUN/kLadp2WMbgyTSEEtjjaSMuOCSSQ1rQXOIaCRI9IaRvGtb1HZLKwGdw2nvdkMiYMbUjyAcNGQNwJcSGtBJAUzq/oKhxTAW8q0WsD5ZMCuHztw5alKYQ+d7k2ZrolbE7+oCYyigf3/b0z5/ao9E5ylXq5ipss8drtzH5ZDEyOQkZ3c7JKxxkPQQ1rGH2md69p6f9D/oK1W/ue7RPuNc9uHyyPewA9PNsjc0MHVkvePb43LAuzdJSVSBeZr/ny1dL4lFyCHmSMST4mFyVMoA5ZkD/AKcUoCQPsygAeM3pnkf9ERadcGPT+qOaodVnDWHOzBUno5suJ5uU+5OJDj9rcSdhugeU/kQuWkRJetPc5V6cGS4cZqcdO2ABtxj3RoGyPDaANt2Bc9MLQSYRMImETCJhEwiYRMImETCJhEwi4WRrlemBEZaBhpQTB2MMhFsnoiH3xcoKCPbM5bdTakswAs9wraQDgIZ5Yh/gc1WlRb6Cr31UEMh/CY13xgrqaupdeHOKqNabRyo+vmwzqRhFAH6BKaJeMu3b+LJfFyw8pEbBFNdJamEfc1McNUD4xURyLFu0vYXO2m07Y3dcbnx/Ic1ev9DlRr86Evd9iTF/tSKs4SdZE+4AtbA0kxEgf3oHLnb65cVX3t90/p6safCc2lNLKe3nKSSAZ7S0rj6QOi30dbXRHoBkEjfeytf8YX58mbVjv+Y7TVrIT/qdgr7qGcdg+j32CeqoeIf773Xt/qcr6a8klz/ptpu1sf10lWypZ/d1UTX47Ofz+Enc2pqf7TU01QOqWIxn30biP8HkX79U2wmfzZDWwPQL6Gc121xLpM/+qI2mE4VyUB+gPnD/AO0p6luTit7+3an5gngysoKhjh2F9Malh8fej53pjfot09v2+2KZhB8kgjPxr4Iuqr26akLPfq+CaSSjVrVazMOmkohEtEG4C8kXDNos5iTyMk9UMPiN5iiaaZS9w7euQu2rYNHWOm0rye3Hale2R9fW08ckD6iR7zzcLJJGsqBDBEAMDYY973uwc7ummtr7pVyXG9wYaC0QwvLXhjQO+cWtJZtPceJyQABuWVkkk0UyJIpkSSTKBE0kiFTTTIX0ApCFAClKAfAADtmo5ZZZ5HTTOc+ZxyXOJJJPEkneT2lSZrWsaGsADRwA3ALzzrVUwiYRMImETCJhEwiYRMImETCL2JF8aiZP745S/wAYgGVHFcmjJAUL9787tt6c5ZJcOdCcEr3y/wBio8eYXkfMr0/dNP1qMLSZS8SdBcnXj7dWHzZdONm27MhlCPfMUF+QARACHPmcpbfG+DnpH7Izjgto2PSdLU2wV9VPzTS4jwc9GeOfm6F18ed/UNARAeiDusBARAQ/TcaU+If/AGs53dxUnuw83+avvU3YPv8AZ70/Svz9Ph1Df3kLdf8AK40r/wAWcdxUfuw83+aepuwff7Pen6U/T4dQ395C3X/K40r/AMWcdxUfuw83+aepuwff7Pen6U/T4dQ395C3X/K40r/xZx3FR+7Dzf5p6m7B9/s96fpWYNPdQbqVV+UlpeB6Dm8rE5BilHqClzA0eiDJJ0v7wIm82qqdzODMgABDt2Ag/dzEXe222eJsM9UI25zwO/G7r6Mqe6CtVFaq2evtjxVzc2GHAxsBx2unPhbAx4ipA/qonVX/AOt+t8/yyNF/8UMwHqesX38z3p+lbS9M7h97u84+hP1UTqr/APW/W+f5ZGi/+KGPU9Yvv5nvT9Kemdw+93ecfQsXQnUm6nlY2hdZL9QW3qMzs9lAy5IJfmHo8i5fqKjE6+7dMXRqoZNw3Fq4bCdEoFMkfufsIKCITO4UFHeNG2+k54dwWaSaIzNGW/8AFyGdrXt4tdtNkw85Dhhu7ZAMSoHutWrK6q3923aOGTmjuP8AwrBC5zXcCNksy0YLTl2/aJH1XrqfdVK4tpLW0V0Kt+Vybko1B1MqxfMPR686zqzpyZq9MxXJVE0od5KEIdBFyoJjp9znTIYxQMXp03YbLYJodW1oZV26GUtiEgxC6pa3aZtg5MrIzh74xgO71r3AEg9uoLhW3uKXS9JK+lrpYg6Ux75W07nbLtg7hG6TexrzkjeWtJAI5pl1H+p9UKUFXq3s+W9K5DQkC4j4lNjy/wBIrljEkmqvgckQSqJnT1wRQRVOPcyy6oiIiY5hEcdUUlDfdQ+nN5uAq6+oqWvlL93OEuGWlxOyxpHejgxjcAANAAv4A6zWL0ptNL3LRQU7mRhoyGANOHYA2nHPfHi57skkuJJ6FqzqxdQOrUaqUqudDnZsg3rEHHwwCHOTjw3eLKtECJuXLmPVrvvbRZ25A6hkzh4imMIevbJNrTRd3vOo63UN2hq4paypfL/R5XNAcSWta8DZcGtw0EbiBlR7SWo7DaLBR2K2VNLJHSU7I/t0YcS0YLnMLtppc7LiDvBKyul1Xup84ABQ6CO5lgH4ClzX0CoA/T6eCrG+gMhL9G0UX2yd7fHE8fGpezUTpPtbWO8UjT8S5JLqjdVRbt5Xs/u91QH07p8ytFHD+MKiIfHLb1M2ba2O7G7R6Nk/Srj02rS3aEJI8Y+hYX051zudnIF7t+O050N90Xl9oTbtq0Pt5vHcvNRtDUjblIFqFqpMiaV1/HkdSMML1LzFWouGpvGHgVN69rmfSNsp2h01UGtcMjLTvHnXXHequUlrISSDg7/8lmn9VE6q/wD1v1vn+WRov/ihln6nrF9/M96fpXf6Z3D73d5x9CfqonVX/wCt+t8/yyNF/wDFDHqesX38z3p+lPTO4fe7vOPoT9VE6q//AFv1vn+WRov/AIoY9T1i+/me9P0p6Z3D73d5x9CfqonVX/6363z/ACyNF/8AFDHqesX38z3p+lPTO4fe7vOPoT9VE6q//W/W+f5ZGi/+KGPU9Yvv5nvT9Kemdw+93ecfQn6qJ1V/+t+t8/yyNF/8UMep6xffzPen6U9M7h97u84+hP1UTqr/APW/W+f5ZGi/+KGPU9Yvv5nvT9Kemdw+93ecfQn6qJ1V/wDrfrfP8sjRf/FDHqesX38z3p+lPTO4fe7vOPoT9VE6q/8A1v1vn+WRov8A4oY9T1i+/me9P0p6Z3D73d5x9C4iX6sfU6r7czqd6Cm44VqUomM4lubOgI5ACh8RFV3VkSdg/hy/odFUl0lENtmkqJj9zFE958zclWVZqT0ujM1w5uCIdMkjGDzuwF0GrdS7qczt5mNs1/oK73k2c9UoSnEK25faTIxckr8vOSZZJB8rUSJSBTnmjJFOkUyYAQexx9QCTXm2Utt03Boe6TNhqKaumqjtb3tM8UMfNuYCSzAiDiHEOyd7RuJjtpnFw1BPrG2gywVFHFTd6CGu5mSV+2HkAP8AtpaC0EbvCPAZV/VROqv/ANb9b5/lkaL/AOKGQr1PWL7+Z70/Spf6Z3D73d5x9C69b+rf1NqFULXfLf0Dd6QlRpFanbfaptfmHpNZvDVutRbqZnJVwk0pbh0ohHRjJVYxUkzqCUggUph7APZHpezzu5uKta556mn6Vwfd66MbT4CG+MfQrYOFvJlHmVxM0JypZUx3rlnvWgx98a0h7PJWZzW28i4dopR608hFwiMoYCNgP5pWjfuB+3gDt6wTUNvdaa59M15cGnGeGfJkqRWypFbTiYtAJHBSa8w/98OYDnZPbFZHYb1J5h/74cc7J7YpsN6k8w/98OOdk9sU2G9SeYf++HHOye2KbDepPMP/AHw452T2xTYb1J5h/wC+HHOye2KbDepPMP8A3w452T2xTYb1J5h/74cc7J7YpsN6k8w/98OOdk9sU2G9SeYf++HHOye2KbDepPMP/fDjnZPbFNhvUnmH/vhxzsntimw3qTzD/wB8OOdk9sU2G9SeYf8Avhxzsntimw3qTzD/AN8OOdk9sU2G9SeYf++HHOye2Krst6l4iIj8REf4c4lxPEqoAHBfmcUTCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/yezYfJr7Oy/ojv3kSjWqvY9n54fJev/9KUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItVvp7RETB+19dVVjCxkfEMlOB1YkztIxm3YtTyU5D9OibmpAyDVNJIz2XmZBd25VEPGu5XUVOJjnMYfRGiZHyaXpXSEudh4yTncJXgDxAAADoAAWs7+1rbtMGgAZad3WWNJ853lbmOSpYdMImETCJhEwio46i7xPU3Uz6OfIibEEKP+iVyB45z8m4Hy2Ubad863ZVXW6Krg3ZNE8nKu3hhEwlACNB7j4fF2j9zPM3WhqXfa9t7D43tw35/Mt78mzDd+S/Wmm4N9f3LSVjGji6OkmMkxx07LQ333n651BrGz4ndUTp7c4L8cI/Q9qqOxOHe0rq5/W4fW0xcRlbHreannqnhbRsXMTswuLhyoYqbdhGOlDmDwlA3G5OFHdqa4SbqdzXROPQ0ne0nxk+YFXPJ1TP1dyVaj0Jb++1BFNDcYIh4UzY9lkzWDi5zWtGGjeXvYBxOKKOsr0XeYc5zB2hyO426ymt+ao37Yfq/EKM4j5O1Uu1TjVuexQs1X1XreUeRLuWTWeMH7JJdoVouRFYyaqYeZHr5Yq51a+qpWGSGQ53cQTxBHVneCN2FvvkV5btGQaMpdNamqmW+72+PmvsoLY5Y2E7DmvwWhwbhr2OIdtAloIO6fvSX4qWvoycT+V/OHnCLDXVhtFRgkK9qlSci3k41iqr8tva9X5FzGO3sUrfNo22aasmMciqqdimkUzgxDqrpNslZqN9io5rhcMNcWjDc792cDxuJwB0dPTjXvK9q2k5bNXWjQmhNqpp4pnl9RsuDS6TZD3gOAdzUEbXOe8gB5J2QQGl02unREzPCTokye1N0o/U9YHerN78m7HEP0vclGX1e/VHaqXCg0ceBRCTnYA0SBWZylVI9e+7iXxh639sDqCwGafc7YfIR48kDyjHlKg3KTNBrnlybabGecpxV0tCxw355rYjldkcWsfznfDcWt2uHCUHRR1vMaq6WnDmqzrdVrIPtdTGwAQXKYipI/bd/uG14YTkP2MTzIe6IGABAOwDl3YYnQ2iBjuOyXe+cXD4Cory4XOG7cq96q6cgxtqWw5HXTxR07v8URVpWZdapTCJhEwiYRalnWMgdOWfrm9H2C5Aw2s7DpyRo23Ur1DbjjqtLazfxpErUs1StkddUXFWdMSSqTc6ZXhDJg4KmIfPAvah4rm3wThW+w2jOiBXJiKsNe070qYGfgZJjMwc5Da+4jRcxDTEW6SexkrFSbGIQex0lHPUCLILonIqiqQpyGAwAINyp3/aq9/avhA3SiXMUQMU3I/TYlMA9wEBZ3MQEBD0EBDBRnhK0nfvKLjNHdMPZHJU1sp4ccLBxRsMrWXRJKO+RZ2EtGuHsXWKHEk80Enc/NPHqMIhGFD3gz8/uopgoAkCqoAdrtVN3THol4oXsuu0214Zvo1Wz8Reet7q0ZIkVScNaRb4TcctWnaaKoB5bGxtVTS7US/NWbSCaof2zKdC5Hw1jfXlQul59kNXr9AbPnliDi/sGfO1jSKqPHFaqHIyzW68JJJI91ViHpMHIAchQETp+IvYe/YXQn3atO4B8peM1K6GnHLflynK3IaM0xwfpNf3A0ISFl0XE5qvWcfSdn0NxBSDlCPlbTYbhDu45GJcmIeTePUkuw+8FEzoVCDtYVW3XsutU5SdBnS3IHjVr60660A53jpvbLipO6ND0qSg9PyS2yKdHTDylQbp/X4+JmrnaoeRaAVY7dwm8brmEBUEAHgqt3O38V37mRxXWiuBN63tyU653KW+8ML/AK+gBmDxustBzsfsuobFXjGVeiKyyiYFi/nHk8eTRFFBoqRwQpTqdyAkcSkB34xvWR+edCpOsvZh7ZSNaT12tGuobihoM9DsGx4AlUvUrTZbZGrZqsurRWSHUCvyxoaRRBRmI+Jt2AggAlEAdCoPDVkOg2rZLotaXaJt0SNS9L7XaJWxUyAgCP6VKHKKXlAHg8sSj2EO3YQx0Kh8LyqJXs1v2lPjR/6n8jvyg9r4HBVf4SxF7KM6bL9KCNRQcILLMuQ+5EHiSSyairRdT6lnaaLlMhhMgqdq4TVApwAwpqFN8DAIgqv4+Rdf4HsmintKHWPkTtkTP2ukePjJs8MmUXCDR/QNDLvWySoh4yIu1o1uZQoD2MZEgj9iHZ0ofAC6p7T7AWAkJ0x9kL3mb1Zqqg86aghsfbEKxZya2pnVgNBvK5s0WEoi5h1nVMjaxMO23vqZ2h3BSpKdwV8BhRnT1rH3VI4cwutuH7mU5+daXlvsTjbs60UKCj6dGal0danexp9eUa26ofUrGViIjpWdIyVhSSgqs3HgK2bicwmIPhMQHfuG9bSWkam3oWmNRUVo8nJBrS9YUGptn9nZFjbK+b1yqRMOi8sMcQxyMJxymzA7tEBEEnBjlAR7ZVcDxWT8ImETCJhEwiYRMImETCJhEwiYRMItN/nr/dgnSt/AAvn+SfUjyJ65/qtVf2f76NZnT/svD+t8hy2k888rZaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi9iSpkTlOUewlHvndDM6CQSM4hcJGCRpa7gVrEdRPoObLccjlepL0ftut+KnNtrKSNquWvDvEYLVu4puREXNikI9c7GQg65YbsbxlmomWZO6rZF1fNdlYqGdOXO3LDq+lqqYUF2ALMYyd/n+niO3ohdxsk0MpqKPcc5x9H84VZnJnq7e0A7tr1U6YDTgFZ+MXOLcsm7plg3tRW1nhULfQ0GRW9hm9VSD9KSolBZkb+atOXaNtkrHRzMFTsRjlQIsjJqW12GkcbnE5hiAznIIH89A4rEzVdxmApXg7Z3eP+etX79G7om6Q6UmtzWOUVh9ucx9gQyaO296rM1FW8Ig8FJ291xqQskkR/B0Vo8IHvb05EZKxOEyuXgJJEaMWUB1Zqw12aOl3UwPn7T/ADuUks1mEGJ5vtvxK7AR7iIj9Oa2JyclSkbty/Moigdyg061jyq7LriBUEnLtJK0sEigVIrp6sVFvNIFDsBBdulCpuCh9kqcpwDuZQRnWmbu+Qi21By4DvD2Di0+Ibx2AjqXmflm0FBSNdrC0tDY3vAqWDhtPOGzDq2nENeOlzmu4lxUA9r7E1Hx9obPZ3ILaVM01QpKywlOjrPe5dKHjX9msTn3eKiWhjgdVwsJSqOHBylFJmxQXduDJNUFlk59BRzVH2sZWlLZp243XPcrC7Az5P586yJIV5Zsyjpdi5ZzEFMsGkrDTsQ7bScPLxT9BN0wk4yTZKLsn8e+aqlURWSOdNVMwGKYQEBHqlgfEcPGCrGutlVQSGOdpBHWuvZ1LHplFRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFFLcFEjK+dGwRaybVGUeigtE9uwEcHTVXO4Y9vsWw+X88g+iZjB4R7CBS28rAO+HSvcfIDym3nVUcmlb1G+aooqYPbVdcYc1jY5s8ZO+7143va122Nppe7KOl5d9KVAyb5Q63yXIrRzVZQRMYWhGzVwmkY49xN7uLgSl9fQgFD6M7IiS3etK+iIsVssmvhLbWtj7tpGVErG7gJTJKxzgBuG3sBx637TuJWXM7FoZMImEUhdA0NlZJZ9YZhum6joEyCbRqsQDoOZRYDKFOqQ3ciqbFEgGEgh2E6hB9QAQHyz6J7lLuGkrHTaWsMrobrcw90sjDh8dOzDSGkYLXTOOztDeGMkG4uBHon0PugqLUt3n1FeI2y26gLRGxwy187skFwO5wiaNrZO4uew7wCDNpRJJZI6KyaaqKhDJqJKEKdJRMweEyZ0zAJTEMUewgIdhDPnfFPNBM2oge5lQxwc1zSQ5rgcghwwQQd4IOQV7fliimidBM1r4XNILXAFpB3EEHcQRuIO5Q02XoqaaSrmWpUeD+GdmFc0U2OmR3Fqm9VUkEFTk94ZCf1TBMTHIA+Hw9igYff3JD6JLT9bZYbJyhVRpb/A3YFTIHGKoaPBc97QeblA3SGQBjyNsP2nFjfF/KbyEXqku0t20TTios0x2jAwgSQOPhNa1xG3GTvYGZc0HZ2cNDjgx1UbUxMJXlan2pg+Pnw8gkH8ICduACH3w9M9H0WudFXFofQXe2TNPtKqB3wB5IPYd60TVaQ1XQuLa22XCIj29PK342LiF2L1qAC6ZumwCPYBXbqogI/cAVCFAR9MztNcbfWnFHPDKfwHtd8klYeooa2kGaqGWMfhsc34wF8uXitUwimzx6uUnPw0nAyiqjo9e9yFi7VMJ1RYPAcEI0VUHuY/uZ2o+ARER8BwL8Chnzw9FPoC0aZv9HqazMZBHdee56JoAaJotgmVrRuHOiQbYAA22l3F5Xt/0O2s7nqCzVVgur3Svt3Nc1I45cYpNsCNx4nmyw7JO/ZcG8GBSKzymvRqiJyTtSijuJpzc4gggkWakuw+ijhUVm7BE3wHsgkVRQQ9QHzCj8S+nur0I+ioo6Gu17VNBqJXmkp8/csbsvmePy3FjAdxHNvHB2/x/6JbVcj6uk0bTEiCNgqZsfdPdtMiafyWh7iOB22ni1RhZsnsguRqwaOnzpT0TbM0FXK6g/cIiiQ6hvj9AZ7Fr7jb7XTOrbnPDTUbPCkle2Ng8bnkNHlK8u0dDW3GobSW+GWeqdwZGxz3nxNaCT5AspxOjdjyqZVhhkotI4AJTSzxBqoPf++akFd4kIfcOmXNL3v0R/JNZZTA2vfWTNO8U0T5G+SQhkTv1XuW1rRyFcpN2jExom0sR4GokbGfKwF0jf1mBco549bFQTMdJGGeGAO4JNpQpVDD9wou0WqXcfvmAMw1J6KbkpqZRHNJX07SfCkpyWjtPNPkdjxNJ7FlKn0O/KNBGXxMopnAeCycAnsHONjb5yAsRzEHL196eOm451GPUw7ig7SMmJiCIgCiRvVNdEwgPY5BMQfoHN52HUdi1Rb23XT1XBWW927bjcHAHpa4cWOHS1wDh0gLUN5sd409Wut17ppaWtbv2ZGkEjraeDmnoc0lp6CvdWoZaxWCHg0AMJ5ORatBEvxTRUVL7wsP3CoIAY5h+gCjlvq7UFPpXS9fqKpIEdHSySjP3TmtOwzxvfssHWXBd+mbLNqPUNFY4AS+qqGR7uhpcNt3iazacewFWjEIVMpSEACkIUpCFD4FKUOxQD7wAGfGh73yPMkhJkcSST0k7yV9TWMbG0MYMMAAA6gOC8s4rkmETCJhEwiYRMImEWAtxbbSqbZauwCxVbM6R8K66YgYkG3WJ6KnH1AZFQhu6RP2ACBzenhA3pzkE5DZ9b1ceq9TRlmj4ZMsYdxrHtPgj/oNIxI/7sgxs37bmef8Alk5XYdJUz9OWB4dqeVmHOG8UrHDwj/1nA5Y37kESO3bAfBoxjGMJjCJjGETGMYRExjCPcRER9RERz6PNa1jQxgAYBgAbgAOAA6l4Vc5z3FziS4nJJ4k9ZU6+PldbxdHTmvLL79YnTlwqsIB5hWjFwsxaN+//AFMp0VFQ++r/AAdvm16KTVVXeeUZ2n9o+l1qgjY1v3JlmYyaSTHtiHsjPZGMdOfeHoeNO01r0M29bI7uuUr3ud083E90UbPEC17x2vPZjO+ealvpfggAgICACAh2EB9QEB+gfugOVBIORuIVCARg8FG/Ymgo+aOvL04yERJn8Sq8SoHlxT1QfnCLYSgPycucfoABRMPb0J6mH1pyVeidumnmRWLXolrrO3DWVLe+qYhwAkyfs7B1kiUDO+Tc0ebOUb0P9vvb5Lxo0x0lzdlzoDugkPE7GB9hceoAxk43M3uMQZiFla/ILxUyxXj37cQBVu4L4Tdh+xUTMAmTWRUD1KcgmIYPUBEM93WHUFl1Ra47zYKmKqtko717DkZ6WuBw5rm8HMcA5p3OAK8d3my3XT1wktV6gkp7hGe+Y8YPYQd4c08WuaS1w3gkLi8zCxaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF7UDeBZI/8AeqEH+IwZUcVybucD2qM8LpzZ0V1UrXzJL8iI6gmOnpGcaWbxKaSGyDsRrveM2Iq3UgQSBZOH+QGhjA68fhFbsTw9/XMwatncIiB+ybefJhbGOoaZumG0DHEVgmzjo2dnHHx9ClipZJoyhzBIuOwnMIfrg/SYRzFGR+eKgJrKnJ79y8Pqjm//AE4uP/VxynOO61Tuup9u5Pqjm/8A04uP/VxxzjutO66n27k+qOb/APTi4/8AVxxzjutO66n27llfT+6pfW9o9/fqOpKBkUSsppkmcBcAiB/Gi+ZgoYqZnbI4iJSmECnIc5e5RMBi4u70T7jTc3G7ZnactPRnqPYfg3eIzfQWuJtJXnuqqa6a2TN2JmDwsZy17M4G0w5wCQCC5uQSCLLapsmp3duRxWLKwkzGJ5h2ZHBUpJuHbuIOoxfynzfw/dMmBR7egiHrmt6qK50Ttmpa9o6+g+IjcfOvX9k1HpvUcQls1TDMSMlgOJG/lRnD2+VuOrK7j7wv/wBUN/Hln3VP7YrP8zF7ULA296vephlTLxrNJKQ2Jq+1trJDwjqSQiG1ugH6KkPc6UvKOwMzjvl+CdGMiuqUU0njZExhAoCIbM5NdUWagqLhpzWEr4tK3midBLM1jpXUszCJaSrEbe+k5mZoD2NOXRSSAZOAdecoOnrxWwUN/wBKxsk1Laaxs8cTniNtRC8GOppTI7vWc9E4lr3DDZGRk4GSPo0ZSrdVYadtOxniDzaeyZpS0XY7JcXMdCFEnu9epEK4H1VhabDFI1TP3N5q4rK+IQUDt1cpGsLderhTWXSfOR6LtFOKekDxsvm37U9XK3olqpcyOG7ZZzbMDZK7dAaXuNooai7anLH6tuk5nqtk7TIt2zDSxHpiposRtO/adtvydpZx94X/AOqG/jzXHdU/tip9zMXtQunzdEo1lWO4sdLqM+up/bF5qtQsqscfunVfMlzmH+Ecz1u1pq+0MEVpulwpYhwEVRLGB4gx7QsLX6V0xdHmS526hqZDxMsEUhPle0ldKcaA0i5ERU1VRSiI9x93rkc0D/EDVFEAD0+jJDFyv8qEQw2/XQ/lVEjvlOKwUnJhydynLrLbh4oGN+SAvmY8c9HsXyL9pruFYukTd012CskwUIPp9iZm+QEPhmQi5a+VB32KovNVJAeLXiN4PvmFWZ5JeTtjudgtVPHMOBYXsI968Kv3g/04bvxklue8hbNtPYr9NNzz3hyn1q90vc7SwkatQNmGhRr1bujazwScO/tkYEYb3soIyTUwCUAcKh37ZQ8q81LsuNDbbhG9oM0dbTMka6Q+EWOYY5Iwejm3sx0ALrqeT2CuZsMrLhQSR97G+kqHxuaweCHB4fHIR084x+eklS5d23kHoowu7x5vIDViPzntuqsE2h9uU9oH2b6epsZ4YS8RDMnh81eKI1fEIB1TNjgXtl/BRcnPKSBBpyT1L6zd4FNUzultlU7oZDVSfZqOVxzssqTJCTssErSVgZq7lA5Pzz1+Z6o9JN8Kop4Wx3Gmb7aWmj+xVUbRjadThkoAc8xOAUj6ZfqzsOuR1tpFkj7LXJVLzGUrFuQXQOIeiqCxfmrNHjY4+BZBYpFkTgJVCFMAgGptQWfUelbtLY9RU89HdoTh8cgw4dRHQ5jhva9pLHjDmuIIJ2fY7xYtS2yK82GeGqtkwy2SM5B6welrm8HMcA5p3OAIIHaPeF/+qG/jzDd1T+2Ky3Mxe1Ce8rf9VN/Hjuqf2xTmYvahR7sPLfjxV5RxCy+5acWUZnMm8aRsiedOyVIbwqIvDwSMkk0WSOHY5FDFMQfQQAc2la+RzlfvNGy4UFjuJo5BljpGCEPB3gs54xlwI3gtBBG8ErW9y5WuS201bqGtvNB3Ww4c1jzKWkcQ7mg8NI4EOIIPFclXuUfH+0nIjB7u1s6cKCAJs17hDRr9QR9OybCTdM3qg9x+AEHtlrdOSjlbsrS+42C8MiHF7aaWRg8b42vYPK5XNt5T+TC7ODKC92l8p4NNREx58THua4+ZZpZyqUg3TdsH6D5osXxIumbhJy3VL/fJrImOmcv3wEc17O6vpZTBUiSOdvFrgWuHjBwQp1CaSpjE1OY5IXcHNIcD4iMgrquwNk1nV9TlrpdpxGGgYdAVV11TgZd0uYBBtGxjUB86RlpBUASbtkgMqsoYClAfozWl7DqPWV7g09p6J9Rc53YAHBrfupJHcI4mDvnyOw1jQSSsRqO+2LSdnmvt9lZBboW5JPFx+5YxvF8jz3rGNy5zjgBR2qeurzu5D6v99ytugoibEXdS0XBWKWq0PVa8p86MNfHVddRsxZrq7Q8KzoirgrVkc5kCo+hgDat711Z+TqT1McmbKKprqfvam8TQR1MtTOPtgomztkip6RrssjLWGSUASGTeCdaWfR9315H6o+UN9XT0U/fU9qimkp46eE/a+63QuZJPVOGHSBzxHESYwzcQMsQOgtM1twV5F64rAvCGA6b2UY/LzxNQPgqm6nlJJwmqHb7MpgN9/ITc+V3lLu0Rp6y9V3c5GCyN/MsI6i2ERtI7CMKYW/kx5P7XIJqS00fPg5DpGc64HrDpS8g9ucrMZVlCFKQhxIQhQKQhexSlKUOxSlKHYAKAB6B9GQE1dS4lznuLjxOVNhBC0BrWgNC/feF/+qG/jyndU/tiq8zF7ULE+/6NN7d4/b41HAyEfHzu1NMbQ1vCSEyo6Sh2MveKROViNeSqrFq+epxrV7KEOuZFBZUEimEhDG7FHL2a6voq1k8riY2vaT4gRlWVdRtngdGwAOIIHjwsI9PnjnbOIPB/jFxfvc5XLLcdIarhKJYp6oKSa1ZlJKMO5Ms6hVZmOiJRRifzw8IrtkFB7epAzt1Jc4rpXvqYQRG52Rnj5cLjaqR9HTNifjaA34UwMjayaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/wAO3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//9OUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhFC3qA8PIDnNxdv2hpKVGr2d4MfbtVXtMVyutf7YqSp5Gk2tuq1/sxFBF6J2j0UBBwaNeOSJGKoYpy2FyoW3CkdTk4fxafauHA/MewlTfk81nUaD1VT6gjZztK3Mc8W7E1PJ3ssZzuJI75ud221pOQCDX9xg5Ra15xa3u/TR6l9Hhqly8qsOnQ9vafvp04dnu1rDppLwu5NMzaCrNCWdy6TNGZTPDLEdsXRResQ90BJUuNpKuK4ROtV1aBWtGHNO7bxwc09vHdvHEbt62HqrStz0Jc4OU/kwnfNo6V/O09RF3xpS7c6mqWnJaG5MZEg2XN7yTv8g8PXenb1OOKjQtD4P9RmFmNEMQFtTdWcuNZtL9La4iE/1tlCQWxYqMl5mSio1uBU2zUjaLYIJlAhGwdhMNG2y7UY5u31QNOODZG5LR1B2848w7F3VPKRyW6tf6Ya7009l/dvknt85ibM7pc+Fzmta5x3ucXSPJ3l3QOxVPpUbH2rsSs766qfLl3y6Pqx4a20vSMdV4nVnF2iycamdcbDYKqzM1ZXY0cgn4jLvWkeVVEgpv/fW4mTHkyzyzSiou83PbG8NwGxjtI6fLjtyFbVnK1bLTbZdP8k1nFnFW3m5apz3T10rXbthkhyYsnoa5+Ccx7DsFYS5IbXcdZndkXwY4xPn0lwY1bdq/Z+cHJWCOujUNiDU5FtNQXH3VM8j4GlgPKSrRFdzINjKJ+Ykk8REzRoUZDoqpjfKgW+k329jgZXjg7G8Maenx+XgN+d0zaG8iljfr3VLWt15VwPZa6J+Och5xpa+rqGHezZaSGsdg4LmOw955vYniouNg4uNhIZi0i4iHYM4uKjGCCbVjHRse3TaMWLNskUqTdo0aolTTIUAKQhQAA7BkmADQGtGGgLzfLLLPK6eZxfM9xc5xOSXE5JJ6STvJ619+VXWmETCJhEwigpy26Z/B3nXYqjbOV+hIfcFhocK+rtTkpO2bDrqkPDST4sk9YpI0u31pq5Iu9KCgmXIqoA+gGAPTCqCRwUSPrePo2fuJKp+M/fH9KeUwFXbcsG+0x6S3BvTplH17ojUuy9y3VPfWppVKlanolq2NawhItnbE30mFeqMXMzJo2P8AeEgWX8kU0hOXxGDxB3FGbipKTnQV6T9k2crtSY4lV9zJr2Ve5K0tO9bSZ6eG0OlhXdSxNLsrs31eik7MYQVYkiixipREDth7j3YTaKtFtusqFeNZWbTVlrEa81fcKJM6yn6WzKtCxDqhWCvuarK1hqWDVjXETGr152o0IDNRudBIQ8oxBKUQquK61o/QeoeN+oKloPStKY0jUNFjZGIqtJRfTE2wi4yWlJKakWfvllkZmWfIu5OXcqn95cLD+uiUOxAAoE4qs+U6APSTl9hOtiueI8Gg4f2Mluf0eN2FtqI1C9saShlEn62n4u9tNcFap+Lw/J6caSMFPuQWwkMYo0wq7TlazYNaa7tevZLUtko1SnNWzFWUo8prqTr0U7pL2mqxwRBqsvWVWpoc0AEWANytPJ8giIAQpQAAAKqiqip3s/3SVo93ibzFcT4+UWr82exV6n3DZ2471rCFmVXAOlXTbWFwv81RnaCi/cRau2LlmAD2BICgUC0wuW05Wbbz0LqTkpqK4aH3bTGd61JfY9hFW2mOX8zDMpePi5WOm2DUz6tyUPMM020pEt1S+7uER7pAUREoiUariNy5aE1HrquaiiNDQtZbsdSwOt2Go4mnEeyqrVnrqLrCVNYVksk4fLTajdvWkCNQXO5M6MUPEKoqdziTtXWOOnHDSnEvUVZ0Px5orTW2pacvPOK1TmMrYJprFrWafk7TOHTkrRLTk2uMhPTDlwYFXKgEMqJSeEgFKBCc7yohceukL0/OKfIeW5Q8fdFm1ltiXCzgstB7C2WrTGY3FNVGwfJOupG3vaNEouUnChEEG7BNuxTOJGqaJAKUrCrtEjHQpQUjiVx41xyD25yqpWtWEFv7e8RX4LbOxUZq0On1wiaqwh4uAZuYaQnHdZjixzCvs0ymZMmxzgiAnMYxjCYmTjHQu/7j0zqrkHrW16e3bQa1s3WN3jwjLTS7bHJScLLNk10njU50VOyjZ9HPm6Tlo6QOk6Zukk10FE1UyHKVAccFW5pLoWdLjj9sqrbZoHGNq7uVCfpyevVdhbK23tWBoL9u6K+ZvKpUtkXq0VePfRr1JNdo5M0VdNF0iKoqJqFA+Uwq7RKtwyqomETCJhEwiYRMImETCJhEwiYRMImEWm/z1/uwTpW/gAXz/JPqR5E9c/1Wqv7P99Gszp/2Xh/W+Q5bSeeeVstMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIv0BEo9wHsP3s5Nc5py04KEA7ivp99c+HweYbw/c7jl36YVWxze2dldHc0O1tbIyvmEREe4j3HLQkuOTxXeABuHBfmcUTK8dwRVq9TnnNx/4O6Dmtjb+tBYqrtFkSNKvGGbubrs22IpDJ17WtDhllkPlKdk125HLlY5k2cY0T94dKpIAc5dj6K05LPL6ZTDDBkN8u4nzbh17+paj5RK6S9Y0lQ4MRc19S7oa1pDmR+MkB56gG+2ONQnjxw85H9fnbqPO3qHOLhpLp/wBWUnIHjrpajyCkM9tEaCxm6sdrZ1LRzgqcGi+aIqWi7uWJ3NgkG/uLAiSKABEbZklht8Qa0b1C6uut2lKFsMLe++PtPzD+T2S4Vrn17PamN411aXfOXpNyNtaR0zS7i5Mzumjz2eVBKPQUWSRdhrOYkX7r3dvMRaa9SmpFYAfxrJ87ZkDgDTXJm8YkVsx1m1jSkEBtSBx6f8x8IWwRqrb+p+S2ltb8kNFTa09qza0IM1ALPG5GcxEu2rxzFT1XsUems5JH2SqzzBzHvkSqqpFctzCkoqkJFDxuspnU0pYVpnUdkks1Y6B/DO7tHQV2rLJRxMImETCJhEwiYRMImETCJhEwiYRMImETCJhFDLZljcXK3BHx3jcM2C/yREopfO96dKLFScOEw+BjO3IAUo/AUyE+/ltI7adgcF9DeRzSNLyfaEN0u2zFX1UXdVS927m42sLmMd0gRRkucOIe943jClNTq6lVq7HQxBKZVBLzHipfgu+XHzHSgD6CJAUHwk7+oEKUPoy4a3ZbheJeUDVs2ttWVeoJMtgkfsxNP3ELO9jb49kbTsbttzj0rs+VUMTCJhFLrjdZ4dCNlas5dItpZxLnlGSSxwTM/RWYtGyiLYTdgVWbGZCYSB84Sn7gAgBu3hf0Wujr9U3ei1pSQyTWSKhFPK5gLhC5k0sjXSAb2skE2yHnvdpmySCWh3r/ANDVqizwWyr0rUysiu0lYZ4muODK10UbC1hPhOYYslvhYdkAgOIlTnixerUwiYRetVFJdM6K6SayKpRIokqQqiahB+JTpnASnKP3BDtnbBPPTTNqKZ7o52HLXNJa5pHSCMEHtC65YYqiN0M7WvhcMFrgCCOog5BHYVHa/wDH+KnDqSVQUawMibuZaNUIcsM6N8fEiCJTnjVB+kEyHSHsHYhR7iPqrkx9FBetORttGumzXO1DAbO0g1UY6nFxAqG9Re5sgycveMNHnPlA9D5ab691z0e6KguJ3uhIIp3nrbsgmE/ktcw7sMacuOG2XHvYTh4Dd0jFx7bx9jv1pFFdLwd/nGTRa+c5Obt8AMQncfiIfEN/XD0UvJZSUBqqOStqqvZ3Qtgcx2egOfJsRgZ4lrnYHAO3A6YofQ78olTWCnqmUtPTZ3yuma5uOsNj2nk9QLW56SOIlrr/AF/E6+iTx8ec7p27OmtJySxQIq9XTKJUwKmUTFQbIAc3lp9zeHxCImMYREfDvKhyn3zlRvjbpdGthoYGuZT07CS2JjiC7LiAXyPw3bfgbWy0BrWtDR665PuT60cntoNvt5dLVzEOnmcMOkcBgbhkNY3J2GZOMkkucST3zNaKerpk7r2mWaQTlZ2BayD9JIiBXCirpMTJJiYUyLJoOEklwIJh7eMpuwenw9Mn+m+VLX+kLW+y6buc1LbHvLyxrY3Yc4AOLXPY5zM4Gdhzd+/jvULv3J5ovU9wbdb7QRVFwawNDyXty0ZIDgx7Wuxk42gd27huXYIuFiIRD3aHi4+LQ9O6TBog0IYQ+k4Ipk8Zvvj3Eci941BfdQ1Hdd+rKqsqfbTSvkI7BtuOB2DAHUpDa7LZ7JB3NZ6WnpYPaxRtjB7TsgZPaclcnmIWTTCLrdnqUBcI80bPsE3iPzjILB+tu2apg7eczcl/XEFPQO/YfCYA7GAwdwGW6O1xqfQd0F20zVPgn3B7fCilaPuJYz3r29We+bnLHNdgiNao0jp/WNuNtv8ATtmh3lruEkbj91G8d809eNzuDg4ZB6HRNM16iy6803dvZR6KaiDA74qBQj0Fg8KokBEhAUdKJ9yCp2L8wRACh3HvsrlK5f8AVPKTYotPVUFPRW4Oa+YQl5597d7c7ZOzG13fBnfd8GkuOyMQLQfIvp3Qd4kvdNNPVVuyWxGUNHNNdudjZA2nuHel+7vSQGjaOcwZohbiTCLr1ps8XUIR3Oy6okatSgUiafYzh25U9EGjYgiUFF1jB6eoAUoCYwgUoiEp0Zo+9a71DBpuxMDq2YklzshkcbfDlkIBwxg47iSSGtBc5oMd1Vqi1aOsc1+vDi2liGA0Y25HnwY2A4y5x4cAAC5xDWkjFtG3tXbc/CJkGh65ILqeCPK5eEdM3oiPZNErzyGoIvD/ALFM5AKYfQphMIFHc3KR6GzVWhrYb3a523a1xszOY4jHLCAN7zFtybcQ6XtcS0d85jWguGq9CcvOndX3D0puMJttxkdiLbkEkcueDRJss2ZD0Nc3Djua8uIac555wW9kwiYRMIsVbY2IlQoDxNTJqWCUBRvEIG7HBESgALyKxB9BQZgcPCA+h1BKXt4fEIbp5EeSqblN1Ns1gc3TFEWvqnjI2snvIGH28uDkjwIw52drYDtUcrXKLFoCwbVKWu1BVBzKdh37OB30zh7WPIwD4Ty1uNnaIr4cuXDxwu7drKOXTlVRdw4WOZRVZZUwnUVUOYRMc5zmEREfiOfUqjo6W30kdDQxsio4WNYxjAGtYxow1rQNwAAAAHQvnjU1NRW1MlZVvdJVSvL3vcSXOc45c4k7ySTklejLhdCnVx9szKTpSEB5yYSdfWdpqtjGAFlGLt2q8buyE+JkQO5MkIh9iYgd+3iL3+bfootH3Gz8oUmpzG42e6RxObIB3rZoomxPiJ6HYjEgB4h52c7Lg33h6HrU9DdNEs0/ttF0tz5A5me+MUkjpGSAdLcvLCRwLRnG0M4s5mdQnij0/GusXvKS22aqt9vK3FGkHrlKn7iL49ELVz2MHhYJs4GPBuW4sfLFXt5vjN4e/gN2xvJRyD3nlNpZq2idGymhLA4vds+HtYxxz4Jz1bltC+6op7NI2KQEvdnGB1Y+lQc+uL+kj+3Bs38SGwv/AEGZuf8A8Gt4++YPfn6qjnrhQe0f5h9K/B9ov6SXYe24NmiPb0/9shsL/wBBnbOL/Qa3kNJZU05d+Wfqqo5QoM72Px4h9KlcnuXVHMTVmkN+6KkZCc13sxpdBrUxLwj6uyr5nXLk+pTsruIk00pBoVtZK1IETBQoeMnzy/NOAjsvkE5O75ydXC/6fujgYRLSFga7aYHmOVz3N6MuY6EO/JAPBefuX6to9QT2aopWjuox1AccYcWbcQYD04DhKR4z1lVYJdWbpxrXhPVie1byOwlboTXpIodT3cGg2o86FbKzGSGO9zBv8rD4PO8Xg8Pzu/b1z1D6TzbO1u4da1j629x7m57LNrZzjPZlWCTcWrDyLhgsAgdA5iCA/HuUe3/tMw727Dtla4qITBKY3cQVjPb+3tU8cdTT+893zUnXtaViQgY2ZloiDkrE9burJLtYOKKnFRKS71Yq0g8TKYxSiBAHuPoGXNLSuqn7DVmrBYKi+1Hc8GNrBO844LFfGzm9xC5nWe1UzjRerPbbFS6sFysLacolmqaDWCGXjoPz0nU4zbIuVflGVRL5ZBE3hMJvgA9rmptslOzbOMLN3zRFZZ6YVUhaYycbjnf/ACF8HInnvws4ebAi9W8ktgWupXWYp8VemLGF17arU0UrkzJTUSwdGkIRk5bEWUe190UyQiBygQBEOxgytNbJJ2c5u2V22XQtZdqUVbS1sRJG8793YsHfq0PSi/bu2H+JXYn/AKCcufSV/WFmvWxqvbs8/wDku8UPqrdLfZ0u3r0HyoY0+ZerFQYhtCi7CoEIscwgUDObfOVpOmxCICIdzvpBqUA9e/YB7db7PM0ZbgqzquTa5RMLocPOOAIz5t3wKd0nCmYoMZBq7ZSsPKs20lETEW7byMVKxr5EjljIxsizUWaPmDxsoVRJZI501CGAxREBARxUsL4nbLhvWv6+3VNvlMU7S1w61xbVud24SbpgInVOUgAH3x7Z1AZOFZMYXvDBxKiJvXqPcB+LO1bFo/fG1rLBbMqbSBdWKHr+vLba2kWayQUfZYto4lIWPcMvfVIWVbLHSA4mSBYoG7G7gGYhtMkrBJuAK2Na+T6ur6RtWS1rHjdk7/Msv8euR/HvmDQ7TsnjVcZG41imWktQsfyvXJirSsbLKxTKZanViZpu3dmj3zN72QcAUU1FEViAPiTMAW1XQyUu93ArC6h0pV2LZM2CxwyCDkf/AFWVO3f0+nLBRFeVqmtf6to0rtLdGwKpqnWsGKZZS4XSXbQ0URwuBxaxzMy5gcSsy/FIxWzFoRd46OHhSSOb0y6p6SWoOGBZ+z6errxIGU7CVVjdevD0xKTKLRMMTkftxJE50wsev9W12Nr7gCenmoF2fsLXVj8Cg+pQPGkHt8e2ZZllOO+IythQcmMpZmaRgf1bz8QwpF8aOpnwB5iWWOoOqdnWDX+0J1Ujat633dXW9FnbM9UECIxlemo6Zs9DlZtyqYpEI9KYNIOjm7IIqdh7dE9okjaXM3gdSxV25O66jhM1PiRgGTs9HkOCpxLQhoxWWPLgs3aQTCQlJI5EVFVUmMW2WePFCIkATqnI3QMIFAO5hDsGYxkLnSc390oLS22aorBR4+yF2FADVXVQ6eO89h0TUGr9o3eY2Psewx1Uq0S+1ZdIhm7nJVTyWbdxKPo9NkzSOoPqooYCl+nMm+0SsjLzjcFOqzk6r6WkdUksOw0uIB6BvPjU6n7Q7F2s1P8AZInEo/4h7Zh3DBwtbys5uQsPELGm8d3aV4sap/Rt5DWp3TteHtENTWr9hCyVgkpCyTqEi8YRcdERKLh68XGPh3bhTwl7JoN1Dj6Fy8pKOSqOG9Cken9NVV+kLIAMAZJO4YUcdTdUTp1792dR9Mam29apLYexppKuVJhPazuVajX865QXVYxqkxKx6LFs4kVkAQbgcwea4UImHqYMvJbRLGwvGDgKTV/J1X0tM+oaWuDG5IB34U2pFirHPF2ixRKoicSGAfiAgPb6cw7m7JwVraaN0UhjdxCxDv3kRoniTraE27yLsczVqHYLtH69jZOErMxanKlnlIKxWNo0Uj4VBw6SQPFVZ4cVRL4CmIUoj3MHe8pKJ9UcN6ApLp3TNTf3lkGAGtycnG7IHzqIpes10rHazZo03heEV3bhBsVd/p7YLRi2M4VIkC7x0pECRBqiJ/EofsPhIAj9GX7rLJjcRlS2XkyrgwmNzC7HWrKbBBqQjwERUSXQVTTXaukFCLtnTdYhVEHDddIx0lkF0jAYhyiJTFEBAew5h5InRu2XcVrWuopaKcwSjDgcKNPJLmFxZ4YE16PJm5WOojtFrZXdO+QqXYbaV8lUlIRGbFwaDauQYmbqWFr4QU8PmAce32I9r2kt8lU0ubjAUp0/o+rvkLp4dkMaQN5xxWQNO7i1PyR1PCby0bNylh1rYZSdiIqVl4KSrj1d7XJJaJlCHi5ZFB4kRJ4gYpTGKAHAO4emdNVSvpX7D+KxmoNP1FiqOYnxnAO454rvGWajiYRMImEXMwkOtMOgQTEqZCgKiyyhippIpEATKKqqGECJppkARMYRAAAO452MY57g1vFXVJSyVUoijGXEqrqwdbrpbVq+v6A53Pe5qLh7ASqTW5Kvqy3WDScZOiqdAyA3CPbKvpVkCiRxI8j2Dxm4SIKyCqqIgoOYFmmLNrdtdWVsSPk7uLqbnCWiUjOyTv8Ao85Cs7WTjHUbC2KuzEXZKtZ4iNsNZskG/bSsHYICaZoyMPNQ0ozUWZyUXKR7hNdBdI501UjlMURAQEcTLE6Jxa7iFALhQTUE5hmBDgcb18GdKsEwiYRMIvaius2VTcN1lW66JyqJLIqHSVSUKPcp01CCU5DlH4CAgIZRzWuBa4AtPQVzjkkheJYnFsrTkEEgg9YI3gqxjjBtOXucZL1izSB5GYr5Gztg+dH8x++iFzGQVK6UHuo5VjnJSAKpxE5irkAwiIdx17qa1xUcrKmmbswyZBA4Bw6urI6Owr1lyNa1rtQ0c9mvEplr6UNcx7jl74nbjtHi4xuwC47yHtzkjJlbkVW7UwiYRMIoe82+e3Fzp2atrO5uWd4laHQLffmGs4GThqdabu7d2+Sr1ltLVieJqMVLyTduaFqT5Qzg6ZUCGTKQTAZQgGkli09U3t5bAB3oycnG7OPnWMuFzioGgydJxwVbdZ9pl6N9ys1cp9c5C3l5P2udh61CNVdB7oaJOZedkG8XGt1HLmlpN2yaz10QonOYpCAPcwgACISKbk/uEcZe0NOAT4Q6Fi49SUznBpzvPUVb9yS5HaL4gabuHIDkjsWG1dqWjoNzzlnlyvXZ1Hb5wVpFwsJDRLV/OWOwy7w5UmjBi3cO1ziPhIIFMIRm22KqudV3NACXZ8njJ6llqu4xUkXOSHAVavEHr39NnmruaB4/a02FsCibUu6Jl9ZQW7NcS+uWe1E/LXWRJQ51y4koR+8fotjmZtXThm7fiUSNklVAEgSC46FrqKmNQ3D2t47Jzjx/5LGU2oaeeURHIJ4ZHFWB2vjoijaJK96dusvpK8zCvn2JSAjo+bo1xc+v9mXDXsl5UPIynYxg9+aqMnw+MwmWMYQEM9auVKZtqi0tygW6DUOnaYbMAnkfDWUrfaUtdHmWOPh9hkbNDuAEYAwYldOTaI3OTUmh6+axX6c5mMLGS0lS721TRvxG+Tj9ljMUu8kvJ3jjgjeZiQe6Ft3Gx2mX9bLMOKNspu+OT4e8KxLe8nYg47evhKuVPv8AR29B7jV8gDzz5odXMed/NNrKBzAfaiV1GH7PaWF2O3h0dy8uDBzIrNLvaN3OGlrg8jrMYqi3PYHgL5FuPN1vndPeu8LVd4RT/migUOOQ1PRXyR/VVhNhBvZC42Fib0Dy15YiZu3qT17B3R8qentNd9ybacordcR4NbWSG5VjCOD4eeYylgf+EymLh0O6V1P5Nr7qHveUC/1lfQHwqSkYLfSPB4sl5pz6mZnY+oDT0t6FImrVGrUiHa1+n12FrEIyTKm2i4KOaRjJMpC+HxeQ0SSIdU3buY5u5zmERMIiIiOq7zfb1qKvfdL9V1FZcZDl0k0jpHnyuJIHUBgAbgAFsu02a02GiZbrLTQUlAwYbHExsbR5GgAnrJ3k7ySV8di1/Q7cQ6dspNRs6agCChLDW4aaIcB+IHLJMnIGAfv532rVGpbE4OslxrqNw4GCeWIjxc29q6LlpzT15aW3igoqtp4iaCOUH37XLCrvh9x4UcqPoeg/UVIKG8Xv2urJbNeqkN/fFSp05DMzAAfADJGKH3Ph22FBy8cqjIhTV9z9MaUDwK6npq4EeOqhlf5Q4HtUFm5FuTV0pqKK3dw1J+7op6ijI8lNLE3ztIXK1fi/p+s2CPtikPO2+zw6nnQ03sa5W3YTuFWAQEjiHRtsxKsIx4kYoCRdFEi5BD0OHYO1leeWPXl4tctjZUU1BZ5xiWGhpaahbKOlsppoo3yNPSx7iw9LVeWnko0VarlHeHQVFbdYDmKWtqaisdEegxiolkYxw6HtaHjocpB5q1bHTCL8UUbtm7l69dNmLBi3XePnzxdJqzZtGyRl3Lp25XMmg3bN0SGOc5zFKQpRERAAEQuqWklq5RFEMuK6ppmQs238FXlx/wCq9wA5V8nrlxC4578jdv7lolbnrXPFptetMjr9WGrD2CjZ1zAbQCHJQrSmwf2Jql5ka/dIqmMbyjnAhxCT12j7hQUXds7cR+MZGescViae901TUdzxnLvg86k/yS5K6I4faZtvILkpsaH1dqalJtvliyyyb54su+frg1i4OBhIhrITlksUu6EE2rBg2cOlhAwlJ4SnMXFWiyVV2nEMDST/ADxKvK24Q0UfOSHAVcHD7r1dNzmzuWD4/ay2DsCi7XubY7vWld3brmX1w32mgVFdwn9Qc45XkoORdvWzY52jRy4aPH3hMVskqcpilkly0LXUVMagYe1o34OceNYul1DTzyiI5BPDI4qxPlHyk4/8KtL2bkFyd2PFav1XVlWjJ3NyKD+RfSs3JGUJE1qsV+GayE9ZrLLHROKDJk3WWFJJRYwFQRVUJH7VYKu6VHc8LSXdPYOslZKsuUNJFzjzuVfPDLrs9OXnRuGO0Bqi/wB9pG4bJHry1BpW7ddyut3WzI1uzXkVHFCk3DiSgphweNbKOUWajpu/dN01FEEFSpKiTPXPQ1bQ0xqG7L2N47Jzjx8CsbSagp6iURHIceGelXBmIJTCQfQQHtkEcwsfsO45UiDg5u0OChBa+fenqd1DdXdNSSquy3G8NtcfJDkhXrexi6upqtjSo2Z2JBrxMzLr25tbkLOd1rN8YqSEK4aCmsgIuAEyhU5VDpmeWzuuwc3m2u2cb9ro38MY39fk68O+7RsrhRkHaIzndjp+HcpviUQEQ7D6D2yKuaWuIWYBBGV+eEfuD/FlA1x4AquQnhN9wf4sbLuopkIICHxAQ/hDBa4cQmQeC/M4omETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//UlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMIoYcwuAHFvnNX4yK37r0knYq0Ano+z6u+Wqm1aC5Bb3pNeqXaMKD9BBJ4AL+5Oiu4065SqKNjnKUxbCuttJcGhtS3LhwcNzh4j8xyOxTbRnKHqvQdS6bT1Ts00v22CQCSCUYxiSJ24nG7absvA3BwBIMCGnTa6j+qSBC8dOsruKMpLcPd4uB5C6D1lyKs8awT9GyB7/dZA7p77ukUpClJHtiFKHzQKHYoY4Wu6Q97S1zxH0B7GvPvj9C2C/lN5NLsef1JoqidXHe59HVz0bHHpPMxDAzx3vd869C/R42rvldsn1B+o3yP5YU1Nwi8facpcXDcbNP2BRFQihGltqtBk5X5daJiA+BRseMdEEe6aqfqBnpJNUH/AMyqpZme1GGNPjA4/AuTeWa06faTydaatlorSCBUyOdW1DM9MckrW7B7HB7esHdi4TUmntW6FoEBqzTVDrOtte1dsLaEqlTjEIuLaAc3jcOVCIl819JP1hFV07cHVdO1zGVWUOoYxhzcMENPGIYGhsQ4ALTN4vN11BcZLteqiWquMpy6SRxc49Q7GgbmtGGtG5oAAAyTnasYmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRab/PX+7BOlb+ABfP8k+pHkT1z/Vaq/s/30azOn/ZeH9b5DltJ555Wy0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKCPUU6jHHHpk8eZne+/rABpJ4nIROp9WQzhoa+bdvKLPzmtdq0euJwRj2Z1UlJWVXILGKanA6omVUboLzHS2nX3epDnD7A0guPRj/Po/nGCvVy7jgc2M4mcCG+PG447FpjcbOFPIXrx7kf8AUK6pFkuetOJjltPRXHrTNJklq9Lz8M9Msm0DW3y0ykiV+gxj4COpKzOmjh/a5JuBEyi3KKjbdr5qW2QtghAAAxgdC0bdr9QafYWOcX1T3bTiTlxJ3lzj0k/z0LsN9kOoJ7Om3hpitWoOdfSkuFzNXYKoXyUWg7PqWfmySEuwrCMii3mnOqrLIt2DoyL6NbSFSmlE1lV41m/XSTT5Due4x9TlwjNp1fRZIxIP58o+Fdt52c9ednUf44O+EPDXpX8q9XQXIlCmutobT3XUJGNrylLbTMJdoaPqVvk4OC1tDVewSUWxcjZ5CXTScxoCRs3KLgrginp4KLL3OCpa7Ra9O7Uz5mAdpA+DOT4grbeA3EVbgRwo1LxemrUwul6g3NjueyJyFO4PWyXi7yh5eWhqsZ2k3dLQFdb+QwScKJpHfHbndCkj5/kp4G51LaibLeAWqtbXqC7V2YPtbRgduFKLMUoKmETCJhEwiYRMImETCJhEwiYRMImETCJhF4KkFRNRMDCQTkOQDl+yIJiiAGL98vfuGF2wyCKZkpaHBrgcHgcHOD2HgVBVVrYNc2duu4ZpkfRy51WZ3SArsHyXY6XnoGHwgqkomf0EpinTMP7E4elp3zHdq+mUFdpXlc0ZLTUlQ51sq4g2Vsb9iaF2Q7YeN+y5pG8OBY9o4Pjdvk3TNqwVqFFi67RE0fsQGbhQBbu1P/rF0IFKcxh+CZwKp39A8XbvlwyQO3HivGnKHyIal0SJLlRZr9Ot3mVjfskTf+tHvIA6ZG7TOlxZkNWUs5rSaYRMIvNNRRFRNVFQ6SqRyqJKpmMRRNQhgMRRM5RAxDkMACAgICAhnCWKKeJ0E7Wvhe0tc1wBa5pGCCDuII3EHcQuyOSSGRs0LnMlaQWuBIIIOQQRvBB3gjeCp06W2iNxYDAza5fqljEQMVY4gAzDEnYoOg+Hd437gC4fsu4HD4mAvzc9EHyNDQVzGpdOxn1I1kmC0bxSzHJ5v80/eYj9zgxngwv93cinKmdZUBsN8kHqmpWZDju7oiG7b/OM3CQdOQ8cXBud881LfSYRMImETCJhEwiYRMImETCJhEwiYRMIoZclZWTUsMLDKFVSiG0YD9v6GBF0+crrouFvF9goZsiiQgB9kTxGH0A/r9APQi2W0RaWuF/iLH3yas5l/DajhjYxzG44tEjnvcTwfstG8x7vFvomLrc5NRUVlkD22eKl51nHZkle5zXuzwJY1rWgcW5cdwfvjTnrteZlJnWW+V4kjeCup13kcQCpNJwAOu+ZED5pU35A8Sr5sQPgoXusQA7CBw7eHyBywehop75JLqTk9bHT3Z2XS0ZIZDKeJdCThsMh6WHETjvBjIO16c5MOXye0MjsWtnSTW1uGx1W90sQ4ASje6Vg6HjMjeBDwRsy6jJaMmmib+JftJFmqHcjhmumukI9u4lEyZjeA5e/qUexij6CADnhe8WS8afrnW2+U09JXs4slY5jvGA4DLT0OGWkbwSF6/td2tl6pG19oqIamjfwfG4Pb4sgnBHSDgg7iAVyGYtZBcNPT8TWYtzMTLtNmxakExjnEPGqfsIkbt0+4GXcrCHYhC9xMP8AjEM/pnTF71feYbDp+B9RcZnYAA3NGd73u4Mjbxc924DyA4a/6gtOmLXLeL1M2Ghibkkne49DGDi57uDWjeT5xXJebe+u9jezrzxJpqD5Ee0E3iKxj0hN7s2KPwEwAYTqCHYDKnMbsHfsH1i5ONCW7k60nT6boMOlYNueXGDNO4DnJD043BrAclsbWNycZPzc11rCu1zqSe/VmWxuOzFHnIihaTsMHbvLnEeE9znYGcDqGTpQ9MIvvjJSRhXqElFPXEe+bG8SLpqqZJUg/Axe5fQxDh6GKPcpg9BAQ9Mxl4s1p1BbpLTe6eKqtsow+ORoc09RweBB3tcMOacFpBAIyFrutystdHcrTPJT18Ry17HFrh1jdxBG4g5BG4gg4VDftR1wkbhrPp3upYiHv7WS5TpLOUCeUV142nHXwqnRD5iavzB8Xh7FER9ClD0zt5MtA2fQVLVUljLxbp3sc1jztGPZ2u9Dzvc3vu92suAG9zjvXp6x6yuesbeypu4Ya+IbLntGyH5+6LRua7dv2cNJO5reCwH0SuihxU6kfFnZ28t8bE5BVK0UvfM1qyJjNS2PXcPAuIGN17ru2pPpBvb9X3iQUlzyFvcJmOm5SRFFNMASAwGOfHcq/KmOTSniqHQNnErcgHa3EEg7wRuU2sdlN4kLA7Z2fErfTeyr9OYAHtuvmn37ene86Q7f4/8A3H3PPz/RgENJbbo9rt5zHylKhoE53ynHk+hWH8cdEa84mVvVHE3VE1cLJrnR4z0JXJq/voWStr41ovdl2JOfLDyvQNYhljtbFcXaCPksUOzZJMDeI4GObfXJ5fKvVVjh1ZXxMgq7o7nyxoIAYGtiixtFx76KJj954uONy8ucoFZE7XrrRA4vp6DZhBPS4d/JwwN0j3N/VX87mNAB6g0eHb0/TktQ7fR2/RtT9M3P9z5FtU/0f9T5l/RR2qUC3SXAoAAA5V9A/wCyDkGqftpXla9+yMnj+dVb9ZgpR6T+/jdg8QXXSfYfpD/26tZD0/xZlrL9sPiWwuTEf8Y89OwVUR7MkUDck+UPcAHtxpTEO/0D+itQPX/fzKXL+jeVT3W4zZT+cHxFY09pRKUvO/WXhAA78TNaCPb6R/RF3F65zt/9Fb5VcaPAFjjx7Y/MpZ8DOh5wg5I8HePPJXbezOTsPsHbkZdn9hhaDbNWxlQjjVvaN3pEeSHZ2DT1nmUirxVaQVV898v3XOcS+EglIXqq68Ur9nGVY6h1c2xVPc5Y1x3dfSPGoB9YDpMUvp6xWnNpaa2hadiag3BJ2SrBGbCZw6N6ptrrbKPlSIO5avs4iGskRPRb5Q6KyUexUbKtDkUIcDpny5pqltSzaG5ZmxXuK903PsbskK1T2drcl12Pxd5KaZtkm9l6zx/umtZrXCsiuq6NBxu4GewlJ6qxiqxje7QjKY12Mgk2L2Im5lHBwABVHMZeY27Ak+6UI5SqKA08dWABMcg9uMY+NXxQExWqbG2vZd3eBGUfWVUsd/uEocAEkdWKfDPbDOvRAxilN7tGR6pwDuHcS9swlHEZZg3tWrtN291wuccQGcuC/n6V+hb06ovLrfFoqseL7Yd6iuQvJWcZD7y9axcNSqxZthN6mxMkQVSJvFWUfV4YBKCSbl40IbwpgIlmm6NoHQMBenRzVHAyMbo2hrR8X+asl9nM5BkofLK+ccZx6CNa5Qa5es4duqfwIfopaqbSlyqSxznHyk/eqirY2ZC9gOs6dNyAIj2Ka0uEXO056xvUd1hbxX2Z+Bl8ffDxdPzHyLbfZxRjWJKMVASj755QgP3PH2yHhv2TZ7V5ujgzViF3tsLSn653Ke67y5wbG1IrLvUNTcZZlxqig09NdVOKbT8K2atdiWx00KYG7qwWC3JOU/ehJ5gRrVoh3EEu5ppRwtigaAN5GSvTum7dDbrVEyMDbe0OcevO8eYK/DiP0N+nxWuMGi7ryC19auQWyty6poW0p+zm2RfqZV62fYlXjLUzgqLF64sFWScxkGxl0kPe5NSQUfLpHXAEUlCtkrKruD4JNho3KL6h1lU2mt7nij7wHGcKkTqOdHvcGguSwMeEWnOR28NHWaqQWwanM1HX9w2JK63mXUnLx8rr+etVOr50FpaAfwhXrNZQiLn5NfNPNFRYqiyl5BVxTR7RIB6sqS2fUNDc6ITvkjZJwILgPLgnhv8APlbavEe5bb2Pwj1zbOQ1Ut1N3upoG617aMJsGAlKxdl7HSmlspY2Wywc01YyTOSurCvoTJjKIplXCQBUgeWcmYh7YxcPseC3I4cFrmpiom6xHcZY6IyNPekEb8EgEbtxOPItF7pQAA9SThWAh3AeQFDAQH6Q+UgzPTfanfklbZufsfP+ad8RW/1Z0DL2t+gQO4qPTEAA++oIZBpBmUjtXlatbtVzmjpd861cfaSeQpH2x9CcQIB8Ax2pKgrtnYzZuqHgU2BstJNvVoyTR7iYr2tUGNI9QHsHdGym+y7h4ZZbIeag2jxK9A6GtoobQJnD7JJ8Q/z+JUjbh0fvLgPuHRktZAPWtgPdc6D5W61kCIrIuI5vcYuLvdYUXbreFRKVqdoj3Ec7J37A8jlQ9PgF+CHA9XBTBro6hjhxbktPxL+hLFbFrm9NY6m5BU0hE6xurXVS2LHNiKAqMWezwzWRfwTg4dw9/r0kssxcl+JHDc5foyHXCHmpyOjK81autpt11kjx3u0ceLo+BU9e0LFL+pt6jN2Dxfpx6EHf6e36Cm/fT/ezK2XwXeJT/kwA2ZT07HzhaoMVxhuNg4h2rl1AgtI1HXm84XTGwWaSAnNXzXOohY6TYzqJ+IxIx9Ixr6OcqKAUiTpVkQoiZfsGdzv2VtgyNEoiPEtyFuU9G3lUHLngrB1CxSIP9w8TVIfU9rBdXzJGY1udmufT9qWAe5zECAjXEEoYwmUUXgjLKD3XL3j13psHnm8CtO8otk2JRcYR3r+Pj6fPxVdHtNRAIw4EdigAjBcifF6dhEQkdM/H+DL20f0c+NSfk8GLQ7r2h8Ssb6LpSh0o9JG7B3HYW6u4/SPbYkt2yxvXhjxKJ8pwHdbD07A+dWF5gFqRMImETCKH3U62HM6g6WfObYlcdrR86XUrWhtH7U50XbNvt27VTUcmu1cJ+FVs5JF3dby1CCB0z9jFEBABDL2hgdUAn+cLYPJ/TMnuzHPGdkk+YEj4l3bhPx71U96MGg+Ky1Mry2u988Eq5dLzHqRbQ/yxd96apabInLe8VMiCi1mjbVYyOWL4xhcslWTUUTk93R8GRlqXiu2RwBUwrbzUx6m5hp7wSY8gOFD7oObBmtldJLTZLC6XfutUbG2vqmLeu1DLOTV6MsZLdCszLHExzN4dncwZNi9+yLVsmkUAKQAC1vTA2XaHSFgeUimZHWiZvhPaCfi+ZWmZgVqxMImETCJhFzlcss7UZZvOVyScRUo18YJOm/gN3IoHZRFZFUijdygoH2SahTkN2DuHoHbpqKaCriMFQ0OiPQf5yD2hZO03i5WKuZcrTM6CtZnDm44HiCCC1zT0tcCD1LN4cptugmBBkocxgDsKowbPzDenbuIF8KXcfj6FAMwnqXtOc7L/AHxWxRy067DdnnqfPXzLM/R8C+Y3J/cIj3CejyB9wsDEdv8A45qYf9/OXqZtHtHe+d9K6jyy6+J3VMQ/sYvqoXk/uEpgEZ6POAfEpoGIAo/eHwNSm7fwCGPUzaPaO9876UHLLr4HJqYiPzMXzNCylT+YEmgYje81xu/Q7gAydeH3R4Qv0mUjXiyjV0cf9Qs3AO3wHMZV6RjcNqhkLXe1fvHnG8eYqaWHl6rIyItSUjZY/dIO9cPHG8lrj4nsHYqTfaPeSOpoqh9KW6zS0xNUSm9TTTO0r9AwsEtJ2xepa5YSUhYmkRXljtiTUsvESayTZsRXwOVzkT8YeIRCZaKttTQxzRztAeWYByCD5fpWw5NV2XU8bKm0yl7WnLmuaWub4wfjBI7VnJ57QA11NszWbTnV0qOTvAzj3uW3s6drzkrtyJh3kDHTEmUXMQbZdYTp8ArQDFYEM6eN0pKUkGbZFZUrdZJuscl1cLHJWxPdRVDXygeCPiByfiWVpbg2B7RPGWsJ4/yFiz2g0rDc/O7oP8LbgRKb0nuTl4/2NtepOuzqBvTOn2bUNfgYuRbgIoO2Tqt26yMVe/i7oSpvCIdxEenTFK6gt1VUEfZ2swD08Cfjx5lzu0wqamGMfayfoXZfawqfGQnT90tydqLFlWd0cS+WOnbPqC+xLNs0nqg1kU5tovCxT1EqSzKHVn4yEkBQSEC+9Q7UwAHgymlbhLXVc1PNvjLSCP57Mqt4pmU8LJY9zgQtk2tWJO41OoXFJD3VO3VWvWcjbuI+7knohnKlQ7j84fJB34fX19M1Vf4GwXF7G8A4qYW2QyUrXHqXL5hFfphEwiYRMImETCJhFGnmLxS13zi42bI4q7ambnAa32wamN7g/wBfSzSCti0PUdgVS/Kw8fLPo2XbM2tiUqpY96YW6hjMHSxSeE4lOXOWK6utNcyqjAL25xnhvBHwZyO1WFxoxW05icSAccOw5Wt/xF406H4je0+W3QvG7Wle1TqemdLpklCVWvpuDlM6dT+tlpKamZWQXeTNjscw57qvJF+4cvXao+JVUw9u23brVurtLmpf4TnfSoVSQinuwibwAWSuv2mw3b1B+hFwruiKcvpfaHK2a2btilvy+8QV4Tptj1bCwMRMMTgKDlmrXpmxx6wGAwmby6gAJe4iOP0fG2mtFTWM+2hpwercT9HmVze3GWtihd4GfoXYvaw6tHVvgboXlPTmMfW928TOXmn7JqO+RrNBrOVZm/aWIHEFGvESpLtYZayQcHImQTMQoOIhuYO3hHv36UuE1dVTU8++MtOR/PYSuu8UzKeKOWPc4ELpXWll4flD1Q+gDxcusenI6U2HsKW5HXugSRAe164vWg0+RrURZY5YpmkoxZRtdlI86ZyiVRpMukzgJVOwZG3UzLdRVdREMSYIB8Wf58itamV1VPDG/wAHK572sKOaa44qcPOa1LjmcRvfijze1U911dWSKTSZi69IV272l9XEX6JU3ScW5uGv4F2CQCYhDNB7E+eYcsNKV8twknpqjfGWnI8oHxEq5vFOymbHLHueCP5+BbRKrhB57s+beIG75u3eIeMPCfyXKZFk/EX18JvAcO4fRmprxEIbi5g9spnQvL6UE9S1beZO2tY6G9qA4vbk3PdYPXerNcdIS92q7XSxuvdImChI6/ctTLOFjFKou5cuFRIg2aoEVdPHSqaCCaiyiZDbcsVL3Xpg044uk+ZqhVwl5m7c71N+cqwDpnczub3US2DsTkzJ6o1/x+6asg8kInixE3WnWhXlBvxi0D5PS2lKzBrwjUahQHjtFV2gROEcHcmUK0brrpN1JFxGL7ZrRbI2U7S59xce+ORst7MYyT5e3sGWt1dW1bnSnDaYDdu3n4eHkUNaz1C+rDyv6hXUS4A8S6txJocDxZvlNaRPJXa1Zv8AIt9bUN+zniO4qcqMVapRPZO0r7Me6jCGI3ioiPYREod0RZRVr5ebi0/YqK3Q1tWHkvbvGRvJ6t24DynerB9yuE9S+CEtAB3HfuH0rHNF6lPWcr3NLZPSEvGruHmy+aK8HXdjal5ZM075UOPFd0Y7gHVht2ytm6/ZLLWu0S8eU7aJiY+LTiCBPqHSc+8NUiuHF1Jp7T7qYXIB7aYDe3cST1A9Hbx3dS6WXO5CU0p2TL1rO+q+d3Um4k9TLj109epIfjnvGj8y6tcJfQPIjj3VbHQJGBtdPjJiSkavcqtMOjs3TRNaJSaKJItvMQ+VmboHy5feGyGOuGn7PXWl9dbQ5j4+IJzn+fm4K6pblW09Y2CqILXcCFsTKF8BzF/vR7ZqGVmxIWdRU1Y7aaHda8M61yTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/8AJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi03+ev92CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEUEObvTp4V862VGsHKrRVc2jP6TfGtFEnXTiTh5dskwXJMPKlMvoR4wWstBnnLMoP4R+LiPcAYxgTKoPmBKrDqOttThT07sRyOAI4jecZ7D2hR6/2+GahmqnD7JFC9wP5LSfNkKK4vXNnfRcOzQbR0Yzbs4uJiY5sixjIuNZIptGMdHMGxEmrJiyapESSSSIVNNMoFKAAAAGy3SPnf3x3leFJ6qpu1VmVxL3FawnVI5DbD6sHKSg9GXhAo0kta652GFv5JbnMU7yrBbKMi7iLLMunrQwAnrDSSE26QVP5gGsVoWSatSmMkwUdymjhbRU3OycSFvPTtuh05aDV1Zw4tyfF0Dxn4PPjZdqsQx0rqbUXHyhTUw+oujNX0TUdWey7jzpV/A69rEZVIx9Jqk8KQv3rSLKqsCZSpFUOIEKUgAUI5WVT5pS4Hdlaf1Dfai4Vz5GuIjLju6FxyiqiphOoYTmEe4iI9+45ZZyowXFxyeK9eUXFe1FFRwoVJIonOcQKUpQ7iIjlQM7guTWlx2W8VyqMWwcWdehoWOtq7Ba1dtd3OvyT0Ua7t6a8kHMS0ti1UB2M6nWnMqzVapvhQBsdwmZMDicogFx3LNsc5snZWXFiuJp+6hG7mevBxnqz1rjnTRwzVMi4SOkcoiAgYBD1D+HLcgjcViXxvjOy8YK+bKLgmETCJhEwiYRMImETCJhEwiYRMIuMl4WLnmZ2EuxQfNVPXy1i9xIbt2BRFUvhVQVKA+hyGKYPu4IBGCs1YdQ3vTFwbdLDUy01a37ph3Ee1e05a9p6WvDmnpCiJsyhoUh6wVj3p1mMoLkzVFcQ98aHaCgKhDKEApVkv7IL4D9imD4CHcAMa2ezYO7gvevI5yn1XKRbaqC60zY7nRCMSPZ9qlEofskNOSx32N20zJbwLTglrZLa4l3c5TISQfnMq7Mku2WWP6mXFk7XZkWOb4mUUTQATj9J++d7CS0E8V465XbDQaa5Q7jarY0MoQ9kjGDgznomSlgHQ1rnkNHQ3ZC7xnJa1TCJhFyURLP4KTZS8W4M1fx65HDZYv0HJ8SHL8FElSCJTlH5pyCID6COYm+2O2als9RYrzEJrZVRFkjT0g8CD0OacOY4b2uAcMEBZOz3e4WG6QXi1yGKvp5A9jh1joI6WuGWuadzmkg7iVY5QbqwvdebTDTwpOS9m8oxA3iOxfkKAqpf3xkFAHxpG/ZEEO/YwGAPk5ym8ntz5NdUzWCuy+kPf082MCaEk7LuoPb4MjfuXg4y0tJ+kXJ/ra36807FeaTDKkd5PFnJilA75vWWnwmO6WkZw4OA7rmvVN0wiYRMImETCJhEwiYRMImETCJhEwi42Th4mbb+6TEYwlG3fxAhINEHaZTdu3jIVchwIcA+Bg7CGZaz36+aequ7bDWVNHV4xtwyPicR1EsIyOw5B6ljbpZrRe6fuS80tPVU2c7MsbZAD1gOBwe0YK6QrqDWyxhMepx4CPr2SUeoF/wAREXSZAD/FmxYeXflcgbsMvlUQPbNiefO+Nx+FQeXke5NJnbT7RTg/gmRo8zXgL1hpzWgd/wD0VGfr911JD/F3eiIZ2nl85XiQTe6jd/06f+EuocjPJkP/AN0w+/m/ir3t9TUFkoKrCEWjlhDt50dNz8et2D4frrOURP6D9/Ler5cOU64RiC53GOrgB8Cekop2+9lp3j4F303JHyf0T+doKF9NN7aGpq4ne+jnaV6ZHWhHKZgj7tsKHP2/W/d7dKO0Sj9AGSkFXKhiB9wFCD9/O+1cr0lHIHXXTula+P7rbtlNE8+J0DY2g9pY4di6bjyZR1UZFuveoqKTo2LhPI0eNsznkjsD2ntUbNj6g2CwKpLHmX95j2xTnMuqu8cSzREPU51GLpd0cyRQ7dxRUUEAARMUpQ7h645JuXbkuub22SO302nLpMQAxrImU0ruADZo2RgOPQJWMGSGtc5xwfNHKTyPcoVva67SVtRfbfECS9z5Hzxt6SYnvkJaOkxvdwJc1oGRHvPUi88JhEwiYRa/3tMn/Qv6fn/bflF/7J8ecldo+0nyL0Byb+xcnjb/ANyqI4I9ZTmJ069UWvTPHoupz0y47Be7LmCX6iOLTKfVK/rlbqzgWj5GwRIN2HyXVWvZLwGEFPGbxfO7BjtR6OsGq2NjvsPPRtGACcY4no39PWtpUlfVUR2qZ2y4qaJvahepsYol9343B3+kNQv+/wDi/wDR1HITLyF8mksZjdQAA9T3ZWRbqW8NOedPmC2zuLF7m9t654t7mtZ449z3JpDTG1roMS1FjGfVZsTX1ct9j+TmJlnBmbH5ZmFvJSFQ4pp9i+I3buMnpLdSWnmrZQNDKKnY2KNvtWMAa0eRoA8i8wXdgGsppSS6R9VI5xPEuc8kk9pJK/nmxn2weP8AwyWn+e1PJsfB8i34f6P+p8y/op7W/wDS1l//AFJV/wDYg5Bqn7aV5WvfsjJ4/nVW/WX+1Pb/AP8Au10n/nVrOZay/bD4lsPkx/pj/wAgqof2ZH/TJ8ovwaU/869AzK3L+jeVTzW/sKfzg+IrGntKX+nv1j+CXrP/ADi7izlb/wCit8qudIewkf5R+Ze7iF1+rPxS4rad4ul4pUTY0bp9laWMfcpPY0/Ayk0nZ75aL0qZ5FtK1ItGws3FnO3J4FTeIiRTD2ERAOU9HFUO2n8V23XTNBd5ueqs7W7hjoUUua/UW3X1Ydmafot9W0xx31jR3cqxokC6mpiE17WJG1GjUp257EukkSalpaSWQi26HnptE27Rql2QakOo5UX7YoWQM2WDcshb7bS2mn5qladn4SttngnwkoPT+4uROvaZf67uOybdcRm0Ng7kprhF7SLs5kIdsjWmmvX6CqwSOvYGHUH5NdnMKj9R04eCVEHJWyEfu1Q57+bxgBad5QrxNVVQpNktij3AHr6Se35lFzrg8gA4/dPF7rqKfe53rlhcGWuWZElfIfpa3qh2dv2XJNhAe6jZwKMRCOidhA7adOHcPp7bPBvMp6FkuTW1/ZHV7xuaN3jP+WVhD2XzRDyga+37zKkIc55C9WCO4+6+eqNuypKzWwjLps1ZAxyj7xGzs5IQDcDl7EBeHWIPiEBAuRr5zEGtbxJUv1ddJaJsUUIJcXZPxD51QJy6pFn6afVJvqdEZDDq6I5BQO4dSsTAo3Zno0pJxG19cw6yhAEjqPGozDWNegUBTU8C6Ri/ZEC8YRLECekKS00ja+ga5472SPf5RgrfTPba1cWdB3FRXPv1I2fUqrsiovuxQF1XLlDMbHCrHAoiBVTx8gn4y9/mH7gPqA5D6qMw1B7CvN+oKN1rvDmkY2Xn41q29ZLpNbxs26b7zJ4w02Y2/Q9puSW7Z9CpjJaZ2Hry8HZt0rRLt6mzItM2qo2V43NJi5j0nK7Bwu4I5RSbppLqSOhrI5Ygxxw8Bbp0pqWjuFDHTSvDapjQ3fuyBw8vRj+RXnxg6zXPvhxU4fTcLba9ftaUQysVCaq3rSwtDOoot3BwXgI2Zau6zsiDi2agGTTjSTCbRn2EqKKXqA3UtPDN4YyVn6+y225b6qMF3WOKu642+0maZuz+OqvKLSc1o5Z+oi1W2hqaXe3qkM11xAp307Q5Jq2ucFCtvUxzsHlhdiAgBW49hEcfLa2kfYXYKiNw0JGYybbKWPxwP0j+e1X7x8hGWai2S7VezxN2pVw1LZ7FU7dAP0ZWCsMFKVGRdR0pFyLY6iDpo6bqAYpij6D6D2EBAMXTxSRVgbJxyoBaKCrt+o44KsHnBIOPjX8+vpP/AGyXhX+EDQv/ADSDJPN9qd4it63L2Pn/ADTviK/oSh8jMLdZLNZ37eIq1SaS9nssw8N4GcTAQDVzKzMm7P2HwNmEc0UVOP0FIOQ+KIy1WyOteb6ChdXXwQtGcv8AnWhhqGHn+rH1bodxYI965h+QXIKSvNrilTGOtA6Np5nVolK37ykYSo/U7p6phEtDmN2FVJEvcxjAAy84hh3fctXo6QstttOx4MUW7xgfOVfJ7T/o5zftRcfeWkZCe7OtX26V0JcVmrQCeGoXJo6tWvTLAkUCM4itT1clWyfYAIC04mT0ESgNnQTul2g7jlRrSV1lrueimzkOyM/D8y5roAb7/Rg4N3zQEs994tHFzYCruBbqH/XC6s26rKWaKTQKcRUX+Tb/AB9h84xe5EU3bYggXxF8VneIctEoUc5SbZtxsrmDfjB8Y/y+JPaFw7dNrUYfc5k0IP4tKb+xZfBcuHJj4Mv5HzhYv9ny1DRORfTn6g3HXZaRDU3dd/gabIPRQTcuYGSUoBXdatcakqJUzS9QsyDSUZ+IfD70zT8XcvcByNVNzLmu6FM7/cvSyop5j4JO/wAWf81UB05t423pd9Sh1r/dp/qcqitusPGbkeyWVUCIYwb6fSjG14TVXKmmtF0+1R7CeRekTMdxDprFR+a6ER7J421EBaN+RkLIXWiivNrdE3BD27TT24yPPwVpntTsErXnvBNgoAABYfkaZMQEBKdMZLTHhOQwdwMUwD3AQ9BDLe3sMcZaetYbRtK6jopYXjBD1PHovfaotI/7Ye6v84ktmMvXhjxKDcp39KZ+QPnVhWYBajTCJhEwiwLzT0dN8pOB3LfjlVUAe3PYup5JajRYqJpDNXilSUZsGmwJFlhKigpO2aqtWZVDiUiZlwMYQKAiGTtkzYpwXcMqb6IuEdDdGOlOIycHy7s+TKrV41darhZqHpL1GF2Jshap8wuN/GlfjN+lmmazamexZTamsqg41bQG6DU0KDFOCliRMe6kHiixSRRRcIuAK5R8k2dfROfVc8PAJytoVGnHT3wXBu+Eu2s9GDvKlZ0iOPVu4rdMXQGtNjQ7ytbHuzu37nuNXkkFGkpXVdizaryrxUsyXKm6j5hGhsokz1qsRNdm7OqgoUDpiGYm7zNkm2WnIG5QDlBuMVXcDFCQ5rAG5HZx+FT4zCrW6YRMImETCJhEwiYRMImEULuofyyoPDHXHH3eG2uHNd5S6uht51+Osl+l06++l+LMi6XYOILbtWipvW18VWnCGZuCtFm7uAOEi2aNgfEVdoiTN2yN0ocxry12OHX8P0rZmiaOWuZLBDUOhk2NwGe/6we+HxHceG5Qc6zvUX4wc9OFVY4McLdrfpxOQHJncuqXGvKHRYC1undGZVqYNYpC0zitkg4lCnO/dkPk5ZFwZBy3ZvXThyRJq3XULkqOjNNK6eXAIB3/AM8VsWx091tbJPTKZ3cLRnDnZaPFxx5MZ4KVXWkqds0rQejJ1CoaJmtoRPSp3NrmqcoiVdstKzDjX75LTac7dhBwKZ0opy/1WsxSdrGIVJ9Y2/negHMTF0csb6mptriAZmks7eO7xjO/xKXWy7016oWXKkyeZk2JB0tIwQfERvB7ccQVjbrec/OM3V81VxN6anTj2chyM27yi5Ja3t9re1Gs2xOJ1NqysRNhNKTt8POwkMrCPY13OpSb1ucBVjYuGeqPCoeJv5ttZ7V6ROnr6o7MYafL/PAdZKzldWemAjp4d78hbizOKjq9FxFfiSChE16JjoSNSOYDCjHRLNFizTMfsUDCm2blAR7B37Zpi81HdVc+Qb8lTuhj5mmDTuACiraOWtSg59eJiIJ9ZGLNYzdzNNn7dm3VVTN4VRjUVEFxfNyCAgChjolOIdy9y9jDlaXSlXPAJZXtjeRkNIJPl3jB7N+PHuGm71y5WO23N1DQ00lXTRu2XSte1rSRx5sFrtto6HEtB6MtwT3au8ldTz5CAtOL150cA7tbAyWa+Efp7vW3vkYBQH7q4CP3PuWVRpy6wHcwSN62HPwHDvgUjtPK9oe6NAkqXUsx+5nYW/427cfnePoygxvlHk/AEdcas+Mp2AhGk/FLnMI/sQTTdmP4vvdu+Yx9DWxfbIZW+Nrh8ymVNqbTlZgUlwopCeAbPG4+YOyu1AICACAgICHcBD1AQH4CA/AQEMtVmwQRkcF+5REwiYRMIvIn2Zf4Qzsj+2DxqjvBK1lKgoX67Y2sPf0/Uw40v+P5b1t6ZuWWRnqLa7O7bx8agrWO9PSPwU9osq1t03sjpadUeBqU9caFwB5RovOQcdWGRpCYY6j2DZdbSTiwmR+ak0YslKE7iSuFDlSTkJ5oCnzTdy9GiquKppJ7a5wEkjTjzEfPnyLsv0L4po6oDvWnf8CiX1ueefGjrB654hdNDpybPS5F7T5MclddXi7SlMrVsTiNS6nq8LYySs5ejz8HDHhnkavYySzxuYplo2OhHZnhEDKNgVzlntXpEZ6+qIbGGnjj4PiHXlY+trPTHm6eLe7IUpPaAqtJ8W+Q3SR6odfp89Y9KcF90hrvkMjWmC0zLVTT92kKa1hbGRql28toxjYycYFWXMmgeVkI5uZQhnBRHosVxhukdTQFwEr2nZ7eOfm8mV2XClfSOiqAO8ad6iz1puaHGjrQDwU6Y3T52SjyMtG5+UdI3Dt21UaBtKUBqTT9QrFrgZmVt76dhIc0au0i747l3aBSGdR6MIKbgiSzlskv3Wi2ep9k9dVHZYGnGcb+nHwY8q662r9MnR08W85W5W78oFikQIVNFIpEkkyAAETTTACkIQA9AKQoAAB97NLXOcT1zpBw2vnU9pIzHThp6lpxdW3hRrDqI+0MaD4mbXePoevbK6RtlCGtMWJxkqVeq/s/ldP0W5NGxF2xJMK7Z2LZwsyUORJ+2Ko3OYpVRMG5tM1kdNp7nycNbLg+Zv0qCXWB0tz5sDeWfOVYH0Tueu0mlkufSA59Ga1XnXwmYo1OlTDlTyYvkjx/rLBolTLvUXyyLMJ2ZgqeZkqobyyOpSBVbSJiGcJyvu2J1RbY6nm7xSnapnEZx0Ht/ncd3Vm9tFU6LaoZhiUDd2j+fg8q6D0gFADrR+0Q9jehtucZfp+PZlur/gyupJQNP0e/i0/BsqlrYTcp93A/SvKIUD67ItZhH/5lK2KA/f8A0RK3/wC0zm6YeowOz/zMfGqBh9PSMfc5X51VFCj12fZ/h79/DPco+/3u9aq/bOGn5R6m6wk8APnVbkwi6Q9pWyi4HusoIfDxDmoqog1DiOGVNYd0TfEvTluuxMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/wAns2Hya+zsv6I795Eo1qr2PZ+eHyXr/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCKpbqi9X/AEb0p1NFo7l1fuTZau/Etqr1lLUcdUJFSHR1EhQXNjVniWq21YyaS7bYLdRAzcHAARsuZXywKUTUyqhpPBTl4o8ldecxOOWn+TeqRkS0PctMYW6EZTJGac3CqrKLsZqtTycc8kY9Oeq08ydRz4qDhdErtqoBFDlADDVUIwcKurqd9bvjL0s73rjW23qDuDZtv2FSpTYZ4zUkdTn5qhUWlhQqsTMWk9rt9W90a2afB22ZGSBYplWKpTiUwpgemVyDSeCtg1hfYzautNebQhWj+PhtkUapX2JYShW5JNlGXCAj7CwaSJWi7pqV+2ayJCLAkqomChR8JjB2Eariu84RYD5R8gIPitx92tyHstUuF5gdTVVxa5Spa/YM5S5zzVu5atjMa7Hv30azdyBzOgMUii6RRKUfnfdIBk4Xy8T+RcBy1476s5GVeoXWhQG1oBewRlQ2LHsoq6wSCEvJRAtLDHR7+UZNXhlY0ygFTcKl8s5R79xEAIRg4UhsImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi03+ev8AdgnSt/AAvn+SfUjyJ65/qtVf2f76NZnT/svD+t8hy2k888rZaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL9ApjfYgI/wZyaxzvBGVQkDivPylP7w38Wc+Ym9qVTnGdYXgICHxAQ/hzgWubxGFyBB4IACPwDvgNJ4BCQOKCAh8Q7ZQgjimc8F+ZREwiYRMImETCL9Aph9QAc5BrjvAVMgL8yiqmURMImETCL9ABH4B3zkGl3AISBxQQEPiHbBaRxQEHguqXpwDSkXF0PwbVWwuB/gRiHan/3uXFC3brYW9crB/iCwupJeY07Xze0op3eaJxVO0K4UaPCLkQFwUAEqifg8RTpmAQOQwfSUxREBzczHFrtocV4BpJXwzCVnEFRk4t8LuLfBuZ3nP8Z9duaLJ7/m4qVtab2VcziVfjIdsp7pS6S5kyrS0JTBmHbqSOzUcuBM7c+Hx+7t2aDfIVNxmnYGO6B/JUqvGr7jdKVtNOQA0Y3DGe09vR0fGTIY5zHMY5hETGHuIj9IjmNUMJJOTxXjlFRe1FFRwoVJIonOcQKUpQ7iIjlQM7guTWlx2W8VBvqU9SjU3S41K1kZFrE7F5VbGiXCukdIquDqJoJqHWYp7M2WkyWSfxOu4l+kYqKJTIvJ96iZmzMQibx4xzdutxlPOSbmLZ2kNHvrHCsrARTj4ewfzu+OnDSPRG6h3I2ozvUZ3ZzKuHHDqTbHsMfs7S9enkpaEkoyANHLptI3aM/XVm0zqVxPxqzVtFQUbGumlehG5WT1iIuTs43MyVlNC4QHGxwWxau/2a3Si2PDeaAwQAMD6e3+cy70T1kdh6P2Qz4e9azUkhxy3e1TRZ1fk/E19EmrdksxV9yZ2O2s6wm6rqMbIuUxINnqxnUAK5zEctIwqC6uWdTboqhvO0xB7FHbzo+gu0JrbQWknfgfN29h/wAldx50LIM42arU7D2etTrBrL1+x16TZTUFOQ8giRzHysPLxyzmPko1+1UKoiuiodJVMwGKYQEByNSxmNxY7iFpitpJKKd0EoIe04IO5erOtWaYRMImETCJhEwiYRMImETCJhEwihttqbUsN0Vj2niWRiRJDNEk/XzXnmf2WJS/9VM8P5X3wTDLaQ5dhfQjkK05DpPk6Zda7EdRXB1XK527Zi2fsWT7URDnOwyOUrKxDEr1fiYYogIsGaSSpi/Yncm7qu1C/wCpVdKHMH8OXDRstwvD2s9Qv1Xqqv1C/IFVUOc0HiIx3sTT2tja1p8S53KqMJhEwiYRZT1DdVabbmZlVRLDzCiMbLpmN2TKksp4Wz4Q+AHYLnA4m7CPlCcofZZpjl15PIdf6FnZAwG/UDXVFK4Dvi5rcyQ9ZEzBs43DnBG4+Ctq8j+t5dF6vhdK/FmrHNhqAT3oa44ZL44nHazx2C9o8JWIZ8q19F0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwijntLRzSwe8z1STRYTg+NZ3GB4EWEsf7I50vsU2UgoPxH0SVN9l4TCY4+r+Rn0RtbpfmtM64fJU6cGGR1G981MOADuLpYW9W+SNu5m20NjHnDlU5C6TUPOX/SLWQX05dJBubFUHiS3gI5T17mPPhbLiXmGLxm6j3S7J83WaO2qp0XDZwmZJdFUg9jpqJnADEMA/dDPoFQ19Fc6OK4W6WOehmYHskY4OY9p3hzXDIIPYvFdZR1dvqpKKujfDWROLXseC1zXDiCDvBC+bLpWyYRa/3tMn/Qv6fn/bflF/7J8ecldo+0nyL0Byb+xcnjb/3KcvsuzaYV4N7PNDxLN95vNSdRkl1WSDlUseTUGklVkjHUSUMVAEBUMBe4AIiOQ/lWq62h0Jdam3lwrW0E3N4znndkiLGPwy1S891u1XaoYf6O6qj5383t5fns2A5bNezG8qxotjXYV2OF4ZkRsgBIpp4vE9dIMziXwod+5U1zD97tnhjkpvHKjeeUK10N5dUC18+58mS7GIo3ygHO7e5gHlW1OUn0rtuh7jVWwNNfzIYzHHMj2RnHia4nyKB9WXk427xLiZRFv5TlAhSCXyyplIcoFIQvYoEKQodgAPQADPe8bniYF/FeHKSSojubJKrO1tdPjX85PfjKb468+tsEsscv8r6h5WWuXdszJ+WaQTq203c0zctfN8JFGc0xbJLtlO/lqoLkOURKYBGatIcwEcCF6ehc2ela9vgvYCPKF/Rnu7Vvd1IbYdGdIWij3+DibhT7JEm95jJ6tWRi3l4SXYuCdyqtZCOeJqkH+9NkOrIHtmO5ebNSWqrgucgLD4RVOHXvucXqzppJ6/nnSDS2733RRIisQKixU5N7CUQ7u8WmfSaGMVRWKhHMfGNXCgAJU15RsUfU4CGWs8LmZe7hhbC5N7bUQF9TK0huzjzqur2ZWnSxdgcvtqGbKkrsNq6ia4M9OQxEF5y5XFSyoNG6huxF1mzChKHVKXuKRVUxN2BQviu7o8NgA6SVIde1DIrS2Nx750m7yD/NYF9pRHvzu1eP3eJWsh/j2LuLO23/ANFb5VkNH77HGe0/Mrrul9xo4eWDpj8Rb3sDiFxs2Pf7TCbKdWi9XrS+vbVbJ9Zju/ZkRHnlp6bgHsm+FjDx7dql5ihvAggQgfNKABY3Gtlp5NlhwFE9Z6mr7PXczSucG4HT1gKqP2iDiTx+00birvHj7qOm6bbbRZbLo+xatrqCZVWlrzVE+oqVqc8zrMQk3hYuYlY20yCDszZFAq5GCJzFMp4zmvKCpdURlzuIUn0heprzQGSc5laR8Ks36AVzldrdOY1PlHiz93pfkLeqHBIrKnXOwp0/BUzYkc3TE4mMk3Gy26Y8BA+aUC+n3AsLvDtPa4cSFEOUW3iWpimYO+e0A+MHHxYVG/tAPIkd0c63Gnq28O/p3F2qReoI5qzOK7V3sR+ctk2e+Rbl8ShJVCwySEA5KAAJjwBOwfSOToouap2jpO9TvTFvFvs8UZGHuG0fLw+Bde0Ryl65PGPUtW0Xo6r8lqDqqmLTLqt1JDh1CTSTBzYJyQscy6UlbPpCanpBy/mZRdUyjl0scAMCZRBMhCF7nsifvfgrIz01tqXbVQI3O7T/AJqF/Ni4c8t43KP35zgqW2gtDmLhtdR+wNgaQJqNhItIgszKQleKpEUSkV6TlG7ZZ4dMTJqPTNkhKJhRQIVPm0NAw3grmBtPG3m4C3Z6gc/OVtw9A3c6fJPgTE6qmHwO7nxZvj7XLoiyvnvj64uKzu6a5kXJhETpt0V3UxDNSduxG0IQod+3YMLdKbbka8dK1hryyiesjqmjc/cfGN3xYUMVPaNpPXu3ZLVNi4hwFYSrOzXuv7Ra1N0TArwjWGtStdm5paHDW5QMrGot1VzIecHcSeDxfTne21xhuWuOcLKwaDooacOgmeJdnIOBxx41sS7w0PpvdEoVnvLjtprerJ63QCOstx19VbTLnjHCRPdXUDclY9WeYpLtDlFJdk8SEUxDwm7dsxndNXTybG/CgxveorPWdzNLyxpxjfjzLSc67PCHj/wh5S0Ku8d0ndYqm2NQRu0JPVL+dfWJXWsw5tVnrh2kVJTDp9YPqYnkIErlmjILuXKSpXAAsZDySJyGmkdLEHvGCtyWWtnr6BtRUN2ZStg3oKPbU/6TtoJa13S0fEXjkdF65K6E5iIUf6j4WTcoMPH3AGQbBk543YvzQWOp9PfLGqDe62H7rd8ai1/ZCNRUzm4507OffHHwYWqL0n/tkvCv8IGhf+aQZkZvtTvEVMrl7Hz/AJp3xFbd/XA3/wDpbuAm1oqMfe53vk9Y2uiq6VI4EeJVOUTczm05HyhEoqxq1Ki1YVcwd/ApOI+nr6YS2QZndKRwWrtDWvnLpLXPHeszjxncPp8i06+E9v56aMuEhv7g/Udt/VMjFzWuH+wtf6PLtyOYNZQIOWnK6KsxRLvXYyVXbpMlFRImm+I1WAviKiucqmddskYdjC2vO2nkbzc5bs9ROPnCmbvjlJ1yOTupbRoreNX5LX7VVyXhndkqa/DuEhE37qvTkfY4Z0nLVjSELPR7hjMxaKpVGzpE5ilMmYTJHOQ3BjImHLMAq2p6a20ztqnEbXdh/wA1wvQl5El0J1BqBVZ177jTORsVK8e7Om4OYiKczcF2T3XDjyD9kgehs2FimXmm7GRbPnHYexjFN11cXOwOb04yrTUNCLhaZYcZcG7Q8Y/yyr4PaN45SK6eOsGShRKKPNCjF7CHbsAaW3+Hw+jMbaG7O0FB+TuIwSzxnob84WL/AGbdyo04j8pnCYiU6W+KicBD0H0oSY5yvBxG0+Nd/KO8x0sLxxBPzKMXtGvE9NGxar520yMKWM2S3j9Q7uO0S+a32LWIdU+vbQ/MUBMZW2UaLVjDmHwppjXke4io4Dv32yo52HZPhNWU0NeBcLYKd5zNF8X+R+NVn86+c5+ZXD3py1q2yhpDcXGKub10vsBRyqKkhNV2PU02fVlzcmMKiyxpqntQj3C6pzLOpOHeLG7Acve/a3ZcT0FS6CDmZZCPAcQfjytnHovfaotI/wC2Hur/ADiS2R+9eGPEtP8AKd/SmfkD51YVmAWo0wiYRMIvrZPXDBcjhscU1CCAgYo9h9PX4hnIOLTkLsjkdE7aYcFcBIUbSkxem+15rQGjpnbjRZu5abYldT0GR2U1dNATBq6b3p5ALWhFy1BIvlnK6AxPCHYQ7B2uxXVAZsBx2fGpCzVN2ZT9zNlfzWMY2jjzZXZZOUdyzk7p2qZRQ5hMImER9Ry0c4uOSsBNNJO8vkOSVx2cV0phEwiYRMImETCJhEwiYRcs2kylYSEPIsGEzBy7RePl4SXZtpOIlY90mZJywko16kuzfM3KRhKokqQ5DlHsICGdscr4jlhwVfUdwqKF4kgcQ4dS6rRaRpjUq8o+01oXSenJOcRMhNymq9VUTX0jMJHOVQ6cm9qUDEOX6Z1SgYQVMcBMHf45cSV08g2XOJHjWVq9T3Ssj5uaR7m9rifjKmjxSsiTqz2ykzqLWUh7lXHBXcXJoIvo+TFmJkXUe7YuiKtnTV7FSDkFkzlMRRMolMAhkR1JJPBTx1sJIkjfjd1OH0gedbQ5D7mDfqqzVB+xVVPttB6XxHgPGx7yfyfNKvVnHHjdoqRm5nRnHfRWlpmypilZJfU2o9f65lLAmZYrkyc3IU+vw7uVIZyQqggudQBOAG+IAORGr1FcqyPmp5Hub2uJXp6G2UsDtuNrQewLHvKHZylUrKdRiXIpz1sRVK7USP2WYV8BFF0oAh84ikop3QIP/UyqiAgYAHLvTVu7sqjWTDMMR3dr+j3vHx4WqOWTWBsVmbYaB+zcq1pDiDvZBwcewyHLB+CH8CAq2c2IvIqYRMIpCaE2zPU23QkC6kXLqpTb9tFO410sdVtHqP1it20kxBQTe5GbOFCiqBOxVEvEAlEwEMXAX21QVlI+djQKtjS4EcTjeQevI4dR8udqcmOubnYL7TWyeZ77HUytidG4ktYXnZbIzPgbLiC7G5zc5BIaRaNmsV7OTCJhEwiZUHG9F18lQpydqVvadQqyd6cRYQi91JX4kttWhgMkYIhWyA0CZUjAMgQfdxWFIBIX5voHa+NxqjB3OXu5nqyceZW/csPOc7gbfXjeubdt2cixfRcmyZykVKNHMfJxki1Qex8iweonbvGL5k5TVbO2btuoZNRJQpiHIYSmAQEQzrpa2ekk5yIkOz0LlLBHM3ZeMhYj1Xxz436IfzctovjvovSktZkxSskrqXUdA1xJWBMViuBJNvqdX4Z1KkFwQqnZcygeMAN8QAcydXqK5VkfNzyPc3tcSrWC2UsDtuNrQewLLMiyj5mNkYWbjY+bhZhk5jZeHl2TaSipWNeonbvY+Rj3qS7R8ydt1DJqpKkMmoQwgYBARDMdTV1RSyc7E4hyuZaeKZuw8AhYq1Tx4466FXm3Wh+Pmj9Iu7MBQsjvUWp6FrZzYPCr5xfltemQEKrK+Ff54eeKnY/r8fXMhWahuVazm55Hub2uJ+NW0FspYHbUbWg9gCy93ER7/TmDJJOTxWQx0dC4BWp1FxamV7cVKsOLzGxR4KOui8DFLWxhCKKO1lIZlY1GhphrFHVfrmFumsVETLqD4e5zd79lyq44eYa9wiznGTjzK3dSwufzhA2+vG9fM9o1Ck7dG7AkqJTJC/QzYGcReHtXhHVwimYEeJA1jbMuxUmmLYEpBwUCJLlL4V1A7djm79gu1YIeY23c11ZOPMuPcUG3zmyNvrwvpiqlUIGZsNjgalWIOw25Zs4tc/DwMVGTVnXZecDNexSjJog+mlWgOVPKM5UUMn5hvD28Q9+qa41U0Yike4xt4Anh4lyZTQxuL2gBx47kCp1EtqPei1KsFvKkUEEe6FgYoLYeEBQqwQx7GDQJg0UCpAN7uK3k+IAHw9w749MKnmO59p3M9WTjzKvc0POc7gbfXjevyTqVQm5yAs83UqxM2aqGdGq1ilYGKkZ2tGfEKR6avy7xotIQxnhCFBUW6iYqAAeLv2DtSO4VMURhY5wjdxAJwfGj6aJ7w9wBcOBwuwCIiIiPxHLMkuOTxXeBgYHBfmcUTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/wAO3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//9eUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRU3cpOZnIfc225/h90zEKzP7f12UJ3fW/LQRs71PpwYo6ryP1eV+4j5eKmNhXOSjxjXKQIOQj0zLJgTzknjiK4kng3itC6y19qm/3uXQvJEIZb7S9/WVkmDTUuzvbT7Ra5rp5XN5tww7YBcMbTZHQyV4Nc5YnlTE2egX+sLab5XabWLBb50NOmM3la/KtzJNjWuqFcqqLTuv51ZQijV0mdf3bz001FFCKNnLo12fGpbydcosGs4JrZc4TQa1oDsVlG/c5jhu5yPO98LzgtcCdnIBJBY98/M5LZqYRMImETCJhEwi1aOvRWYG6dSb2f2nWmMazVYtnJDe1ZscM9J5jOWgZ6w8T4uXjHafcBO1fx7pRJQO4dyHHKFcm+CV2v2d2xz3Hed589J3Ycm6cWfg/wAip+f1apKnBN5PaL2m/dPIaUjWoAUCxysiyRnlTeEnY1uS9PXsAKrt/fdapA6kyP6crUvXK6l8gHynRKZtjjlwA4uyJv19h9Q+ot8aoktrT8CdbuIxttsjOKlGrhP17yz1LuX55AouQ3ENW5ZTNh7I1R0ydW7E09qmV3ltWqcPdRyWu9SwzpBi9vdxHVtWbQEGd84USTZRykk4TUeLAInSZpqmIUxwKUeS6+lUtbk5D9fnitw7kOodvDYPDdRrUouA2Dsjg4vpyfh5asUaescREu4Bnspja15sbnXWE0mu7bqPHKLTy1Q95eHSKivTeuWGk4CuD3nzXnGXSlu3UE0zER8bPveF6XKLXMBc2ys1HRj2f1az2JAQ1mbMHUQrJpx4yJEHRUVm/miQ3hMXuHaq4434XXdDc/yodJnXvUY5MFjGqyfGJtvXZTGjxqkaykJYIpZ0WvVCKkpN8Zu8sMr5DBgi4dmL7y5TA6oFETBRCO+wFXjx92b16+dOi4Xmdq3Z3C/i/StnRjq76E4xXHVVq2C9slAUWcGp7jaG01X5JOFd3Fgim4TdRbcCKtHCTj3dkKgt0m9VOyDhWA9JjqMSHUQ0Vd5nYuvWun+SHH/aFg0byP1YwdLu4mvbDrIlKrK1tR24eP0q3OCVYiSDlZddm9Zu2wrOSIEdLgqOGPEqhOP3Uk60vPLaPM/Q3EKhcPKy640coNk6+kOQG8WV8g6NXtew1kmq9rykR1frDq7Tds2hNmrMg7kpEI88azZpIlOgko6RODeuWGgZK2tYEs0SChSWNRirYSxMcWeVjAVCNUmis0QlFI8FiJrAxO+A4peMpTeWIdwAe4BVcFy2ETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWm/z1/uwTpW/gAXz/JPqR5E9c/1Wqv7P99Gszp/2Xh/W+Q5bSeeeVstMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFrt+0ZdRHlJwT09xBpXCm9M6DyQ5PchXFTg5NxTaJe1ZSl1mvEi5uAawWwqzbINJSSvOxawIuyNPeUgT8BDgVU4G2poex0lXHJU1rA5jW7gSRvPTux0AqIaguE8L2xQO2XE/AsGP+LftfsKi4fJdSTp82pwxTOunXGVEp7dzMnTARKwbryHAetsklVx9AMq+akAfioUPXJI+fSLZu53x9/wAOnHylimx3os51ru9/nsXOdKHrS8rNg82Lt0qOqtqOr6m5kV1vMnoFwqMejAxd7kK7Whuz+sWKIj5ebq7iQnaIRWegZyDXRh5WORFMqBVTIKOcVqTSlC+hNwtvggZI47usdPkV5a7xUNqBTVXE7sqZvtBvPLbPTq6cs5uPQVwaULel33FrDUus7W5rtWtow76UdS13tSydbukNYa1JC7oNBlWYi6ZLlQ968xPwLFSOXA6LsVPX1TjWN2oWAkjeOwbxg8Tnj0LI364S08Q5g4eSN/8A9VanxvZ7bHjfx8W3pNK2ndrnSernm4bEpDwtfGY2g8pEI6vr8kFXI2HgYZFe0LOhTatGqCKCfhIUoAGYPUVtMVxkbSR4pw44AycDO7jk8FkLZVh9K0zOzJsjPjWXTFMUexg7DkZcxzDsuGCssHBwyOC9hG6yn2BBH/FnbHSzy/a2krg6aNnhEIogql9mQQ/xYkppovtjSEZLG/wSCvWUhzfYlEf4M62xvf4IXMua3iU8Ju/bt6/cymw7a2cb0yMZ6F++WcBABKIdxDOXNPBAcMZVNtpG4rXk5i88+VrLr1dPrpu8cdnIVHUdt1t+jDyjhUqNruzK2WFYG2jdH9ZeWK2VWcsdRBaiarTSKrFO49Yfl1MSKed5RibWtdgoBpuWuqow6fZOyckY3AA4BAO89OeCh1Xcak3RlPC7Eed4wN/8jqWw+dIxlTlTKIh4hAO2aukhc+dzYhnepc14bGC89C/TNFyh3MmIB/BlXUVSxu05pwqCeJxwCMr0dh79u3r9zLbBzjpXdkYz0L3FbLnDuVMwh/BlwyjqXjaa04XU6eJpwSMrxMgqT7Igh/izg6mmZ4TSFyEsbuBCgr1HmXPiS4oWmK6ar2qwnKuUtNLb1uz3E9EGIrNVbziMlc5EGmyYWxVGRdvoZgaOIk4ZLnKD4yqXgUSKoSUaVjtvde1dATThp3b956OGD2+RYi8OquZxRn7LkdXzrMHEaE5IQXGHR0Ty9tkbeuUCFBiV94WWGj6pGRTu/v8AzpCYYxrSjw1eqfuMEZ0VgkqxZoorkbAr84xzHNZX8UclweLa3FNtd6N/Dy5O/iri28+2mb3Ucy43/wAhZvs8I4m6zYocqY+KWg5aML3D9k/YOGofe+K2YylinhqI5y04Y9rvMQV13mFlwtFXb2kbU9NLH79jm/Otd7l7B81HvHCwRnAhWrw3JV7aqq3irDcvqLGKrtVbv1H1seA12DDz1YfPHbNmRiRJZoqcpXZlE/CdMDl3jb2wc5mp3swvFOlIba2rJvDSYA07t/Ho4YP/ANF37U8XuOF0dp2L5GWSOt3IJCg19Tcs/Esa5HRbrYLtmV5Y2sc1qUVCVsGMS+cGZoqM2qKKybcFAARMJh6Kwxc8eZGI87litRuoXXGT0vGzS7Xejfw8uT2rt+Wajy800zKnKmUO5jCAAH3xyqqAScDioNdSbqWai6XmpGsk9Qh9kcqdjRLhTSOkzuTqpIJqHVZJ7L2WmxWSfxOvIl+mYqKJTIvJ94iZmzMmRN48Y5u3W4ynnJPAWztH6RdWuFbVjFMD5+wfzu+A0oa06F3UG5V0l/1F98cplNSdRq53qs7s0zrzZkCYVWbKvmTlquGw5ZIi5dST51WrAa9BNoV4wr0cyRZvGyArHQjM0+spoXcx9zw3LZFRqKz26YW4kBgGN3AfT2/zmwHQ/W3udN2clxJ60GspHipyaiiNWUVyBCGJH6h2SmdUzJhYbQhDGewVdbTThERLZYBZ7UHSoqmN8kooiA2dXb21Deepzn+f53KPX/SsN3jNxtb9txGcA8fF29h3+Pgrbd96o0Tyj1y01lyE1vRN9a1UcMbLWPl1MskmxWUIg5Y2KmWqIdNpiFPIs/AUXUY8RB4zUMkcyiChyGwkdXUUri1pIIWtaa/3Wxyuhie5rgcH4sEHd512jwRbNjFw0DDxlegIKNYw0FAwjFrFw0LDxjZJlGRMTGMkkGcfGx7JAiSCCRCJpJEKUpQAAALSSR0jtp28lR6sqpKyYzykl7jkk8SSvVnWrRMImETCJhEwiYRMImETCJhEwi+Z64BozduxDxA1bLuBL90EEjqdv8fhwdwyr23Uhr7hBQg4M0zI89W24Nz8Khpq5l8ubAjVng+aKKzuZXE3qKjhAiiyR/8AZA9OQ/8Aiy1jGX719CeWq4+prksrKe3jmxJHFSMA4NY8tY4eLmQ9vlU1Mul86UwiYRMImETCK0yvqOFoCEWdeL3pWIjVHPj+y94OyRMt4u/r4vMEe+fGHVEVLT6muMFFjuJldUNjxw2BK8Mx2bIGF9VNPS1E1goZqvPdT6OFz88dsxtLs9ucrl8wSzCYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRYh2jqmOvjMz1oCLCztUezR/4fCk9IQPmMpHwgInSH4EU7CdIful7lHe3I1y2XXkzrxb64yVOjpn/AGWHOXQknfNBncHdL48hsg47LsPGnuVPkntuvqM11GGU+qImfY5cYbKBwimxxb0NfvdH2ty0wIk4x/DP3UXKNVWT9kqZFy2WL4VE1C/xlOQ5RAxTFESnKICAiAgI/TOz3i2X+2Q3mzTMqLZUMD45GHIcD8IIOQ5pAc1wLXAEEDwHc7ZX2avltd0ifBXwPLXscMEEfAQRvBGQ4EEEggn4cySsFUT1weInJTmfSOHkJxq1Y/2e91jI75XuaTCfqEEMKncW2mk6+ZY9ssMCRx8omq73w+QKvg8gfH4e5fFJbTURMiLXkA7lu3k+u9BS0UkFVI2N+W4z0+FnzbvOqedY9Kfr2aog14nTerOSOsq5LPzzbqK1vyNqFHh5GUXatWSku5jq3uKKaOn67FkikLg5DKHRSIXxCUpQDH12stGQSvobhXUYlYdl7HOacEdBG8ZB4joPatw01FVVMbKymje5jhlrgDvB6QeOD0HgQu+SPAT2jpozVcSaXM5Jkn4POO55gsTIh4jlKTxgbehgHuoYAD0+OcLbqTRFbWNprXUUL65wOyGbO0cAl2MDPggk9ipXw1FJSunuLXNo242i/wAEZIAzntIx2rYZ6ddM5F6o4a0ep8rxugb5jrxf304a/wB1Sv8AZxhntgO4rwuLKjP2Yrlt7h28pP3s/lF9PCX4Z3XSSJ02YscBwXnrXlZb5bi2S3lhaGjJaMDPmCin1Q+kfEc+ZVPkBoeyVmhcm0IWOh7nXraqrGUvczGBZJMIN+vOtWztatX+MiGyUem4XRVYSDVBskudp5JnB7yguTQ0RTcOgqRaR1tBHTtoLicNb4LursPZ/O/op71vTPaGOD0EGo9S0zlhFUmMcOSxdYpVPhORWv4YXjhRV0apnYxO1KrX2jx0uddT5OO3TOqcypw8ZjGHKl1LLvJYVsJ89irwJJH07+0kZ+HBXxpdMLrCdQrZ8bfeVpLvVECoIRrvZ3KKzpwYVKvkcHdKRFV1kmutbmjcDKrLIR8ZCM44zo4isqgKhlco+ppoG8RjqC6qi+WO1Q7pIw0DwWYPxbvOVtK8X+NWpeEGh61x104q7l2LKTWs1+vkq2QaTuyb9IoM2svapNq3UWRjWoNWCDSPYkUVIxYNkkhUXVBVwrGq6tNS/d4IWj9Vamfe6sbO6BpwB1D6f58VI3Wu4A8x+Y3LCi7L47aRlNkUmE460Skv55jaqBCooWOHuWyZV/Gi1tFrg351G7KdanE5UhTEFQADCIGAM1b6mEUwa5wDgVtDR98tkdmZDPMxkrSdx6t29W9cDda7A0Z0++MGkNs1lem7L17C39na6w6fRMk4iXEzt/YNmj01XsG/k4pcXMNNN1gFJdQAKoAD2MAgGIusrJZ+8OW7lrjX1wpq66OdSuD4wG7x07hn4VG7rH8V9v8AMjiDqqmaCpC2wto6+3vHWL6nW0tXoVyNJmKLcoiwvUXtllYaOMLebLEeJPzgOYhhMAD4Ry5tNTHHlkhwCFneTy9UlHzlNVvDGubkE9YI3eYlY16HukeaPAWg8x6nvfjPYmZ5+rwW19LRBrXrqSbW7ZtGh7XGutfg4hbq/TjpG7jKRBG67kzZokRksKqxfm5kKqankLRtDipdqC42asfTjnoziTB47gcb+HAY8arM4WdJnnDMc99V705naYkq7rtptqR3vtS3WG2a5nErNZoV5I7DZRb6Ir1smZB+W7X9Bq1dk8jywbOljGECl7D2zVkEcJLHAnG5ZG6amtNJbXvppmOk2MNA83V0Df5Ft6WLbVvkZh66JLuQIqscxQ80/wABMIh+yyKyVUrnE5K0BV32vlnc8SOwT1qG3UN1DYubXBHd+hWyAWDYqDaJ2Rp1o4dNG6ymyaE9+VI+NYOpNw2j2j62QCklBEVXVSSTCUExzkKAmDIW6tLJcSnvSpfovU76auEdfJ9gduJPRnp8hVP/AESOKHUD4G8nrO+3Vx+sNQ0buTW8rVbjNrXHW8tHQNlrapbZQbK7jq9dJWWXVSds3sOl5aCgJhOHOcAIUTkytbUQOg71wLhvC2Bqi8Wma1OMUzHTtILQM5PQejqOfIvh6qXRN2TvPcl35S8Kka9a3uzpV3bNo6LkJ2HqdjaXuROLmy26gylidxlbm4u2PhVkHzBy9avW8isr7qDlNciLXjR3CJ7AyQ4cF1ab1lQVNM2lrHhkzBgE8CBwz24/nrhTref9ot0BS4vSOvKfzdi6TXWhIWuxZdNONjR1aimpAbtImr3iapVtUr8GwSACNUGEmg0bplAESlKUO16TTPO0SwnyKTyGxVDueldTud1kt+le/VnRQ6jnLzabnavMyel9RxVjkW8je9pbyuTe97gsDVEiTdRtB0pvOzFncyzZkmmi2TmloZgggQCpqCVMqI9ctbTwt4gnqCsrhqezWuE7MjXOA3Nbw8/AfCttzWND19ozR8dx00lCKxtAoOrbHSKXFuHLdWSlZCRipdR3LzL4SM2rqw2yySa75+48CKSj12ocCpkEClwHdnO1Ykd4OVqEalNdqFtdUHEYePEAD8QC1LOnv0quoFo3mzxZ3Hs/jjNVfXVB3JTrRbLG4uur3yERBxr8qz1+syibu/lFyIJeolSQUUH6Cjmfmqqfmnd8DuW3bjqCzm3y7M7CXRuAG/eSPEp9ddDizz050ch6BGaD0DP3LQ+kdfmYV6cQt+uYhhN3y9ukZ6/TjJlYLlDyZEiMGENFCCjcgitFKGKJiHKOdFFNTsi3uAJKxWmLrZ6W3kvmjbM5xLh0gDcM7vGfKraeA2p5zhRwa0Nx9BMsJem8M7v23kGzhqut+ihf3Rp+wxz53HLLx79zUmizSCKugookqjFJiQ5y9jmxNxrS+QiI96Fr7Wep5KqvLKF//DtOAR046fLxUva1tu3RsyxdqS7kSJrEMb9dP8AMA/d+9lhHVSteDk4UTo77Xw1DXmQ4B61pzc1Oj9zdQ5s7r2dxG0nL2PVUptRTberLfWrjrivpwLm0Ls76eJiY+et8NLx40G1yLiObeNuHzGBDlE5TFOaVw1kEkQLnAOxvXoG2amtVVb45Z5mNl2O+B6xuPR08fKrtusLp3kxzs6fnHuo610q/fb9X3DqvaO1NXNp6mRzilv0dLbShrq1+VJSyMq+9aQ1ytKTRMzZ2sKpFCHKAk8Qls6WeCOd42hsngfKo1p+62qju1SznWCA52XdB74Y+DfvXRei3xf5BcPeOfIKhcjdbPdZ2S57Xrtkrsc+nKrOHkohlUSxjl2mtVZ2dbIkSeB4BKochxH1ABD1zou1RFI1rYyCVieUO7UNZBFDSyNkIBzjo4KxXdWmanym44bn4x3hVs1itp1B3HwUy6TFUtVvMYqlNUK2kKQBWEK7bo5o5WImJTOGxFUBHwqmAcdb6nueUE+Cobo++G0XBr3n7CTg+I8VpWfqJHVDN5go8VJtwkmdQgOEdi6cFFUqZhL5qQn2ImcyR+3coiUO4D8MlQqqcjIe3C362/Wd7dttRHs+NbXnTL05tTjh0/dYaR3bT3ND2TXLntCTla08koOWcNWVguchKRS5ntek5eMUK7ZLlOAEXMYoD2MAD3DI7dpmSyfYzkALTfKFc6SurQKV4exrAMjrUw8wy1omETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIu763tA0u9VezCYxUIyVQM+8PcTDGufEzkylAPUTGj3CoB9/LK40vdlDLTfdOYceMb2/CApHpG9HT2paO8EkRwzt28e5u72Qe8c7CuEeykfHRjmZeO0UYtmyVkXD0TgKCbJFEXCjjxl7gZMES+IBDv3D4ZqNkUkkohYCZS7AHTnhhe9qitpaSjfcKh7W0UcZkc/PehgG0XZ6sb93FU+bHurvYFymrQ68ZE3rkU45sce/uUU2/WY9r2ARKByNygKnh9DKmMb9kObct1Gygo2UreLRvPW48T5+HZheCtW6hn1TqCovM2QyR+I2n7iNu5jerIbvdjcXFx6V0fL1RtMImEXvbLnauW7lMeyjZdJdMQ+IHRUKoUQ/gMXKOaHNLTwIwu2GV0MrZmeGxwcPGDkK8BM5VUyKEHuRQhTkH7pTlAxR/wAYDmlCMHB4r6ONcHtD2+CRkeVeeUVUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/8AJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//QlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMIqb+UXKLbvKDbs7wH4DzoRlnjAKz5V8q2ZVHdX45Vd2oq1kKlUpBqqknL7ml00lm6STdYiseqQ6aZ0nCTt3E8Sc7hxWhtY6xvmsL5JyacmkmxWM3XG4jfHQxnc6KJwxtVTsFoDSCwggFr2vfBEFlP2ONYPOn/ANIGZq+sadpCQbSvJrnJeHDJ3W3G1Bctyx9LC1rRr5lddg360tWzGUcJN3CKLUfcWiBGiIlLTsaoNHVVcUbuTHkLkho6C3ODrhd5iDGajI2YucLSJZ5pA1kjg1wDfsbGiNuByByWHnRYTy0SRrwz61fDNqCclGqCRjX9tV9iQpRSVAxnbe+6Rvrd2AJKiL/5G9/KQ5nMe5TUd08LeNzwuwiq5Rqrn4NmweiBsDe+bwZUsHQeImpJgdx7/mtvB24ngvtC4Nc5YnlTE2egX+sLab5XabWLBb50NOmM3la/KtzJNjWuqFcqqLTuv51ZQijV0mdf3bz001FFCKNnLrk12fGtw8nXKLBrOCa2XOE0GtaA7FZRv3OY4bucjzvfC84LXAnZyASQWPfPzOS2amETCJhEwiYRawvXA+2mezt/hW7f/wAseI+UK5N8EqJfXpuu0Ol5z/1r1MNDxLk48qeK27eImyQjDGbgTa0bS1g1DbpJwUhhXespJWtSCLcAEzlrRlUSikZQFAHcqtw4YK7T1FuJReEfstSPHt8xBjcq/Ecc7PtEDlD3pTa+wt/UO87ERduB/XXgxFmnl45BQ/zvc2aJexSlApXQgOX5U5epTuvkfx/6AFa2PxdeWWB2Iz44cW4eXu9MI5+qvXmvJ6uUSMvNygnLMpnkQ7ZQ64tjySIFWiUHSj1NRA7cq6Q8FQAF29a/nNHWHQijel1LXfjbMNOVXPm9apqs5H251tzbuyd/RdlT+Qp/bmztx0wtwXhtaxtMqrWXXdllYhkwTXImimU6ioKGpuXMbWd/BbBtwMU/svrQSGKYA6PdGKIlEDABicZa8Q5REO4eIhyiAh9Ah2yvQuH3flXQqRxzvPLL2YOg6C1k1UkdhXbg5R3lLhkVCouLFZaRJQ+wIirNVVDJokd2p5VSxyIqGIl5rovjMUniMDoVc4eua6Z3WY6f1B6cmgKfv/kLQ+P+3OLGkKZorcGltnOHNV2vD2jRdXY6+ekhtdu2idoti063rSbxFCIavFU1HPuqpE3SSqKbKoWnK4v2dHW+wZuF6g/O+302f13VOoRzDuu7dP1OztFY+WW1mezXqzxVrBioIgnGTUjsl0zaq/B0nF+emJ26jdVQEd0DqXHezqEKFo6wJwKUDm6nm7CGOAB4jFJIyAkKJviJSCoYQD6PEP3RwEdwHiWy9lVxTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF+lDuYA+6IZyYNpwHaqE4GVp/9TUocvfac+lFxQQ/0UqnF+pQW+7a0P3VaRlphpS48gZhvIIj4kSNJWtahqSI+Pt55nhEhAQEvi3tZGel2lpJzuc5p+LZHwkrXle41N3bH0Aj6VuFrKnO7MYpjdxU9PX7+aXqJpJa0uBOdpTyNjWU4BAxhaX3PGLZbJ9ry6dlf1oin9VNG0zrKU2utH9gWI+qEdyK2dMLTCiPYUlFNPOIlD9dH56J0SeoGIA7xt7nR6Uc6fpYfhwB8K19UgOvAEfth9PxLlPap5fYm+uT/AEnun9pSuxF72NsDaNg2sNAsK7lGsz8nK2SpUDXKlsVZHTcR9PQbx9tGWdgIC3jQXUAxQTMOdGkYY6ahmqnbmE8ewbz8YXZenulqI4W73Y4LuXVc6evUZ0bwz3b1ALD1seX01yN0tDxWx7PQddWCd0VxpcNXVnhIuTpmttf6/tsUSsEiEpfwMXjtN4eZFqmm7bpHcnUSuLddbXcq11GyCMjeMkAk+PIXXVUdXSwCd0jh2AkBXo9HHkHuLlj0xeHXIHkA6+U9vbB19NBcZwWLWNXtB6psC4UiEuDxmxQbMUpC41utM5RyKCSSB13ZzJkIQSlDXOrrdTU15MdOMRkjcOjIBKk9lqZZaHakOXAHeq0tqcQurTzr5c7rmeXHMbZ3S16flDl1ITjlSOMG8aBVNmbojPlOTYMbJcL3TbW8dxMk9ioxGVkm04LxBsrIIMmDIASdOyzu2R2qioIxTRNmqnAbRc0nBx0Ajo4DHlUeq31lRUOMryyIHcAfoKi901dt8puMHXd3R0uf08G3+evFJnolbZSFp3rcz7SuGvpJSi0a8xDlvd3MhMOWjiNkrOEM4QZuUYp4lJJKnZpOSE8vlqW3UVRZXVZiZHUN9qMZ34x8/XuVLVVTxV4hD3OjPWcqRvtFPKbkfrq+9L7hzxM3TsDSm1+YvJ/5BnLNq+ec1+zlqKUvRNaR0a/fM/18ISUndtGd+A3dIysP4zf2kBDCaOtNGaOesq42va1u7aGR0k+Xd8Kv75Wz8/HBC4tJPQcdnzrYF5N7bjeOXHPkNvt+ZP5O0XpDaO1Dg7OKwOP0PaPN2dBqcyxzKOl3q0UVIpREx1lDgX1MYO8Ttlvjrr6KcDMe2B8KzNVUup7dzn3WyqbPZob/AMnN5dNSN3/yq3PsjeFz3LvTaEvSrHsmwvbA+idcU1SE1o0g4lR4YwN45O8U2ecCBAADKuDB+xDtIdZUdHFcYoKWNjO9GQ0Y3kk/FhYyxzzvpnyTOc7eeJUFemmb9Nr7TH1buVqo/KlV4s0oONNUWJ2VZwtqYSVT0w3cMF/nlKnIx+j7ep80eyx36pyj4fQZDe3el+loqcbnOaPp+cLGUDe6bu+Q8AT9HzK03qs03q27sn9G8fenhNQ/HbSd1flf8quaRrXQm131pWVpb3E8HQqvMWGNuhF4aEbuJV47iUEnj1ZVk1bSDIhX5zR/SNNbGwvq6xu3UZ71pBx4ycY7N/bu4LJ3qWrL2wwHZj6Tla8PVdpfJnoqU7jVym4ndZfmLyn2HZd6RWub1pLf28zbup10IpWLFa3UytRPluQji11V7W/kt00eN3j4ozCRmr9BdPxHntPT0dyidFUU0bWEHg0AjxHCjkks9K8PileXZ6TlbWfU56gFK6Z3C6+csdhV9OZsjBKFqetNYnkQbGu+5be1cmrlMPKJkN5MXHlYvJGUcJlMqnERjpREiiwJpn1nbNNsr7y6If0dpJJ7Afn4eNSyrujqehD/APmEbvGqZ+NPTT6mfUM1DVuXPPHqtcyeMmyN2wTHY2ruOvDq2udJ690pUrI2JMURtbIKIeoJT04MK7brLMlU0pZkmIIvJRy8FcyctqrpZLRUi3QQROxuJcASevj/AD2LCw0lfWxGqkkeOkAHAUUelpyF6m+5OudbuGvJzlfe9i696deoty1TZBK0+d1ai8hgodrfa+1psnZNWZLixe3ieLuCHfricx3C4wKAuTrqJOFFLrUFHbI7G+oiijD5MFpwMjO/cfEPhXTbZ6t1wbG97iG5yM7jjr86m318OUnI+q8sOkjwf4q7q2Fpq4cqOQhg2tL6zsTytzZtcOrpragxZJJ4wMV0pAihYbC+WL6FKMSB+xhKHhwukrXSC3T11TG14DTjaGeAJPzK/vNXMaqOCJxbv34PiVi3XO5R2jhx0tuWu7teWqSpmzka3WaBrGxwbwzCwRFw2beq3R0ZivvSCCjSXrsNNPZNJQogdL3ITl+cUAHDaXtkFbejzrQ6FhJwd4OOvyq+u1XJT0A2CQ8gBUpcKOHfXJ6g/DPi5s3dHVP2Rw41i/pjC306vUWMs9u5G7rrNrn5K4pbE3LtiPvGtp2DNcYmZTRrjBs/kWMZWE44VGQO/eBWll4uOn7PI6M00ckx4jAwPEMEePcFhqGluVcwOErmx9e/J8uQvu63O5N3UjnN0z+FfGnal31NN8iuQMlIbZe0OdeQsstql9eKBWokZFy0P705h0YR3ZXi4CPqMeBg8Rg9MrYxFPbBVvAOYxx6wN/wrVnqfo6CvuklRExzWSv2QRnAOXj4C1Wl3YUgsciRAe6aa6hS9h7h6HH/AM5mHm+2EDgtA3HZ7reG+DldTzqVgvpZrA3corD8EzlMP+Ie+VBwcrnG7YeHdSo058dHHal65GM+pDwA2iSc5X1O5Qm0nujeQS0Hf61ZbRVDNVYQ2rZzZSMpX4gsaWPRTY1ydD5KaAQvye/jSt2rYJRQ3GIxiCTdgYW79L6uoZaRlurMM2W7II3bu3HT1kcenpJkRxH63OsOSt8ccduc9SccF+ctekE65OVbYCErVNXXi0gVPs1r0nbDkk9d2GVUOBm8LPKmSXBVErGSfKrlSL11tuL8zQnaCttS6PfU5uNudttO/A3nydY8XmVlO8tTai3nGVqocitQ6/3LHUKzR9sp6N+rjCePXLBFPGzxB7EuHSRnLVB2ozTTetgP7pItgFB0msgYyY4hlXUU+WtcQtfU+oLtaNqnikc3cQd/8/5dC7DJPzyLkzg5Sk7h2KQgAUpCh6FKUpexSlKAdgAA7Blm5xccnio7PM6eQyO4lcfnFdKYRMIv0CmH4FEf4AEf+DKquCggIfEBD+EO2EX5lFRMImETCJhEwiYRMIvndNyu2rlqcexHLdZucfuFWTMmYf8AEBscVdUNU+hrYa2P7ZDKx48bHBw+EKENPmxolwI7km65yR55COkWyAEFx38Crc5UwVOkQTJOSFHsJg7gUctWnYdvX0k1/pscpugXUFnlia+qbBPTyPzzfFrwXFoccOjLhkA4JBwcKYNatsFbGpnUM780UvCDlqqXyXjUxvsQXQERECm7D2OUTEMID2MPYe1y1wcMheAtY6E1LoWtbRahg2A/PNyNO1FIBx2HjpG7LXBrxkEtAIz2XKqHJhEwiYRZj1HrJ1eJZOQfJClWItymZ+scBAJBZPwqhFtv78VA7ecYB/W0zf3xigOhOXTlhouTmyPtdueH6wrIXCFgP2hrst7ok6tnfzTT4bxw2WvI3LyQcmFXrm7NuFc0s0vSygyuP/OcMO5hnXndzh+4YfbOaDP8AAAAAAAAA7AAegAAfAAD6ADPmASScneSvoMAAMDgv3KKqYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsN7c1e3vMWMhHJJo2iNRMLJb5qYSSBO5zRjo49g+cIiKJzf2s49hECmMIb95C+WOq5N7wLXdnvfo2rkHOt3nmHnAFRGOzcJWt8NgyAXtaDpjlf5LqfXdrNwtrWs1TTMPNu3DnmDeYXnt3mNx8F24kNc4iAq6C7VdZs5SUbuG6p0V0FiGTVRWSMJFElEzgBiKJnKICAh3AQz6cU1TT1lPHV0j2S0srA9j2kOa5rhlrmuGQWkEEEbiCvAE8E9LO+mqWOjqI3FrmuBDmuacFrgd4IIwQd4Kk1pbVUhJC2tFiFdtCgJVoyLMJk1JcQHuRy6L6GJGgIdyl+K/x/tf2flDl39EC3TQm0bomUO1CQW1FS05FN1xxngajoc7hDw3y/a/SvI1yOT3oxap1SxzLIMOhgO41HU944iHpaOMvHdHjbmaV45KUClWOUpQApSlHsUpQDsAAAegAAZ4Qdf7w9xe+olLycklxJJPEk9a9kNpKZrQ1rGhoGAANwCxfuh++JrOznTcrFORKMOUxTiAh4ZqNEe3+IBzcnofb1cpOV+zxyzPdG59QCCTg5pJ/nWruWqniZyY3R8bQHtbAQRxGKmFV1ru3Do3icLHVN9049xz6gkk8V88HSPfvccleTMrxRyigxIuq6WVIk3RbEOoussoYCpppJJgY6ihzCAAAAIiOdFTVU9FTvq6uRkVLEwue97g1jGtGS5ziQGtA3kkgAcV2U0NRUTsp6Rj5KmRwa1rAXOc4nAa1oySSdwA3krPMVrbc541d4mQY8qKIqoMHskmk/edg7+U3QSMsVJUQ+BVzI/8HfSFw9EvyVW65xWxlfLUB8my6aGF7oYvwnvdsFze2Fsvx43Pb+RXlTqrdJXdzsg2GbTYpZWtlk/BYxu0Gu7JTH8WcOSMnYl11mkiq+BygodFw2XKqRVFVMwlUSVSP2OQ5DAICAgAgObxpq2Gvpo6yjlZNSSsD2PY4Oa9rhlrmuGQ4EbwQSCFqCr9MIZ30taJGVMbi1zHAhzXA4LXNO8EHcQeC4n3R4I9/d1xH49/LOP/ALTO7BVpsSdRX1pPpdkUSprOkSiHbsHjKHb/AIMqC4cFzEk8Yw0uAXwruHDk/iXUOqcfpMIiPfOJJK63Pe898clfS2PItv1xr7wn/qiAYMqC4cFzYZmb2ZC9qkxKmMHmvHHiKP7Ixu4dv4cqXv6SqmecnvnHK9astJLk8tV2scn96Y4iGU2nHiVR08zhhziQuO+PqOUXUvqbg7KYDtgWAwfAyYG/9plRkcFzZzgOWZyvtcyEwcnluV3Qk7dvCoJ+3YPo9cqXO4FdjpagjDy7HavmaOX6J/G0UWKcB790xN37/wCLKAu6FwY+VpywnK7GSy28hPAV5IAXt2/6b8P487OclG7JV2KyvAxtOwuJdupx8Pd0Z6t/sgUH/hziS93FdEklTJ4e0V8BUHqJvMKkumIevi8Bg/3+2ccEb11Bsjd4BX3DITixPL854oQPTw/PEPTK7T1287UkYy4heSbudSKJEzvSlH4gAH7Yy/tQSVIGAXYXwLIv1TCosk4Ob4iY5D/+cyhDjvK63NldvcCvkEDEH1ASmD7vcBDKLrwQuQRl5JAnlpPFiE7dvCU4gHb7mV2nDgV2tnmaMNcQF4Ek36Z/MI6VKcfiYDCAjjaKoJpQcgnK9bh+8dj3cOFFh/1ZhHBcTxVHSyP8Mkr5iHOmYDEMJTB8BD0HKcFwBIORxXKknpdMvgI/cFKHp2BQwB/w5y23dZXeKqcDAccL4F3bh0bxOFjqmH6Tj3H/AH84kk8V1Oke/e45Xz5RcEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiyfJbgvctR2OvnkoQ1fZERR7kR8D92yaiUzKPeuwOIrMmYkL4CgUoiBCgYTAUO2NjtFDFWuuDG/wDEO39gJ4kDrPT8GFM6zXupa7TcelqiYG1xgDcMPcxvgMe7O9jMDAwDuG0TgYxhmSUMTCJhEwiYRXNa9lyT9FqEwQwH9/rkQsqID38Ln3FEjtMR+kyTohyj98M09XxGCumhP3Mjh5M7vgX0E0tXtummqCvac87SRE/lbADh5HAg+JdwyzWeTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/AA7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//0ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImEVPnV35Ibu0pr7VtG129eaa1tvG7Mtebk5jAydzrLjxV5l4zYKLM4WDE82wsNhaulwbS6gIN2fkimism7WScNeLjhaK5ctWah0/a6O3WtzqC03GoEFVdMF4oY3EDIYzv2veCdmU4a3GGuEjmvZDnmBHR/CvUXFvhTxylTcceIvJGWaRm7+f5HKNoevVrK3MeRbvbLAeI7C4bMikE1fqhemaxhI5ciLJRBgzdGaUO7AHDrUD11FFyf2Ozcn2lX+lWh7s8Nq71kSEmQd8DIzwZahoB59+zHsENjLY43llLXVo2BsHStiheAOvtaSXH7ibqIjGfoME3eovXHIl06KB0eQFxt0YYWd2Xn3SJjtEwUOSOVIZNUibpLyW3Bxx3vALQHLbc7pp+rj5MrXSPteiaHD4WAgmuJ4Vssrd0xeRloyRGRhwD27LJWceNn37k/wmn+S3Ie0Smh9tcE02ZOL/UMcLAlM3x+3K4BLjzeYwxVpvbwOTKg0Mo3QkDnI+ErlNRY71OVqDkZPEdKmmlrxc9YcnsurdUzPtt702B6X3snvpnDOKGZu99TnOzlrXkh+HguMgnnVyLnJHYXCHTfVN2eCfBLnfrKDbKUKyppeIu8iHBYIXXktSUhdz01Vdtx4KrsIyRRWdwzZdY6/mxYLLK1O8bXBy2NqqolunJ5Qcst4xpvlIo4xzMmP6Zx2IHRDL3x1LclkbwXRNLi7ah2nOvT4pbQ2bufjzqrZ+4tVvtL7JuFWaSto15ILlVViHihlCIvEUDqqSEWznWhE3yLB94ZCPTcA2dAKyRzG5jON/FejtF3i73/S9FeL9ROt92nhDpIHHJaeg48JoeMPDH9+wO2H980kyFyqlCYRMImETCLrkxT6lYpKBmbBVq5OzFVcqvaxKzEJGSclXHi52qi7uBfPWq7qHcrHYoGOo3OmcwokERHwF7ESyU+pXNqzZXCrVy1so+QRlo9pZISMnWrGVbJrJN5Nm3lGrpJtIIJOFCkWIBVClOYAMAGHuReq5xVLmK1KNdhxtXlKekiD+ab3NnEvq0m3jjleleyiM4mrFkRYKoFWBRUAKkYgH7gIAIEXzVKf1/dquktRJqnW6l+QpBoK1KRhJ+r+7NUCNFYdJSHWdxPkNmxipGbgPhIQQKJQDsGEXQafxm43a9+qgaDx90hRxu7VVldPqP1RQ6z9VzJZUFlmlo+RYFl8vtVVgA5k3fmkMYO4h3wmSoF9WXVHMHbPEKw8UuD2ltP2ljvalW7TewZi9XxvrWF05Q5mKj4lpL1eAZx5059Q7By8QI3QAoMfKTUBFcP1kaFcm4zkqX3CHjy64mcQeNvGqRm2lkltKabomvp2wR5HCUZNWKBgmjexScUk7Ik7SiXk37wo1IqUqpW5iAcAMA5VUJycruNv4vcZ9g29HYN+476Lu9+bnQUQu9v1JQLLb0FGpSFanRsszX3symdsVMoJiCwCQCh27dgwqZKzkQhEyETTIVNNMpSEIQoFIQhQ8JSEKXsUpSlDsAB6AGEXAQNRqlVNKnrFYr1cPOyK0xNngYWNhzTMu5Hu4lZU0e2bjIyK4iPjXW8apvpMOEXLleszulGJHbU71FMFlmZV0jOkkjeDwqqNwOKxEzeYXsYQAB8QfdDCL6sImETCJhEwi+VV6zRcINFnbVJ06Awtmyq6SbhwBA7nFBExwUWAgB6+EB7YRfVhEwiYRMImETCJhEwiYRMImETCJhFpv89f7sE6Vv4AF8/yT6keRPXP9Vqr+z/fRrM6f9l4f1vkOW0nnnlbLTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi+loTzHCZfumDLuhj5yqY3tXTUO2IXHsWkp06eR/HO++0g9WbmTyD5A6R1FW9Yxtr496kkdx7WomtmdgkK7aqbpeMl6Wrdp6FLLJoUHRz8VgaePy05gh1QKZYvi33X0M7tPR0NMDzhYM4HZk8O0rXNNURi5OqJT3ocfoV8fMXr09L7hxrWw3Y/KPUnIi/tY12emaZ457Cq22rXb7ECJxjYaRlqQ+sNcoMcuv4TOZCZcNiINwMZJNyt5TdWCWjRFa+qElUC2MHOSMf/VSKtv8ATth2ISC7HQq8egdwi5IX/kDyL61/PqsuanyI5fDIMNH61mWDyOk9eajnVYgylgUhpbxylfZu6xXoeu1Zu68EihWY9VVYVE5FMw5/VN3pqWmZZqMg4wDjs6PnPasbaKKWWV1dOOPD+fiWN6Wf9N77XjsSyAPypU+nTxMUhYl6YRUj0pt5Qo2uPo4AMIplfR965RTgkIIAbzo1RUofrfiC9meLfpEHOHSD4zn4guhjTU3rsb/PxlSK9rE3irrDpMTOtY9wp8tcnN+ak1OmwaCYz91CVx/JbmlFkk0/107YH+sGDRUC9/GL0iYgIHEBwWgIOcq5Kp3QCfPu+dZHUkmzC2IdJH0qU3MLc9l6MPQwi5zXUOwd7S40caNA6Lo5XzJOQiWW1ZxvR9VLXabZqFM0fJQlgl3c6sgqHkPnKANzh4V/Tsgp4L3qZ3OnMQc4+Qb8fMuEkslvtI2NzyAPKVVnwL6THTk5KcCqD1R+rdum0cwL7uDX77cO1Nubr5J7Fq2tdPR7h7IHWoEKWg3anLsHVMSQCOesHLtyVOVSUbMmjYhUG5ZXV1lZTVrKGhYGQ8MBo3rDwwQywOqKhxL+0rAPsqOq9LXfnF1UuXXH/XCurdAwL2K0hxzp759Ypd9Aax2PsWxXhCFdyltlp6xLzkdWdT1xWSF28WVBy+7AYSh2LY60qTDa2QvPfvOT5B/mrixRCSsdI0d6B8f/ANFnTmVbq9tT2t/p2az2fKMq5RtH6KbPKWlOukWEZYNlvqLvzZlVcRrl6dNsEtLXhzCsG5AHxOncSm3SAVzkAa2eIjSruY3yPB+YH4FSueDdxzngtI+lSo9qZ5761449PDZPFmKusI65E8rFq1RmVFi5Rq6tFW1QjYY6y3+9WWJQVM5iK5NREENfaHcgmL1zLGFuVUrVyKWJ0fZZoq19dONwJx41e3uvY+BtPGd5HwK0Hp/0+C4F9JTjTH25sEXH8fOF8NtXZjURK2Kynk9fOtxbWKJzlAE/Ls8nKCJzl7j9kYO/cMxlzd6Y6o5sHdzmB58BXdI3uW0bR47OfnVO3sjOupt9w05Scs7uXzL3y55c2yZkpUxDAacg6HEMVCSQqn7nOBtiXu0E8IiYCiQR79zCAZnWkjHyw0IOGgfGfoAVhYmuaySo6cqHfC+CifaTOevOuW5tbp2QTifxKtkHXtAcEaPsSW1xXLBWJaz3qCZXu/xsC7YTsw7jmdIRVmZBuYkieYm0kCPWbBq2ZK5x8DbDbGNoWN58gZdjJz/PDsVgJDcatxqHHm87hlQk5bcN+l4867nTX4G9NzU9ZgoekbarFm5aWCq7P2ftaFs8jXLVH7GsetxldiX++sEpHXWs9ZSQyB4wyZEns4q1eGO5YnRb30VVUttMlXVnEnNkjIA6N24Y4kq2fDEaxsMI73aHarNPbKz2VLQHA2ddw8nM6Xh+SlwW2ag0Kf3FafPT4pWmRjpUezdF9K1lraU2oqCXuBVew/HI9oyaOZ1QQRzu7zZOfhwsnfY3RiMHwFf3fusB00qFoVjyPZcsdM3Wny1aYymvdea1ulZte4r/ADEgzSGva1pmnoeSVu6t/kHyyUeaKWZN1Ix0YSvvdU0ljp4GTS9dU3znJA7mg7OTw8eVkWXenioNhpG3jh0qg/2VReycm9o9V3qXX2KSZ2TktyJi61EpInMu2rqjp/bNw3mqRzxRMii8dGNdhVdsiAgUSoMU+4D3Dtm9ayNp6CGiYd3zDAHzqwsLDLUyTu4/ySuyzohy/wDa86zGgPytU+nNxIB+9QJ+uxhJl3Qncmg6Ht3TLIRV/wCVUeBjAIKA5iyJmEQS8IdjC236Q2uDpB8Z+hq4uzU3vHQ0/wA/CVzHtZtnmth6g6e3BCnvBRuPMLmRD+5Nm/664dt6ezj9dxrRw3KYDKNF7dveMXIQQDzFmRfCPzByy0NG1kU9c/gB/n8y79QvLnx07ek/5fOtrOBrEJS4GrUWsNCR1Zplfg6nXY5MCgmwgq7GtYeIZJgUpSgm1j2aaYAAAHYvwzW16qHVl2c4nOXfOpTQRiCjAA6Fpv7SkW/KH2ru1vymLJVjp78SkmxFP7ZGfLjzXTZscgD/AGv5RibxyfUD6FPeYoRDuVHuG6bUzuXTsbekt+Mlaa1xUspqarmG50jgPLsgfE3CtwlHAupB2uI9/MXUN3/8LMK45cSvLMz9uVzusr4M4rqTCL6mrxyyVKs2VOkcggYBIYSj3D+DOQJByOK7GSPjdtMOCo8ctuHnErnjDVdlyn09F3awUt5GrVvYEQ6d1TYjGKYSBH7mpK3KCUaTMjTZkgrIuI1yoq3TBwos2Bu78tyTI09yngGyDuUwtWtLnbI+bjdluOB3jx46/wCTkblIAjWFi4+Hga1EMa/W65ERsBXoKLbps4yGg4dmhHRMTHNEgKk2YxzBsmikmUAKRMgAHoGWEkhkeXu4lRatqn1lQ6eQ5e4kk9ZPFeGdatEwi9yDddycE0EjqHEewAQoj6j/AAZUAngubWOecNGSvRsax6x0RRXm1OQ2z6PpXXEeIlXtOwbAxrzJy5AgqljIhJ4qV7PzbkhR8hgxScPHBuxUkjmEAG8goppzhoKkVr0zcbk8NjY7HiWvxyu9oai4ii7DmunVxfs+66TrF3DsNgcsN11S1Qukq26nZhjDQjGKqMU5g5989s7mRTLHhNSsE/8AEBzhFrpEUOXOwWiJo+zHvuoLaFr5P6GBo9MHZlP3I+n6B5Vchw95DWHl/wAQdI8o7Zqcml5nbUPLyP1Fozas6yWaQtila0laIdw6Yx8g0gbWpDHfMG7kh1kmayf68uUSrqYe40zKeYsYcha61fZ6a0V5gp3bTNx7RnfhZ4zGqHphEwiYRMImETCJhEwixzZ9XVe0OVn7hFwxklydlHrBUE/NUAvhTVcN1CqIKmL2DuIAUxg+JvgIcHRtdv6VtzRfLVrXRVJHa6SSKps8bu9hmbtbLScuax7S17Qd+AS5rTvDeIMZXrKzass6aiagpLJCYzR2UpxYyzETB40zk7gB0zgAAomI+JM3YQEBAph6O+jcvZVuuGjOW3Rjo5Wh9O8ASxEjnqWbBwQfuXDeY5ANmRuQQQXsGYj77iixqKycG9VlRMUi7E7hJBmQPD3Oqk+BNwooTv2ApRRKYfp7du49nPDHDevP8XoXr468SQTXKnZYwCWTCNz5Tv71roS5jWnG8kSuHVknA7bW9uVOf8CDhwMI+N2D3eTMQiBzD9CL8P7GMHf0Dx+WYR+Bc5NkaeO4qB6v5B9daX2qmliFytjd/OU4Lngfhwn7IOs7HONA4uWUCmKYoGKIGKYAMUxRASmKIdwEBD0EBDOxaXc1zHFjwQ8HBB3EEcQR1rstQrLy32KMr7L5qj5cAWX8PiK1aJgKrt0cPQBBBAhhAO4eI3YvxEMiWutX0GhNK1mqLj30VNHlrM4MkrjsxRjte8gE4Oy3LiMNKkmkNM1usNR0un6HdJPJ3zsZEcY76SQ9jWgkDdtHDRvIVlMHCx1diWMLFIA3Yx6BUECB2Exu3qosqYADzF11BE5zfExzCOfIzUeobrqu91OoL3IZblVSF7z0DoDWj7ljGgNY3g1oA6F9MLFZLdpy0wWS0xiOgp4w1o6T1ucelzjlzndLiT0rlswiyyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLpknrylTEwnPSddj3kqQSCLlUqoEXMTsBDu2pFSs3pygAABlkzj2AA+AB22BaOVTlCsFhdpmz3WqgsrgRzbS3LA7iIpC0ywgkkkRPYMknGSSYVc+TrRF5vDb/dLbTzXVuO/cHYcRwMkYcI5SNwzIxxwAOAGO5AAFAClAAKAAAAAdgAA9AAAD0AADIASXEuccuPEqaABoDWjDQv3KKq6NsuIdTtEs8WySMu7XjTqtkCB4lF1maqT0iCZQ9TKrGb+EofSYQzY/JFfaPTXKVZ7zcHiOhjqw2R5OGsbK10Re49DWh+049ABKgvKbZ6q/aCulroWmSskpi5jRvLnRubIGtHS5xZho6SQq2ioLmW93KiqZwJxSBAqZxW8wB8Ip+UAePxgYO3bt3759bnVNOyDup8jBS7O1tlwDdnGdrazjGN+c4wvmm2Cd03czWPNRtbOyAdrPDGzxznoxlS70Rq9/EuFLhZGB2boUTIQTF2n4HSBVg7OZFZA4Ao2UOl+tJFMAH8JjiIAAlEfC3oleWO2XylZoPSVS2oo+cD6yaJ2Y3lhzHAx472Rod9kkLct2mxtDiQ8D1/yC8ltwtFQ7WOpYHQ1WwWUsUgw9od4czmnewlveMDsO2XPJABYTKPPGa9TqrXrB7ntPEXhDsPlVqiIqS+0abadawbI9th3EzAvo+13SJrsgWVjGcjEqu10GL03kKecUyZgDv4igBQ95eg+u96qKmbT1RO6SwCN72xOOeafkHMZ4tDiTtMHeknawHZJ0XyqaM05dKmO8VEAbdAQ1z2d6ZG4wBJ0OLd2y7wgBs52cAahYe0fc+gKBfqP4wD2Dt3HVNk7j/D/AO3F7Z7+7gpfarU40jYgMcz8KyFR/aVuUbKSbl2nx441X6ueYUz5rV43YOurOskBg8abKwq3a6QjMxidwAykM47D2HsIdwHg+20ruAIVrUaHsc7SGtcw9hB+b51sd8KuWWieoJrM21dJkla/J1qWYQO0dXWY7RS068nZFFZzHAu5ZD7pN1meSarni5REqZHhW6pDpIOEV26WDq7e6neMb2Far1Do+S0VTSzvqZ53H+eB7FRFzo62fMbi9y35B8etf17Qrql6xv7+rV9zZdezcpYDRzZoyWTNISLe6x6Dl0BnA9zlQIA/3uZmG3UxhaXDviFsq16OssltidNGTI+MEnPSR0blspvAXcQNKm3hG5H9jplWsMgVomKLUr6agmEk7K2SMdQySAOHJvAUTGEpewdx+IxqrjEUxYOAK0jqGiZQXKSnj8BryB4gVw+WqwK+hogZ05RQIAmMqoUgAH3xyoGThc2NL3ho4kqk7qt9XTb3BXkfAce+OkNqece1zWtcse2HmwqvJWd0wuNzFxNw1dZkj7JBFYpsqOpGvzicDmVGUKHzQTATSiht8JhD5RlxW9tK6Pt0ltbVVzC6V+8b8bv/AK5XJ9Jrqybb57b5vmhuQ8PquEmXesJO66pda+rEjWDyE5T37Raz1x2k/sc8Mgu8q0gtIo+EE/KSiV+4j4gAKV9vibCXxDBC69WaPt8VtdV0DC2Rh3jORj/6/Gpl9TXlTszg1xKZ7x1Aypb69Kbqp1AVa3uDdWCF+Qp2u3iUfnLHspaFXB4V1XW4EU84QKUTAJR8QCFhbKaOaQiTfgKKaFslDc6uSOtBIawkDON4IHzrXwD2j/n0AAH1HcXx7B29dU2T+kYMzvcFL7VbX9SNi9x+Ffv1yBz6/wDfO4v/AIqbJ/SNjuCl9qnqRsXuPwrtFE9oW51Xe+0Woy9V41t4uy3OrwEirH6vsLd2RjMTbGPdmbrKbAXIksDdwYSmEpgA3Yew/DOLrfSlp71dM+j7C+J32Ijcd4Ks06ynVE5J9OzlvXdJ6Lg9NytNmtI07Yy6t/pMrY5YJuftl/hHhUXrC1waRWINKw3EiflCYpxOPiHxAAdFNQU5ZtOGTlYmx6Rs8lJz07C55cendjcqo/rkDn1/753F/wDFTZP6Rsue4KX2qznqRsXuPwr0r+0dc+XCRkjVHjEQDB2Eyeq7GU4fwCOxDAH8WUNvpT9yuLtH2F7dkxY8q21q3NuLbrLUV4kQZFmb1qvXlznCRyJm8enMWmoQ85JkYtjqrnbsyPXxwSIJziQgAAmHt3GK1kbY53MbwBK8/wCo6SGiuctPB9rbI4DxAkL6ctFgEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwisc4mXFKXpD2pLrB7/VXyqjdIxvnHhpZVR2koTv8AOOCMiZwU3buBCmJ8PEAZrzVdGYq1tW0fY5W7/wApu74sfCvWnIbf2V2nJLFI7/iqKUlo6TFKS4EdeJNsHqBb1hSuyKrdyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//SlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRdWu1JqOyajYqFfa7E22mW2JeQVlrU6zSfxMzEv0hRdMnrVYDEUTUIbuAh2MQwAYogYAEHFWdwt9DdqGW2XOJk9BOwskjeA5r2uGCCD/I4jeqBbjTi9OIsvxl5NRD/e/SP3u/Uq9UtdoTe2Kd4mTtie+aypN2epeOVHW4ypyrREuiYjqMdEIugdN2mYrjh4O4+CvMtfQDkoEmkNXxuuXIfcnc3HJJl77a95yIpSO+5ja3xSjDo3AOaQ8EPi9yK07q7jXVqrxw59Bb979Ot47C3cMuYdHN8u7U0b2aEsBdDWWwQrKSNJ1a6V9iDKMWSTUZu2wpLNippoFCDocDc7gofqqw2bSVFDpTlM5+5clbnc7arpD39TSbtvuOR7A7ajlYNiMgFjm7LmABo7myzBwev1tf1HnjzxqLPQfCbQbNmhwL4FoM0RVkVRRVUqN3u9RUVSJc9oXMiQuWDByJiFIZR48UIyIss5fhO4dAWapqa2OtkHKTykwNtnJ7bGgWazADLjj7FNNF/zaiXwmMdkYJkkIjDnPmPxk4ybd5g7drvPXnrXTQYwZhkeJPEmRFRzXdG11yok6jb9fo10kinMbbmE0UXP9kokUZKETVVTSWSZs4zkASclT3SGkL5rq+RcpXKVFzZj7622129lGw4LZpmkDaqXYDu+ALCASGubHHDdJnJb/TCJhEwiYRMIoa80+ffFnp/UKB2Bye2N9RrK4zR61Q63EQc3brzfrCikks4iqjUa2xkJaSMzTcJC5cnIkyamXRKssmZdEpyqATwWDOKfV64Xcutvfpe6VYNka2344gnVohdOb91RdNO3i01xi3cPHstVGtpjkouwEasWizk7du7O891QWXBEUUFlE6ZQtI39Cog9pn5s6Ltshx84Ey142dGMIPl1piV5fVmvUbZkXGS2nZWpR9pTaRFwZV0IHYLltC3RB+nFRLmRcpyiKIih700KCYrkwHisw7f6jXT/AOlx0up+U6Wtcm9bS23pu72jQFavupeStircrsas2vVVC2vO29TbIKzFWOyqTpA7AJd8xjnzpuQyBHAisRV4kwS7vlcL0uuorqrqAaIrj6qWmy2nbutdT6KW5EOprV9v1vFJ7Mv9MeOJo9cPYK3XoKwR7qy1aWMB4Xz2CKQJCQwJqo+Kq4kYPYsPbg68/Tu1BsHYGvlLjtXaBtQyS8PuO86S0nsLaWsNUyjNVVKQZ3G/12JVgCHjDIKA5MwUfJoqJKJGN5yaiZaZVQ0lWe6L3vqDkxqqn7u0PfoHZuq75Hmk6tca4ssdhIIIuFmTxsu2doNZKKlYuQbKtnrF4g3esnSSiK6SapDkCq48FVnLe0HdKSIrsHYFeR7p0vZNlTmqoaqstZbMVujmzVtWCbzLtxWVKqi/iqu3c2JukjLPAbsHy5V0mqi6jZwROmVy2SpZcy+pVxJ4IvqRWd73ibU2Xs4F1Nb6b1rS7Ns7bd2btljt130PSqhHyL1tFguiqmR2+M0arrIqJJKKKpnIFVQAlcbwx6n3EDnhYLxQ9G3ewsttazakkNgaV2jRrRq/bFVilHLVmEu8qVsj2Sr+KSePkEV3DFV2m0WcoEcCkZdEFCEEKhiY5a6E4X+0f9QzcPIe8J0qnn4MaZqcGk1iZmy2e43OdX4yjBUuk1GtsZSxWq0zBWax0mjNuoYqCKq6opoIqqkp0rljLd3WrteF/V34Uc7NlW7SmnLhc69uulRa09Mai3Br2yavvqsA2UaJO5iKi7A2K1lEGRn6IuEEVzPW6SpVVUCJGA4sriWkeJSO5d82eMfBPWiW2OUO0onWtVfyZYKut1WcrPWi42FRE66UBTqhXWMpZLJJikTxqA2bHSbJ/rrg6SQCcKoATwUPtA9bHgfv3b9V0KnZto6V21sIUi6zqHI/Tt60srss7g4JM0KVMWqNTr0m+klzkSZtVHaLt8scqTZJVQfBlMqpaRv6FYByG5GaS4o6ltO8+QuxIHV2rKagirOWqfO5OmVZ2sVuwi4uMjmz2Zn52UdHBJpHsG7l66VHwpJHN6ZVcQM8FX5x4623AzkfuGmaJgbTtDWexdooC508w3tp296jitwoCXxtz65sFojEIaZVkSGL7mgss2cPjnKm3TVVMBMplci0hQR6kH2/voff9ouTf+REzjpQeCVcQPUH4rueX48EoG+Sty5Nsq+S0Wei0ej3S3RlAgzNQfGebHvEFBPKPQjJNFm5zIykg2WAXzNPwea8bEVqqYOM9CmphUTCJhEwiYRMImETCJhEwiYRMItN/nr/AHYJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF7ElBSOU4fEo987oJTDIJG8QuEjBI0tPAqkeZ9nA6JljmJew2DhUrKzs/KP5qZk3PJXl4LmRlZV2q+kXzgSb9IQV3btc6hxAAATGH0DJ7FygXNjA1zgSB7Vv1VHH6apC7IHwn6Vnzj10WulJxWtsVfdIcI9Uwt1gXSEhX7RdHd13HNV2TanKq0l68+3Na7+tBTDNUoGReNBRcomDuQ5R9ctazXN0qYzGHkNI6MD4sLug0/RxO2i0Ejr3/GrQDuVFFfNOYRHv3/8A175EH1css3PPOXZWbbCxjNho3KI2kOCvE3jfvLf/ACV0vqb6kd5co5dxO70v7m97Ltry6yLufkbO4FGJutysVdqTI83KKqg0g2ca0KUEkgSBFBBNPNVupa+tomUMzswRjDRgDGBjiACd3Xn6bCC1U1PO6oYPsjjvOSfj4eRePKngnxN5vK6jW5Tan/RW/QJuK1+1a2XvezKlHV62uDxJ1ZZ5FUG5VaNtX/ORuUqEwi/bFTBQhUwIssCnC1airrRG+Okdsh4wdwPxg449H/05Vlsp6xzXTDJbw3kfEs4bp1Bqrkbq686S3pRILZup9lQx4G7UiyIrKxU3Gi4Qeod1GqzV/Hv46RaIu2bxqsg8YvEEnDdVJZJNQvTRXuqoqzuyJxEmcrsqKCGog5h4BaqiNE+zodIzj9syI2nWOO81cpatTyNoqVX2vs287F15WZ9soU7KUQos7LqQFhcsAIUEflxKVAglKft5hSnLK5+UC4Sx7Aw09JAAPn+jCw0em6Zjto5I7SrEOJXB7ipwTq98p3FHVX6FkBs68ONk3xureNj355Y7q7j2kW4mnUxsy33KYbeNmyTAGzddFmQ/jOVIp1FDGjl31HW3jZ7pdnZGBuA+IBZSitdPQ55oYzx3k/GsA89ekVwK6lMzTbdyn1RJTOwqFE/U7W9k0i3z1EuqVW9/cyparKSMI5Izn4FtKPV3DVJ83cHYrOFzNTo+8L+ZkLNrCttMJgYQYuojI8itq6yQVsnOO3P6xuWK2/QM6RKel2mhn/EKJnKOne4nZ0s/ktn7obX223uChZ+vQ83dNjwexIe72hnFRVqkk2kS7fKQjMz5c6DNI6hjDeSa9unOGSN2CRjg3A8QIx5eK6G6cpNnZcMjxnPxq0HbWsKBvPVuwtJ7RgFLDq7alJsGuL5Vmc1P1YJyk2qJcQVgr5ZqoSkDYolrJQ7tVsc7F22WBI4gU5e+RiC8VNPWiujP2cOyDgHf4jkLLSUMUlOadw+xkYXTeM3G3RvDjStM468aqEjrLTWv1LCtVKcjP2q0jHLWqzTFxn1lrFeJ2zWuWWkLFPOlxO8fODJlUKkmJUU00ydlwvtZcaruqodmXdvwBw3DcMDzBcaa3wUsPMxjDP561V1vT2d3pN8g912Pftw0JZazebvNyNkv7LWO1tga9qV1nZpdVzPSUnXK/NN2sOvPrrHO9CGNFkcqqHVOArKKKGk9Lr64QU4hcQ4tGASAT/PjysTNpumklMgyATwBUs9W9Kjp26P3fpzkZp7jDV9d7f4/64e6n0/ZKzadjsIum0iVY3WPmGSNJLcjUSZmZxHYs2d9MSMY8mHrmSWcLOjrmBQLCs1ncqunfSuf9ied+4b+HTjPQNw3K4gsVLDK2Zo79vDeVVj1zup254Wb74rceeS3FPT+7emryeYw6HIe9bQ1xaNjPYd5FX9w2uUfUIxlPNKwezUinmjJ9ikqxdSQrHMq0AyiRQLMNGUEU9E+qhkc2tB3AEDdjdnxnIWEvtQ6OdsL2gwEcSO1Vy765R9CjV2qL3rvoe8YabyK6i/Iun2HVWjldO6K3BYrjqNfYkU4rE5tBnatv10rqhvarXpZ0s2JDGByV6VIHpG7AXC5JZTtuLZDLc37NK3fvIA+D51hpTSloZStzMeoH51sT9GbgO/6anT309xwtSkcvtp66nNrbycxDhF3G/oq39Rq4lIdm9bidCRQpddjoyAB2mYyT35K94J2IqUpdWaxvjK+v+wHMTNw8Q6fKd6l9jt5pqf7IO/dvKkfqLgtxO0PyK3jy01Tqf6muRHJEqye59lOb3syzvbegvKtJpVqhBW65T1UqzIZKPbnBCGYR6JSN0kwKCaZCFw1XqWvq6FlBK7NPGNwwB0Y4gZPlKvobVTQ1Dqlg+yO4nJ/nzJurgrxN5F730HyZ3Vqb6ut28XpRvN6It7q9bLh2lBmGs6zszeSQp1duUPRZ56lOxzdwCkrGPjeNukA/NTIUqh1JX0FG+igdiGQd8MA5yMcSMjd1EKtRa6epnbPIMvbw3n4s4Urnkg3YoupN6um2as0VnjpysYCJN27dMyy6ypx9CppJkEwj9ABmEEkktQHNGZHOGB1k8FdzPgpaV807gynjYXOcdwa1oySewAZKoIiNF8adc8heRHJjT+rDVHb3JiakJDa94dXLYdkkLag5m1JshPkm222er1YQVfeBYzaIaMGxPARIhARSSITdMFTUtoIqOZ2TGwDo4gdg+NeItV61qb/AFk/N5bbnTOMbcDIbnDcnGSSN5ySASQNy7iI9xER+IiI/wAedSga/MKiYRMImETCJhF0nae7OPHHOmq7H5Kbpo2mqWiC/kPrbKlSk5xZsQqi8fU6yxI9s9xlyJGA3ucUzeOhL6+X27iF5TUklS7DASFIbJp+rvMuxTtJA4noHjPAeVUTb369e8drVzaDDpF8Kdr7Sr2sId7IbB5UXfVNivLKmRTcCgvPwmsqy1lYOCKikYHjZ1Znzg5mgHUcQyZElDEkNPa4IcGYgu6lt606Itlv2XVxa+Y8BnA+k+TCxL0nOJ3D7q4SynI3njzc2BzW5eRKr1484aXeZltbsaNDNXZ1veGLFKVQkdh0MPLScg3pYwkDGeYDd+2MJwTG6qXyU8eIGgBZq8VFVaqPZtkLQ3hkD+d/jysqdfWdDbu5en30MuK9UqOr4KSu1T2BfKRrqtRdcqFOmL66c1PXKL+vV1CNasW1DoriftMsmYggqzkmjow+NPxDSkLxEZ5uKpY5KltA+4XEnnME7+OBvP8AktjJ7W6lrqu0fUWvWJYrX2pKXVtbUmKKJRCPq1Jg2NbgmhjEIQqiqMbGpgc/YBOfuYfURyK1kplmLj1rRGpLg+4XKSVxzlxXBZZqPJhEwiYRMImETCJhEwiYRcPNwMRYmRo+ZZJPWwj4igp4iqIqduwKt1iCVVBUAHt4imARD0H0EQGhAcMFZ/TmqL9pK4i66fqX01YBgluC17favYQWvb2OBGcEYIBGG3+g4ZU5jRs7IMiCPcE3TZB+BO/0FMQ7EwlD6O4iP3xzrMI6CvQls9FFqCCMMu9spKmQDwo5HwZ7SCJhnrxgdQHBdZm9DybZAqsDLISapSfrrV4kDBRQ4fEWyoKroD4h+BVBIAf3w5xMJ6FMdOeids1ZUmDU9DJRQud3ssTufa0f9Ruyx+7pcwPJ9oF0FCW2Dr1cG4qS0QmBhArR6mK8at2+y8hNcqzJQDfSdIe/+q9PThl7OsLaVTY+SrlWpjVtbQ18pbvlidsVDOrbcwsmbjobKMdbd++fXDLeEBLXd3WbW1SjrXOsCs6zIodwjHpkBVeSEacqpzqs5B4m3TOj84yaopGIAlOYhD+XfRWWjUl20XS1tsw6x0NQ6WrYCdvLgI4ZQOBZHtSB+/I5xrsbLXFthoXkesnJ7equ8WyaWds8LY42yhpfE3aLpBttDQ8PIjx3jS0NwS7ORaTnzwW1UwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvUVBAqhliopFWOHY6pUyAoYPuGOAeIQ/x53Oqah8Qp3yPMDeDS47I8QzgLqbBA2QzNYwTHi4AZPjPEr250rtTCKlz2iP7UXvT/bA0b/nUrme6fQb+zdR+Yf8AMtZcof8AR2flD4iqG/ZPIONneVPKpvIxTKVBLjS0VQI7bIuRbKjtCnEFduKqankrAU3bxF9ew9vgOewuV6/3/TWk3XTTfskyQY70OGMHOWkEHfj5sLXNpt1DdKruS4Z7nI4glpB7CCCFab7TNx20Ew6fkVuiWp1Vgt2V3eFBrWvrojFw0Xb55hYmVjCzUleTZMWshOwfyHHqSfuy5lSt1Y0qqfg7qeOB8hfKHrrW4mGq6eKONjThzGObkg435cR5gFeXnTdpsGG22aeQOPCR4fjxd6D5yVUj7J+pKP8AnNv2sLt1HtKkOKM7OzrRUFPk4LDAbe1Gyqr1YAEEjvm7OxSqSJTeopOFhD0KPbYPKxdKu06V7qoZ3QVBqGNDm4BIIfkZI3cOIwdyx1utlDdaoQV8TJoWguAdwBGN/wDO5VT9ZtJNHqmc4EUSESSS3pYCJpkKBSEIVnGgUpSh2ACgAZMNMzSVGnqKeZznyvpoyXE5JJaMkk8SVb1EUcM74YmhsTXEAAYAAO4AdS/pha9h4l9p3THv0XHPO+o9bd/emTZx370yF79/OSP3758peXS/Xy28olb6XVtXT4qJPtc0jPuj7VwW6NPWe0V9pj7upaabLB9siY/o/CaV5v8AWGvpIDA5qEIXxd/EZmzJGqD3+I+ZHe6qeIfu9++QO2csfKlaCDR324nHASymoHvZ+cbjsxhdVw5LuTy5giqs9CM8THGIT54ebOe3OVjmf1FqqiQ1m2fOTTyo1DXVbn7zbZB4sD+JiqxU4p3Pz0iuDjwuypMYpgqqYRXHsUnw+76b5GeX7lD1RqKCwXmCkropXtbzgZzEoJOM5Z9ix2c0PGOjU2qeQXRdDEblaJamklZv2C7nY93Rh/2TPbzh8RX88PihTJfqydXqtPdhR6rqs7r3zPbg2nGulFFWcJpmpOnl0lqcu9S7i0jkaRCIVlioI/NUWbkARMId/omS2GLG4ADAWBkMdvoMN3MjYAPiBWPF/l/pTdVl0mn8oKNOLXJZ22+YJvf7Zpd1KKtzgQTCBgHYelLCPYRERAkh69/pqQJYscQQqvbHcKAsOCyWPHnHzFb91okW0ZKpyMGtHTlcm0Wc9BPQTRfRklHSTYj2MlGYqkUSVQdsXJVEjgHqQ/cPjkPmL6aYhu5ebLg+rstykZES1wcVg3lzaPl7gVzuaPoWCMVPiJyDUQULER5Vm6yOq7OoiugqVsCiKyKhQMUxRAQEMv7dVSyThrzkKX6LvtwrbqyCoeXMLhxK03egMZAnVZ42qOGbR+klB8gVvdXzdF22Oolxu22dEyiC5DpHFJUpTl7gPYxQH4hmeqXFsDnDiAtuXyV0FqmlZ4bW5HnC3lZe8OXUqs3PEwhSFfdiiWJjyiXwqB4RKINgEogIenb4ZEn1k5dsknGV51qNS3SSYsdI7Z2usrTv9pYcqu+eOsF1jCZQ/EnWImMI9xEf0RNxD/7XJRQEupmkrfOkXukskbncST8y2QOj48ZJ9JvhqnGvKCm/LBbV+VE5FxXSSxVx35tUUvlArs4PAMLUSCn5n/S/D29O2WVeKoyfYM47FGtXC+GrPpZtc3uzjPHA6lPGUkXBGhwcPNdmTMHh8JHNYMYwj6AUpSnETGER9A7euY1wrwO+2seVQif1WNjJk53Z/WWI5pR4Z2ZN6UCKJfrYJgXwETKT5pUyEAAKQhCh2AAAAAAzGPLi7vuKglU6V8pM2dtcRnWrZMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIu5UG8TOvLMxs0KcBWbCKTtooYxW8lHqmL71HufD3HylgIAgbsIpqFKcPUoZZ19FDcKZ1NN4J4HpB6CP53jcpBpjUlw0reIrxbj9kZuc0+DIw42mO7DjcfuXAOG8BW00a7wewa6yskCv5jZyHluWygl96jXyZSi4j3qZRHy3CAmD/AFJyCU5REpgEdVV1FPQVBp5x3w4HoI6COw/Bw4r3JpvUdt1TaY7vbHZhfuc0+FG8eEx46HDzEEOGWkE9vyzWeTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9OUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwi6tdqTUdk1GxUK+12JttMtsS8grLWp1mk/iZmJfpCi6ZPWqwGIomoQ3cBDsYhgAxRAwAIOKs7hb6G7UMtsucTJ6CdhZJG8BzXtcMEEH+RxG9UDW95OdI4JbWe8KXP8n+lvcZA8lrFaSgmGxLjxsvTR99Ulb1fY4ywm9wnqPLWRkiEE7cnTK1feWcDprlUK44eDuPgrzNXSVPIft2jUVPLeORuodtU5cxs8tBMDzkdPI1/evhdIBzLnEBr8HIcCH5+4ycZNu8wdu13nrz1rpoMYMwyPEniTIio5ruja65USdRt+v0a6SRTmNtzCaKLn+yUSKMlCJqqppLJM2cZUAk5Kk2kNIXzXV8i5SuUqLmzH31ttrt7KNhwWzTNIG1UuwHd8AWEAkNc2OOG6TOS3+mETCJhEwiYRMIte7qncha5+nx4QcVdE8ONRcquokvCWPdWjbpvqwyta1ZxmpaD+RcPtjybqF8yVlHz6R1S7X92a+Q5S+R0TJGWcqNm6lCuTeGehVp8pluezLrXdFRzzmccLELwteNotKUpw4T3W3chU3bWEaTjPY6+41zvXDJZ07VSiAYgRIxVJEFi9zFDHSuQxsnCnD7RX/wClN0f/APvn2kf/AGfZYK4t4HxKXXtDn2mzm3/3Kaw/z8arweCM8JZBgbVcqJ0MoW766Wdt9g03pPR1qoriPMoR+hcq9xARl6wsyOl+uldpTbNAyYl+cBwDt646E+68qpB6I7fqx1vpl6KbcR9GdNayaLu5tn2ALBt3YW74zZl3m3+yrhBWx7s6NqtVkK84mWruINEplKqsARTBqkbsBPAUMrk7ZzvzlWSez38ZNjcU+PPJHX102vxj2VBzvKa33urQvFbbRtu6/wBVLT9WqaFh1y4klIuNXrT6HXjW5yRanjVSQUKscfGsYTAuLjkqJ3srWmdYocYeVu7DUuuutp2XmxtyhyF4eRLF1YiUmpVTXEnB1VnKLIHdtIVtL2uSdmRTOUqq7sxj+Lwk8IKr/mWYuojw85WvOp3qvn906NtcWLpyq1boBXWVy4mchbKmlKydDO8tBgtNXZRcm0m4xpLs76KCxlHUCRuoQqpHyxXizYSoCMYPBcTwW5aQd96qsprHnb06WXD3qnTnH505g9vVPYp9hUncOoYcpfemUaeHmHcFHNFGVYWMzVBacKcIVdus9buW5Gx3xqpHe7vBXVNIUOoWz2q7mhZLJARs1Ma44L69s1HeSLVF0pWbJJQ3HOpOp+JFUhhZyxqxYJBgVcggcrZ8uT4HHHSn3HlXM8uoSKhvaf8ApRWGJZIR0xdOL/IuKtb5kmVstYWVc1JydcwqUuZECC/GPUWDyzK+IwFSSL38KRAK6UHgFcNzNaNNie059MzXe2W6ErrClcT7/s/UldnPC5rjnc5P0wT95NtGrkpmg2WL+oKDfJgXsqmvDMVu/cEwx0oPAPWu9+1SQNO/UxkdkSAtozZ2rOQen53S1qbqAxs8Hb5GWdsJZKtyyPlyDZRxVgdu1UklClMePSXEBO2TMQVRnFYW62EvYNh7x9nj1fu1oUdZ7f5X1Gx76q0s3IWtS2w4p7x4jIOAsbBYpGRm7z9EKyMTIqFAvu7lcvYA79hVW9JCuy5+6Z4GbMj+O1o5y2alURHVe/anZ+PdwtW1D6fetd4poOpCtQNZsTedrzmYk5UkELoIcqqpXh41NUUjC3IJariCehUK9edtyPd9VXpbt+IT+uxnJhXTHL4NNPLSgg4ikrmXXk2ZmRMjwxYsk24blVTi1XwHjkZM7dR4Q7UqxDUPFcm42TngpY+zVP8Ai7KcS784ocRZY7mw02NMMeoS5289Uld+Se8QmJtQ8pa5GTbtZ0tHkXAPTQzZRMhWjwkgi5MvKJyLlcFR+c9i2QMquKYRMImETCJhEwiYRMImETCJhFpv89f7sE6Vv4AF8/yT6keRPXP9Vqr+z/fRrM6f9l4f1vkOW0nnnlbLTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRAARHsHxyoBJwOKcFh/d/IrjxxkrbW38j97aj0RWpBVVCLltsbBq1DbTLpApDLMoMLJJx6s2/TKoURQaFWW7CHzfXM7b9PXC4b4GOI7BlY6pudNTfbHAHxrp/H/AJlcQuV5pRDjLyd0bvWRg2wPpuD1psqq2myQrAVU0CSExWY6SVn4uPUXVKQjhdsmic4+EphH0zur9MXK3s5yaNwZ1kbvOuFNdqSpdsscC7xqSYEMJvCACJvh2DI+I3udsNGXLJlzQNoncsS7L39x+0rM1mt7m31pbUVkuwgFMruztp0WhT1uEXiMeAViItU7FSE+Iv3CaHZomr+vHKT7IwAOag07c6iEzRxPcwdTSVYSXOkjfzbntDu0hZaMQxTCQQ9Q9O2YV8bmP2D4SvmuDm7Q4LDO8eRvHbjDWmdw5I731JoitSS6rWJltr3+sUZCbeIFTOuxgSWGSYrzr9IipTGQZkXWKUe4l7euZu36duFx3wMcR2BWFTc6al+2OAPjXGaA5T8YuV0JLWLjJyD1BvmJr67dtYltW32uXBzW3DwFTMkLHGxD9xJ19Z6RA5kCvEUBWKQTE8QAIhyuOnLjbcGoY4A9JG5UpbpTVW6NwJXW918luDFReymnOTfIniFWJIzWOfzeqd+bb0zCvxZPUgexL2Vouw7A2cC1doGBVuos18ChB8RBEPXMnZrdfhGJ6FsoYeBAOPOFaV1Vbi4x1BbtdRwsW0fmJ0n9WNXbXV3LHpxa2avvD7621/vbjJTkXng7iT3pCu2qOTceAR9PGBu2ZWrtmqalv2UTOHicVZw1doid3hYPMpm1W4VHYNahLxQbbWb5S7OwSla3cabPRdoq1hi1xMCElB2GEdPomWYLCUfAs3WUTN2HsI5Aq2nnpZzFUgiUHeDuI8ikcEsc0YfEQWdi5/LNdyYRQc5R7gEvvGsK+sJTCCB7Y+TN2+aYqblvBomD1EDFMRRyIfR4Uv8Aqhcm+mLRwudQOvYHwFx+IefqXnDln16Rt6Ntbt+41Lx5HNhB7dzpD4me3Cgxk2XmxMImETCJhEwiYRMIsV7r468aeT9ZiKjyV0fSdxwtelW0zXwsrN0hLQT9u5Qcn+R7JCu4uyRjGQO1IR81QdkayCJfKdJrJdyDeU9ZLTfayRlSGz6hrrMSaR5btDf1HycPEehSApdgjNW1qBoupKpVtXUCsIFa1+k0CvxVSq8O2L2Hyo+CgmrGNa+MweI4kTAxzCJjCIiIifWzPdtEnK5VOprnUTc86R214yqouefSL4q8m4y+8vNY3Jbgbyl09XLPuh/yC1gR7X6dJOaFDvrfKWfYFbrDqHdRE8ihGLLns0Cqyl01TmcOiSRiERzNW64SSkQyb1sfSOramukFBVDnAdwzx8/0qpn2dej7X5ZcvOTXVD5NWmc2ddtaVON1zXNhW7yV5ixbfv1UQqLqXReooIoKuqJpSvqRa5AIQxUbA1N3EQHveXOYQU+w3cSpFrK4Nt1nMMe5z92Oz/6ragduDunKzg49zKqGOIj9PcRHIcTk5XnaR5e8vPElfNlFwXmmXxqEL/fGAP4xyo4qoGThQG5EdVDiFxG5S1Ti7yNi9ta8a2qoR0+Xfr6hS59RR0rLrE9xiyuioBOWWGatTlCQmIVrJMY16oVqv4TpOzNcxT2t08HOtIz1LYlq0RLdLX3dC9heScNzv3dfQD1A43b+rNiTZhE2Kswl9oFkr2wNfWlglL1a70uajrNVbFFL9/JkIWeh3DyMkWiglEAOkqcviAQ+ICAY+amkhdhwKidyslbbZTHMwjHYuEEolEQMAgIfEBy3WH4L8yiomETCJhEwiYRMImEXpcN27tE7d0gi5QVL4VEHCRFkVCj+xOmoUxDl+8IY4q4pauqoZ21VFLJDVMOWvY4sc09Yc0gg+IqJl7hJfTW1Y96yR+T3Me4rV6rxCiYhUkHZWs4wT8PoZMiDgpkhL9AE7ZCWVli13ZLhb6dwltr5Kqhm4EbTC6GUDoI6WnpBBX0+5Pay73HQ9rrL9k3WWjY6QnwnZHevd+G9my534RK2DImSbzMVGS7QRFrKx7KSbCPxFu+bJOkRHt6dxTVDPkLX0cturprfP9vglfG78pji0/CFJuC5DLREwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKlz2iP7UXvT/bA0b/nUrme6fQb+zdR+Yf8y1lyh/0dn5Q+IrRS4IP+oUwv1zV6difIlTY5qeQt8DjlHWaTsf1DhNR5iDYUaw1dOCwPy8Db1VKCXn+APj2DPoJcW210OLpzXc+f+ZjZ4b+O7h8C1VFzu19hztdinXben916OfFrrrPeureWmwF4VVZCFk+TNmkadUaag/MkEm9iibVnIOHiEliIlO5CNbmcuQSKAJqnAhRjEurNA6cpXPFZQQQDeRG5hJ/VjyT5letobnVvA5uVzj1g/GVuE9G3pVQfTA1XZQtVmhtgcj9yqwa207ZXk3Q1Wtw0B72pBa9o7iSas5N5EMHkk4cvZBVBopJujp+JAibZAA8VcsvLnR6vvdLp+wE+lUUvE8Xu4FxA4DG5o34GTnfgbF09pmSgpn1dV9vLfMOr6Vou9Z77adzi/wBvWw/+ycbnunR5zpW3H8Ti+QFrOu/psv5x3xr+mjrP/oO6X/2o9bf5GQufJb0QP/3iV36RJ8oreuk/YmP8gfEu25o5SdUbe0W8pP0ufTesOt4WR9yvvLK1MNPxZEFfLkENfR4J2rasokQRAFY9zCsGsA7DsYfBYS9gD7Ivvn0IOi+crZdTVDO8gZ3pPt3bh5hk+Rat19ccMbRsO9x3+IKmP2YF9xI0nI8nuS3Ivktxr01dn8XAaN1hWtw7s1druzOa49Wa3bZk+1r13s0PKLw0g7Y15m1fJIiiqo2fIgcRIoUvqflht+p7xp5tt0uJu7RI2QuYHZGznZw4cCDv454FQaxvoYqkvuAYYC0tIdggg8cg8QRu6lG72lpnxguPK/U/IjjHvvQe6We3NUErmz2ulNua+2g5r961a9RiY+XtCdIsM2tCIWKizcSzYe9AmVb5EXBIxgSMUki5O/VJHpuKk1XzjrvEMF724LgeGTgBzhjed53jO/ObCugt0E5ba2hlHk4aDuHXgdA6hwHRu4Xa9JvfX6ZjptaYkn73367cf1X3He5eM/8AZHutCbMHGu3IpmEVzNz6vmIdt5xhEqzpo47D3KYC5a8Q7MnOAbitB8pFs5qsFYwd7IM+Xp+nyqSPJ7/SK87/AMELkP8A5qbRlvav6S1YXQHs3H+UFqCdAz7anxz/AO5/kJ+TbtzJJV/0d3iW8NRewtR+R84W7C9/5+r/APqeP/sTISfD8q8ty/0g/lLUg9pO/wBPXq38EjWP+cPcOTG3f0Vq9LaO9govGfmWEONfQo5lcpuPmtuS2vbZx7h9ebVaz7yrtbrsGzQ9nBGt22fpciMlFx1AmmrQTTFccCn4XKnjREhvQREpe6WphhOJDgrIV19t1tfzdW/Zd4lnyu+zsc56tZa3YZC+cXnDKFsENKu0mOzbis6O1jpJs7XKgkprBEh1RSRECgJigI/SHxzpdcKUDwsrFzaysTIyecJ3HcB/mtui8SDaTsL120ACoKqnMQADsAAJhEPh97IjM4OkJHBedLlKyardJH4JK6hnSrBMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWXdO7WkdWWQHoAs8r8l5befiiGDuugUw+W9alOYqZZBiJhFMREAOUTEEQA3iLibva47pTbG4VDd7XdR6j2Hp8/RgzvQOt6vRd37oG1Ja5sNniB4t6Htzu22ZJbnGQS0kA5Fp9cs0DboptNV2Taykc5KAkXbHAxkziUBMg5RHsq1cpd+x01ClOUfiGavqKaeklMNQ0tkHQfjHWO0bl7VtF4tl9omXG0zMmpHjcWngfauHFrh0tcAR0hcq7eM2CB3T502ZNkg7qOXa6TZBMPunWWMRMgen0jnWxj5HbLAXOPQBkq9nqIKWIzVL2Rwji5xDWjxk4AWF7NyK1RWvMTGxBOu0+/8AYlbQNK+Pt9BXxTIxPx+64AczFNp661O/m9hvW87PweF8C17eOVjRFny01YqZx9zTjnM/r7ov8aizf+V9onklo6mMQqjFUDJmklFSPJ5VMe4CKKgEK0jBOUfXwFVVKPqVUo5KKDStLARJWO5146ODfpPwDrC0tqjlvvNzY6k0/F3DTHdzhIfMR2HGzHnsDnDi14WKtcbnt+v7AEp8ovpqNerAaciJF8u4Skkzm/XVyKODqmbyRAHuRcPXv6H8RBEo5S42ekr6fmtlrJAO9cABjs3cR1jzYO9QnSXKDftL3Tu3nZaijkd9mike5wkB4uBcTsyDiH8c7nZbkG0mqWqEukExsVfdldxz9PxFH0Ks3WL6Ls3aXcwoO2x/mnIIj6+oCJRAR1jVUs1HO6nqBiRvmPUR1g9C9o2S927UNsiu1rkElJKN3W09LXD7lzTuI8oyCCex5bLKphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/AMns2Hya+zsv6I795Eo1qr2PZ+eHyXr/1JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhF8MjGRsu0Owlo9jKMVFG6yjKRaIPWiirNyk8aKnbOU1UTKNXjdNVMwl7kUIUxexigIF1ywxTs5qdrXxkg4cARkEEbju3EAjqIBX3YXYmETCJhEwiYRMImEVRnPnpRR3L7fukuYeneR+xuH/MPQcA6ptL3bQq9BXpjIUd25n3Y1m10Kxuo2PnWjZW2SxEw97SbrtpV0g8RdpGSKjRVBxu6FhqC6JQzHKHi9zY5Bc195ciuUnHi4Sdilr5aatRatVbzXhaxrera5gNaVVu1q+qqXUnJZR8mnFgs6eyM68XcrKfrBEmFXa3YHBTQ559Pim88pDivIW7YVmoR+LHIun8i4BOuRcVJFtU1T10V21cmBkzFFnFvBRADqo91S9/TKqgOFmjmjxVpHN3i5uXitsWXnK/UtxVdKBfT9bO2LNwT+MmYuy16bYJvElmjo8TY4Ro4O3VDy3KaZkjCUDiYCA4OVgPp7cJt1cONRzOkt38xrJzL1+zrVKoWqIS8aiqGv2+rtdU+Fl6+anArDzdlkLy0mYl40QVWlnCiiaEemmX5hjABCcqCFd6Iu6uP6ewtc8EeqJyD4icXdkWSdsr/AI+NNXa7219RLi0D/o6w1Hs+3SEfb9asjFHwtlWRTP0hKRVZy4cFFY1MKu1niN6tF4JcGtHdPHjxXuOOhGc0NYjJSUtFjs9pfISdx2BeZ4rQk9dbdItGkeyczMihHtm5St26DduzaIIJkKRIO9VQnJyse9Nvp8U3puaWvulqRsKzbJi77vG8bxdzVqi4qJfsJW8Q9Sh3UG2bxBjN1Y9inUkzpqG/XDGWMA+gBhCcrAvNTpNF5F8oaBzj46co9lcK+X9FphtcrbSotTrGx6zdKOB35kIi761tq8fD2Bw0TklESnWci3VQKkVdusZs1OhRAcDB4L7uH3SjaaF5NWbm/wAjuTe0ea3MOwUj9DWO2vsOvVXX9WoVGOcFHMNrrV1MTVhKqd8AqEVORyoiRNdcEEUTOnZ3DCF27A4LNlA6fFNoHUg3n1H2ewrNIXbeWjq3o6W1u5i4pKrQUVWz64OhOR0qkb5WcSDkdcIeNNQPLD3k/b7EuVTO7Cba6fFN2z1DOKvULkdhWaIuXFagbIoFf14yi4pes2tnsiqbCqj6QmJRcwSrJzGt9hLKpFQASnO3IBvQxsJndhcV1Bempqjn4z1VZpS77A0XyD4/WRW36C5H6hkG8ZsPW804VYuHjQSOkjtLBWZF1FtVl2ShkVQVblFBwh41gVIDjxKH0f0YNgbm2tqTYnUe6gW3ufFX0NZ2d41bpSV1PrbQ2oSXOM7BFWHYdU14rIobFdxwd/CLkW6i5THQcHWZrOWy9MKu1jhuU8uoR0+tLdRvRzfTe3ntpqkjWLVGbD1ZtPX8gjE7A1ZsWDRdIRVorUgu3coKEM3eKIu2ipBTcIn8RDIuUmzlCqoDg5UFab0atjXnc+idr8/uoNuPnhCcXrK0u+itU2PV+vtOUOIvEUZqeDtuxW9Ldyz7ak5DLMUVk3L9RFwssn4XCizZVw2XphV2t2AMKZ2/unxTd+83uHfN2Y2FZq/auHbLYjKtUeNi4pzX7iXYcO7h3p5yQdGCRYGjk3YnS93AfGYOxvTKqmd2FjVz0r6HW+o4j1IdHbZuWjr9bK6lWOQOrKzCwkjq/kHHiJUpB/cI50dq7i7DINmrJUzxof0k41u/FMzgzsXVEzuwrUsqqJhEwiYRMImETCJhEwiYRMImEWm/z1/uwTpW/gAXz/JPqR5E9c/1Wqv7P99Gszp/2Xh/W+Q5bSeeeVstMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF7CK+QRw592XeC1bLuSs2pAUdOjIJHVBs2TESgdwuJPCQBEO5hDMnaYWT1rI3+CSFa1jzHA5zeOFpS9BXj3pHrTbT5k9SXqMMoHlBvuvbuJrmgcc9mOvql1vonWy0EztNfWR1XJKqRT+qrqzLqChW0k0Vj01IKQcHSXkF1XBN5Xl9TaaBlNam4aBxHE+Xr6StfULYqyodLWHJ7VwPPXjRxv1b7Qv0sde9KunUvUO/4u7Q9r5h0jjsyYVzX9C1lCXGCkpxa11GnA2qtMkJrSyNqSsEURJl79FLR4LIgd6iovzgqJpLBLJdfB2D4XTu3ce3GD1rjJGxtxY2j47Q4fD8C2tuoGz5pTXGO9Vjp7yVOrXKW3zNNrNIv99WgSVPWcLJWqL+rm+yrawxk+1kTQ1OReptkUYuVc+9rpKJs1hIIBqmxyWtl3Mlw/owJOOs9A3duOkBTG4Nq3UQbTfbTjf1DpK0YbR0yrBrr2h3pucZtv8lth80OQtlca25V8sNs31y7dRS0xQ52/7cV13Xmkw6lrA1qMRr/ULdMqj54PvSUomCDdin5bVPcr6yH0nkqYWhkHNkNA7Rj4yoM2B4rmRPJMm0M/Gt+vlpySoHD3jfvXlRs4TnpOj9fzt3kY9FdNq7sEgzSK1rdQjHCxToJTNzs7tnEshUDwe9vU/F2DuIaWs9tN3vHNgd4XfB0/Ap5W1fcVDtHjhakHT+4t8RucdRX6vXX13ZpqSvPLOyWgnFfSfIPfcZpbUWttKVayydbiU6fV569U5aVZuplo9Rio86rlkWOInJLFdyMio5Jt2sdU26FtHZ4zss44GTnt3ec/EAoVAIql5nrnbzwycKwPhl0PK5xQ6qzPqI8FNz6qq3Ae96+sEKbRVEtduvg2iKtWtjRTxtAXA7udrkrTC7kjWVjapnlHhGvunlICQpEkU45fdQMNpdR10bhWbt5AABB49ecbuHSsnbra7uwT07xzHj7PpU+OTfQ66W/NDeVw5FclONclsncV+JXULPax3jyDqqT1CqVmHp8Ag2rtL2nXqxFIsK/BNkfA0ZoFVOQyqgGWUUUPFbXrK4UcTaKEjmmk4Gy3pOTvxnielZmrsVNM4zyeGeO89A8a1SuWfSI6eXIbrCaJ6XfTq0M51jWdMRZ9qdRDdcftfcuxT16oeOCkl9awxti7AucJBTzOFds48rps3Ot9UVoaoLeWSNekNtKO6ywWc3Kt3OLe9GAMno/nqCiDqNklb3LT8Ad5W/ZX65Ttd1ip0GmQ8PT6VToKDpNJq8WmkwiYSvV2MQia/XoZoAlKk0jIlgmigkXuJUkwAPhmgrnVPrqySfeSSSTx6eJWxKZsVHAyJ7mtzhrckDJxuAzxOBwG/csP8qeTeo+GPHjZnKHe8nKRGp9Tx8NIWx9BxhpqZAtgs8JToVpGRRFm5n76RsNiaN00wOXuZUPXLiy2ae8VIp4cbR6+G4Z+Zca+ujoYjLJwCp92J7Sz06alVa/adc03lpyWTf0qGv8Ac47j3o5tbVNOV+fYDMRZduTtiulRp1XmFoQAdKskZN64ZEOBXZW6gHIWaxcns5cWyvjb0DJ4+LAWBfqWMDLGuPiHDxqNbjrFdNXamnZLltD7gs5o23bNmaTD6KVpb59yUk74oi3nUafE6pgnUyrMKBCyrU/yq0er14gqlSPIFW7phMaawS0sMdKMYYxoz0bhgnz+VebtQaMrrrqKquGRzdRPJLkncGucSAfEMDHZu3LHPHbq+8HeTW947jCyrvIvjvu+wrhH02p8mdYw+vxuEws1O+j4GNcwF2unyVOS7RMTMkJUseV6oJEG51XCqSR++e0Pjj5xpBA6liblyf1FJRuqoXMkDRk7JJ3de8Dd/PBWNPWp2TpZqoHY6JxIYB+gQHt/7TMMRg4WtZGGN5Y7iF8ucV1phEwiYRMImETCJhFhHlpo218puIe/OM9H2i207ZNx1RvWkrw8hl5xknHIzcXLy1bkmrR8xdt4a6R0apEP3KPnqt2L1U5EFjACZshb6hlNMJHjIUt0ld6e0XBtTUN2mDPDjv3Z8nUsf9OvioTgbwX1XxmeOYJ/sBGSs+wNyTtZXXcw1g2VcZEDO3DF25Zx7l6zgqtHxUMguogidZvGEOJCiYQDtuVYKmTvPAHBX2stRR3mp/4cnudu5ueOO3yqV2YpQRMIv0vcBDt8e4dv4cqqjju4rFHNSx8K6nw72PbupDSqnfeN0G1ORlVJ5gm4utjvT5m6Srtc0y7RdxdiiNoTYpqJs3kW9YrM24LOHDlBki5WJm7V3QZMM8FbP0Ibq+qAgyIOnqx2rUl6XtE6yWsdabc5s9NzWk474eDs2bPEcTdpW8t+Q2/Vkn8meRGjUuRbVN/sKT18xZNYmRstc+Q52Tfl92YFeGRftG2fnFO/7FNjaW1Lm201IFHciznCOJwCPoz5lsU8HOrPxm5+ybjVa1WtfHHl1ANpf6ruPN8aPlwdPKykqpaVqNahjI9OSRhAQOZ1HyjWJmWokUD3VVJE7gY/X23mW87HvjWqNU6M9LojXUp2qXr6s8M/SMhWEnL4DGKPxKIh/FmFWsyMHC8coqJhEwiYRMImETCLLmntfGvFjKq9SEa/DGSdSphD5jo4mEWsYUfpF0Ygip2+CRTeoCJe+jOXnlRZyc6TMNvePVRcA6OmA4xjGJKg/mwQGZ4yubuLWvxt/kc5PXa51IJa1p9T1EWyTnoec5ZCPzhBL+qMO3gluY1dQFg4bbph3Z0BTaPqDDe6LATskqLSVnUF0ymAAL5iA+HxF+JSmKPwEMhfoU6uKfk5qIQ/aqI7rNtgneNuKFwJ6cO34PSQ7qK+ikIa2PZaAGjoHQrB+P28dX3WjUqvxFtjErLE1iAhn9clF04yaK/jYtoyclatHhkxk0RWRESqNhWIJRDuIG7gHk7lW5M9a6b1NcrrX0EzrNPWzzMqImmSHYklc9u09mebODvbJsHIOARvPW9rgScblJXNOLgmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRUue0R/ai96f7YGjf8AOpXM90eg39nJ/wAw/wCZay5Q/wCjs/KHzqir2S1ZRDlbytOkcSG/Szsy9w9B7DtKnD2/jDPTvoiq6pt/J3LPSPLJedAyOrZccfAoXpSJkt2a2QZbs/OFvDKyDxQTAdc4h3H9kP3c+S9XqK81LnNmqJC3J6St7x0dMzBawL9jhEXzcRERHzC/H+EM56be59+p3PJJ5wcfGqVgApXgdS/l5dZ37adzi/29bD/7JxufbnR39VLd+hxfIC831/8ATZfzjvjW6rr3r8dIuJ1jq+BmuUEwxm69rmkQM0y/QI5AOAZy8PWYyOkmpXLXWS7VyVB43OUFEjnTOAdyiICAj5C5SvQy3zWepZ75SPjbHNI52C8AjJz1lTyzayp7dRtpntJLQBuCzxpXrPdMXkRtmgaQ07yJlLXszZlhaVemV9XTW7oFOVm3hVDt2Z5ew69i4WPKoVI3644cJJB29TBmqbr6EnVlrpnVrebkhjG07EjScDjgZyfEASs7BryimeIyCHHcNxWpL7TNymDeHUENpCAkvfaPxJpjHWaKTdXzmK2zbQVrb9oSKAdxEj1qq5i4F0TsHhXgBD1+I+4+RzSDdHaIp6FzQKqXv3/E0eYZ8q1rf683C5Plz3g3BSaovsn+/wCy0Oi2q0crNW0Ox2qm1myztGkde26RkqZLzsKxlJGqST9GWaoPJCvO3R2i6qaZCHVRMJQABDMFqLl/0Lpq5Ptlc+R1RG4g7GyRuOOkhXNJpe51kImiA2COnKxZyp9mR3nxr427o5ERvJXXG1C6Wo8lsKWokDRbTDTMxWq6ZF7a3TGReyb1oiaArRHcicDpj5ibQxAEBMAhkNIctujda3JtrtL3ipecAPwMnswT8y6q/Tlxt0PPTgbA6l0r2b7kGSrcidvcWp18VKD5F67UsFSbLqiJR2hp9CTsDRs0TUHykBldeSU+dcxex1jx7Yggbwl8O0rjDztOT0hay1rbhXWZzgMvj3+Q7j8y2U+VbczXg/z2bnDsZPiPyJJ2/g1VaQzBWsYqgO1an0I0sv7GniHrT66Bn21Pjn/3P8hPybduZI6v+ju8S3bqL2FqPyPnC3YXv/P1f/1PH/2JkJPh+VeW5f6QfylqQe0m+vOvVv4JGsf84m4cmNu/orV6V0d7BReM/MrMunN1TunNpvp4cYdGbn5FylF2xraH2CyuFXS1NuewoRy05t/YNrivJnKtQpiBfA5gZ1qsIoOVAIZQSG7HKYpbeuoH1L9pqwuqtJ1d8q+fgOBgdOOAClgt1helCCZxT5ayqp+3zSDo/kIHiH7nc2sAKH+McsDZ5usedRF3JvdMbnNJ/KCmxX7DVr3SaRsyiSx56ibIq0HdaZOKMJKLPL1myRyErDSJoyYasZVgLti5IfynCKSyffschTAIBiZ4XQPLHcQtfXW2T2urdS1G6Rpwenh2r7M6Fi0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuRjpeWh1TLRMpIxaxw8J1Y565YqnKHwKZRsqkYwB3+AjnXJDFMNmVrXDtAPxq7pK+uoHmShmlhkI3mN7mE+VpBX5IS0rLKArKychJql7+FSQeuXihe/wAex3Cqhg7/AMOVjiiiGImtaOwAfElVXVtc7brZpZnjpe9zz53Erj85q0TCJhFKziXZ5Zhe3NXSMqtDTsY8dOm3cxkWj2NTKq3kSh6gkY6YCgcQ7ePzCd+/hL2i2q6aJ9CKo4EzHAA9YPEfP5D1lbu5DbzXU2pn2Vhc631MLnOb0NfGMtk7MjLD17Tc+CMWPZrtetEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX/9WUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwigz1IufmuemXxB2Jyx2JDubYrXXEVVdd6+ZP04p7sbZ1oUXRq1SSllW7tOJZCRo5fyLvyVztIpg6WTRXVImgpMdI2Z9zrgQcMbvJ6gFhL1XNpac53uO4DtWtdpL2dPaXPVeT6gnKXebLgRublXBE2Kz0HwX14NCg6NDX1EtkYL7El5e2uXszcLG3kUnc7HIppGK8E3nvFHBlAS2jWanorbO2gwXlpxklRGC0z1UZqchoO/AXbPZ+oH9IR1OufnSKuOvdMX3YepqEptiK5mUylKwW29gU5WR1PNNKjsqVfStgeGi5OG3LDvyR6LgiMTMMnaCqr8yiC6Vvq0mpsYrInEMJG7o3g/Qu2ygRXAwvAJ61uKtiidyQvcfU/8A7XNJUjXSVbW9Jcp9MQ2EnsWnt0zjBy+9p36rXK5x/orVOLlRndC1J4T9daRlqhZKm8fYhePWDxIkaS1b1Jblg8H9vM8OqAiAm8W672/0v0tHCNznNHxbR+EhQGgaam7uk6AT9CzD7Xtt+dp/TZ1XpitHdC/5F8oqXAzbJr4zmmanQa3arsaJ8hP5y6ql+bV1dMo9w8Tf4eLwiGH5PIGl0tUeOPjP0K/1NKQGQjhn4llDjF7LjwPS490Gu87IfY/Jnk651ZTqratlPNy7LrEdqU0JWGUPD6+0vA0yzQdaRp+tWyCbKPUmGcsL5RuZwommk4FmnlKrVj2XUUVOPsW1v3ce1WcVma6j7olPf4UG/ZH5a8065dU7jBGXKYvXHTRO4KOGtJKQXMpFtrHIWfc9RkpyDST7MWy2w6vQI14+TQ7J+NiicClFQRP06/ihfb4p3ACbf5t3xZ+Fc9OPeKl0Y+1rYj6q3UCqXTL4RbU5NTQx0hfSNi0TRFPkD9y3bdVqaPk6hGqNgOko6hoFNo5m5YpTkOMRFuQTN5pkymhOjrI641oe8fYW7yez/PgFn75XimgLWnvzuHjUP+gP0/rbw54nTe+OQoSMxzY51z4cguRlls5BUt8UjZl5CwUygzK6xEnCMtHIWJ1MTSRiJqpz8y7bqeMjVAS5bXF7bJILfTHEEYxu4fz0DsCstP0Ba3umX7Y7epdcr7su+vcTXI54qknT2iLtU7dY6Zkp6R8p55pTpiAgs0YkbiQ3fxJmOcA7D372mlqIMoX1MgBdMSN/tRu+E5z17l585b9RSVGpYLRSSOaygYHHZJBE0mHZBHS1gjweLSXYxvzRh7ThyVm7F0stKaDgwVd7Q5Pcodc0KQgW/ZNayQNDjZm2qOmqRfCVYz2/JVcBT7AQi6xvgBSeKX6UszbdWTTN/o+yS3syeHk3+MY7VsGx6uk1Vp2CSq9k48Ml/CIG6Qfl8SN2HbQxgDOyNx805orpu8SqLpWhQtcpWttKa4RSmlo9i3aGtc9DV4ru836xHKQi8zP2h6xcycm7XE6qniN37EKUhcK241101JzURPNtdv7Gg/yPGpfcJKOy2TnpiOfedljel7zwA6e09TQStNf2Z3StHR1tyw59qUKEjr5s3fc7qbUbhxGszL67ocTGx12t7KlqAiARrSxyGwGUa6UR8PiTgiolEpPNKfYN1qHRMEbeK0zrq7S0NNHSxHv3bz8Q+IrJ3UnjmHJD2gfpB6las0D27U9Hrm8LzYmSRE34wmvL9sTdkPXJd8mBVwQjmepV1kiHMBShOdifOWEB7KZ7hQOe/qKurRUSt0tJUVJySxw84x8ZV51pXK5n5JVPt4TOVO3b/ZDkTkOXnxrQda4PqnuHDKjxyq5Jaj4WacgtzbsdvE4WzbEqWvYOHiilWnZNedkkj2OXYMex1XTKlVFB7LOQAABX3ZNsU5VnKPe9o6GSqzjcMKS6d0pVX3a5vDWhpOTwzjcPKcDs49CkLNRbZoSOkIx8zloObjWMzCTMa4SeRkvESrVJ9GScc9QMdu7YyDJciqKpDGIomcDAIgICNpNE6F5a7iFgblb5rdUGCYEOBwVwOdKxqYRMImETCJhF+gIh8BEP4B7YVUERH4iI/wAI98qi/MoqJhF8GwNh6q49aou3IXf9tZULUOtosZexzz4PMXdKGOVGMr8BHFEHM7aLE/UTaRzBADLu3SpCFD1EQvqSkfUSBoG5SXT9hqLvVNjjHe53nowtY3Uutt4e0Ucpzcl+RDCx6d6YHHSwPYPWmsWr9wwVuizdZs4cUaBkGpkk5O9WtFFuvdrM37jGNDJR7E6ZgaihJJHw26DZbjnCFuirqrfpC18zFjugjyk9Z7Oof5rasbzTCqxtdqWvoiMpNGpMPG1qm1GtMkIiv1uuwjVJjEQ0PGMyJNmTBgyQImmmQoAUpci81TJJIXknK0fcb3WVtWalzztErqJoaiF2DP7fa65orHb1rrTGnWfaTGrQjS/WGrRrgjtjAzVrQZJzUlFtnCSZiorLHJ+spAICCSYFPq5nx824nYVJ9QXCppRSSyOMAOQM7s+JewwiYwmH4iIiP+PLZYQnJyvzKKiYRMImETCJhF+lKYxgKUBMYwgUpSgImMYR7AAAHqIiOUc5rGl7yAwDJJ3AAcST1Lk1rnODWglxOABxJVkms6kSmU+LijJlJIKpA/lzB28R5N2Qh1yGMHoYGpAKgUfpKmA/ER7/ACT5X9cycoGvK29seXWxj+ZpR0CniJDCB0c4dqVw6HSEcAMfSrkx0izRejqW0uaG3B7edqD0maQAuBPTsDZjB6mA9a4DcWk6Ru2AShLe1XI4YHWXhJ2OORCXhXK5CFWM1WUTVSVbOQTKCyCpDpKeAo9gOUhy4/k+5SNS8m11dcrA9pilAbNDICYpmtJIDgCCHNydh7SHNyRktc5rthNcWnIVYl+4DbYrqizilP4a+xpRMZFJJdKvzwED1/XWEouEYYSl+HlvTmOIehA9AH2npX0U+hLuxsOpIqi1Vh4ktM8Gex8bec99CAPbHeR3CVp47lixJ1yz1WANCDuauM23zU0Do2R3BFAnp/YxVU3kIoUAD4p9w7feybvg5B9cfZ3DTtZUP3kg07J9/tsFkw/WwuX2N3UvpDlpybiexFr/ACiAk9BLI1aqqm+52ML+uKHEf4R750nkH5F6/vo7VA7PudTUgeTYqAE5tnUuzw3Ozf8AGKkO+k61YiFEPEjL1pm3IoH0gJoA8IqHf7xgzDXH0MPJVWsLaaGspHHpiqHuI/vxMPOFTmmKSdI6iUE6Mi12HRH8QYfCVSWqz1OVa+I3oKikTI+4OmyJB+PgcuT9vgUR9B05qX0I90ga6bSV0iqBxEVSwxO8Qlj22uJ6MxxjrI4jgYvalTsoGzqHtCKNMUWyx8+0S8BXaTcyiMhHqKAIkSkox0RCQYHP4R8PmpEA4AIlEQ9c8w6q0VqjRNcLfqejlpZ3Z2S4AxyAcTHI0ujeBuzsuOM4ODuXUWlvFd8yLqiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiitzd4iUnnhxpt3GHYdvs9Gqtwm6hNvbFT0Ypedar0+xMbGzRbJzTV5Hik6csSpqeJMRAhh8PYew5vPkV5VjyY3n0xdE2aJzHNLSSBhw45HSFGdR2P06p+aDi1wIOfEoh9ODo66O6ZOx9jbK1TuDaOx5PZNBSoEnG3xnU2zBgwSsMXYwfMjV+KYODOxcRZE+yhjE8Bh9O/YQ2ryv8AokItf6dFhpKZkMfOB5cHEk4a4Y6sd9lYOwaQda6vuqR5ccYxjt/yVswj3ER+6PfPHDjkk9ZWwhwXtbqiismoHxIYB/iy7t9SaOsjqRxY4FdczOcjLD0ha/nKH2czi9yy5D7d5HXTkPvOr2bcFwfXKYr9cjqCpCRTx8kgkdpGqScE5fHbEBuHYVTmP6/HPfOkPRa0NpsFLarhRsdJTQtj2g8gu2RjJGDv8S1bX6EmmqnzxSENe4nGOGVgb61F4a/upuR//wAS9Zf8Wsk//jEsH3kP7w/VVl6gKv3T4P8ANSA4qezocXOJHI7TvJOm8h952izabucfdYav2SOoKcHLPo8i5EmkkpGQTV8VqoC4+LylCH9PjmJvPovbZV0MlJSUbA6RhbkvJxnpAwPhXfT6BnZIHySEgHqXEMPZwOLrjke05N7D5F712nbnG6k95XSAtEbQE4DYFkWuwXudi7CLOBK/+RrLLGUTdlSUKqLdY5SnKYQMFnXejAgNmkpaGijjqzCWNcHuOxluyHAdbeI6MhdkWgH90B8khMe1kjA37+C2Gn7xR45UXMYRE5hH4/dzwjf7zUXu5yV8ziXPcTx61s6kp2U0IiaNwC454wiZyIm63YmDeYrtmhpSvWCIeFFRnKwk0xXjZWNdp9w8bZ8wcqJHL39SmEMyuidWVmkb3Fd6RxbLE8OG/pByF0XKgjr6Z1O8biMLWhq3s8vGzh/snV/I7W3JrkCa3612TX7LX4+SY6+NGuVI1ZxJKQkso0rzZ05iJhg0UYPClMmZVs4UKAlE3cPphyXeiGpeUy7S2EUrIallE+YkOJzsyRRkAH85np4LzdyoWx+jNO93v+yxTziDB3Y245HbW7pGx8Knzsytw23tbbl1HPycjB17dGurtrScloYGx5WLibzX5CuSD+NK9SWaHetGsiY6QKkOmJyh4gEO4ZuWnqDDOJe1eV7PePSy6Nr2gHZeDjr3quDiX0e+NXCrftF5I623VuO33CiMrmzY1+2taWlAvC3Wi2SiPxdKQ8IykCi1YWVVVLwKB3VTL4u5e4DlKi7CWIxhu8qdXjlBbX259GyJrTIAM5O7BB+ZWYLOBVeHc/SZbzf/AI7vmCJ35Wp3PzJt9qgBzQ6WfHvn9tyA3Ltzb216JOwGt4DWraIozeoKxakXX5qzTbZ6qeeh5F376s4tCpTgBwIBUy9gAe4jm6S6CCIRuGVtHT2u2WqgbRSxhzQSc5Od+FE/63O4P/uk+R//AIlrP/ivl16cx9SkHrmUnuXw/wCS9S3s5/CQEzCjyS5GCoAD4QOy1p4RH7g9qwA4N5Z0N3ri7lMpg3vYRnxlXG0KlQmp9Sal0tWpSRm69p/XlS1xCTEwRqSXlIuoQrSDZP5IrJJFmV65bsynVBIhCAcR7AAegYKqn7olMmMZWqb/AHX03r31mA3bcTgdGVzmWqwSYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi9qCC7pZJs2RVcuFjlTRQQTOssqoYexU0kkwMdQ5h+AAAiOUc5rWlziA0dJ4LsiikmkEMLXPlccBrQSSeoAbyewKQdL4y7JtQouJNolUItTwmM5nAMEgKY/EUIZIffPNDv9i4FsA/32YCs1LbqXLYiZpepvDyu4ebK2np7kd1dei2WsjbQUZ+6m8PHZEO/z2P5sdqnXrDT9V1YzWCIKs/mHqREpGdfAT3xymUQP7s3TIHlMWIKh4vLJ3EwgAnMcSlEIPc7vVXR457DYW8GjgO09Z7fMBkr0ro3QVk0XA4UAdLXyDEkz8bbhx2WgbmMzv2RvO7ac4gEZXzFKbJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/wAns2Hya+zsv6I795Eo1qr2PZ+eHyXr/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCKBu++p9wB4u7HkNRcgeU+rtVbKio+KlZGnWl/JN5hpHTjMj+IdqptoxykCT9moCifY4iJR+jCqATwXH6R6qnTw5I7QrGltF8s9U7M2pc/lr6lqRWpCTXm5v6na9LWub9yScRbdE3ybXIJ27U7nL2RbmEO49gFlNkhWBYVEwiYRMIsHbf5KaI0FOaorW5NnVnXs9vO9x2sdRxlgXcIub5fpd5HsI2rQRUGy5VZR48lW6ZCnEhRMsX5wfQTGVnHCJhFizde7tT8ctY2fc+8b1B611bSyRKlpu1kVWQhYQk7OxdYiDPVW6LhYoP5+aatU+xDd1Vyh6B3ECYyuPuXIPS+vdJOeSF12LXq5oxpUYW+OdmSKy5K0jT7GnHLQdgOum3Uce4SSUu2FMfL8QgsXuAfQTHR0rseqtq673hrupbZ1NbYm964vcSnOVC3waiqsRPxCqqqKb9goskgqdA6qBygJiFHuUfTCcFkDCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWm/z1/uwTpW/gAXz/JPqR5E9c/1Wqv7P99Gszp/2Xh/W+Q5bSeeeVstMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFTN15+m/sjqg8CFdH6YnYSK3BrTbNW3truHs0h8kV68zFXq95pkhSZGbOmshBuJaubAeqsHSxAbBJN26ThRBuqs4S2Doi9U1sqSypOI3txnq3g5+BRu/0EtXEHRb3NOcdag/pvqNdeqn6LpfHiW6I1mt3KOi06F1w33pYN50it6GnX9eim8JHbAsrFMEYNwsumzItIM464t2btcVFW7lqmcjdOaVdDp2oqvTCSpZs5zjifp+BYGGoucUPczYnZ4Z6P58qlv0e+lptXhrZORXMjmhsiD3D1A+ZkwrMbdsNXEytP1xWHcuNjPruqPTMo0JA76YK2VkVEG7eMbJxjBjHpe7MveXcX1bqWnqoW2+g3UrPh6PN1ePzZezWqWKQ1NR9td8Cu3lJORhYacmIeFWskxFw0pIxNdbOGjNzPyjJi4csIVu7frNmLVeUdpEQIosomkQxwE5ilARCD2d8bK9jpThm0MnqUgrmudTuawZdha6ns3XADlDwp0xzB2BzS10prTkbye5FIWabh3dkpdrfStLq9dPLwticS1Eslph0iyd42TZilbHde8J+UJzkAqhBNP9b3yjq4Y6aheHxtbxGRvPRvA6APOo3YLfPDI6WoaWuJWU/aGumpunqS8NqNE8aDx7vkJx42u12zQ6tJTjCtheotxAScBZarDz8u6YQkLahVcMJCPcPnLdoY8edA6qYrlUJa6GvlNQPdT1R2YnjGeo9HkXbqC3y1DRLCMuaeCgWtzN9p75T6m/Sw1zpx0jjBtizVstD2NzOu1qRqULX2TtkETPbAp0G+n3TODsbhI5lQXhk7Qq2UUOqwYlOVEyE0kj0zTVBuL5WudxwN+T/PiWCa66yx9ytYQOGTuV1nSa6Zut+lXxPieP1TnCXrYNnm1Ngbz2mdiLA972NIMGUeqES0VOs6jabWI1ikxiWiihjAmRRyoAOXbgTa61TqL04qgyPdTt3Adn0lSe0WzuGLadvkPFV4ciOCvK3qQdZbUV55SaidUTpi8CYxa26Xi5610Gaa8ld1JuoR+pPSNNr1pnpyOhZO0oNDnTmmSCK1drJGxkklpZyQslorzbLNp7ZpZA64SDeAD3vlIHAdXSexYqehqq655maRTNO7ON/wDPxBbFtknW0PFzFgkTiVlEx72TdGDt4vIZN1HKoE7/ABOYiYgUPpMPbNXyOluFYGjfJI8AeMnCklXVU9mtc1fUbqanhdI7xMaXHHbgbu1Utzs08sk9Kz8ifxvZmSdSLoe4iUqjtcywpk7/AASSA/hIHwAoAH0ZtqnhZTQMgj8BjQB5F8/rncai7XKe6VZzUVEzpHeNxJwOwZwOoAKqbnxxe5A8quoj0r52E10rJ8TuJ9nHcWztgns1LZRbG4qXqHtbytOqvIWRrcJgztlp+CbCo1jXCAEl+wKB4V/Lk9FUwRUT2uP2QjGPJ/mtp6ZvlvtdgmzKG133I353Dcc4xxJ6ejxKxbnhZN67S4m8ua1p6NmNkbn2JpO86u1vXfqhh4dz7zsmPPSZF1GStol4WAhzwsJOuX4HUcofOa/NEygkKbGWxtLT1W21rWMLskgcfHjeVhrTqKa4agjq75UySRRnvS9znBgG/DRvwCQPBG/pWAOl/wAfbHxB6fPGTj3sOETrmzIFC4W7acQWQiZRRlcbzfbHaFGDqSgX0lDPnELByDGPFVs4WSMVmHY5viNzcqhk1RlhyxdGsrxT3K6A07g6naQAewePtyo56N4z8gnnW45e89dz66Vq+lW+jm+pONE86s1Klflt01htX0c0tGQ0JY5axQjR7AVuwOzlkGjM4nmO3oPcmXk1XC2gbEw9/wBIUjuF/t8Wlo6KmkDqggbQwd3EnoA44HSrZKzCOLRYU2yYdyquPGqcwgBCJ+Luc6hh7FKQpQ7iIj2AMwMTDLIGjpK1VRUsldWCNgyXOWjd1nediHNDlU9h6DL++8fOP6cprXTxWq3jjLIsk8SC9bQSApjJqmv04wJ7oqHhE0IxjwMQqoKeKaUsAgiDBx6V6bsFqZaLcynA+ykAu8fV5Fet0GOaJeRfHSY4e7Alwc7a41w/yxq1y+W8b62aHXepNfkZI6hzqunmqZx8mzABEoEhn7BJIgkZqmDGXal2m880b+lQflCsAni9M4G98NzvH0Hyq5BVI6Kh0jgJTEMJRAfQe4D2yMkYOFo1zS04PFevKLimETCJhEwiYRMImEXva+D3hHzPsPGXxfwd/X/eyo4rmzG0M8FTBz96dXMzqQc09T0zc+yKhROmFrRkncGLDW9oEbe9lmbZm0no+xVWVaNXbzc90XduGkdLig8r9drwKnSOd6ZdrIyWkrKWmpct+3fz8H8+Lc9i1DZLPZMxb6/G8EcT0YPtR5CT5xdDEwtG1vRqfp/UNUiNfan1xBtaxR6XX0BbxUJCsvF5aZPEZRd48drKHcO3S51XTx0qouuoosoc5sHU1L6h5c4rWV7vVTdqp0sriQSvmy1WCTCJhEwiYRMImETCJhFnfRFEPZbIWffIiaFriqa4Ccv628lw7KMmxe/ocrUey6nx7diFEOx881+iV5SmaR0kdMW6TGoLtG5m499FSnvZZD0gyb4mcM5kc05jW+uQXQb9TalGoK5mbLbXh+8bpKjjGwdYZulfxxhjSMPU7M+bC95JhEwiYRfggAgICACAh2EB9QEB+gfvY4bxxRdSnqBRrQidCyU6rzqSgCBiy0DGPx9f2RTuWqh0zh9BiiBgH1Ae+Z616q1NZJBLZ7hW0sg4c1PIzzhrgCOsHIPSqgkcFFi/cE9NWpJwvWCSuv5U4GMkrEulpOHFc3fsZzDSyy5vJAf+ltnDUA7en394aV9E9yiWN7Ir0YLrQjGRK0Ry4/BmiDd/4UkcpXMSuHHeFWsP1ecT93i3B8Q8pV3rIXox6qpYy0VqQTbPTNVk1AIJ2snHqgBiHATN3Be5RBRMpw9j/wD5r8u3JrzpiIoa2J+xzgHOU1QwuYHAjOHRyA4IOJGHBGy8tPdukar9GLxtIsmkgzVKu0fNW7xqsQQEizZ0kRdBUoh3ASqJHAQ+8OfLCpp5qSokpKhpbURPcxwPEOaSHA9oIIVqvqzpRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLHO1amvcqXJRTICmkkTIyMaQwgUFXbMwm8jxG7FKZy3OomUREAAxwER7d82vyK64ptAcoNJe7gSLTIHwVBAJLYpQBt4G8iN4ZI4AElrSACSFrjlX0jUa00VU2mhANyYWzQg7tqSM52MncC9hewEkAOcCTgFV0OG67RdZs6RVbuW6h0V0F0zpLIqpmEqiSqZwKdNQhgEBAQAQHPq9TVNNW07KyjkZLSSsDmPY4Oa9rhlrmuGQWkbwQSCF84KinnpJ301Ux0dTG4tc1wLXNcDgtc04IIO4g7wvTnculMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFzkRWLJYDgSCr81MmMPhAIyLevgAf9ULZFUpQD6REQAPpzpmqaanGZ5GMH4TgPjWSoLNd7o7ZttLUVBPucb3/ACQVICk8WL/YVkV7KCFPihEplBdnSezCqfxEG8a2VMRE4/AfeFUjF+PhN8BwFbqigpwW02Zpezc3yk/MD4wto6d5FdUXWRsl32aCi6doh8pH4MbTgH8tzSOOyeBnVQ9WUvXTMiFdiUSvfL8DmbeFI5mXoiHY4rPTEKZJM/8A1JIE0Q+gnfuIweuulZcX7VQ87HQ0bmjyfOcntXpXTOi9PaTgEdpgaKjGHTPw6V/Xl+NwPtW7LfwVkTMepUmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/yezYfJr7Oy/ojv3kSjWqvY9n54fJev/9eUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMIuvPLdU45yqykLPXmLxAQKu0eTUa1comMQpygqgu5IqmJiGAQ7gHcBAcYRfL9XdH/8Afyqn/lFEf+fmMFFz0fJR0s2B5FSDKTaGOdMrqPdIPGwnIPY5AXbqKJCcg/EO/cMIvXJTERDJJrzEpHRKCqnkpLST5sxSUV8Jj+Umo6VSIdTwEEfCAiPYBH6MIuF+ruj/APv5VT/yiiP/AD8xgovuj7TWZZwDOKscFJuxIZQGsfLx71wKZPU5wQbOFFRIQB9R7dgwi5pRQiRDqqnImmmQyiiihgIRMhAExznOYQKUhSgIiIj2AMIur/V3R/8A38qp/wCUUR/5+YwUT6u6P/7+VU/8ooj/AM/MYKLtRTFMUDFEDFMAGKYogJTFEO4CAh6CAhhFwchaazEuBZytjgox2BCKC1kJePZOATP6kOKDlwmqBDgHoPbsOEXvjJ6Dm/P+RpmJl/dvK95+TJFm/wDd/O8zyfP91WV8rzfKP4fF28XhHt8B7EXLYRMItOnbcpwziPaaORjrnO741M9Om4IUxGJV5UjrINcDfjn0saFJHjtcBrX1WjCJyQtvL/sz3UHPg+Z5uU6Vz37G7rV7HGWW6M9j29BF4dLdNWX3zEMJ2VrRuN7fjK52zFxgxDqJs0jBq61SNbmLE0FKrtnyqAkILRydNUfLUMAty4na6c4WPubHVbe8c+UGt+DvG7itsDmny+2LSVdl/oX1K81XVNUp9DIvKt0Zm6bPuDOVhYBw6GFcKFTXbEbpIgkZZwkZy1IuygGRk8Fy/CTqkOOSvI3anCzkJxiv3DTmHqeksNmyuorfdqjtKtWfXj9zDMxslG2jS02UHZQYOrAyBdNNsRMSOPEgquKLsrZlVLcb+hZclOoPVIzqW1zprn1zYVbjYuOS/IpHZxZmNLWm0QhNzsINaUgxbjKHkTKQRlPPBUEvCoAeHuA96qmN2U5XdQeqcVOU3Bbi5Oa5sNtm+ctzvtNrNripmNj4uhOKH9QvvT2dj3jdZ3LIyH1cpeWVudMxPdzd+/iDsQDIyqsevz/pluhb/wB881F/l9qrKFVbwPiXRfaRua/Lvj5r7Tmv9F6+3jralz2/tKKyvKDW+zYmnxN+XlYna55bjMVlFyLC8M5CfLCNJFZ0JiRqyDXyVTeokMKqwBX88UN17d3zrSQum6eMV64m21pb5avtdZbCtdRuM8/gmMdDPGNvTlaW4cwybCWcSS7ciHjMsmoyOJvQxcquJ7FW77R39pf5pf8AqDoj8p3SuUPBVZ4SytcLzqTWXRarOxd8aoYbz1DRuCenLZfNRyZI9RlfIWA1fSpMYNYsqi4jv1122SUKKxDEKcgD29MdCcXeVZW0LyK07S+l5UOWmpNME1rpKp8RpXkVUtE15WLjxrlPgteSmy/qEjHLRuSHau1EGqiBVSpAiVVTx+Ht3DCoRvwq5Ne9dPevJPS0Vvnhb0o+RvJHXcXEvXe1bErtCh6zi6tORqrlSVqGtSTMHNWHfNhhI1NI75OBjSkRdre6kMqqQwgyq7OOJVqHT5556a6jvGyvck9KIT8RCvpqYp9sp9sbtW9nod8rhGKs5VZr5PcvI50okzlGjxs4QVMRwxeoKCVJQx0U6qhGDhV/zHWP3DtzZO5qr06enRtPnhrjj1bpPXu1d5MN2a00Pr1e9QBCrWKt6oVvUfMu9tO4ZJQnjKwBFdYVElEUlGrho5cUyq7PWcKdPT16g+oOorpuZ2frSFt1BtFCuctrLcendjMUYrYWptkQJUjSdasTJFVRJduoRUFGjsnhKsUDpqEQdIOWyFVQjCnnhUTCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/wCy8P63yHLaTzzytlphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIv0BEB7gPYfvZyDi05HFCAeK9vvC3bt5hu38Od3dU+MbRwuvmo85wMr1CIj6iPcfv50Ek7zxXYABwQBEPUB7YBI3hMZ4oJjD8R75Uuc7wjlUAA4IBhL6gIgP3sNc5hy04KqQDxXsFdUQ7CoYQ/hztdUzuGC44XARRjeAMr1d/p+nOnJznpXNeQmMIdhEe2ci95GCThU2QN/SsZ7hgpmza0tsHX0xWl30ekVq3A5UzOQQetXTlqQ5zEICjpqgdMoCIAJjAAj65f2ieGmuUU9Ruia7eerIIB8hIKiOvbZcLxpCuttrG1XSxDZbnG1h7XOaCcDLmgtGd2SqnpqqWetiULDXZuD8w4kSNKxb1gRUwd+4IqOkUiLegCPcoiAhm1IaqmqP6PIx/5LgfiK8QXGyXm0EC60lTTZOBzkb2AnsLgAfJlcQV25KXwFWUAn96BvT+LLjJWO5x4GMnC8E11kjCZNQxDD8RKPYcZKoHubvBQ66qhgMdQxjB8BMPccZKFzick715i6cqACZllDF9AAom7hjJXLnHncScKr/rL83GvEPiO51FQZoG2/uU0dL1JksxX8EnRtOgT3LYVtA6RhWYyFkScBAxpxBMxvenrhBQFWOSCz0wcTM7gPjW3uTqyMkcblKMtYd35X+XHzLRayQrcikFxW5H33iRyB1fyG1suAWbW1kbywxqyyiEfZoBymrG2qnTBkgMp8i26tvHUc6EoeYRFyY6YlUKQwcXsD2ljuBC6KmnjqoHU8wzG8YP89i/op1vZmuN7661/vnUcn8q682xWI+3V9Q/lA8YFfFMSRgZZJE6ibWerUuivHyCIGN5D1qqn3Hw9xhdbDzExZ2rzJqe1m13OSnPQ7/6ecL6Ms1G0wiYRMImETCJhEwiYRe73hfw+DzVPD/e+Ie2VyVy2nYxncvTlFxTCJhEwiYRMImETCL9ABH4AI/wBlVVdrptOl7tNt4WKSEBMIKPXhyGFvHMwMAKunAh29AAexC9wFQ4gUPj3CEa/wBe2Pk607LqC9v3AbMUQIEk8pHexsHbxc7BDGguPDBlmi9G3fXF8jstpbx3ySEHYhjz3z3+Lg1vFzsNHHIsZrNcjKnCMYKJS8toyT8InN285yub5y7twYAADruFBExh+AfAAAoAAfKDWGrLvrfUNTqS9v2q2ofnAzsxsG5kbB0MY3DR0ne5xLiSfpBpjTds0lZILDaW7NJA3GT4T3He6R56XPO89A4ABoAHPZGVn0wiYRMImETCJhFX1zU44zWwiNdn0dqaQsMFE/J9ggECiLyYh2ai7ps+i0yh3cykd7woU6Pqo4R8IJ9zplIp6v8AQ48r9t0m5+itTPEVpqp+cgnPgRSvDWuZIfuY5NlpD/Bjfkv715cztjeB3p4LCfDnk7J16Yh9Q3t6q8rUq4RiqjKuziZxXJNc4IsoVdVQfEeEfLCCSID3FoqYoB2REfL2R6IXkWo7tb6jX+mI2x3mBhlqomDDaiNoy+YAbhMwZc/H21oJP2QDb5SMyNocVbjnghdCYRMImETCJhEwiYRfI/kGMUydSUm9aR0eyQUcvHz5wi0ZtG6RfEqu5crnTRQRTKHcxjGAoBnfS0tVXVLKOijkmq5HBrGMaXPc48Gta0EuJ6AASU4qszkDzo8szqp6RXKYweNCQvzhsByAIfNUSrDF2mJT+voLxcglH18pMfmLZ7O5KfQybQjvvKS0gbnR0LXYPYal7DkdfNMdnhzjx30a72RdLlD9pV+TtojR2SyabamGZ+7xKyIvrAu9cJh88Xkf2dfKbtoQAHsqgQ6RQKPqHYe3oCovfItZKz1HVElhp6gd4acsgaxp4bEne821x9q8hxzw37+eWDduWetF837jU5FnXNuOHVrq51SNT2BdMT2qA+cCYuHKhSgpPM0TdxWIsBnnbuJVDiUEjau5TfQ06fv1JJd9BNZQ3sNLhADimn6dlo4QPP3JaRFwDmNBL28XRA728VbvHSLGXj2UrFu27+Nkmjd8wfNVCrNnbN0kRds5bqkESqIrInAxTAPYQHPAdZSVVBVy0NbG6Kshkcx7HDDmPaS1zXA7wQQQR1q34L7ct0TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwix7ctX1G791pZgKEl4AISXjjFayAAUOxQVP4FEXZSAAAALEP4Q9C9s2noHlj11ydYgslSJbRtZNLODJBv3nZGQ+IniTE9mTvdtLXes+S7R+uMzXanMdzxgVEJDJezaOC2QDoEjXYG5uFDzYun52hgaRSU+WK+JwJ8pIpCmszMc3hTTkm3iU8nxmEClUKYyZjdgHwmMBR95clHLxpvlLcLVMzuDVIaTzD3BzZQBlzoJMN28DvnRuDXtGSA9rXPHjjlH5HL7oIG4xO7s08XY55rcOjJOAJmZOzk7g8EsJwCWucGnEOb2WnkwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiz/orSxdqvpF5Kvl46twh26TszME/f5B24A6hGbVRUiqLYiaSfiVUMQ4h4igUo+ITEwN8vPpWxrImh1Q/OM8AB0nr7B4/LtHk15PBraplqK2V0Vopi0O2Mbb3OyQxpIIaABlziDjIAByS2fta01rOpkT+SahEncJ9hB/JoBLv/GHxUK6kveVEDGH6EvAUPoAA9MgdTeLlVk87M/ZPQ07I8wxny5XqCz8n+j7G0dw0EBlH3cg51+evak2iD+TsjsWTCkKQpSEKUhCgBSkKAFKUoegFKUOwAAB9GY0kneeKmDWhoDWgBo6AvLKKq4uZmomvRziWnJFpFRrQviXePViIIE7/AGJfEcQ8aqg+hCF7nOb0KAiIBnbDDLUSCKBpdIeAG8qzuFxobVSPrrlLHBSMGXPeQAPPxJ6AMkncASodXvl21bqLMdewpX4kExAnZ4iyLQ/b08bOJRUQdqEEB7lOsoiICHqkIfGX0OknOAfcH7P4LePldvHmB8a0Fqbl3hie6m0rTiXG7npgQ09rIgQ4jqL3NPWxYdi+U21mcqi9kZCOl44qxTOIdWJjmiCiAmDzE0XbNsi/RU8HfwHMooBTdhMUwdwHLy6Ytb4iyNrmSY3O2iTnxE4+AeRQGi5adbQVrairlhnpNrvojFG0EdIDmtDwccCXOweIPA2RV2dYWeCiLDGHE7CZj20g28XYFCJuUiqeSqACIFWQMIkOHf5pyiH0ZruogfTTvp5PtjHEHyfMeIXre03KmvNsgutGc01RE17c8QHDOD2jgR0EELmc6FkEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/wAns2Hya+zsv6I795Eo1qr2PZ+eHyXr/9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMIqaeSfQ64ncpd33/fmwNhch4e4bGkI6Sm42nWzW0fWmq8ZBRdfQJFM5vUthlEEjsohIxwWeLmFUxhAQKIFLzDyBhULQVg76274O/tqcrf8Ay41D/QXjnD2KmyFbLw/4la44U6ZY6N1XNXafqTCwT1kRkdgSUFK2Iz6xLpOHqSruuVuqxgtEjogCRQaFOUO/iMb4hxJyclVAwunc3uCmo+fGv6nrjcNi2NW4OnXEt3jHWtZesw8qvKkhZWCBu/XtFQuLRWP90mFTeBNBJTzClHzPCAlMDi3ghGVWX9bd8Hf21OVv/lxqH+gvOXOHsVNkKUXD/o48ZOFO5mW8tV3re8/bWFenq2jHbAs+v5WumY2FBJu9VUaVzWFVkhdpERAUjA7KQo9/EU3wCheSMFVDQFaLba2xuVVs1QlFXaEbaq/M1uRXYHRSfIsZyNcxjtVkq4QdN03abd0YUzHSUIBwATFMHcB4qqoY+tu+Dv7anK3/AMuNQ/0F5z5w9i47IT6274O/tqcrf/LjUP8AQXjnD2JshX7xMahDRUZENTqqNoqPZRrc65iGXOgxbJNUjrGTTSTMqZNIBMJSlKJvgAB6BwXJVVcwOjjxk5rbme7y2pet7wFtf16Bra0dr+z6/iq6VjXkFW7JVNpY9YWqSB2qRYRVMLsxDD28JS/AeQeQMBULQVmHgp03dHdPj9FP9Bm1bWs36Ln1EfVJ+idOVCZ9y+oH6r/kf5D+pWi0v3b3n6tHXvPn+8+Py0vB5fhP4znF3FAMKwTOKqmEWovZ+NOg+VXtP3JHW/I3U9L3JRI/gFUrcxqt6iU5mGa2aMc6Oi4+bRaqiUpZBpHzbtEh/iBHBw+nKdK55IZu61sH6K6b/BHjJfm+0uP/ABW05qTYjSLkoVtcKVVW0TOIxMwmRGUYJvEzmMVs+STKVQv7IAyq4kk8VUJtDkvzH5xdW7kD07ONfJKC4O6z4m6rqtv2NsuA1dSNkb+3NKWeKoks5jauOwW7iPqlRhT35oh70zTBdIW4KqmcEfootqdK5YAbk71DrhfT7Frj2mW961uXKi68vrpQOC8zA2zZ9/jKfE2KIl3UjSbGShuGtIZMYUCV2Lnmyg9ye8EVdnTVEBJ4SulD4PlUrtmSzCre1T6ALYHCcSF/6bctX6eo9ORulPzDa2bgllo6OUVMUrl2RlWnp/LKIn/WR9PUO7pVPuPKuu9Xa/1WV62nQg1kwl2Tm5UnZO0rjZYZFwko9iYLYklreKqbt63IYVWxZZ1rmVBLxgHjBuYQ7h64PFVb4JXc+vz/AKZboW/9881F/l9qrBVG8D4l6/allU0eEvFJZZQiSKPUc49KqqqnKmmkknrrepjqKKGECkTIUBEREQAAwVVnHyLZeyq4KkL2jv7S/wA0v/UHRH5TulcoeC5M8JcHzJ/ude+/97SoP+Z6n46EHh+VfDpT+5r43/vRV4/JhsuOhD4flWTfZ7WbVl0c+EiTRuk2TVp2xHihESFTKd0+3bs148cGAoB4lXLpc6hzfExjCOBwR3hKCPs2EfNO+A/UGiqgoVhYnPUN5Xx9XVRORqVlNLaY0S2hFElA8JGxWz4yQlH0Anh+9gKr+I8Sgr7P5xs5ubb4LP23HfqoWDic11/u7ZlS2Jx5Y8Q+P+05ejXsjtg9dP7DZdjAS6KvbJGuG6oEdEBNEUjt0hHyDlKCq4jO8K1PoU6i0jRtmdSvYGq+a9j5s3jZPISBachbu+4+q6LqsVu2pyu2H1wd1NeOfOqNdgt0hc1HbhxAESj0UU2yifiSdIiALi48N2FsP5VcUwiYRMImETCJhEwiYRMImETCJhEwi03+ev8AdgnSt/AAvn+SfUjyJ65/qtVf2f76NZnT/svD+t8hy2k888rZaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiZXBRMoiYRMImETCJhEwi+CUi42aYOYuXYtZKOeJii6ZPESLt1kzfQdNQDFEQH1AfiUQ7h2EAEOyKWSGQSxOLZBwI3FW1ZRUlxpn0VdGyakkGHMeA5pHaD8HSDvG9Vcb41MOsLMmMb5qlWngXcwqihjKKM1ETE97iV1TdzKHZiqUUzm9TonL3ExinHNnWK6+mdMecx3VHgO7epw8fT1HswvGHKZof1G3gGk2jZanLoSd5YR4URPSW5BaTvLSMkuDisF5m1rVMIv0B7CA/cHv8AxZVVXXLBrLQV8l0bFtPjpobbVkbxzeHQsOztQa8v04jEtFXK7WLSlrXXZZ+nHNnDxY6aBVASIdU4gUBMYRu4a2aEbLCQ3xqRW7U90tkXM0sr2xZzgOIGfFnC479Anhz+4e4c/wAmLSH/ABHzu9NKnrKyfq7vnur/ADn6V4n0Pw5OUS/pH+HRe4du5eMekSmD74CFHAQx6Z1Ptj51Q66vhGOdf74/Suzwleo9MhEatrig0rWlTbOnT1rVNf1WBplZau3yvnPXLaBrbCNikHDxb56pypAZQ3qYRHLOWaSZ21ISSo5cbnVXOXnqp7nydbiSfOV92dKxqYRMImETCJlVVcoSKWMo2biogR49bPHjJioskR68aRxmhJBy0amOC7luwO/QBY5CmKkK6YGEPGXvzETy3aA3K7ZQ1D4jM1pMY4nG4Z4fEuNOQyZzEOHYxREBAfoEM4cFaEEHB4rxyiomETCJhEwiYRMImETCL3N0FXKpEUiic5xAoAAdx7jlQMnC5sYXu2W8VWt1SupxWenTEa41PrOnRW9uZ235atLVXTKhJeTaVymSc0gxLLWqOq7lCxLz96XKeMrUW2MVy6dHO7MBkW5G7vN0duY+MzVB2YgCSfF4+gdK2jpbRAuEXdFdtNhPDHEnoxkfzw7RsRce2tpNpbW1i2HqZHSGz7dUIKx7F1cW1tb26pFpkmKbl9V39xZRUI0nHcIZXyVDItk0ElQORPxgHmH+T/og79V33XtQZq01dDTvdHBhpZGyMH/lx7TtnaIyXElz8AuO4Ae2OTnTNr0vYGUtugEMkmHSuJDnyP63uwM4G5rQA1o3AbyTmXsP3BzROy7qKn+QvzKKqYRMImETCJhEwiYRUW8yKklRN/zjmHbfJLWwNYe4x4NS+Qmm8eEMhIu23g7AQ609HOFh7fBQ49u3oAfTj0PN+fqfkqpobg/n56R8tJJtHaJYw7UbXZ4gQSRsGeLQFcxnLN6uc11d4XYtMr9ug5BrINZaNaLuDNVSHFnIGbpGfxzpMgiLZ4xcmMmokYAMQwfDt27/ADr1dpq46R1FV2C5xPingme1u0CNuPaOxI0nwmPbhzXDIIPjxbkEHBXdsjaout2q31ekRKs7bp6LrsQiYqZn0q7SapHWOAiRugBxBRy5UAo+FJMDqG7ehRzMWPT971LXttdgpZ6uvcM7ETS4gDi52NzWjpc4ho6SFUAncOK4ijbOoOy2jp7RbVFWRFioRN6RiqcrpmZTxeULti5TQfNiLeA3lmOmUqnhHwiPYe1/qbReqtGzsp9T0M9HJKCWF4Gy/HHZe0uY4jI2gHEtyMgZGRaRxXe8jComETCLjpiXjYCKkpyYdosImHYupKSerj4UWjFkidw5cKCACPhSRTEfQBEe3oAjl5b6CsutdDbLfG6WuqJWxxsbxc95DWtHaSQE4qj3de9tg8lbmhVKu1lgq68kDSp0mNA5nMqqU5vJlJtNEfC8kVCEFXscRbsU+4FH0UVP9LOTfkw0nyN6ddfb2+D07bDt1VZJjZiBG+KEneyME7OQA+Z2MjeyNty1oYMnipi6E4NQtXOwtW3TNLJPp+W5a1BESuK5FLB2OT5WVEO0+7RHt3TAAZlMAgILl7GDz3ypeiZuN7bLY9AiSjtRy11Ue9qJRwPND/kMPQ7fMRg/YjkHrdLnc3grDCEImQqaZSkIQpSEIQoFIQhQ7FKUodgKUoB2AA9ADPJjnOe4ucSXE5JPEnrK6lXLzh4+x8lX1dvU6FIhPRCvjuyEa3AgS0KqAgafXbol7KP4lfw+eqBfEdqcx1DdkQEPXvoaOVero7q3QGoakutdQ3FG6R2eamH/ACGuPBkrc7Dc4EjWtYMyHPdG/fsngsG8cOZhNUVdjQLtASU7X2D5c8VNRbxE0lDxzxXz1Y80Y7KklINkHSiqqYg5SMQpxIBRKBe2zOWD0O7tdXuXVWm6qGlu0sTRLDIw83LIwYEnOMyY3OaGtcObcCRtEgk55Pj2jkcVb7ESrCeiYucinBXkXMxzKVjXZAMBHTCRbJO2bggHApwKu3WKYAEAHsOeAK+hqrXXTW2uYY62nmfFI08WvjcWPacbshwI3dStzu3LkctETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi+d20bP2rhk9QSctHaKjdy3WKB0lkFiCRRNQo+hinKYQHLqhrqy2VkVxt8j4a6CRr43tOHMe05a5p6CCMq3q6Smr6WShrY2y0kzCx7HDLXNcMOaR0gg4VdezqA7oVhWaARVSFemUcQj0wCYqrYR7maqqdvCLtkJgIcPQTB4T9gAwAH1Y5HuU6h5TNLR1xcxuoKcNZVxDcWyY3SNbx5qXG0w7wDtR5JYSfnLyocn9XoDUT6QNc6yTkvppDv2mZ3xuPDnIs7LukjZfgBwAxxm2VrVMImETCJhEwiYRMImETCJhE+PoHqI4JxvPBV47hxXMOa9PsmhZB5BzDRgfw+B65jHqDQ/i+x8LlVEiJvF39OxvXMFR6p0xcK42yguNBPcm5zFHURPlGOOY2vLxjpyNyzFVp3UFFSC4VlDWQ0DsYkfDI2M54Ye5oac9G9cPmdWGTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIpfcS76zhZ+WpUkqRBOzi3dQ6yhgKT5XZEVIoyER7B5kg0OHg7/E6AEDuY4AMS1XQvmgZWRjJiyHfknp8h4+PPQt88hupoLdc59O1bg1lZsuiJ3DnWAgs8b2nd2sDRvcArDM1+vVKYRdA2NsevazgFJucVFRVTxoxcUgcoPZZ4Be4INym7+Wkn3AVVTB4Eij69zCUpr+3W6ouU/MwDcPCceDR1n5h0+ciL6s1batH2w3G5Oy85EcYI25X+1b1AcXOO5o6yQDVxsXZ1p2ZLGkJ92JWaJz/JkK2MckZFpG7gBUERH9dcGL/bFz91D/DuBQKUuzrfbKW2xc3AO/PhOPF3j7OoDcPHknxjqzWV61hXd1XOTFO0nm4W5EcY7B0u9s85cewAAY7zIKJphFZtxUmjSmq0mBz+I9fnZWLKUR7mKguKEwkPr6+DxyZyl/2Pb6M1tqmHmroZBwkY13lHe/8AavYvIlcDWaJbTOOXUtTJGPEdmUeTMhA8XYpKZG1t1MImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/8AJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//RlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiivD8LeOcDy4tXOaLozpvyaums2+n7HfxttvWaPtftVq44QhS05edUpbRQitTYD70jHpux8kQFTsc/iKuTjHQpUYVFWPyz6Q3CHmTt2K5A7NpFyqe94uMawau39MbMumo7zNwbJqLBpGWKRqEoyazQNo3s0TdLIC/IzKRuVcECETKwqgkLtnH7pW8FeLm3KlvbRekyUXatN1fLahYWxtd9gSruWqNgsclbrA4t7actEkxulunbFLLOXU7KJO5dX5iYuPKSSTIQkniuX5t9NTiP1A0KE45F0OVfW/Vj9eQ1tsyi22f19smlqO1mzl23iLZWXjN0rHuHLNJX3Z0Vygi4ICyRU1g8zCAkcFi3XPRo6emr7npLZ1c0xLu9raDvM/sulbWsm0tpWXYsrerMyrEdKWDYNol7e5fbFFNjT2KTJlMC7jYshVQZN24OFwUphNoqU/Ibhvx55UWjQdy3hSXNusPGTakNunS75va7bWy1XY0BIRErFTq7SszcQ0sKTd9BtTi0kSO2Z/L7GSEpjANUBIXjzA4bceudulZTQPJikfVzrqRmIqyN2reXla/MwVngveQh7JXp6EdspKKl2KL1dHxkOKazZwsgsRRFVRMxAcbwvXxA4gal4Raj/AEFdLu7+9p31SyVqFfZN7ndh2L5TlGERGLIpzk+sq6bxbdjCN00GiQEQRAoiUoCYwiQnK7hyY416c5faQvHHXf8AV17pqLYycAlb6y2n7DV15MlYtUHdIUCTtUlIWfYe6WOuM1x93cpeYCQpn8SZjkMVAcbwvnuvGLS2w+NkhxHttUXktCSmr47Tb6mksNjYuVteRUKyr7GECzsJVtaU1UYmPST97K8B2YS+IyomEREq5Oc9K8IPi7pOt8YkuHUPU3DXj2jpx/oNOkmsdkcOS6sk6q6pTyu/VU4llbaKytceKIe+i99+KJvMBYFAA4Eyc56Vy3HXj1qbilpeicfNF1taoao1qwfxlOrbicnrKtFspObk7C9SUnLPJTE9ICrLTDhXxOHKpigfwgIEKUAKhOd66VxT4b8eeE9NvNB430hzRKtsfalm3TcI51a7bbjyexrfFV2FsE6R7cZudfMEnsdVGKYNG6iTNIURMmkUxziYqkk8VCre/Q96fe/Nt3bd0nRdi6w2BtJVVfbb3RO4thahiNqruTqqvnN5rdTmmsBIu5VZdRV6ug3bLPl1VFnB1VjnUNTCqHEKfHGji5oLh5qaE0dxs1nAaq1lArunzWvQYvnSz6WfgiWQnrBOzDySsNnsMgRskRZ/IunTtRNFNMVPAmmUtVxJzxWfcImETCJhEwiYRMImETCJhEwiYRMImEWm/wA9f7sE6Vv4AF8/yT6keRPXP9Vqr+z/AH0azOn/AGXh/W+Q5bSeeeVstMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi9iSRlVCkKHcTCAZ3QQunkEbRvJXCR4jYXHgFqN9Sb2m+Y4lc5HnHLj3p7XW2ND6Zvev9V8nt5WpO5um9f2bYZWWdXKkUqSrM5F15rJ1GrQEggAyBXCriZipJMiIoMTHV2/atDUktuElWXCpe3IAx1bs5ChNZqCZlUWw4MQOD8626naRUlhAhinIYAMQxBAxTEN6lMUwdwMUwD3AQ9BzVNxpjSVToeoqY0svPQh6+YAEfgAj/iyyDXHgFcZA4ry8s/bv4R7fd7Zy5uTqK47beGRleGcMFcl5AQw/Aoj/AIs5BjzwBVC5o4lBIYvxKIfwhgse3iCgc08CvHOIGeCqvPyz9u/gN2/gznzUmM7JwuO23hkZUY+WCEerq4p3YpleoWKKPEgbsCqjo5HSThNL9kIe4KKmMAenzAEfgHaRaVMoumy0HZMbtrxbsfDhag5b46R+iw+cjuhtXGYusuIcHAfqFxPi7Aq1itHR+3hQVN3+HYgj3zZGCvIIY88AV5KsnaIeJVssmH3TEMGVwRxVTFI3wgQvnKQ5x7EKYw/eDvlFwAJ4IYhyj4TFMA/cEB74wmCNxXkKSoB4hTMAfdEB7YwVXZcN+Ny/SoLHDuRI5g+8URxgoGuPALyM2cEDuZFQofdEohjBVSx44gr9K0cn7eBBU3f4diDjBQMeeAK/VWbtEO6rdVMPumIYMYI4oY3t8IEL5wKYw9igIj9wA7jhccE8F9gRz8S+MGi4k/vgTN2yuyepc+alxnZOF8hyHIPhOUSiH0GDsOUXAgjiuz1CvrWGZas0wAExUAyyhxAqaSRfnKKKHN2KQhCgIiIj2AA9c7IYzI8NCvrdRyVtU2GMZJK0++avWAtT/qdUPfeiJL5W0lxMnHWvNaV5N4dGB2nTVnHyZuKbfiQFUzNdypkWRaufL8xvFNoxXwFdN/Fkxho42U/MuHEb/wCexekrZp2kprN6XStGZG9+enPR73o8vWtuljbKNtiiULeGqpQs7rLbVVibtT5UpSEVPFzTcF/cZBAh1QYzMO68xm/amN5jR6gqifschgCLVlO6CYtK0FqWzy2q4PhcO9zuXw5ZKNphEwiYRMImETCJhF5EIZQxSEATGMIAAB9IjlVUDJwOKiB1FuoLrHpfcezbNsreKt+/9hN5KK486ferm72CdbpFI6vFuQbKovmetqWo4SVfHIZJV+4MkxQUTUXMu3zVtoDM7nH+AFsnRulXV8oq6kEU7fh7B/O5VBezTI8P+SHLrbvMnmjyVrWxuptYr1Jqac09tYilfdRy79igi+2ZTHNgax9XuuwQRMrEQUBCnMpUYhiZRFoHmNTMIJy0z6qi0dPT6YidhzMPczednByN28N4ZPTw4Zz6T0vDbY62NtTstjbua3gP/r/9fFvdHjZF2+8pVJQVDn7CIgb6Rz5QS6Y1Hdr93LUxSGqfJvyD1rfTa2jp6XnGOGwAtbW29cnZO4uq1rnp/wDTf0ZReU+u6m9l4jk3tSanZqDgGnyc/j21wtlGv0GSVh63RdPplOg6mHsbMJWWWcgwjW4mFi4fe0qP0N+ltP8AJzPfdZTyU90EO2wNDTsnBLWOY7Be95x3oczYAyT4QGuJNY11XeG0tuaHwbWDnO/fvII4AdeDnzZ2NXRSEXUKT1KBhAP488BXWKKGukjh3xhxwtrQOc6IOdxwvnzHLuTCJhEwiYRMImEUa+SHHWI3zX2gJvEoS5wBXA16bUSMo2USceEy8RLppAKyka5UTKYpyAZRsp88hTAZRNTcfI/yuV/JddpC+N1Tp2qLefhBw4Fu5ssRO4SNBILThsje9cWkMezmx+yexVON3e7uJGwCpKA7gHwiRZZioqd7U7jFpqCXxCCZytJNocBEoKF8DpqYwh3SU7gHu2aDk15etKF7DHVUu8B4AZVUkpHaNqN447JzHIB/zGYJ7+9kCltZOowBopFOo63FObVaJC4dWKXBWLZPhSDziIMY1FJ1JtSLCIEOZw0MYoAIlAR7Boaz+hDIrnOv94zbWvOy2nixI9mdxc+QlsbiOIDJQDuDjjJ6xD1ncokpo735Z3UhjDI2d4ibyxcKF+TqhUmSxgE3cUyBHRSHgKAiUoHduvB8FlA9d9Pk5L+QfTZA5mip3DOyPslVVPA7TzkrsnGSRFHnjG3h2d7GOxe/W9hsfGLkAm1nFRbkgJ5Sr3NFuZUWklW3iySbl6iQxE1HDf3U6Ui08RSmMYiYiAdxDOrWFptHLTyUma2N23VdKKmkLsbcdQwEtYTkhrtoOp5cEgBz8E7ijgHt3K+1NQipCKpHIomoQqiaiZgORQhwAxDkOURKYhiiAgID2EM+WrmuY4seCHg4IO4gjiCOghWq884omEUEOfl+WrerYimslxRd36aFN54DeE54CvFQfv0gEogYAWk3DEpvoMn4yj3ARz1B6FbSsd41vUaiqWh1PaqbLMjcJ59pjD1bo2zEdIdskbwu2IZdnqXUun7qxkxrE1tmSaEUlpx66r9cWVIBhZwkcYhJR01MIfMUk5QDIHEPnAVp2AQA5wHPeit1xUVV6ptB0chFBSxtnqAD4c0mTG13WI4sPA4Ey5Iy1pFZXb9noVjmeQV0phF4nIVQpiHKU5DlEhyHADFOUwdjFMUe4GKYB7CA+ghlWuc1wc0kOByCOIKKgjkxBQ0fyIvFegIqOr0SSZg2jaPi2qTRi1M8hIY7pZFqiBEkgXeOFFjFKBSgY49gAOwB9UeRm6XGq5JLZdrrPNV15p5nukkcXvcGTTBoLjknZY1rATk4G8kq6Ye8BKvnholjAQ8VBRaIN4yFjWMTHNwHuCDGOapM2iICPqIJN0Sl/wAWfLm419VdbhPc6123WVMz5ZHe2fI4vefK4kq1471yWWaJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuJm4KHsbBWLnI9vJMVewmQcE7+E4AIFVRUKJVW65AMPhOQxTh39BzOae1LfdJ3Nl507VS0lyZuD2HiDxa5py17DgZY9rmnAyDhYi92Gz6kt7rXfKeOpoH8WvHA9DmkYcxwzuc0hwzuKwLLcaqu6UOpETcvFAcREEVyN5Nun3+BUwN7o48Af6tU5vv56YsnoutZUcTYr5bqGtLRjbYX073drsc6zP5MbR+CtB3b0M+lqqQyWiurKQH7lwZOxvYM82/H5T3HtXT3HGKTKI+6W1gsH0C4i3DUR/hBN27AP48nlL6MSzvA7usdTGfwKhknyoovmUNqfQvXRp/4S707x+HA9nyZJFxKvGi3lAfInK2oP0AqrJo9/4fDGr9szcHovNCOI7ot12YPwW07/jnYsTL6GXWDftFdbXH8J07fihcukWPS9+rTZZ84jEpJk3IZRdzDuAegimUO5lDtjEQfeUQoCJjAkJSgHcRAM2LpP0QfJjq6sZbqasfSXGUgMjqmc1tOO4NEgL4donADTIHOJw0EqD6k5FOUDTVK+uqKVlTQxglz6d/ObIHElhDZcAby4MIAGSQFinN1rUyYRMImETCLmYiuz0+oKcLDScqYDeE4sWThyRMR/6qqmmZNEPX4mEAzAXzVemdMxc7qG4UdEwjI56VkZd+S1zg5x7GglZq0acv9/k5uyUVVVuBweaje8D8pzQQ3xuICy/XePd3ljpnmPcq40EQE5nSyb194B+lJmyUOmJu37FVZIQzRGqvRS8nVkjdHYu6LtXDgI2uhhz+FLK0Ox2xxSBbh056HfXF2e1945m20h4l7hLLj8GOMkZ7HyMKk3S9R1Cl+W4bM/lSXJ2EZeTKRdwmcPpZo+EG7EAHv2EhfM7D2E5s8e8oPLnrvlB26Srn7jsbt3ctOXMY4dUr87c3RkPPN5GWxtXp/RXJDo7ROzU00PdV3H/4ROA54P8A0242IuwtG3jcXuWTFUkl0lEV001kVSGTVSVIVRJVM4eE6aiZwEpyHKPYQEBAQzUMM01NM2op3ujqGODmuaS1zXA5Ba4YIIO8EHIK2dLFFPE6CdrXwvaQ5rgC1wO4gg7iCNxB3FQ33dqeMrbULZW0/dI9R2m3k4ovcUGijnxeS7Zd/VJsdUPAZLuIEMcvg7F9C++vQ68t141bWHRGrX8/dGQOfT1J8OVseNuOX20gb3zZNxc1rucy/DneMuXHkltmmqUau003mbe6YMngHgxufnZki9qwu71zN4aXN2MN71saM9eLzImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi9qKyzZZJw3VUQcIKprILonMmqiskcDpKpKEEDpqJnKAlMAgICHcMo5ocC1wBaRghc45JIZGyxOLZWkEEHBBByCCN4IO8EcFZPojfbK9NW1XtLlFnc2yQJILqCRFvZUky/29v8AYkTlSkDusgHbx+qiYdvERPXN8sT6FxqaUE0ZO8dLOw/g9R6OB6CfXnJpynU+pYWWa9PbHqBjcAnAbUAdLegSY8JnT4TN2WszVfL7XtdwDifsDoE0yAYjJkmYgvpR54e6bJiiIgKihx7eI32CZe5jCBQEcw1DQVFwnEFON/Seho6z/O/gFsLU2prVpS2Pud0eA0bmMGNuR/Qxg6Sek8Gje4gBVQ7Bv87sexurDOK9hP3Rj49M5haRTAphFFk1Kbt6F79zn7AZVQRMPqPYNp2+ggt1OKeAeM9Lj1n5uobl4i1Tqi5atuz7rcnbzuYwHvY2dDG/GTxc7JPHd0fL1RtMImEU5eGsv/6XMEc3r/oNLtid/wD1OZvTdvvfrAZCdYRfaJx+E0/AR869Jeh/rvZK2uPuUrR79j/+xTlyEL0gmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//9KUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLTf56/3YJ0rfwAL5/kn1I8ieuf6rVX9n++jWZ0/7Lw/rfIctpPPPK2WmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiZXiipr64PUflunzxSZ13S5HNg5p8r5o+j+J1IhG3ynZgt1gOxhpjYzCFIRZZ+NFLPNCRyQJLA6schGNzpnRUWEmyNFWDumbuypH/Ds3nPT2fz0ZUWv1y5pnMRH7I7cqDOqR0iYfgt7Na0qco2b2HkFQORmleVfKDYwK/KklYdt7GXk9MTsb8vqCq7kqzS09uNodkcTgm7M1O/MQrh4sI7Et93FbdHwtGI2tIHiH04UYqaIwUjZCe+JyVti9Orc48jOn9wo3aq79+k9hcZ9Oydmc+Pze90aUqIh7yj5vqKgtbhGvkhEexhEnqAD3ANS6ypOYvDwOBd8B4KaWObnKEE8QFS51K+rhzY0H1eOL3T04R6tp283N61JEW69azk2DNpO2O92ZfZb6KiHV+evSN9e0qt1Opx01OyQoKmaQ67lYvz0yZMNP6Ztj7P3bXDDjvzngBjo6TnKwdyutUK7mKc7urrKjl1I9/e0bdM/UjTnZsrlFwj2nqGKvNSg9kcbdc6XKhT6ae4yAsYhpG2W0VCC2zaKp8qilHLuy2lrKpqOUlCpHT81RLLUFu01c2upoIjtAcSd/j3HHwYVnUVV1pSJZHjB6Mbvp+FbQnG/fENvvixoflTJxRqDAbi496239Jwsm5FwFNi71ruH2A/j3T8UG/vjeBayRyC5BMgLJpeYBQAwBmuKuyNivpoI97Q8j4cKUQ3AvtwqHbjs5WrF0z+p31wurdTOQBeOMNxk1DUYHbC0Ow5U7bpMgNc1dVjx55WJ1jQaDDfL5trbmcsZdo7kXkoQIWHjkUfOIZeSbiXYtbZNOWhjH1DTw4Z8I9ZPQPEoxBcLpWuc2Ijx9X+ayrxT6h/VX4u9Y3XnSg6lN+0zygid8UaSumvd06yosDQpeFjwpF9uNcnkGlTq9CjlohZ9riUh5eOkYgXTZchXbd6o3S7O+i7WC0VtndXULNhzRkbyc8OvP8/Bzo7nWU1aIKlwLScE8MfEroOqDzW2xwk4vTOyONnG2/8ALjkBP2JhR9a6u13RrzsRhEy0kyk5Bze9lsNcR8jYWNCrLGLOKpUztVZB+u1ZJuG/nmcoQjS1hjuNcW1XewN3kndnsGek/Fv8eXvN9pqOAc3LHzp6Nobu07+Cou5MXj2kjixw+ufPjZfOniSkfWlahNkbF4exPHqkOout12WlYdm5qSWylaGE1L2WD+WSJvGqM4BDHRVTaybg/lHV2dFYrJKTAKchnDaLjk+TPzKHDUL3yBsVQHyk8AMgeXGPMSrK+KvJu09Qzjnxb5PXWvMaTI7a1wzmJinRSzz6moGcjpWSrtpdwZZJdw8ShZiag13jQXKqy5GKqKaiyop+McdHZKW2VDqemHhOySeJ6h5B9PStM69qrhftTxw1j9qCNoaxg8FoIBJx7Zx8I8TgDgABQPwK6kPU76jln5T0HjZW+O9aqFP2MzCs8ntl02SQo2ktVryt2LCwreuRLqRe7b3Jf45NgowTckSjY1rDulXZDe+pHbyWWjoqZgdIOjzlZ6s0/py0U7J6pp3DeM73Hd5gOzr8+QLfy06lnTo5y8UNDdQLbWmeWfGjmrYE6TRNq0TWFY1fP0ucXsdcp8g5IyqtcqotXVHnrrCupRq9JNIO4V+BmzkjsDkR4upKWppy6EYcAuuaxWK9Wp89vj5uRrSRvJ4DODknj5N6nt1YeTFq6f8Awb2pv3XwV4Npo3nXWvNZltcZ8swKk/ZrU3dTQPYn3lmZ+KNAhJlVIgKl8KyZDj3KUSjjbfRMmnLZB3gUL0ppuCvuT46sZgYCTjd2Df48KW3HtjsO6ai43zO3gjP0Wb1p3WVw2a3hYwIeLZXW2VGHnrHGMIwFXAs2kVJyKjYhRMIiVLuPqI9rapgYKoxx+DlYi72ynZfXUdKMQiQgDjuyq4umvzK3Xzi3p1GfqkGlp8ceOW6kdV6BUgKyEfNzzN3cNjtkJGan/fnPys5bVCoRrhcoJplBSVKIdwAO19X0cMEDNkfZDxUm1Rp232y107oWkVTh3xJ6cDo8Z+BYn5ydSfkxx06nfG/hFxc1FC77NcdSxNsuWqmsOyG7XPYtmDZEjXqk2uki/bx2vqq2gq5EP5qZcpHRiody7eqdiN++XFHQQOpudl4/Mstp3Stsks/dlcPshJIOdwaMdHnU++EFS6ntg2psWR6hUnxqh6nNxEGXVuquPaPvpKjPOpV0tPJT06/YuZdyWLjEUEEgGYlElzrHP4+5CiNvUsonFsdODt53lYm8U2nZZI6O1tcajb74nq6Ozj2BVXcL+od1OeoPtDmtr/itUuN8JrHX221IPW3JPbFelGtH07rNS0bCRhGC8PBqysvuLcFxrbGKVjieSlEx5GTpd+QSPGwEvpKOjp42ukBzjf2lSip09p20Usc1Y05DRkA73OwM+IZXPw/LbqdcMOplxu4Kc8th6R5X625csIheh7I1pr2CoM9Wm9nlbDVouQao1esUgrR1XLbBdpVlIs5NJWKVKs3eFVEQJSWkpJ6YyRDZIGVxrrBY7naH1dCzm3NYSN5PAZwck/BhWvcsdxXTi/ovYe1dW8fdj8ntpRTljXtc6f1lTrdc5OdtM0uoi0kbCypUPNzcdTa+2RWeyDkqJfGRErYiiazhIwYWipmTT7DyA3tWttN2anr7oYKl7WQtJJJIHDoGek9HnVb17p/tDdW4b7D53XblJxa07+h7pyw8iLFw7Nx9q6riv0CsVtzd5mnTFvs1MnLTFX5pW2qpBiTyjg5XpStVJAiwnMTPtgoi7mgzPblbWhtOnHydxxwF2N21k+Lr+ZTY4Gcm53nBwd0NyotVRiKVdNiN7fD22ErhHhKyrYqJerFRZGYrSUi5ev20NOq1/wB7I3VXXOzOsduKq3leafA3KmbTzbLOC1ZrOywWq4GKm+1nBHXvCi/1p+Z5eHnEcdM0iWBlvzlfFS9abKM1/LlaRpQoDH3+1gZMRWZPLaC31PxpzAQVCLyC6ChVmPpkLTS/85w4cFMOTzT+/wBM6hvet8Hx/wCXHzLRXzPrb62q/Z4ebCT0LV099lzAA1nzzmyONjyQX+axtDdsrKbG1k0OqY3loWSOanno5AvlpEetJH7Nd6mUcXc6UTRc40d8FA9c2JtyoDVxD7PGN/aP8v54LY9fNFWLpZqsUSnSOYggIdh9B7ZE3Ag4PFeeZGGN5Y7iCvkziutMImETCJhEwiYRYo5E8m9a8LuPuyuT20oOxWqA1xGJqx9Sq7B27k7TZ5JYGNagFHyDN41rkZISqqZXco7KDVg38apgUOBEVL+gpu6Jww8FKtKWht2uTIHEBvE+IcfGexU39ILghtvqj8qVOsF1LIxKdqHymjNcYdEyrJYlQkoyrP1Qp0qnWZEy5GOkaA9P4YKPV8alnlSryb0yyPmKS0O5aeUel5MtFS1sDgLnM4Qwjp23Alzv1WBxz0O2R0hem9J2uG5XqKwUQHc8LOcmI+5aMANP4T3EDHtdrHDdfN1EOh1wU6ljqVullp6uhOSr053kfyO0swYQlnkZoB8xq92XVyA1rmzkwcETFVw7K3nfKSKk3k2xM8ncmHontQ+mbbZdm900cj8bLuIBP3LuI8W9v4K2xe9E0nMmanOxIBx+kdPxrU23nzC61nHHaG0egnrvlXVObl2v7yA1FU9rUL5ase8KZBWBuLuc12TacwtFy1OkUaeJ0raE24nTVFh55G8u0TbKKJ+1oLFoyQM1pNRxUz2s5wuc1rQN2dojh2gjGT0ErWzqq4jNtbI54JxgEnyfzwW3j0lOllqrpR8b0NeQZ4m48hNit4ub5E7jbNTApZrG2RUM0plUWdIpP2OtaQZ0qjGonBNR4sdZ+umms5FFLwF6IXlxn1VcHWSzvLLRESGgHwugudjpPwDd2na2ktMtoYhU1ABqHDf2dg7P58VnoiIiIj6iOeQHOc9xc7eStggYGBwX5nFVXkUpjD2KAiP3s7I4pJTsxgk9ioXBu8oYhyfZFEv8OVkgmhOJGlvjVGua7wTleOdS5JhEwiYRY0t2wW8OZSPiQTeSRe5FlTfOasjfASm8Ih57gv8AegPhKP2Q9wEuTbT2kJrkBWV+1HRHeBwc8dntW9vE9G7BUvsWlpa8Cqrsx0Z3gfdP+hvbxPR1qL+wa7FbSZCwvCJ5tIqhlmqiqyiLiPXMHYVY5ZAUzMhEADxFJ2IcA7GKYPTN36UulZomo7p004UzyMOAALZB1SA52+wuy4cQQd6nzrHanU3cnMsEQ6tzs9e14RPjJz0rD0Rxp1TFOAcKxT+YMU3iTTl5RdVuQQH07oMwZJLF/wBSqByj9IZsCv5YdcVsXNMnipwRgmKNocf1n7ZHjbgqzh0taIXbRY55/CcceYY+HKzhFx0fCNUWMMxaRLNuHZBrHN0mTdH7opotiJpkEe3qIB3HNb1tXVXKZ1TcJJJ6h/hOkcXuPjLiSVnWQQxR8zGxrYh0AADzcFB3lxVFkpyEvSYKKpzDYsLKrGExxCQjkxPHqKqH7iJ3Md3TKHfsBWv8fpHkHvcb7bU6Zdhrqd/PRgYHeSHEgAHQ2TDj2yKAautzIJY6yBobG8bLsDA2hvB3dJHyVKzRPLWDi9OxZrw7ZC5pTAledAD1NCZfJRbcCRBmzNc5jyjp5HJpkAS+DxrEOJh9DDmi+U7kEuNdygT+plkgiuMpnb3hdCwyOzLtPbjm2skLjg5w0twN4CwsVpt1TbTW90CKoZkOY7ByeI2cYdvHY7fno4YcmuonsNV8uau0WlsI3zDe6ozRpyXfAj3+Z57ljKQiBlBL8fCkAAP3fiM/tvoR9JR0zRd7ncZazZG0YeZiZnp2Wvimdjqy4lYEQjpK41DqIbaKcBc0/XSqfp3Kgysrc/b6ex1LM5KH/quXkvoSdBluIbhd2u/CfTuHmFO341Xmm9qwBurdds5FWmtunsG2YuWDFKAh4GEF29By+fvzqKLIkW8xwo9kVVUUgIXv3BIgB3HuI7W5OOTexckdkrIKapfLDLKZ5Z5thmyxjAACRhoZGA92T7ZxO7GOTWhgV32n6T+hzrCj0o5SFdQNfZN5LyhAUzTDgovppRMQ9BTVlnSxij9IDnzU5QNSeq/Wtz1G0kw1VW90eePNN7yEHtETWA9oVs45cSskZD1RMImEVHPN6DXguQ1gkQKZEljiKzYGRw7l7lSikINVRM33ffoNUR+4bPph6Gq5xXPklpKTIc6jqKiB48crpgD+pM3yK5j3sVz9KsrW5U+r2tkcijaxQEVMpiQQECjIMkXKiQ9vsVEFFBIYvxKYogPqGfOnUlmn09qCtsVQCJqOqlhOenm3loPicACD0ggq3IwcLs+YVUTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwigJvSot6vczOI9sVtFzzYJJumkXwN0ngHMlIt0Sh2AgAqBVfCHzSgsAB2DsAfTr0N2uarWWgBS3SYzXm2Tdzvc45e6LZDoHvPE5btR7R3uMRJyck/P7l30hT6W1oai3xCK13CLnmBowxsmS2ZjRwHfYk2RuaJABgYAwvnoFaUTCJhF3jW9cRtd2gIR0QyjJw6Mu+IURL42bFBV64SMcvYxCrpt/L7gICHj9PXtmuuVrVdRork8ueoqJwbcIoAyEkA4lme2JjgDuJYX7eCCO93gjKnXJrpyDVmt7fY6oF1FJKXSgZGY4muke0kbxtBmxkYPfbt+FZE0ZtI9sizYtkGbRuQE0GzZIiCCJA+BE0kylIQofeDPkpXV9ddKuSvuU0tRXSu2nySOL3uJ6XOcSSfGV9KaOjpLfTMo6GKOGkjbhrGNDWtHUGgAAeIL6ctFcphEwixPvEhT6vs/cPUoQ5yj9wwT0X6h/CAiH+PN3ehye5nLLZ9nge6gfF3FUfPv8AItS8ubGv5LbpniO5yPH3VB/9FXpn1NXztTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvIhzpHIomcyaiZinTUIYSHIcg+IpyGL2MUxTB3AQ9QHBAIweC5Nc5jg9hIcDkEbiCOkdq5CTmZiaVTXmZWSll0kwRSWk3zp+qmkHwSTUdKqnImH96AgGdcUMMI2YWNY09DQB8Suqy4V9xeJbhPNPI0YBke55A6gXEkDsXG52KzTCJhEwillw+839EOw9u/kfUY78z7nm/LcF5Pf6O/g8zIrq7HpfH7bnh8l3+S3jyC7fqqqsfa/S92fHz0OPg2lYxmvF6xTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItTf2xv7WTov8O3WX5P8AyezYfJr7Oy/ojv3kSjWqvY9n54fJev/TlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi03+ev92CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIus3m+UnVNEuu1NmWSNp2utbVWdu94tcwsKEXXqtWI1zMTku+UApz+Qxj2ihxKQpjnEPCUpjCADl7NbpLjWNhYM5ICs66pbSwF7jjctDPXmkOr31zOZdg6y3D+9aB45UPSux5jU/C39NMlJSqUHSqYzk49CapFGU0ZvanTMy1eWBy/lpZ43KRrbXjgkcqZSNILTexqbVp+jZQ1B+5344k+cf8A0WvBFWXKd1RGOndn+SpZ87+CntRG0eGnJis8mefnBXcuhWmpLVeto6tp1MiYu5Xmu6uZjs0YKoPo3gvRXaNqcP6iiMaATMWQ70qRVHKSYnOHTbbrYJqnZowRO4/H+sVzqqO4xxZnIMYH89CsY9lI3L+i50gNcU5V370/477q3LpxyCinjcpNZCfaboiiqeIRUFujH7dIggP2IJoeWX0T7BFtcUW3cYpQPCA+Dd8yy+n6jZpnsPRlRL6WgJ8tvaRusLzDcELMV3jTBl4yU14YvnMoifazEDpqOlIZb1Il8o1zjzZBKZMfCsSUWU9fH3HL32X0u0xFA04e5o+LJ+EhWVvZ3VdnyHeAf8vmXcva279PS3ELiJw9pS3ivfLzl5WI2MjQOcTTUPQodxGmjRRJ3OomOwdmVlUTABvCZModu5gEMdoCIiOarkO4N+Pf8QV1qR+Xsgbxz/Pxq1rqw3mA4M9GTlcWpOQiIvWnEhLjprtYhiNnDB1eYSC47UVdiQg/Nexji1NV0yl8QEFHuPzSjlpZ2m4anMzt4Dy4+Teu6uIpbSI+kjCgv0Mm6vFjpCcOdfVqJSa33cUNZd72+bWbkIkY+3bdLWCpv0mpg7vZAmsTQTYqi3dMCtiiAHKIFLmr/bzcbmDUOPczMANHE46z0DPVvPZ06lv/ACgvsEfpTZmA3SQ4dK4Atjz7Vv3T8dLu9B6HdFbWhX7rlR7THzK3FIu1ZmucLOO4atq8u5VO8Vj7utXabq6aixWOJgSVcTNwvZw8Ih4SpmJ2ERMISZzG01sbEwANwAArG7VE8emA6pe59TPguc45JLsuyT5llHk3ys5Zci+pXCdIngdt+L4yPYGhjsnlHybLX2NqvcDFLVGNva1V1tHP1E27ZVnWrFEFFdqs2kXErJAl72xbsnB3FKOmjip+6HjLjwCsNO2WkoLYbpUt5yR2SG9GP5Hm+Ctnrz8SW/B/htWlrL1Oeo5yK3NyC2RG0pppbdnJF3Y9W3OnVxFWzXm4TGsfkwHLuCrEq3iG7VE75ZJvJSbQwAfwD4b2ll53JDWgDsUlstYK3ae2GONjT0DB86vy22KfT86Rt0jkTkiJvi/0/m2vo52AgiIbbHVTHX8TIqiTw9nMptabSXV8HhEyqxvD2EQ7Ytn2e456Nr4lCIB6Z6uL+LGyZ8gP0BRH9ni1jHxHSC1JL0VFutL7X3Fuu37FVYimZ0Fpibs411GtZIyYmVIqjSKREqJpn7eFJcDgHZTuat3Ej5A1vBcuUCOsqJ2QwgmPA4KLfUcWbc4OtF00uEet3pLSx4RSjze3I2biFPe4yjC7tVA2FeKrNSCAnRYSjWp6pgGAHMIlRl7I3aG7OQUSC6pW9y0Tnv4kLNWSI2TTUk9Vuc5pxnxYHwk+QLs3tGMo23PdulhwmF2DeF5M8v0JW1rGW92bM0kZ+g6frzpZcTEKUfddzTQ+PuHlFSEREPEA5xto7x8o4rr0a1vc9RWs8Lo+E/MFenzS3XEcOtDck+UVucsa7G6e1lZnlKbODoNE5bYDiOVhdYVCKRP4SGd2C6O2DJFMhRAhVBOIAQhhDHwU75azLhuyoparVU12ozJK07Adk+IHeqjfZwtPK6/6YVItjxI4zHJXfG0truHbnxC+cQ8FJR2n4pJY6n66dt73rV46SE3fxC8OcBEDgI3F1ftTNjHUsprqfnrhFRg8APh3/OFhvp3ukORHXS6unL85SScTx6iG/GijvzACjSMlU5ON1ExmIJX7FIz6qcfZsoGSEAURlljj3FXuNxWO5igawbiR/PxrL6gmNr0vFAw7L3NHxZPwkK4HkRuVxofihy35BnkDt5PV+gNq2etuDrCTxXNOpSjSkNiq9+6Z31vdskSmD1KZQBABH0zC21hlqRnrWt9GwOrb0wv3jbGfFnJ+BV6ez/alPqHpP6bfg29wmuRWz9n7nmSiTy3irX6ow1fWjLqdvGZs4rOtGrtuXuJQTd+IAATm7314kLpRGOhSflBrHSVrKNh3AAeff86w3Jf+5M+1A1mNMf5UrXT54hldO0vF5kcSZk6M6kEHAiHdMH8ZeOULHxGAQODiNKQwiCXhC9H2G29rv5+ZSNn/AJfo/ecOkHxn6GrOXOTmJyit/P8A0B0kuBGwa9o7cu7a87v26eScxBMrRLa0pqVYtt6dwFIg5Mp2JbChrumPJNRUSg5dLPo9s0dMD+e5L1UNKxsRqZBnqCstMWSlhonXeqG2TnZb0buvy7vpUDutZwzW4P8AAa47I2N1WupPu7de17RXtSVLVex+R7omoNpjMPkX+zCz2pk2T2QWokNr9pIGO2LJnZoPnLFFYxirlTVvqaUSuOGNAHYpPZ65tdI7YgjjY08QN/Zv61dlwb1Wlx44C8HNOLNAYvq1x+oNjs0d4QILK57HYfonXhqoAAXuqhb7g9Kc3YBOYBEfUcj90kDqo9QPxLUmt6xs17d0ta7Hm3fMq7uXvRQfc5d/3TkHs/n4vW3tjMzi6tTG/GcZ6NoNFg0haVimRb9XkPDldIxjQTKOXBGrUH0gu5diimdcxQvqe6QRxCPZ4Dr/AMlLbNry2UNBHSGEjYbgna4npPg7sno344KNf1shr/8AfEnP8kxL85rO/wBN4OorK+uNa/c3e+/0rsVO9nOZaquNU2VrvqTSkHeqHYoa3VKbj+KiTV7EWKvSDeUiJFsqPJVwTzGj5sQ/YxDEN27GKJREB4uu8BGNnI8f+S6puUW1ujLOZLgQQQXYyD+qtgSYeu3yrdeSdspCV90bFlZCOjlIiPfyZEEyv3rGKWkJdaMZunQHUSbndujIkMBBVUEonNGpXNc8ubwJWkbjNHPVPliGGFxwOO7x4GfMPEFw+dSsEwiYRMImETCJhFyTOTUaIO2hkm7pk/bLsnzJ2im5aPWbpI6Dpo7bLFUQctnKKhiKJnKYhyCICAgIhnYyRzDlvFXVNVzUrtuEkO6wpy6DhPkqhMHBWbWNbvUWzWHi2DVFjHxNbhUfk2Di49g2TSasWDZBEwoJJFImRExClKAFAA+b3optcS6i18NOwSF1vtMQjO/cZ5Q18x8bRzcZ6nRu617t5A7DLQ6QOoK7JuFzkMmTxELCWRg/lHbkB6Q9qqg67HVB2h0/tF0rVPGPXt8s/LHle/c691FdImjzszWNdqSCyUOtJwsgSLcQ9s3NJOnxG9aryBnDhNwf392kKKTds/2H6Fnk1st7kl1ReHQmmo8Esc5uScZy5uciNoGXOIAPgg+FsyjXF5qaYNoacO25N2QD8B6T1Dy9Wfi6G/R6Z9OTWknv3kH5N35+b9jVpPZ1qlHxbK81JA2JySbe6zhbEss8PK2mVkTFdW2ZTWUCRkilboqKtmpXDrL+iM5dmVQdpTTMmLezc5zd22Ruzu4NH3I8p3kAW+kNLmPFfWj7KeAPR/n1/wA5vaOcyhhMYe4iPcRH7+eDJppJ5DLIcvJW02tDW7LeC8c6lyXkUpjmApQ7iPoABnZFE+aQRxjLiVRzg0ZPBUYdc7q8RvTc07H6Z0io2t3O7kFFjGakqbBoSwPNX16ZcqwYbZnYBJN0d9KrSIHZ1WMVSOWVlyGUOmu2ZuEFfc3oeeQOC8sGpNUxf+UsOQ127nCN+znob7Y9W4YJyNYau1U6nPcdC77Oenq7fH1fzmdPTYgOctf4Y6nJ1FLxC3Xk1LMPlycRYVqKgJ+mVqQbNDVmkbBewJkIO0bEhWRBNLv2rNmQrlYWx/elG537rU3ojGaKp9WPpdGwtipGDDtl200vGdpzAd7WdAGTwyMAhoz+jzcn0AkuLtqQ8MjBx0A9Z7f/AKmcmeblMUwiYRYkvt4Fl5sJDLdnggJHz1M3q1AfQzZAwfByIfZGD+1/APnd/DsHSmlxU7NzuLf+H4sYfu/wnD2vUPuuJ73wpzpnTfdGzcbg37BxYw/dfhO/B6h91x4ccF/H1H1EfiObT4LZS/MImETCLqV4p0XfazJVmW8RG75MpkXSZSmXYPUTeY0eoeLsAqIKgHcvcAOQTEEexhzPab1BW6YvMN5ocGWI72ng9h3OY7scOnoOHDeArOvoorhSupZvBcNx6QRwI8Xwjd0qCavFPZBZMzRF1XVWHmCBJY79dJIUe/odRp7oo8Ir4fiQCnKBvQDCHrnphnLfpA0YnkZVtqsb4gxpOeoO2wwjPSSDjoB3LX50hcxLsNMRjz4WTw8WM+Tf41KHX3H2j0+KOhNRsZcJd0YijyQmotq5bpCQogVvGsnRXJGjcnjHxG7ioqb1MPYClLpjVXKpqS/1olt001voGAhkcUjmuOfupHt2S5xxuG5rRuAySXSu3acoKKHZnayeY8S5oI8TQc4HwnzAZJaa51o2U8SmtqG8SHt5iDmrRAlUL9wFUmqTlEfvpnKP/BkOqNW6wnZstvF0jf0ObUy5HkLi0+JzSF3VmnrVVx83zTY3dDmANI8wwfKCs660pejIqUQlK3r+rVe0p9wbr+4IqOkjqFEpxiH7nzDIHOQwlEE/KUEoiHYS9++rNaag5Tq2idRXi7V1dYz4Q2yGkDhzrG4yARnvtpucHIK15d9OXC25kGZaT2zRvA/Cb0ePeO3oUis1Ao0mETCJhFBTnLpd9fqXH32uMzu7DQk3hpFo3IJ3MjVXPhXeikUoCZZaEXS94KQO36ydcQ7m8JR9O+hm5RqbS2o5dLXeQR2m6FnNvccNjqW7mZ6AJmnmyfbti4DJHbE7BweBWFeDPIJRi7Z6Ps5zKMn6z1ejSJh7ixeHKtIva+57+nuj0xVVmx/iRwYyY+IFCeDY/omuShlTTycpdlAFTE1ja2P27BiNk7fw2DZZIOBYGv3FjtrlKz7oK1XPDa6EwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsabUopL3V1mSJSFmI8TPoVYwgUPeik7KMznHt4UXyQeAe49inAhh+x7Zt3kW5SZOTXWMdwqC42CqAhq2jJ+xk97KB0vhd3w3ZLC9gxt5Gs+VbQbNe6XfRQhovNOTLTOO7vwN8ZPQ2VvenoDth5zs4Vdi6CzZdZs4SUQcN1VEF0VSiRVFZI4pqpKEN2MQ6ZyiAgPqAhn1YpqmnrKeOrpXtkpZWNex7SC1zXAFrmkbiHAggjcQV85Z4JqWd9NUtcyojcWua4EOa5pw5pB3ggggg8CvVnculMIpO8aq6deXm7OqQfIj2hYloYwfNM8emIu5MQf79s1QKU33lw/wAXjv0XWqo6axW7R0Dv+JqpzUygcRFCCyMHskke4jthPl9Q+hm06+ovFdqiVv2CnhEEZPAySkOeR2sY0A9ko8kxs8EL2WmETCJhFjza8cpK66tjREonULGC9KUodzGCMcISZgKAeomErQewfSObT5ErtDZeVayV05DYjWc0SeA7oY+nBPUMyjJ6Atd8rNtluvJzdqSEZkFLzgHSeYe2YgduI9yrfz60L5rphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEVgvEOmuI6Anbo8RMmNgXRjYnxh2E8dGHWF25J91Jy/U8sPvth+ge4wHVtY2SeOjYftYJd43cB5Bv8AKvUvIRp+WktlTqGoaQapwjiz0xxk7Th2OednxxnyzFyILfqYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//1JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIqdeZnXC4c8GuQjnjHtutcg7LtNpTYC9rMtUasQvMd9T9jByLFYrhO0Rr0VUhamBYPdwImJi/OHvlMrkGkjK6Bov2iDprbt2pWdNP7ltPRV7usgxiKe15C6rm9cw9glpNyVnGx6VkTczkBDnfujAkirJuGLZRXsmVQVDEIZlCwhXk5VcUwiYRMImETCJhEwiYRMImETCJhEwi+Vd8yarMm7l41bOJJwo0jkF3CSKz90k0cv1WzJJQ5TunCbFkssYiYGMCKRziHhKYQIvqwiYRMIvlWfMm7ho0cO2qDqQOsmwbLOEknD1Ruidyum0ROcqjk6DdMyhwIBhKQomHsACOEUP8Amfzp0hwQrOpLXvJO6KRW6d1VPQtNClQDWwOS3q5sJuShzS6LqWiCsYQG0Av5zgplTkN4QBM3fuBVAyplYVEwiYRMImETCJhEwi03+ev92CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIoPdQzgvWeoxxwk+L1+3Lt3T2uLNZIKdvSmm3dTj528xtcWUkYynT7y21i1NRqv1QEaSSyKCKSqzqPbgZXyiqJqSbTt8FknNQGMe/ZwNrO7PSMY343eInyYq5283CMRlxa3PR0/GpIaL0rrXjVpXV/HzTVeRqmrtQU6HpFNhERIdRGLiG4JGeyTkqaRpKdmXgqvZF4oHnPX7hZdQRUUMI2V3vFRdal08p3k5XfRUMdHEI2DcAslPmMfMRspCTLRKRh5uNfQ8tHuAEzd9GSTZVk/Zrl9PEi6arnIYPpKYctaCukoqhs7ScgruqadtREY3DcVWh0sulZpfpMUXa+udG7R3BsWrbauUHeZFntl9TXpq9Ow8OtBLKwB6jUKmUpJeOBsRz7wVcwizS8Il+cBpXeNXPuz43vY1pj6s7/OSsPQ2VtGHNDiQ7r/AMly3Ti6Yel+mfE7/b6rv20NnWLkns5Laeyrltd3VHdgdzbdCRK3YND1KsVZmWLRfTcg6KCqSqvnvVfn+HsAW1+1TLeYmRFrWMY3GG5+cnsXbbrQyhe54JcXHicL95b9MPS3M/lbwy5Y7Xvuz2k/wftba76t1xXndUT15NWhtcK5dglLc1lqxKTzlRaXp8UChWj5oUyTEhR+kR5WrVUlst0tDG1p5wYyc5GRjdvx0qlZZ21dU2ocT3p4dHHKjN1aeLld5w06zcaNx3/ZFJ1pY5uiXZF1rp5AtJV8zqyay7aGN9UsFY4ssYraUxdL9m4LGWaJCByl7gMs0lcY46LuiJrTMXOD+vOcjPT4JGF565Qb9dNN65ldUZkpHU8Zga4nZawtDXFoBG/nGvz19PRhTG8Hruta0odVSVQqWqaRUNe1RuuZMyqFcpEBHVqDRVFJNFEVEYyLSKbwEIXuHoUA7AGYlqHSzc6eOVpquu0lbcTXSeEXE+c5UV+J3DbUvDXYXK3bVAuWxb1sDmJsRtsraUxsN3W3ZmMwhYb5aFGFZCv12BOzi3czsN8qqVwZyqp5aICf9bARuqm4OnjbHgANCzt51fNc6SKk2WsZE3A2c79wG/JPV8awHyc6VeruQ/KOP5vak5Ob44Z8pQjYuNsmwdNO2q7exhD1pvTG0l7kLyBlomWfU9ojFSAJSJo+QZIlKs0Mc66i91TXURxc1IA5oWbsuu20lCKKrjbJG0bsnG7jjpyut7C6M/F3bbnWFw3nyF5V773ZQb7E3ux7p2jfYS2WvYDSvuGjqB1kq0sFcmIyk6jiHJXiiUPCEaLKqyCp3LpcybcUOXpwWghjQG9H89a73cofNNeymijbGQQAAQB27uJ+jgum+0h7seQXTSNr2LUVd2blDyG1jrwIZr4jvZCv1ZWU2o9USRKPjXIlaqXCIeAoCIquyen3O20DnJHSnqV9oL/iquWufxDSfP8AyV3Rv0WozQUTGUnip1E+Y/DmrWCmUdLderNS3JV/SLHtCHpNfq91v9PVNMQshTZy5uoYzl24A71bzT+FJRNqRBslzmukTX7L2h2Fc3DW1BDUGKaFkpaTgn/6FSq4g8K+M3ASn2qu8fYeyTN12K6K/wBq7v2XMpWvbmynpHCzwpZ6xJsYxoyiUnzlRYjFg1atzrHFZYqzkTrmxdZcZKnveDOoKC6h1fVXgc0MNgHBo3BdI569P7SPUeous4LZ9zu+qdjaVn5awan27r07NSdrStg+RzT0XIRj/wApKXiXzmvR7pPynDJ60eMklEHKZTLpr8qG4mlBaRlhXdpfVzrK10UgD4XcQezqP8/Rhq49IzWO69U2Ogcweb/NLl1Zn8UwiaRddmbDaLReolG0pGu5G0a811MNLVVv0QLDCNF4d5OTfyy8JHvVRbC3cgRwW79N2tdmNjQPj8qkDuUGCGXbpIImNPHA3nxkY3eLCsS4+0am8ZNPaX0LrheUdUbSNLiKXXH08oyWm5RGMKdR1NTakYyjY9SXmpFdZ26Mg3QSMusYSkKHYAxk9W6afnSoTc9QSXG5GvkwDnOBwHUPIo38LeFmpOBlQ3LXdWXLY2wJbfOxi7N2FbtmvK28sD6bIzXQRZIKVeuVlmEag6fvHJQURUV896r3P4fCAdtZcH1TQ0gAAdCvNQ6rmvcTI3NaxjG4AbnHwkrIXJrj/T+XPG7ZPGDYNuutIo+0xq6dmm9euIVpaRZVW3wV0bR7RzPw89HJNX8rXW6bkDNjio3E5AEPEI500dUaWTnAASsfp2+OsdWKprWucAdxzjeCOjxrJeoaXVdEal0ro6hqSC9J0fr2oa5rbqYO1UmJKPqUO0iSTE2qxasWKs3NKtjO3h0UEUjuVjiRMhRAocaipdPNzp45yuu63qS53A1sm4lxOOgdniHALAmguHOpeOXJnlTy4rFz2LcdtctZBRzcy3N3W14OoRatjXsf1N0hKGrsRJt4ZM5WTYpXzl6qDeNbgJxMBzHupri6WBsOAGtCzVy1fNXWyK3hrWxxgDIzk4GMnf8AF1rCnMPpf6i5gb61/wAtqpv/AHVxI5U6+iYqEZbc009bitJMoIj5tDvnTAzqHlmNjYRcirHg8ZSbZNxHG93cIrkAoh30l05mLmngFqytg1z6X0fcVUxskIzjO76d3kWMt0dFnjlyOoMbE8nOVXL7kLuBrbYixO9932/QcrbW1fh4iwxxdXUWBna/YK3rrWsq+sAycg0YImevpJq3VWdmKikmTtF4DD9ja0N6lfeuGyBxFLDG2PG5oG7PWcYyVbZZZgkw+Kqgim2aoJJtmjZEgJoNmyBCpN26KZexU0kUiAUpQDsAB2zByyGR+0eK1hcKx9bUOned5OV13OpWKYRMImETCJhEwiYRMImETCLlYOIcz0xGQrMBFzJvmzJIe3cCCuqUhlTB6fraJBE5h+gpRHMNqO+UembDWagrziko6aSV2/GdhpIaPwnHDWjpcQOlZaxWipv95pbLRjNTVTsjb042nAFx7GjLiegAlWhR7FvGMGUa0J5bWPaN2TZP+8QaokRSL9HwTIGfGy6XKrvFzqLvXO262qnfLI7rfI4vcfK4lfUq30FNa6CC20bdmkp4WRsHU1jQ1o8wC+9UUXKSCLxo0eptXjWRakeNkXRW0gxVK4Yv25VyKAi9ZrkA6Spex0zgAlEB9cyds1TeLRE6GhmfGxzSDskjIPEHHQepJ6GnqHB0rQSF+qqnWOJ1DCYw+oiPrmGqqueslM07i6Q9JVyyNsbdlowF68tlzX6ACI9g9RHKgFxwOKE43lV79UHqTah6WPGGW3jsEGNn2fZ/lCt8ftPGe+7yezdgJtCKAd2VEwPGFDqRXKLyfkQACtmxk0ExM8dtEVfVvofeRSq1ndWXO5MLLRCQ57iOjqGfuj0efgCoJqzUjLdAYITmoduA/noVI/Qw6aW2d37XlOtl1LvfbxyF3NKjf+NlIuLLyy1eOft00oLdUjXXBPIhiNYQiLPX8SCZG0LDJJSCRPMNGqNfSvLzyt2zQVi9ROlixk4j5t+wfAbjwAR0n7s8Sdx+6UM0tYJ7rVemVdkszkZ6T1/R/wDRbYzhwo5VMqoYTGMIj3H1+OfMu43CouVU+qqXF0jjnet0wxMhYI2DAC9GWC7V+gAiPYPURyrWlx2RxKoTjeV1O5yEnGsFGsSkZSTXSAxjph4hYNVPGUHJgD1BVUSGBLv6dyib6AAdmaT5O7tdsXOqgf6VsOeB793tfyRxd5ukkZnT0FBWVgfXPaKZh8Enwz1eLr83WRGBZNVNQwLAYFPEInE/cTCYR+cIiPqIiObKfE6E824bJG7HBbnjfG9gMeNjG7C9OcF2JhEwiYRMImETCJhF+/DCLItd2NKxPltpHxSrEvYoeYfs9QIHp+tODd/NKUP2Knf7gGKGQ68aNoLhmajxBVHfuHeOPa3o8bfGQSondtJ0VdmakxBUnqHeE9rejxt8ZBWbIayw08mBo54Q6vh8R2iv607T+74kDD4jFD++L4iffzWNystytL8VkZEedzxvYfE75jg9i13cLRcLY7FVGQzocN7T5fmOD2LnsxSxi6Vf9hVHWNbd2q5y6ETEtf1sgn/XHb92YpjIx8a0J+vPnzgCD4UyAPYoCYwlIUxgkeldJ3/Wl4jsenad1RXv3nG5rGjGZJHncxjcjLj0kNGXEA1ALjgcVUFujmDsjbjxar0dOQqFTfq+4NomIMorabCVc/kppST9n4ly++Abt7m08JBA4pnMuHYc9/8AJz6H7R+gadt71KYrhfom7bpZcCmg2RkmNj+97zjz0uXDAc1sW8K4bGG7zxWcuJvEe1QFmhdqbKbjAmh/G9rdTVEBllXyzdRFCRnCFESxqLQiwnSbCIuDLAAqgmBBIprPl35e7HdbLU6H0a4VQqMMqKofagwOBMcJ/wCYXEbLpMc2GZ2C8u2mcJJARstVoGeKV0phEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIowbw1MrKitcqy1FWQITxTkY3J3UfJpl7BItEy+p3iRC9lSAHdUoAYPngIH9jehz5b4LKI9AavmDLW52KOoee9hc4/aJHHhE4nMbzujcS1x5stMflzly5JJbqX6z0xEXXANzVQsG+UAfbo2jjI0DD2je9oDgNsEPh38PQfQQz3qDneOC8b8Nx4r2IoquFkm6CZ1l11CIopJlEyiqqpgImmQodxMc5zAAAHxEc6p54aWB9VUuaynjYXOc44a1rRlziTuAABJPQAuyGGWomZTwNL53uDWtAyXOccAAdJJOAOtWVa9qidMqcVBgBPek0feZNQnYfOk3XZR2bxB9mVI3ZIg/8AU0y58i+VLW03KBret1G4u7ie/m6dp+4p4+9iGOguGZHj273L6Y8nmk4tF6SpLEAO6ms25nD7qZ++Q56Q0940+0Y1d1zXqmyYRMImEXgchFSHTUKU6ahDEOQ4AYpyHDwmKYo+glMUewh9Oc45JIZGyxOLZWuBBBwQQcgg9BB3grhIxkrDHIA6NwIIO8EHcQR1EKtHYFXPT7bMQYgb3ZByK8cc3cfNjXQeeyN4h+zMmkcEzj/1QhvuZ9euS/WUevdDUGpAR3XJFsTgfczx95KMdALhttHtHNPSvmVyg6Wk0bq6ssRB7mjk2oSfuoX99Gc9JDTsuPtmu6l03J8oWmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFmDTWqJDaVkK1HzWtcizIuLBJkDsKaBzCKTBoYQEov3/lmAncBBMgGOID4QKbE3i6x2um2txqHbmDt6z2D4eHaJ7yf6IqtaXcQnaZaYSHTyDoHQxvRtvwQPagFxzgA2uxscxiI9lFRjZJnHxzVFmyaol8KTds3TKkikQPUexCFD1EREfiPrmrJJHzSOlkJMjjknrJXt2kpKagpY6KjY2OliYGMaODWtGAB4gvtzrVwmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf8Ak9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwi01+W/Nnj7wF9pSsm9+S1kmKrrhXgbXKOSUg6vOW56NhsMgxdxbYYmvtHr8EVkIdcTK+DyyCUAEQ8Qd6dK5gEs3daxn1UudvF7rxV/jxwB6fkLMbQ5A2DekFeUNpX+rJ6urmoKHBwVij7zJpzF2cxFpllXDOVQcuo2MaL+9NGJjFBV2k0ROO9VaC3eeC2ZuojzmqXTO4hO932mDmdqWlvIVHU+qKA0eCyntt7csrddrW6+aS91kTMQdNoh5Jv1youViM2a4opLLimkeq4AZKq03tzx62nA7UkPzJ5k8fOC964xsJanjuzVHHac3DH8g9J1q6zcZAMHylhuk5La4tMhByc02aSBWYPGysgoUE1UWQqPUab1yAadwzlTw6nXUZn+IfTbdc9uOkJR9oN5BvpOx0tre0p4KzP0jcc1XGsZMGSgZaDlk11IeyoOUQBcAAR7HKIegCVQDJwoYTnMvrn3jjyXnRpHjTwgh+PqtFLt+s8bdkzG6JbljeNPpRAT5LGeTrsrE6yr9rtVXJ8rRkEVRw6ZoLkbqmePCggo3phucFWWcYeoDS+X/AE9m/OnUkL8nEdan2HbHdEsDr35aqbD1tGzyVlpE27YgwWfM2FkgTkSdEI1O+jlEXRCIgsUpaqhGDgqp3p2dVfqsdR+t8ftman4W6Aq+iibVj6lyo3Nc7hYYpi7gUNlC2urPjjSFrsnZH8xTdRuGrpSUkzyUe6sKqzNNAAanIemVyLQPGpgcv+oZyfd81oPpt9OTWWnL3yTYawJunem1uREnbW2kNB69euWLSFazMLQlmlxslvngmGKqSTZUCoEkmQ+S5Is5OxKgAxk8F1jjB1F+XtI57w3TW6lWsdEV7ce1Nay20+OO7uMUjdh1FteHrraefz1YfV7Yzp9Z4O0sIqqyi5znWRKCkeYnuvlOGjlchAxkLh+RXUd5l7H6jl46Y3TsoXGxjs/Smo4bb28Ny8tpHYK1Jjo+wx1ImYytUWnaxcsLFLSJIzY8IY7xRVwiZV2umZBArXz1iADGSpEdPflrzr2dt7kJxj58cVmWqtlaLCEka3yE0zWtnp8U98QMwRoZUdc2jYbJcVJyLSkWiyjckm7XOVZwms2YrsVkjFQgcQo0TnUH6gHMXlVyR48dLbXvFeN1vw9tBNa7p5I8u3mz5GsWncCR37eX13q+raocM5URrUlFOW718596RMVAyv6wVVn70VcADJWdemv1HNt8ktxcnOFvMLU9N0tzY4jPYBxf4jWcxKzOqtkUS1tmjyA2LroZ9d5YoqLWaykeqo0fOHCnukqxWBUFFl2zQEIxvHBRDcdU3qJbo6hHNbp58ReOfHGbtPH+Uqp6nurcU/sKA1lRKW5h2buyWLcTasyUpY7fPSczNx7CBiK82ZKq+J05XU8looBmVXZAGSsw8JupBzEV59XTpldRnUuj6rvtrqQd26n21xpkrkpqbZ1Kbuk27punB395I2hk9FMj0ybpU7QBWiXaCjRMQRUVKhAxkcFUlzisHUwD2hzg+nAVbh8vtmLovKb9J3CTNs3CjrSc0mrV+RzVtNb+WaR681BbVc64QdHWSgCLRx5RFsQTlQ8fgdK5DGx2K6DqGdSnfvA7RPDSqOtS6p2Dzw5iXWj6Sr9Wa2awwvHCsbdlW1ZjrlOOrHJi2tbzX8VcLSyasEF12Ltdq5FdZ0iDdQDlxABz1LpVP5X9Yrj1yo46ab5scZNBb80pyRnHFVPvPgJTuREoz49T4O4aPRkt1o3xtPMYmkBITrb+zXXyWiEeDt2DtQzFZqLemGkbuKvkyq4rSl5C2LqnD7RHo0YmocKVuRbDhnsQNF1yTt+6iaVe6BW2ByESjpzYrxvHKWiN3I+atngOkI0hoo3kNA80A8YEp0rnu2VK/wBpitNzqXCbp13XZsHHP9hVnnXx4tOwa1rX36RiXtzhtS7QlrZB0D5YFKSfRzmbbOG8V70JV1UjJeb2OJuwozifEu4cveov1tOC2toXmryB4ucHx4lfVZUmWxNGUK77Xn+Suo6tdJhrEwyVx2K9dRerHtmCTkG0as9iI+Tjyv3KRfdQSMZcjegDTu6Vc/ys546e4ocIrZzptZJKc1tEa5q16qsGyFFhPXd9sMsM31zVmPng4TYPrNL2NkgqsYixGKJ1XChTJonyq4gZOFTzeucnXd05xpP1Adk8aOBr/jtFVVhty7cYa5Yd3seUNL0u8RbTDiTkbvJPnetgtlfrS/vsqUjNx7o3KcfcPOTUbp03rlhucdKvz41b+onKjQOoeRmslXh6LuWhV6+15GSTSRlY5vOMU3DmEmUUFXDdGagH/msnpE1FEyOm6gEOYoAYargRg4Wb8ImETCJhFpv89f7sE6Vv4AF8/wAk+pHkT1z/AFWqv7P99Gszp/2Xh/W+Q5bSeeeVstMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFHLkjrFa+VFOXh24r2Oq+e7bIpE8S8jFqlKMjHpgUPEo4KCRVkS+oiYhiFDupki05cxQ1fNTHFPLgE9Tug+LoPjz0LU3K5o2TU1iFfQM2rtRbTmgDfJGftjB1u3B7Bv3gtAy5VhZsteN0wqLlI2GkJZUEWTdRYxhAPmlEfj/AAZzaxzjgcV3w08s52YxkrthtbWMDKJAimdykkC6rMhymdpIm8Igoo3AwqkTEDB2EQAB7h93O7uWXGcLImx3AM5wsOz4lgrbegdJ7rea8/R31HXNmSGo7EratcGs6b9YlTsqy0UupLx7Zs8bNlXZ1oRqP6+RUoAl2AOxjgbnDVT0wLGHGeKu7ferlZ2vp6ZzmbYwe3j9Kz2vVbNYxWml0gRROYBO5dnKiiAqGACgKqpiEATGHsHr6jnDmZpjtAK2FuuFweZWsJJXWpqsS8Cp5ci1URH6BEhgAQH4CAj6eoZ1Pjew4cFYVFFPSu2ZWkFfsNVpqdOBI9mqsIj27lIYQwyN7/BCrT0NRUnETSVyzzX9hZtlHfkEcIInMkqo2ORcqSpAATpKGSMcCKEAfUo9hDOx9PKwZcNyup7NXU7duRhDfEulHTOQ4pmKIHAewl7evf8AgzowsWQQcdK7BHVOdlCCo0YLqJgHfxAmYQ7fwgHbObYnu4BXUNDUzjMbSQuJfR7mOWMg6TFNQoiAlMAgICH8OcS0t3HiuiWJ8Ttl4wV8WcV1JhEwiYRMImETCJhEwiYRMImETCJhEwiYRSU431gH09J2hwn3RhGwMmJjB6DIyJDlVUIP983YlMUwf/BwzyP6LTWJt2maPRtK7FRcZedmA9wgILWkdT5i1wP/AEXBemPQ16XFdf6rVNQ3MNDHzcRPu0wIcR2siDgfzoUz8+fi9qJhEwiYRfDMSzqvwFisLCsTV2kYCAmJqOptbUh0bFbX8XHOXzSswCthlIOATmp1wgVq1M+es2gLqlFZZJPxHLMND0FFctRU1LcJGRUr5Whz352WgkAudgE4A3nAJwNwKx9zllho3yQgukDTgDid3ALTv4dcBeV/WO6iOweoX1ZtS23U2hOP1xUpel+I+xIaXhmso/qT8ZCv65JXLAzj3MlquoKuSSNkllGxG9ym3BkUynaGeoNvpdrTlJ0dyRaFjsmkZ4Jq58GWvic1w74YMri0kbbsd63OWjjwGdMW2zXC/wB0dU17XNiDt4cCP1RnoHSenz43KnjszlQOwFTSIUqaKKZSkSSSIUCpppplACETIUAAAAAAAD0z5hak1DW6iuUlfWPc573E7z1rdlHSRUcIijAAAXx5HldphFgTlbyn0xwe477E5Q7/AJ4ITX2u4zzkmLcUVJ+6Wh6B0azQqfHrLIBK2q0yQFQbJeIiSZfGuudJsissnvbkV5Kbhygahii2CKFrtp7sbmtHEk/AOskBRrUF7gtdM5zz32Ojj4h2n+d2cfzT+UnOPqSbJ2RCdX5ztm/ceZ3fG0J7T/E6m0iclmScpqnVYC8t8DWIc3gjrbqzXk7YYeKkjSEeuwtFlmXpxSMq2eok+sNp0zp+02lmmaSniNvhjG0C0EEkYyfwnYJzxAA7FpCoutzlqhdRI+OYnDNkkYaOgdgJ3+2JJO/K/oc67j9rxmntNNN+SsfOb4DVtEV3PKRUTHQUa52gvWo1e8AxiYhJvGMmjexqOEkyoJJJCQgCUhAHwB4B5ToLbTapqYrU0NoxK7ZAOcDO7eV7d5PZrhPp2CS5OLqoxt2iRjJxv3LtKbdZb+1pnP8A7Eoj/wAGa/ZDLJ9raT4lNnzRR+G4BeB0lEx7KEMQfuGDtnF8b4zh4IK5Nex4ywghevOC5JhEwiYRMImETCJhF5kOdM5VEzmTUIIGIchhIchg+BimL2EogP0hlHNa9pY8AsI3g7wfIuLmte0teAWniDvBXaFdwSFLh38xPPEncNEtFXbtR+Ai4IgiXuJUXBBKsquqbsUhT+YY5zAUA7iGYEcnlFqOvioLXG6O4zvDWhngknradwaOJI2QACTuBUUu2mbK6F9Uc0+yCSWeD707vEG7OSqqdkbGv3KDZrUhElE0F3SjGqVsFzjF1uKMcBVculSk8IrCkmCz52JPEfw9igBCppl9vaO0fpbkU0Y9xIMrWB9VUbI5yolA3NaM8MnYhizgZySXOe867paSWolFPStL5DnA6Tjr34G7twrU+O3HzWmo41s+YO4u13xw3AJO0qigou2MoTssxgWihjKxDAPEJRHsDhcPVQ3h8KZPDvK5yraz17WPpquOeg0ux/2OmG0GuAO587xgSv6QPtbODBnLnddXR11OcVMMkbe1pA8/AqVGaOVimETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsFbH0hDW4V5WDFCDsJ/EooYCCWMk1B9RF6ikURbuDm9RXTKIiIiJynEe4ekuSf0RV/0MIrJqPnLjpVuGtBOainb0c09xAewDhDIQAAAx8YBB0Pykch1l1fzl2sWxQ6idkk4xDMf+o1o7x5P/MYCScl7XkgjpWptJTEJYQsNvQbI/JJxNEMU3KDz3h6HonIKmQMommi2AfEkURBQVexhAvh7G2Fy3+iHsOotLHS2hJZZO7m4qZnRvi2IvuoGh4a4vkPeyOALBHtNBdtkthPJJyIXix6iGodYxxM7kOaeIPbJtydEzi0kBrBvYDh+3hxDdkB0qs8Vr1cmETCJhEwiYRQ/5OsUU5OpSRQAHDxjKslRD7IUo5dmuh3+8BpNTtnvD0HdyqJbPfLQ4nuWCpppmjoDp2SsfjyU7Mrx16KCggjuloubQO6JoJ4ndezC6NzfhmeouZ7LXlhMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEX6ACIgAAIiI9gAPUREfgAB8RERwqgEnA4q3jTlHToGv4KEOiVKTXbllJ03hAFDy8gQirlNQQ7eIWRPA2KP0kRD7+amvFaa+vfMDmIHZb+SOHn4+Ve7tAabbpfS9NbnNDaxzecm6zK8AuB/IGIx2NCyjmLUzTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCLWFjkEXHtWNoTXRSWJ+pwNjeBVMihPEEzXuw+E4GDuHfKdK5fceVcR7TrQq/q3R3EDnXSalHRe3eLvNPUUue+wEY1j7M2oL1pZ593HOpdmki8dMhvdUghQSWOZNJVU/g8Iqn8YqrOrsXYPagdfymyOB/HrdtbTtFj1ho7lVqfbe0Xevna7ecj9RztdtFcWvcDJNQFRi7jZCwx6LV4HYGp5Eq4iUpDCAozjhQu5qau6Met+JJNpy/Pnm9zGq+0VqTD0vjlQOoQ/2Vd9vLWidiPIjg1lNOHiiX1NEOL5+lLM0TMnDQrY5SvjoInblUbRKmR11aFCar9neQ1lW6zaaVXde0jhfSoKmXiRazF0qEPV7ZrCFjatbZViRNjJWSvM2RGb5dEpUVXKJzEACiAYPBUb4SmTrnq/8AAapdNak8iJbfuomYVPjvAtZPS690raO1EtlVyitYp9pYNZmfltY24LMyNHFbgz8kyPZ2B/cR95xlU2TnCh30N9EbD0X0EL3+iREyVfktv07k3uqvQUwgs0kY+kWyirw1SdqtFylUbtrNFVcsy19P1xnJJKfs+wBwVXHLlIv2ZshC9Gji4YpClMpP8gTqCUoAKhw5D7QTA5xDsJjAmmUvcfXwlAPgAYHBUf4SqW5G6A0rF+0Scl2nNDkBuzirrflnx/1nc+Ou4Nb73l+O0NcbFSKZqrX83rqx7GZnbRagEe0iWM2YO10iAu2Zl/t7toVV0rkCdncpE8cdO9NZp1jdD610DsTmVzT3xo/W1u2m+5CTXKpryB0ZoWNkK7cq+7p9xl5AZF6rISx5Ro29zjl/JSkJxoCogoRwRN0qhJ2d/BcnzqovSf5ndUHYuguQdh3vwK5uac1vVJusctq5tek6Fg901txAwUjXmVQs0/KT0PapeCibGdv41Y2Ol1G0a7aEdGTjwIg6UG0BnoXYOi9yO5Fk6ifM/gp+nIsPUS4c6E1VXrZRuT9pUZ2yYr2xpOTobdtrpbajCQnPqwUdMZ6farmWk36KzmrHWZlaALtAQR2MZ4FVw8BOKvF6N5edTLjTzY5gciOIW86Zytu+wqdD1PlpLcX6ft3U13fP5WCv0Y3VdRkTcJlzHe7yCi/mC6CLkmo+DwJqinRVJOARwVp/RwpHA2Q5783b/wAOVeVu6JjV1QgtG7B5i7n3c03RqrbysrIVOZSruv7K5RNO2WRrpqAmim+Fwu1TjGiRkhFs8aHPUKjs43r6ulumQeuP121RIUVCTXG9MhxAPEUikBYjKEA3xApzJFEQ+nwh9zA4o7wQvi2d/dVvHX/vaU5/lVvXHSqfceVdS6huwKLqH2kDpJ7K2rcqvrfXjDjnyAiJC83mdjKtUo+Sm9f8ja3Es5CwzTllFMVZCfs8czS81UgHcPUSAPc5QF0qo3sIUmOtxtDptWvVfEDXfO/X1z2NoDk/s1u21Zyl1LPwDSmaEnn8bWxgtlSuz0LK0K0qtpqFvcyKJ2rabjpCKiXThVsqVsgbBVG56FUtIWK4dMznN0+dL9PLqj7N51ay5L7tr9A2NxG2Hs2ockC0vU7+brTSWuDKzVJVaLoUcnX5N68aum0fCKIfJR3Rzu2ST1Irgq8RvGFuz5VcFq2cuNn64057T/wyuu275T9Y0xx02p6vp3DYFjiafVQm3t95Te5RS1jn3cfDNnzw5yJpJqLEMqqommXudQhTU6VzHgeVdp9pVlIud499OGahZFhMwsz1LOOMpEy0W7byEXKxchSNmumMjHPmiizR8wfNFiKorJHOmqmcDFEQEBEVRnE+JSf9pM+0r8zv9zr+VhorB4IzwlEfrMaZvu5fZ39el17FyU7Iaw1BxI27YIWJQVdPnlKqNOrbW2vStUSHOszrMRNHmHY/BJnHKqj9h2EeCq3wlDzZ9H6NMTwAccnrJ1GubG1KTadTxpnPHWO6icnMbCu0raIprFyml3Oppd6o9+Vk3EgqxlGD5mDZo0SWVcgDUhz43KvfZwtmTpq68omrOCPGKnax17svVFAR1kwsVU1zuSUZzO0afEXl/I3lCGvD1gg2bBPoDYxFVDyyHaeIEFCgomYAquB4qcWFRMImETCLTf56/wB2CdK38AC+f5J9SPInrn+q1V/Z/vo1mdP+y8P63yHLaTzzytlphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEUJd+8dzvVH95oLTxOzio8nq23IAC6P6nXkodIoB3cn9TLNwDuqPcyfzxEhppYdQBgbRV57zg156OoO7Oo9HTu3jztyn8lLql0upNMR5nOXTU7R4R4ukiHtulzPuuLe+710EiEEVCkEOwicCiA+gh69hAfpDtk6G9eaAO+2TxyqjOopuPkNuXnZw76PHGLbUrxwPyRpj3ae+t7VZRZpeyUFlH7JsD2lUyVbOY+RiV0KdqSWdqlaOG6ks8esmZ3CLYrxNeT26njjpzUOG07oW7tH2ejprUbrMwSSjwQd4GMb/Hk+TzYxp1A+htwK4tcHeQPJrT9s3zprkRxvpyuxanyDn902R/Zb7eWEkwax0FaCGPGxCE1f5N6WPZLwaEO5RlHaChRUTKdBW5pqySaXm3AbHiWas9+qrlWupZYxzG8Y2d2P561NnibzAs9F6LOq+oPzVWfz1upOk7PaLGu/MnHWTaZo7Y9komjiOnKyJiDZduxydeJ8oKFUB0vJe/Keih+1lPRxy12xHubn/6qNXPTlNW6l5imAbHkE44DcC7zb93kVdXEzpfzPWL1xHc6Oq1yB3w3Pvx7NSXG7QWmrHC06m6l1eSQeRMHOMYq21m8R0c0lzNjqxTNs0SVcsCJSEg8kHD9QEr2Sqho3CCMDtUkrL1b9OystlKxoO4HrPjxjf/APTdhd46Di+0tW8quo30srnsmc2zrfinc5R7pmbsK6zhaAiqvsiR19Lpw7ddy8GAi7pGSMRILRCKpmUfIIODIlA67g6vXcYWTRNlA74q11dbKe5UMVaxoErsZOOIIyM+JdVtc3uHrY9QHkfw5qG877x26cPCQzyubpeaifpxN13tcGNhkKao0eSpknDN+hbbTBSxodOQRfQjKGhffDMlny5QHlHHFb6YSEAyFd1JSUGlbO2skY11U4A5PRkZwOrHT0k9nCLvUE4K0PoWXHhxzY4Cbx3iwjLnu5nrTZ+otkWuHnC3qHYsk7E9ZmUrFbpzecpc9BsXkfKMJBm8M3du2zhqsioBAT7oJm10TmvAwshbLhBqahkZPGNgjHDr4Ecd/StsDcLwutkNn2thWpK5PKNT7fbIqmwTV4+m7bI1uDkJhjWIZjHNX0g8lZ5yzK0bpIILLKLKlKQhjCBRjHNNNTzbjhuVpIUNOb2KWRwbEZACTuABOMnONw4rTO6v891hZfj/AKP3ry92PHccITee4ApGhOCOjpeShZdnGMa9ISkhetkvK7MuV5GwsnDyHZNmktJSz8q8uqPkQ/l+6ryumjpmjEIBAHFb2s1JZ4Iubtwa9gG9+45/y8W7xrcCjdcIaZ17qbTqT1WUU1Vq3X+u3Uq5cqvXcq8pdSiK47lXj5wdRw+dyTmOMsqsoYyiqhxOYRMIiMTrnB1Q5w4ElaG1TJHLd5Xx4wXk+cr2M2ir1ym2RATKKmApQD1HuI9v+EctACTgKPRsMjwxvErEMnyc4dVr9GAtv5U6VrK/H583id0tZe7RbN1rybdv30Wyr063VUKsFjkJOMct20ciVV85XQUTSSOYhgDIMttQ8B2ycHgpdT6Lu07GSCN2zIMjtHX/APVcBxx5kcGeYdxV1zxj5T682fsJNm/kEqOVKzVC1yjKKRUcyrqvQN9gKvJWZCNZonXcGj03QItyGVP2TKJw5SWqojGSNyuKvQt2pY+ccw7PZg/ESsd2/qT9MjX98caut/N/TbG8s5A8Q+bRrmx2atRsoksLdyylr9V4CZoMSszcAKbgHMmkDc5TFV8IlMAcm2mpc3aAK5xaBvEsPOiM8OnAPmJz8CmO5asxZxcvESkZPV+ejWM1AT8I/aSsJOQso2SexcvDyrBVwxk4uRZLkWQcIqHSWSOU5DCUQEcdLE6J2y4YIUQrqGagmMM4IeDjBXH51KxTCJhEwiYRMImETCJhEwiYRWH6XgAgNewhTE8DmWIecdD27CY0j4TtREPiAljiIlH74Z8rfRBanOp+VO4vY7apKFwo4+nAgyJMdhnMrh2Hyn6Lciunxp/k7oWubs1NW01UnaZsFnmhEY8iypmlltZMImETCLyIcxB8RREB+6GdsM0kDxJEcPC4ua1ww7gvaq5XWAAUUMYA+gRy6qbnW1jQ2okc4DrK4MgijOWAAr0ZYLtTCL45mdrNOrdkvV5sERUaPSoGWtdwtdhfIRcDW61AMV5SbnJiSdHTbMY2MjmyiyypzAUiZBEcnWg9GXHWV7httFG55e8DcOsrF3W5Q26mdNKQMBaOdrntq+1CdRZrU4JzbtcdJ3h7YCLu5FNNzDvbmVysq3GYFJdMCKbl3U3YqIxiSxTFp9XKoqZMXYuE5P6vaW0/YuRzSMdGwMN2laNojGXPxwH4DM+U+MAaZjir9ZXY7O0KRm8noA+sejqHw9m3TTKLz29pB48cR9XVSFhuIfSvoFShS0itNSkpcBFcfWzK/WaMGKAVCAjIbrsEFR5IFDeJdJiUVBObuJ5TcLs60aMnvM5xVTRlw68vGG+Yd8lDbW3PVUNqi308UgB6sMOXec96tqrb+wddapqdu3VvXYNX1TquqJnfWK8XWVQh4VikY4g3bJqrm86RlZBbsizZNiLPHrgxUkElFTFIPiG36Rvetr651PG92289HR8w6ydy9dV2prRpKztE8jWljB09nx9nStSXn/16uT20tYXW79N6ov8Aj7xJ1na4+tzHNXbNcikLPufYiK3v0NrHTVXtkXMxJXU0DM7lxGIspacCIL77K/IbArshvWOj+SDTlhhay7Rsqri5u9v3LR0k4xnxnAzwycFea9UcqF+vMzn217qehadzvunHqHV4t5xxwMhXV9InllzG5tcO43fPL/UlEoC0tJkjNT3uqJyVckt3VmMI4ZzN/ltcukXUdWGB5ZuCDR8yeEaS6xHKiEeyapN1HWiuXLTGmtP1sbLMS2dzSXx7iGe1AdnO8byCNwxvOSBuLkg1Bf73SPddQDC0gMfvBd1kjhuPSDvOdwxvsnzzot6phEwiYRMImETCJhEwiiBy4szlnBVqqtlTESm3bySkikHt5jeJ91KzQU/vklHbsVO39+gUfozfnIRZ4ai5Vl7mAL6aNsceeh0u1tuHaGs2fE8qF6yqnMp4qRp3SOLneJuMDxZOfGAud4uUVpDU41ycJEPL2k65EFTF/XGkKydKNkm6YiHcnvjtudY4gPY5QS7/AGOY3lq1NPcb+NPROIoKINLh0Ome0OLj17DXBgzwO37ZXGk7eyCi7tcPs02cdjQcY8pGT17upSjzSqli5NtNzDPt7rKyLcA+BUnrghP4BIVQCiH3u2WM1sttR9vp4XntY0nz4yrOW3UE/wBugice1jSfPhdkY7DtLIxfE+I9TD/pT1BJQB/hVTBFx/8AH5hqrR9iqQdmIxP62OI+A5b/AIViKnSllqB3sZjf1scR8By34FlKu7Gi5c6bR+QIt8cQKTzD+JmucfQCpriBRSOYfgU4AH0AYRyCXnRtdbmmopDz9KN5wMPaO1vSO1vjIAULu2k62gaZ6U89Tjjgd+B2t6R2jygBZGyGqJphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEUHeRk4EhdGsOmbunARaSaod+/heyIg9W+92FoLf/GA59GvQoacda+T+a+zDE1zrHOaeuGD7Ez9rz3kIXhj0R99Fx1rFZ4zmK30rQ7skm+yO/Z81/PCP2eoV56TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFmjQNO+rPZsC2XS82NhTjYpQBL4iC3ijpHbJKAPzTJuZJRBIxR+JDmzD36s7jtsjmnEj+8b43cfMMlbC5L7B6oNY00Mjc0lOefk6tmMgtB7HSFjSOolWxZqpe4EwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//XlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwixqTTOnk9oq7xJqjWpN1L10KgtuAlFq5dorVMDpqBV1dgBFhbFK6CiJDe5C7Ft4igPg7gHYmejoX27L1Vq/c9Rfa/3DrehbYocouxdSdJ2XT69e6jIuYt2lIRjh9W7RHSsM7Xjn7ci6B1ETGRWIU5BAwAIE4LnU6lVUqqnRUqzX06QlAEqiVOTho0lVSqyUeEQnWk68VsEQSATiSg1KzBEG4Nw8sCeD0wiibrXpxcA9N7AQ2rqrhnxo1/sZk8NIxVxqumqJETkA/MYTC9rLtrCENV3Xcwh448GxgKIl79hEMKuTwURuvJxj3ny/6aW4tEccqG42Vtez2vUMjB1FrOViurP2Va2dWJ+bXLK2+ar8CgDGIYLLCVV0QxwJ4SAY4gUaFVaQDvUhal02uEk3+hvtDaXDLjdYN7RVNo5LJdLJqDXk9Zl7bC1+MauJOYk1Yh63nLAwfNRAkiqZw4KZMokW7FIIVVMnyKe8hFRctFvoSVjWEnCybBzFSURIM272LkIt63O0eRr5g5TVaO2DtoqZJVFQhk1EzCUwCAiAlRdV1vrDWmnKfF691DryjaroEId+rC0fW9SgKPT4hSVkHUtKKRdZrEfFwrA8lKvVnTgUkCCs4WOofucxhEi6ZvPjZx95OVhrTORGlNX7tq8e7NIRkNs6k1+5NIeROmCR5KE+XGDxWFkjoh4DOGpkVhT7lE3hEQEmccF8+ieMPHLi/Av6xx00ZqnSEFLOEXc0w1hRK5TCzrxuVQjZ5PrwcezdTrxumqYiazs6yhCD4SmAvphM5XX9/wDDfihyq+RjckeOemt3Oa6kohX5LZOvq1aZmCarKis4ZQ05Jx60xFsHKw+NVBBciKpwATlMIAIEyRwXfdO6I0nx5qRKFobUettM0ojk74atrClV2jwa0gqRNNaSdR1cj45s8k3BEigq5VKddXwh4jjhM54rG+/eFHEPlO9iJXkdxp0nuuZr7b3GDntja6rFmsETHiso4NGR8/Ixysy1ijuFTKGakXBuZQfEJBN64VQSOCy7q7UurNIU2M11prW9F1RQYYVTRVL1zVIOl1dgo4EDOVmsFXWMdGpOHSgeJZQE/MVP844mN3HCpnPFeqs6d1HSrreNlU3VmuKlsXZx45XZN+rNIrMDddhKQ6aqUQpeLVFRjSdth4tJY5Wwv13AoFOYCeEBHuRfjnTeoHu0I/d7zVWt3e6YiuHp0Vt5zRqwvtCMqKir5dSqx9/Viz2tlXFF5NyczFN2VqJ3CoiTuocRIuhcgOJnGPlZGQMPyT0JqfeLCqunjyrk2ZSIG2L1tzIkbJySkA9lWTh9DhJkZog6K2UTK5BFMFAN4CdiZI4LsNg476Ftunozj3bNM6wtOioSt16oQ+oLLR65Pa5i6xUmDWLqsJH1CWjncG0YVqPYopMCJol90KiTyvCJSiBM9PSsc6H4McNeL0w9sfHji7onTdmkWyrF9adf6yqletTmPWEDKxqtmZRhJ0YtQxQEW3vHkCId/B3wqkk8VKrCoo28geHXFTlaWvByT486g3gpUhd/Uu72VRK/aZGvJyBkTyLeFk5NktIxrORO2SM4QSVIiuZIgqFMJCiBVBI4Lu1r0Boq+VajUe96Y1VeabrGQr8vrirXTX1UtlfoUvU45SIq8xTomwRMixrcvXYpU7Zk6ZkRcNUDmImcpTCAlTK7NsXWmudwU2Y11tqgUnaOvrF8n/VBRdi1WCu1NnPkmVYzsV8sViysJOEk/kybjGzxv56B/JdN0lSeFRMhgIuxRkJCwsLH1uGiIuJrsTFtISKgYxg0YQsZCsGibBjER8W1SSYsotkxSKik3TTKkmkUCFKBQAAIobQHTS6elW2MltyucJeLkJsdtKBOsrZG6R181ko6dBYHJZ2KKlAlaxU4VyHmg8bJpOQVET+PxCIiVclTdwqJhEwiYRMItN/nr/dgnSt/AAvn+SfUjyJ65/qtVf2f76NZnT/svD+t8hy2k888rZaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF4KKESIdVU5E00yGUUUUMBCJkIAmOc5zCBSkKUBEREewBlQCTgcVRzmsaXvIDAMkncABxJPUqmNiHhLhtyxr01NP5IkJZMWx25fCg6clbt0pF8gUAD9ZfyZFlij+yA/i9O/YNvWWCpjt8MNTnnw3f1gZOAfE3A8i8Ka0ntd31rW1FiA9L5Ju9LeDnBrRI8dj5A5w6wc7s4GtfzbgT9WrmfC0bpw02YpfIrp+STCs7F6nDnb0vq3W2uXTCwzTxrq+FiqvVbVZtjuouyBM/JT2PUYuvfQfCmVaJMZ0pP6XFHTDnzuPQtqWYN0/Zm+mbwGPGQ3GTw+DdjP07lGbnlp7l5xQ2dxa2P1q972vqO9Pyz7MYVRxB6j21P6yrVV2E2YLSDWW2TrFtQa59Wj9lWmsk9ZptXSDqTbNHaB5RoJxTXuIZIpWE0+A7xLLUFVRV9O+S0hrJsccDP85U6/ajbVJVPh1xS4na4YMYNrvHkLGxkFWa+3bxUOeoafqaULXaZHxzJNNizr7aw7Cg1UEEkypoiwQAgAUvYbW3tJe+R/FYXSsUjqmoqpzmQdJ7Tk/EtgOjUGuajaax1NFOGsZQdC60p9DYu1hIzjoyqa0qsdAIO3BjeFJq1axMKCihhEAIUBEfu5h5S6et8q11WukuWpuk9/8AOtdD2caSk9ub76qnUQkmTksVvbkCNepjlVM5fMVs10u+5LtFdjgHlfIsZZqsUqQfYEWABAAAvfMXCQQxMZ0hbF1ZWNt9FBTt4jG7xAAfOsT6g1V1Oejhzb5k2TQXB2W53cY+YlsGzxh6VMOm8si3ZWy42qgjJS8FHWmapdkpqOw5OMlUpKFFjJmP57ZYCFIoHbzlNVwgPcAcdKuxV2i/W5kdRI1jtkZBIBBxvxniPEov812/PTnV1Y+mtxw5n0ekaZcy0tU9oQ3EnXc0W3JaI0e9uzqxX2w7Ls7Z9Ispnb1w19qV/JvkSHTSZxLSMIKTVRZZBPtY2KngcY/BA49ayFPFRWm2SOpftTGk56zjd5MnC3ALnLKyVxfum6ggKzwwFEo/3yg/DIbK7alJHWvOdwndNcHPad5ctfvqhkV5NdbLo7cNlFDS8HqZBtyIuEaJvNbeS6uD7Y9wh36Q+hTOdfcbW5lBEPRu+KJR7mHJPQ/YqF0h44W7dNh1FpmSpee+LT8WB8JV+N2kDSdllHRjeLxOVOw/+GORaZ21IStF3GXnqt7+1chQVoqNlHVhn3KTKArMc/sE4+W/tLKJh2i0jJPFR+AJtmbY5zfeLnbSM25gO1X2n6Y1VyjjxnLgtZToNcUNK8rEuXnUz5Oaxg9uWfafK+8NNZ0TZMa0s9AhZ9yJdlXHYTumSyTuuWiykfbVJGxb14guEULd6LcCqrCckluNSaWNsce44W6NW3p9lpI6WlOy8tA3bjjgB8C+PqY8Q9G7w67vT+436RpsRoNXZWjGNo5JPdDMWurV5OjspDdUxeEzKUtCIbxVvtGl6a/iF5Dy/MXaP2ia3nEKVMe6nnd3GZpOI/n41kLTcpTYDcKreWg4zv6sfCVYv1deNnBHVnSS5ZFrvFPQ1AZ6vqtJZafnqjraqQl0rF6ltlUqq1qQirk0jU7c7kX7uW8Mqus8WXkmZ3PvZlSnUEbKgq5Z6ggklqj2lr7W3O7Pjkc4xZPE7t3ZwWYemFTLBr/pW8DK7bXruQnnulk7sk4fGOdwnWNlWyz7Ho7ADHETA0iqTao9q3L8Ct0SFDsAAAY67kGpOFDeUJ8T7u7YxnIB8YAB+EKYmYha+TCJhEwiYRMImETCJhEwi7vr2mO7xZmMOiQ4MinI5l3RQECtI1I5fPOJ/gCywfraQfSoYPoARDXXKlr+h5OdIVN9qHNNwLTHSxnjLUOB2Bjpazw5D0MaekgGc8nmi6zXWp4LPC13cQcH1DxwjhaRtnPQ53gMHS9w6ASLKEkk0EkkESFSRRTIkkmQOxE00ygRMhQ+AFIUAAA+5nyOnnmqZn1NQ4vnkcXOcd5c5xyST1knJX0vhijgibBC0NhY0NaBwAAwAOwAYC9mdS7EwiYRMImETCJhEyo4oqDOvZxZ6j/NrW+k+MvE2T1xV+Ll9usInylsb28DB3sPBOJKQriw1581jUpzT1MQbllnLGHfSExLSxESmYposiKr+8vQwao0Bpmgqaq7Pc3UQYTH3mW7AbvDXDJEjj3vfBrQODiXEDXOp7Ff7/XxUNtZtQOPfb+G/i78Ecd2ST0cMyh1TRuOXSN4GW2M1tFkaah4q6ku21bZKv8A3dtZdu3uErisrM2WzvEQKD65bHnmDdi3IAim2Io1YtgI2boJk2RTaireUvXkUWSKMSABoO5rQejxDJPXvPSp5UWKk0Bo2SQgGrLCSTxLiPnO7s4LUD6NHUa0zwpofLflVfq7aeWPUi5z7gPSdNcctZsXcpeJtuWSeXu3W+4ysUwmFKpXdnbRuSaRWSbd/OyC1eTO1YGbmO6J6X1LYor3SMtszhFbIgHOccAAAYxvxwb08BlaBsF4ktNU6viaZbhISGtG8kk5zu6z5ThXCwnTd3Xy9UkuoH7Qzu1hRtD6ehpLZla4N0SwPKzqLUdSZNxeLH2U/rsk8cpSrlr2QPGxbyRtUsqdu2cy/mF+Swhtvvdktk7dOaKha+cnD5cAkkcTnp68nDRvw3G9SmttF2uETr7qyUshAy2POMeTo8Qy49J6FXxo/V897Q1zYY7El9em4/8AR14LOwo+m9H1aNa0isvIduq1kmOs4GMrZWkO02FtJNu2lLm8jvEaBgzNmKbgFjR7lbN6u1PR6Esb6qd4fdZWnGd5J9sfwW9HWfLjE6Z09Vaxu7aeFpbboyM44AdQ7T09Q8mdxN0rGtWUVX69FRteq1bio6v1muQjJtGQkBAQzNGOh4WHjGSaLOOi4yPbJoN0EiESRSIUhSgUAAPn7qbUNZqG5SVlU8uc5xO8r2zp+x0tkoGUtO0NDWgblxmRpZ9MImETCJhEwiYRMImEUFeYDRYstSXwgPu60dMNCm/Ygs2csljgP0AIkdF7fd7fez0xyBzxmhuVN/zWyxO8jmvA+FpWv9aMcJoJPuS1w8oI+lSJ0HINpHU1QM3MURaNHMe4IUQ8STlk/dJHKoAfYmOUCqB90pwH6c1NyoUk1JrqvEwOJJGyNPW17GkY7Bvb4wR0KTadlZLZ4S37lpafGCf/AK+VZhyALNJhEwiYRZMqewnUT5TCXFR7Gh2Imt38btkX4ABREe67cofsBHxFD7EewAUYTqDSEFw2qu37MVbxI4Mef+1x6xuPSN+RD75pWCuzU0OI6viRwa/6ru0bj0jfkZ6ZPWki2TdsnCblssXxJqpG8RR+6A/SQ5R9BKIAYo+ggA5qippqijmdT1THMmad4P8AO8dRG49C1lUU89LMYKhpZK3iD/O8dRG4r6s6F0phEwiYRMImETCJhF6EnTZc6qaDhBZRA3gWIkqmodE/r81UpDCKZu4D6D2HO18M0TWvkY5rXDIJBAI6xnj5EXvzqRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiCPb1H0APURH6MAEnA4pw3ngqvLXMGsFmnZoxhMElKvXSXf18Lc65/dUw+nwpNgKUPvBn2T0TYWaX0hbdPtABpKKKN3a8MHOO8bpNpx7Svlpqy8u1DqavvbjkVNVI9vYwuOwPE1my0dgXX8lCjyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIrEeI1Q+TKjL29wl2c2V/7mxOYPX5JhzKJCdMw+oA4k1FimD6fIKP8ABr/VlXzlWykae9jbk/lO+gY869W8hVh7jsU9+lb9mrJdhh/6UWRkflSF4P5A8kuciS3qmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIqpP1QO+/qw/6m39QlQ/Q6/Skfpif0QveZn6tfqg+qT5E+QPdfevkP5G8n5/i8nz/F+y7Y6VXG7ParW8KiYRVq9W3m/dOndwc2Vyq1/TavfrRSLDriGZVm4uJZtAPEbre4KpvFnS0I5aSJVGbWWOql4DgAqEDxdw7gNCqtGThT411ZXNz19Rbg8boM3dsptYsrpo2FQzZq5nYRjKLt25lRMqKCCroSkEwiYSgHf1yqou5YRMImEWH9+b71Jxf1BeN9b2uDeg6m1xHNZW5W11GTcylEMn0qwg2Jgiq3GTE7ILPJeUbt0kmrVdU6qxQAv3CAZ3BdhouxYDaerabtrXays1V9j0CvbForh00dRi0tAW+us7LWVnLF8Rs9j1X8dIoGOksVNVITiU4FMAgBOCiP07Nzc2d46TtFs558aK/wAV9vx+0puu1zXtbsDayMZnW7SpUiSh7kq+a2e2JpO5Czy8wxMkLghikjim8sAMBjlUgDgp74VEwiYRMImETCJhEwiYRMImETCJhEwiYRab/PX+7BOlb+ABfP8AJPqR5E9c/wBVqr+z/fRrM6f9l4f1vkOWwvyE5O6P4tUxS8btvkTUIw5VyxEYocXtmtD1AgGGNq9caeZKzbzucoHFJPyW4HA66iSfc4aMtdnuN5qO5rfG57+k8GtHW53AD4T0Anctg1dbTUMfO1Lg1vQOk+IcT/OVl+r2FjbazXbXGEcJxtngoiwx6bsiabsjGaj28k0I5TRVcIkcFQclA4EUOUDd+xhD1GxmidBM+F+Ntji044ZBwVcMeJGCRvguAPnXO51LkmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL1LrotkVnLhVNBu3SUXXXWOVJFFFIgnVVVUOJSJppkKImMIgAAHcc5NaXENaMuJwB1rhJJHDG6WVwbE1pJJOAABkkk7gAN5J4BVz725Bubkd5Uacuq0qZDmQkJIniSdWPwD2MQv2KjaHEQ9Ceh1w9T9ij4A2FY7A2jAq6wA1XEDoZ9Lvi6OteTuUvlTmv7pLFYHFljB2XyDc6fHR1ti7OLx4WAdlYIoLxJlYEDquTM/MIdFN4mUh1GiipTEI5TKoApmUQMYDlA3oIh65MadwbKCeGVqazTMp65kkngghatXTL5L2LokfpnOGfUL467/ZVu97bDZmuuRGqtdv7/VrzIJwzWqvTEmBdRydirFijYZk+jV2Th07ZPV3Td82brGP5UrqImV0YMbh51vu70VNqaiY6klZjHDPDxjoPjUit3MN49dfc/HWmx3HnbXGnpc8cr6Tat4v3ISA+om+8irGkkRmaPptQWcOxVbO4IHcRHLslnrSPbyb54/c+8C1jA6muht0BG0DKRwCx8Utu0jbXsMrX1hG4NOcHoz5d+/GejrWZvaJNF7y5EaX4y8k+PFMltk3fhnuWwXaXpFbiXdgnzVO4BTJJa1NK3GlUk52NrFj1nGEfoNCKLpM3h3AlBBBdRPptlUxznMccEqw0ZfKaeSanmcGuk4Z3Zxnd49/wLDG/esJvnqb6dsXFXp3cDuRlH3pyEr59dbw2ts5oxi9a6OqdmahHbFJEXaOMs1TayUY5cx4TM0WCcNmqpzNmKr9RuRO6FLBTyGokIWbjstrtNW67VMjQBvHj+fxBWY614k3fhZ0w7FxA4XWliPJCm6luVirOwyMoRP6vuR8ugNgmZls2tTR3BoknZNuWGhglCHSZxyTJNyfsidTMa6riqawc79qzw7FDpb7Q3jULO7AO4Q4DB6u3HnOO1VY8POvtunUmnWOhOX/Cfm1vTntTp22x6SdW1pEVpPZSr+wyUlVY60QEfAQM9Rn0I0fJQ5gjKzMAu3ZJufnrLHIGRfQQudzkbg2PxqX1OmbdLKKqlkZHTYB3HI8+fLxUxennxS5As98b96pfUAjo6E5k8mmZq9r3ULVYj1Hjrp0zWLj2UG47uX5I20Oq3AxsUg1Kqd7GRDVUr1Y76RfIt7K41sbYxTwnIHEqNau1HSwUYtNvdtMAw5w6f549p4cN9pMQcrmbaqOB+ad0Q5xN/swH1yPM3vGetajgO3UtLuG0qR+LFJ2Jtz2grnfy0vevL3WdZaX1JKak0xZrRUbBB16Zn4eO17pRNzS5mYjmsfNxsrBwFqfisyVWIcH4KFHy1QEZPUSsjtzWgjJH+a3dda+motJRQRPaZHsG4EE7++3gcOhXSulRXcrqiPcVFTm7/wAJhyLE5K0W9208u6yoz877pbKF09eZ8pr2uWe3bBsWjrRrSowFKhJWx2pzK7b911aV7Cw0I1eyrlxCN7eo/MdJIwt0mx1jeEqZjBk7Vs90jawBn4lNtCCH04jMxa0A5yTgbhnifEum9I3TL3jx00OH2rbLCyFbuUpBWDaF9iZmPcRM00ndnXSeuLJnNxbxJu9j5SIqslHMFUViEVTFp4TlAwCAd9zmbJU4actCyWtrhFWXgRxuDo2EDccjdx+HKh/xap2wNrdfXn/yyvNAvFc1ppvTKekNLT9oqc/BQEvOMmuvdZLyNLmpaPbMJ6OesKjanZlGaipDBKlUA3lnL4r6olZFb2saRkhSi63Cmo9JRU8T2GSRo3AgngXbx5RxX57QIx25tLhZpnjbpGg3i82fenJ2qrWk9Qq1hsjGIqFOhZvwGtC8HHvkoSNWulnhnAOHQppgVkoId/CYS9Fncxpc95AwFi+T2Wlh56pne1pa3pIHE9GeO4FXTS8FAUqFpWuKmAEqutaXVqBW0gKUgJQVOgmFdiUgTJ3IQE2EcmHhD0DtmIrJOdmLu1QDUdb3dcXzZ3FxPnXXMtFH0wiYRMImETCJhEwiYRdgrFZlrdMNYSGbiu7cD4jnN3Kg0blEPOdu1QA3lN0QMHcewiIiBSgJhABjGsNX2PQ1hm1FqCXm6KIYAG98jznZijbkbUj8bhuAALnFrGucJDpfTF31feYrHZY+cq5Dkk7mRsHhSSO37LG53niSQ1oLnAGw2h0WJoUKSLjgBZ0r4FZSSOQCuJB2Be3jMHcwpt0u4gkkAiBCj8RMJjG+V/KXyk3zlM1C68XU83Rsy2npwSWQRk8Bw2nuwDJIQC9wG5rGsY36J6C0JadA2Rtrtw26p+HTzEYfNJjiepjd4jZkho6S4uc7u2a7U4TCJhEwiYRMImETCJhFgDZdiUeShIhqsYGsX3BfwG+ao+UAPM79vQfd0+xPugYT5uHQ1vlorea6QkSz8Oxg4e+O/tGytoaQtLKeiNdM0c9Nwz0MHD3x39o2VEzknx31hy/4+bL4ybndXFnrfajGKZ2F3Q7ENZs7Y8DPxdohnUfInaSLFUWU7CtVxbvGrtm48vwLIqEES5vHQOtJ9GXdt0hax8jc7nDIIIIPUeB4gghcdaaTh1XbHW6Uuaw43tOCCDkdnHoOQsDdPHphcOenBCFb6Hpq9p3DNN1WNq5DbJJGTe0pJm7EQcwkA8bMWcZQ6scpvAdjEINhdkIQXqrtRMigbH1Tyz3jVr20FNiCkcR3rSceU8XHx7uoBQTTnJTa9NNNbUZmqWjwnAZ8g4DyeUlUS9QrkBu3rmc4ovpTcO5eVqnE7SNrUmuUm41mT1OInpalSxI+0XOfRMLNSSptBlBNG1KGMdIlhshyvTn8grJyx9BaStlt5PtK+qC8OHd8sQdvIz3wy1je08XdQ8RzpPUtwr9baj9JLWD3HHIW7hu3HBcewcGjpPjGNoHTWldR8V9Ka941aBridV1Tq6FJDQrTxJLSk0/UOZzOW2zyCSSHyxa7VLKrPpF0JCea5WN4CkTAiZPIfKJrit1Zd5J5HHmdrAA4ADgB2D+d69O6G0hSaatjImNHO43npJ6Se3+epd1zWin6/MIvIpRMIAUBER+gMqAScDiqEgDJ4L4btZtf6ioVg2zuq+VTVOr6m199sd4vMyzr8BGoCPhRSO9fqpFcP3qogk1aogo5drmKkimooYpBnGl9C3rUtU2Ckiedo9A+HxdZ4BRDUWsbVYKd0tTI0EDrWv7He0rcWbpzA11x00/xw3FtDUOybnAapq+82T2OrtmtOxLVZ4urQrioalsjJgd/TVJCUQKKkhNRcsJVwOdikYgIq+in+h6pYLE+eapa25MjLiMd4AASQXDfnd0NI8fFaLby31M14ZDFA51A94aDnDiScAhvDHjIPi4LYhl2fuD9w1+PlKGL6feHPJdype46x9MPuThel6Co7qpWT+2GVxmWCvUwiYRMIsR7o1wOyqctGNBSTnI1cJODVVMBEzu00zpqslVB+wRfoHEncR8JVAIYfQuTzk71cNH6gbWT5NtmbzcwG8hpIIeB0ljgD1lu00bysNfLZ6aURiZjuhp2mePq8RG7x4PQoEU/ZGwdMP5eFbtythUUOEjX59ouZBF8VPy03yaRVWy6K4EAvziH8tYgF8QGACCHqC/6R0ryhUsFxldtgAc3PA4ZLM5LCcOBbnO4jaYScbJLgdeUV0uVjkfA0Y398x4OAevoIPiOCOvdjtEJyd2hGyPvUo+j7AxOp3VjHkaxZEBMR+cVq6jGzRwicC+hTHFUoD6iU3r3wty5GdF1lJzNFHLSVIG6Rkj3nP4TZHOaR1gbJ6iN2LuDVd2ik25XNkjz4JaB5i0Ajy58SmXr/d9Gv6KKTeQShZw4FKrAy6yTd0Ko/EGC5xI3k0xHv4fKHzPCHcxCfDPPmqeTfUulpHPliNRbRwmiBc3H4bRl0Z69rvc7mudxU3t1+oLi0BrhHUe0ccHyHg7yb+sBZgyALNJhEwi5+AskpXXPnMFu6RxAXDNXuZs4AP78ncPCoAfA5exg/g7gOJu1lobxDzdW37IB3rx4TfEerrByD48EYu52iju0XN1Le/A71w8JviPV1g7vLvEiK3bYuyI/2Of3d6QviXYLGDzk+32R0h9AcIdx+yKHp+yAoiAZp69afrrLJ9mG3Sk97IBuPYfau7D5CeK1Td7HWWiT7KNqnJ7144HsPtT2HyErtOYJYZMImETCJhEwirN51b7nIJ6x1FTpVzFHcRycrdJCPXO3eqN3wnCNrxHKRiLNkVm6YuHQFEBWSVSJ4vAKhDezPQxcltsulPLr7UMDJ2smMVHHI0OYHMxzk5achxDjzcefAc2R2NoMc3uiYD3xUHz6v3nrCBgNstYWzVqIkWraTjrRCvvA4ZNXngVaLSgRbo7+IQepnIYvvZE01QOUo9xHw56Wbrbky1rdKrQk1TRVlfC90clNMzLXuZkOEfONDJXMIIPNFzmlpO4DK7dppOz0qxHiry7c7HftNcbJFslcFUThAWNBNNq2spmyRlVWMg1SAjdnNgimZRMyRSIOSlEoFIoBQV8k8uXIFDpClk1fo4Pdp5rhz9O4lzqfaOA+Nxy58OSGuDiXxkglzmElnS+PG8cFYDnlNdSYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL5niZ1mjpFIeyqrZdNMe/bsc6RikHv9HYwhl3QSxwV0M82+JkrHO8QcCfgCtq2J81HLDFukfE5o8ZaQPhVU5imIYxDlEpyGEpimDsYpij2MUQH1AQEM+1zHskYJIyCxwBBHAg8COwr5PPY5jix4IeDgg8QRxC8c5LimETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEX1MmbmRetI9mkKzt86bs2qJfslXLpUiCCRfvqKnAA/hzi97Y2GR5wxoJPiHFd9NTzVdRHS042p5XtY0dbnEADyk4Vz9Srzap1mBrbTwijCxbOP8ZQ8PnqoIlK4cmD+/dOPEob/AFRxzTlXUOqqmSpf4T3E+LPAeQbl9BrHaobHZ6a0QY5unhYzPWQO+d43Oy49pXYct1lUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/wDJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6/9GUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwi8BUTBQiQqEBVQpzkTExQUORMSAochO/iMVMVSgYQDsHiDv8Q7kXnhEwiYRMImETCJhEwiYRadvMDly82p1ht/8POb3UL5CdNXilqPXdHfcem+hr+vx7U3PYbNX6pLSNruW9CVyaaqxR3UpIgki9OlGFFiVqmdF02ee9U6VzA73IGSri+lLrzmHrRXfMLtrmNS+dfD9/YoyT4ab2Ps1ptfdR6yK0qWfg9pXaGg0YO0HBqrHmSdElJA4OUlzE8lFdNu3BcTjxFYP6SPITd+4OevW11/tHaV0vlJ0ZyoplT0/V7LNOpOG1xWns5vhB3CVJkuYyURHOEYBkU6aYAUQap/3oYCqRuCah5CbvmfaNuUvGqV2lc3+gqp0969sWtajdTTpWiwl6c3TjmyXtcdAmN7o2m1WllfpmXKHjEjtUP2Q46U+58qrg5o635Abk9pZqupuPu5Jvj3I7A4GwMLs7c1Qj499f6Pp1lYrRYbgfXSsqk4YQt3s7yEYQbKTOkqaL+UzukyCokTs6VUY2d/Wsw8pS8kuhzv/hzuquc2OV3K3hpyI3tBcdeQ+reZGzg3ZZKhK3Buu+ib7ri6O4mIdwzhpDxkpI+5t0WpTuYwEV1XCDwStXBB327pUs+sNyq5H/piuCnTK4j7NeaL2fzbt1hf7L3rCNEHdx1npSlEI4nVKIDjsVrY5mOZTDkrpJRs6R+RyIoroi6MskKo0DGSqoOvnwM3nw/6clwsNA5z8v8Akjpa0XXV9W39rXmNtJDebhuoNwi5ql7O1jbXsFCzdFl2V5h2kfIxqRlmEg0lzKeFNRsQTiuTTkq4Dq/bo2vx86Gd323pHYFp1bs2ra14mErl5pkq4hbJDEndq6UrkyWPkmpirtwkoKWctFuw/PQXOUfQRweC4t8JTB3LszYEL0h9q7jibfOx+04npv3nZkZfWr9ZKzMdgMOMcpaWVvbShR89OdbWJIr0i4D4yuCgf446FQeFjtUE+MfUA2Ho/wBnqpvPzbs9Mbj2vUtAWy0KzN6k3km/u2w5HadjoWvG9plPNTfrxriySMW1dHIcFisimAg+IC46FUjvsKL+r+BHUg5F8EKdzth+p9zVQ5/7c1JC8kNYasr+14Cm8RUl7jDtr9QtPSGjV4JvSU2svWn7Vg6dO3CUc3kVSqLtzt0VCKlUkA4xuXLdcPU3JbbHRYV3hyM2XsXRW69QabpxeQPHrU1vrbrRu4L7aNq6fr0mtfGzBKcRmYiBlI08xApMpAvuCj0UlFFfCPceCNxtYHBWW9HLjRa9EcRNPXGx8n+QW/mW6eOfGO0QNN3PZYicqmkGTbWRZQanqRjGQ0UrC1xwla0mqibg7lUzaJZF8fdMRMCo471GT2dfkruLf3T52Ntfkhtm47Tstc5NbphD3K/TTyflo2m1muUKQaRZHjkVFyxcUDxyomkHcCiobsHrgI4b8BRB4GVjlJ10Ifc3NXcnOXmJxQ48qbht+tuL/HzhltVHRC0LUKglHqfVVse2R8HOu7zNOFZgiJwcpicJJo5UIdNmZs0ScVU4bu6VJ3psck+Tujuo7yh6RfKrdE/yZZa21lD7/wCMfIK9t2iezZvWckpUiSVI2JKtCApa5uNG6pAnIOQFyLiKkDCqZuszQbOxUIBG0FHK/wA/zi5TdebmLwW11zR3Fx4401/jjqjYVxHXki2UttVr41DSppOK0c5mkJKG1vfLvcLkmo5nyM3DhswK9BIPMWADOlV3BoPSuw6if8o+m11o+MXBFzzG5EcveKnNHTWzLWyY8srsXae09Y3PXdT2PaRdRN+XYR7tdso4oKKQJoJMWSrWWXIqzOu0buTOlNxbnpW0jlVwTCJhEwiYRMImETCJhEwiYRaCXX93zd+MvtIXBLdmuCQx7tT+no7bwB59ipJRbVxbpjnrSXD9Vgm5ag6cRrGxquG5VDCiLhMnmkUT8aZrG422nu9G631e13PIW7WycHvXNfjO/iW4PTgnGDvFxS1UtFOKmHHOtBxnhvBb86rK2rt7Zu8LnJbC23dp++3GWN/ZU3YHp3SyaAHOdJhHtigmxiIlqKhgQZtEkWqBR8KaZQ9MvKKhpLdTiloY2xQN4Bo+E9JJ6Sck9JXRPUT1UhmqHF8h6T/O4dg3L+hfxyde/cetDve/f3zTOr3Xf7vvFIg1e/wL8fH9wM8v3VuzdKlvVUSD/GVtujOaSI/9NvyQszZj1cJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwihDys2ks28vWcI5FMy6KL21LIn7H8hXsqwhhMA9ylWJ2XXD9kQUi9/CY5RmulrWHZuUw4HDPH0u+YeXsXnPlt1pJFjR9ufguaH1JB34O9kXlGHvHSCwcC4GCeTheaV5EOYhgMQRKYPUBD4hlVUEg5HFdyjr9ZotIEWsgsVMA7eETm7f8OdrZpGjAKyEV0rIW7LHEBcXK2iamBEXzxVUB+gTD29f8ecXSPfxK6ZqyoqPtjiV8cbMyMSsC7FyoioA9+5TCHqH8H38o17mnLeK64aiWB21GcFdhkNg2iTQ93dSS50+3h7CoYfT+PObp5HDBO5Xct1rZm7D3khdUReukFwcJLHKsA+LxgI9+/wB3v8c6wSDlWLZHtdtg98u5F2TbCtvdAlFwRAvhAvmG9A/jzt7olxjO5ZD03rtjY2zsrpzx86fqmWdLHVOYe4iYRH1H+HOouLjkrHySvldtPOSvnTUMkcpyD2MUe4CGUXAEg5HFco4nZNygDdZyc6RQ7AQTD2/i79s5F7iMHgu99TM9uy4nZXEZxXQvuZyLtgbxtVTJG+6URD/g7ZVri3guyOV8Ryw4KOJF26WBdZYx1QHuBhERHvguJOUfNI920498voXm5JyiDdZycyQB2AomN27fx5UvcRjoXN1TK9uy4nZXi0mZBkmKbdwdMhgEBAoiHfv93sIYD3N4KjKiWMYYcBfAssoucVFTCY5vURH45xJyupzi45PFerKLimETCJhEwiYRe5Nu4W9UUFlQ+6mkc/8A66UfuZ0S1VLAcTyRsP4TgPjIXfHTVEwzDG9w7Gk/EF5+5PO/h90c+Lv27eQr37/c7eDv3zr9MKAN2jPDs9e23Hxrn3FWZ2eZl2urZd9C7xWNX3W1OEk2MI7aNDmAFJOTRWYR6JB+yOCyyZTOPCA/YolUP976c1zrHlk5PNFUr5blcYJ61oOzT072zTuPQNljiI8+2lcxv4WdxnOl+S3W+q6lsVDQzRUhO+edroomjr2nAF+Paxh7uzG8Tj19r2I1/FCzY/2VIOvAeUlVSARd4qUPmkIUBN5DNERHy0wEe3cRETGERH5ycqPKnfeVC9933H7DaocinpmklkTTxJO7blfgbchAzgBoa0Bo90cnnJ3Z+T209x0P2W4y4M87hh0jhwAG/Zjbk7DMnGSSS4knv+awWwUwiYRMImETCJhEwiYRcBZpokBDO5Awl84pPKaEN/0x2qAlRL2/ZFIPc5g/vCjmWslsddrlHRjPNk5eepg8Lz8B2kLJ2e3uudwjpRnmycuPU0cfPwHaQooqKHWUUVVOZRRU5lFDmHuY5zmExzmH4iYxhERzfjGNjYI2ABjQAAOAA4BbuYxsbQxgAYBgAdAHALwzkuS9yKx0FCqkHsYogID98M7IpXQvEjPCC65I2ysLHcCvBq3g46aslniazW4i1XNvCtbjaoqCio+yW1tW0nqNdb2adaNUZSeQgUZJwRkV0qqVqVwoCQFA5u8jqtW3qsomW+aaQ0rM7LS4lrc8cDgM4GcccLBU+mbTS1bq6KJgqX42nBoBOOGTxOOheIiJhER9RH1HIySScnipAAAMDgvzKKq5WMhn8suRBogoqY5gKHhKI/HMjQWysuMwhpmFzj2KxrbjS0MZkncGgBVB9Q7rdcR+n65kdU0gEuVvLsXPyIy0vrqTI4rNJsjhQGbRptW7xyMk2jZRF6bwGr8Ym+nTrFKiukwKqRyHpnQHIVPVMZcr8eaptxwR3xHYDwHad3SMrz9rXlihp3OobL9kqOGQe9B7T0nsHwKNupOkFzT6kN+pnKTrlbIm2NII5RsWpun9q6WXq9Sq0W+AFWqN0+p6SctqQm6YHKm5bMnb+3vUDELIzTVZA7Yds3nVFm0HDHZtN0w59+AX4+HPFx8eGjoHVrS1aeuus5X3W+1B5lmTsZ/kNHiy49JUVKTUNa8pfagoPX2oKJUqZxo6X2t3cBUqJSIOPg6tU/0AYFw3cpsYmLQRjmDyN5c7aOosqJTLuDt/GqYVjCYsg1DdZLZoCa5VJxVTw788cyDh7zKwlktzK/WsVBAM08MuN3Uw/WW1rLORdyDpcR7+Yscf4zDnzquM5qa2SY9LivdNBCKekZEOhoXHZYq8TCJhEwiYRdcn6fVrURMljr8TM+SHZFSQYoLroAI9xKg4MTz0SmH4gUwAP05l7Xf73ZHF1oqp6fa4hj3NB8bQdk+UFWtRRUlWMVMbH44ZAJHiPELrs9qbX1hgk687rMY1YNiHLHni2qEc8jTKCJjKsXLdIp0znUHxnA3jIqb1UKb6cta9c6qtNzN1grJn1LyNsSOMjJAOh7XHBAG4EYLR4Jaraos9tqacUz4mCMcNkBpb4iPh6D05UPbhxTt8YsqvT3zOysO4mSaOlUYuYTL8QTN7wYka48IenjBZITD+wD4Bv6wct9hrGNiv8UlHVdLmgyRHt73MjfFsOx7YqFVukK2JxdRObLH1HvXfD3p8eR4ljoa9vmmEEyLPYsS2ah3MaLXmFWKJCB3ETmjFl2YIgAevcfB2yWi68mOoXYkktM8r+iRsQeSeoSAPz4t6xvc2oaEd62pY0e1LsD3pIwsv6i5KTCUo0r2xHSb6OeKkbNrEomi3dxq6ggRIJMUSJIuWJjCAGVEoKpd/EYxi9/DAdecj9A+ikuuk2GKrjaXOgBLmyAbzzeSS1/U0EtdwaGnjmbNqicStprkdqJxwH8C0/hY3EdvEcTnonaA9/UPUB9QEPpzzMtgplEXubuF2qybhssoguiYDpLJHEihDB8BKYvYQzrlhinjdDO0PicMEEZBHiXXLFHNGYpmh0bhggjIIXaZXlDr+gR6iew5gqEwggCjVhFIe/wAtKh6eEoRrcQBkqoHqCixkWxuw/PKPYBj1HyI6q1TWNfpGnLre52HPldsRRf2jvDA9qwPkG7vSN41VqOx01tmD6ORuw8/aye+b29Zb49/j4iOr3qOwRJHyo/VUs6ifM7A9e2tmwkfK7/Z/JaEHItgU8P7H3zt3/ZfTm2af0IFzdSbdXfIGV+PAZSvfHnq5wzRux2815OhRvme3epm6f3dRN2QasvT3ypXTEUk5mAkiJt5qGVWAwpe9tk1Vk1Wq/gN5S6R1EVPCIeIDlOQvnblA5NdT8m9zbQagjaYJcmGeMl0MwHHZcQCHNyNpjg17cg4LS1x63NLTvWXsgC4phEwioRtQG3VyqkWShzOGlr2qlAlUKYRMFcYyyMIksAh3EAQr0eB/T4AX0z6lWMt5OOQ2GpaAyooLGZ8fjD4jMR5Z3keVXQ72PyK+U7NmozPHqNWyjBRsZmoyUQTO0O0Ml5Jmp2xiiiduZEfAJBASiX07ds+XbaioZUCrY94qg/bDwSHB+c7QdxDs785znfxVqqE7ZFMaRymdRdMT9waQO3IssG2bmN4GJ059ksmyQ/ZAg1cHFIhREexCgA9/p+pNirqnUvIgyu1EedqKqwSGZzuLwYHgvd+E5oDid3fHIx0XQ3s39Sv1z5YK1TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIqy7+McN2tQxJiHYGnJEyBkhAUhEzg4rCiIdyih54m8Ah80S9u3p2z7A8mAuo5O7K29hzbmLbAHh25wwwBm2Dv29jZ2879rOd+V8xOUE2464uptJabea6YtLfB3vO1s43bO1tbON2zjG7C6hk6UOTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKQXGeqfVLtKMdrJ+NlV2y9hX8QfMFy3EjaMKBvgCpJFymsUPiIIj9z0wOpKrua1uY3w5SGDxHe74AR5VtPkesnpvrSGeQZp6Jjp3dW03DY/KJHNcPySrSM1gvZ6YRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItTf2xv7WTov8O3WX5P8AyezYfJr7Oy/ojv3kSjWqvY9n54fJev/SlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMItdz2hzYF51bqvixetb26xUW5V/dc+7hrPVZd9BzUcuFJeFMLaQj1kHBU1kxEiiYmFNVMwkOUxREB7IxnOVxcoucG/aGnrP5I15zjgzSDYPIYt99UWHIV+iX5pPethUKMSIi9KHcTKvoJNNQpSlKEaqYTKZV0ftVQO61tFa02jrnclOidg6qu1a2BSpxLzYyyVWWaS8W4EoF85sdZqocWr9oY3gXbLAm4bqAJFSEOAlDqIxxXNd8wiYRMImETCJhEwi1meY/JKyVPmRuTS/VG6ZjblTwedxMdKcPt76Z4kSfIKXhzvUEHM7XNgyryYsitbsoqrLNANGowz5NdgCxW6zN2RylRcwN24711LoL8Wti615Y8+uRWueO25uGnAHdA02N47ceN6IzleukrOw4tlZPYI0KxSktOVyMSKk/O1O6OZP3WdSZtF3SLIx0wRx3DrXS9QbK2b0j+qd1MpPenFzlDtXRPPTYVL3VpTcPHDTFi3HFGmY53epV5SJhnXRBZlMlcbIcMFEDCDxJxFpq+QZo9Rcg4FPCAx0LtvT7rfLXZftAHK7mTujifvLj3p7b/AARTg9Vutl0iXZsYuJYXzjLH1KoW63sWz2hxu3rDC0t/PyFYbyrx/DFWVbLd1GjjwOlDjZwFwPLVjy90j7QdB8y9UcQeQG+9DUThZD1TbUlrfXc+7JYau+lrA2scHqyyyLNjSbrtWpvpiMm06wnJJyMo0j3DdACrGIIOlBjZwup8zthbV65nIrhbxg0RxZ5Qat4taK5AV3kTyf3tyM0/P6ah231GoOo1nTKi1sPdeRsa1dmJdmkh3F0tISKJ/dyMmjl0Dig70Z6VLDrT6C5D0fk/wB6p3GfUNq5ATHDG1WOu7t07QWC8xsOxaZupfd5CXpcIzScPpR1FRUtOs3BW6LpZBSTauhRFq3dqEHrVGkYLSoW9ZrlnvHqe9Pq2ag4Q8Fub1hhSWrWty3FP7C44XenySUXDW2LLE651pTUm0xa9nX0tses5KXUh2zmLhYSKcrLuR85IAHeqtGyd5VtfU84rba5b9F/ZXHPVleer7gmtHaMm67SpVAYealJ/VNl1lsqRpJ2kr7maOs0u1pjiOboORR8EiqmRUSB4hB0KgOHZVa1h6hG9uSnSru/C3TnT35yN+W7nhpOaC2fE3XQVlpesqIEPqR1SNmTaF3mPLdT8pN19hIBU4BgwXsMxLuWrIjQhxOcpVxg5yMKQvHzgltjkH7N1VeDtsqlk1Juy1cfLJGR9P2jATdEnYDYla3HO7JocRcYWwsGM3XGcvOwUcVc67YDpMnPnAQ5fCBnQhOH56FgHSPVR5TaG6ftF4ZMunlzfR6kunNLwnGzX1eDjvMz+nX1rpFdba9oO4XmyCuTViSoTOFjmkvIKdhZuXKKqRFhYnB+DPnQgZzkYU6+orpPmZu7oSbj1PsuFbbb5o2TRlBndhVjVsI1BKYu0DsilbEt9YpMFCealNu67Bw7lk1SYlUVll2YC3IdRchDOhUGNrsWb+jvyrieQXEbVmtSaY5D6cuHGTSWgdSbDZb31RLa1Zy1thNfErEmNAeyjhQ1siWb2mLKKrFSQOii7a+ammoqZMgI4YKiH7OBoLaupenTs3WXILUGytRz1j5P7wfq0za9FtWurHI1GyVmgRzeXQhLZFw8srCyxW7hNB0RIUVTJHAhxEhuwI499uURenhuDbHQurG5OCHLTirys2RqmE3NdNhcZeS/HLTExuaibGoVuTjQSr9jGtLJnql0RWiweGaLCZUir1dFUiKTdu4eOCqe+3hSa6a+kuQnJvqdco+rzvbRt+4z65uWpoXjvxY09uCKCubekKQyPT1ZbY94qZlDPamq9Cnidu2cCIKGm1yJGWQaIu3LtVDuGyu4cdNL7ihPaNOoBvCa1NsuI0tc+G2pqvT9vylEtMfq612aNj+OZJGu1q/u4pGqTs6wPBvQWaNXarhIWa4GIHlKeF0qpPeAdK/eYml9xWfr/APSg3LWtT7LsOoNc6b5HRewdrQdEtMtraiSc5rLdDCEjrleWEU4q9YfTD6VaotUXzpBRwq5SImBjKEAXSqDwStg7KrimETCJhEwiYRMImETCJhEwi/nz+0a6tv8Auf2hrhLrnV9Yf3K8TfT0K+h61FmbBJSiNXtHOq2TKbBN0u3I7eIQMG6WTbkMK7k6YJIkUWOQhuiprKa3wmrrHiOnaQC48BtENGcdGSBngOJwMkdkUEtS8QwNLpSDgDicDJ+AHx9CrBmYWYrktJQFhiZOBnYZ64jZeFmWDqLloqRZqmRdsJKOfJIPGL1qsQSKJKkIchgEBABDtl7HJHKwSxODo3DIIIIIPAgjcR2roc1zHFjwQ4HBB3EL+iBxBdg/4mcXnwD4ge8dtJuwN90HOtaysA/E3xA/3Rzy5fW7N7rG9VVKP2jlty3nNBAeuFnyQu2yvIDQ8DbJChTm7NRw16iDtEpWlyuyKbHWyMVfsm0kxTkK48mUZhkd7HPEXCQKIlFRFUhy9ymKI9DLZcpIBUx087qZ2cPEbi04ODhwGDggg7+IXY6rpWyGJ0sYlHEFwyPJnKymzeNJBsi9YOmz5m5TBVu7ZrpOWzhI3wURXRMdJVMe3oJREMs3Nc07LgQ4dBXeCCMjeF9OcUTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuMmpZnAw8pNyB/LYxEe7knZ/TuDdkgo4V8ID28RxImIFD6REAzthifPM2GPw3uAHjJwrS4V0FsoJrjVHFNBE6Rx/BY0uPlwN3WVTHZZ57aJ+YsUibxPZmQdSC4dxEqYuFTHIgn39QRbpiCZA+ghQD6M3FTQMpYGU8fgMaAPJ0+Xivn1d7nU3m6VF1qzmoqJXPPZtHIA7GjDR1ABcJncsamETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWQqDraf2A8OnHFIzjGxylfzDkphatxEAN5KJC9jO3YkHuCZRAADsJzFAQEdW8p3K3pnkvoGy3Uunu8zSYaWMjnJMbtpxORHEDuL3A5OQxryCBsTk/wCTS/8AKFWujtwENsiIEtQ8HYZnfstA3ySY3hgIxuL3NBBMuq7oegwiaZnrFWwPSgAncyyxxRE/7Ly49uZJoCYj8AUBUwB+yH6fC+qvRLcpuopXNt9Sy128ndHTNG3jo2pnh0m11lhjB9qOj19pzkE0BY42urYH3GtA3vncdnPTiJhbHs9QeHke2PTk1lXK9GgUsdBQzAC9vCDOMZNu3b/sKJB75p646s1Td3F11uVfUuPHnaiWT5TytoUOm9O2wBtuoKKnA4c3DGz5LQuZAAAAAAAAAOwAHoAAH0B97I+SScnisyAAMDgv3CqmETCJhEwiYRMImETCJhEwiYRRtv8AZgnZP3Vqp4o2NMdJESj81w4+xXc+noYncPCQfX5odw+yHN0aSsnpVQ8/OMVswBd1tb9y3x9Lu04+5C25pez+ltHz0wxVzAE9bW9DfH0nt3dC6DksUnTCJhEwiYReRe3iDv8ADvnJvhDPBUdw3cVVp1JNAdVnlDJ03SfEDkHpfjdxXuiBIvdF/jpS3Q3IBq0O3VPPEev2Uaqo6qTxAgN2UfXH0Y9fOFDIyTkjFQ50/T/JXqPk/wBO2p1bdmSPvbd7QWtLOzZ6ndJLsgfc79x888o9i1tfbi2ktjmNtLtxwXB/btbt7egBu8/dbuGK6l7OP0pK9x8No24VLZN/2O+OnIzPKb6uJStbYSsfux0FHVVg2Sr/AFvB1hE66goRD2Il0xKYpnazxwkm5Lmqv0REjLp9giZ3EDjZO/d2ncc9u75liKbkNY63/ZpH91kZyN2/sG8Y7N/jUP5rj91nehzS7NuTiHyQqvOrgRqCFkLbbdLb7OVKZ1Zr6CQUfSblrWZ6yNpGDiYFgBvCpRrEn7048ThxBeWHgDaun9TaN5RNmQwtbc27+AJz2Hp8Th5Vri92DVOhi5glc63u7SN3aOjxtPk6FwHss2vrHbapz9567DOaWuu79sxur2ljXTEjh5MIne7i3G5BQ/iOqlPTmwK6obsPhKozEBEw/Yxfl+vDbfp6G2RHBflxHYBst/7lI+Ra1urb5LcJBkNwM9pOXfMtn4w9xEfuiI/x54YJycr2CBgYXjlFVfuVRR65l8q9S8DeMF95Q7rXOrCVoiMNTKazeN2Vg2fsWXScfUvQK2dwm4Ar2VUbKrOnAIrFjoxs5eKJnTbnKO0+Tvk3rda1oib3lNxc8jIa3pPRnsGRk7lrfXOvKPSdKZD39Rwa0HBcegdnad+BvX7xE5N1zmfxp1xybqestk6nrmyG8gvD1jaLGIZTjlvFvFI1xOw6kPKSaMrUJJ+3WCMfqFaKPm6fne7ppnIJrLlG0WzRV3NsbNHMWgHLM9PQQQMOA4gZAzx6rzQuq36stguBifECSMOx0dII4t6juzjgpB5rhTxMImETCJhFAblHrZrCSDK9wzUjdnNuTMZ1BAgERTmBTOu3flIUPCQZJFNQFewAHmpeIe5lBEfUPIrq+a40smmbg8vqKZm3CSckxZAczPTzZLdnidl2NwYFrvVlrZBI24QDDJDh4HDa4g/rDOe0dZWf+Ot4NcdftWj1fzpirqFhXonN4llmhE/HEuz9+5hBRmHlCYRETqIHEfjmruVnTbbBqp89O3ZoK0c8zHAOJxK0eJ/fYG4Ne0KR6arzW24MkOZ4u9PWR9yfNu7SCs2ScnHwzB1KSr1tHx7JIyzp47VIiggmX4mOocQDuIiAAHxMYQAAERAM1zR0dXcKllFQxvlq5HYaxoJcT2AfD0AbzuWdlljgjMszg2NoySdwCgbtDk3NzS7mH1+daEhwMZE034PBNSQfYio08QCMS3P+x8Ie8iHYfEmIiQPTui+Ru3W6Nlw1SG1Nw4iHOYY+x3urh05+x8Rh25x17dtVTzuMFuzHBw2vuneL2o/xdo4LqdH497AvixZedFWuRbw/vC0nOFWXl33mD4jLN41RQjtY6vi8XmODIlOA9ymN8BzmpOVbS2mIzQWzZq62MbIjhwImY3YdIAWgDhssDyOBDeizoNN3G4HnqjMUTt+07e49obx8px5VPGp8SuOkrU1YN+WcRtqzYyX1Sv7C6QfIPBL813GskTNK6uh4/UEFmyigF7lEw+hx8u3/AJd+V6gvzbnSmmdYGvz3OyBpYWe1keQ6oacfdska0neAPAFtd9PXC3Sl0DXS0fQ5oyR2OA3jx8D8AgmmpsLiRusPXxvoNcvj8BlEoi6VF8p37lH54GYyjdLuA/PM1dp/9VR9PTj2aT5e+TfhilqW7s4MtHVMHkw+Jx38BLE72km/BEB7cHj8RV41BvVe2TUoa51d2DuImmpV0wMJQcM3BfmO458mUxwRfMHBTJKk7iAGL3ARKICPzP1Vpi7aOv1Tp29x83X0z9k8dl7eLZGE4yx7cOad247wCCBakEHBXccjyout3GeTq1RtNmVEpU67XZqcOJ+3h8MVGuXwgPf0EB8j4fTmY09a33y/0NljyX1dXDCMf9WRrP8AuVRvOFS5wkgj2LkNAyCwGXCuxNksrox/neI4x6kOisoI+viI/m0jgP8AfgGfRj0Sd0baeSaqpI8NNXPT07cbt22JSB42QuHiyriQ4Yrx8+Z6tlQ5NiBeZLoXv9qDkYkZXx/D3X9ERIS9/h833bt/iz6h20F3oeWCm8P1IHGPbdwH4dpXQ+1+RXx58vFaphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIos7u225jl3dKrSxkHIJglOSqZuyqALpgcY5icPVNUUjh5yofOJ38BexgEQ9n+h25DaS608HKFq5gkoy/ao6Zw71+w4jn5geLdoHmozudjbdlhaHeVeXDleqbdPNonTLyyqDdmqnB75u0M8zEeh2yRzjxvbnYbhwcRELPdi8ephEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwisR4hVkI+nTtoWT8K9hlis2xxD7KOhUzEKchh+AKSDtcpgD4+UH3A7a/1bU85WMpR4MbMnxu/wAgPOvVvIPZ+5bBU3qQfZaufYaf+nCMZHje54P5I8kuciS3qmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/wAns2Hya+zsv6I795Eo1qr2PZ+eHyXr/9OUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwi1rfaWP9L/AMcP9uKwf5FO87I+JXBy06QDv6B6iPoAB9Odq4rY76QXAXqPxlxht11G/wBj4laflFWL6Z+q+MVlHW2IZMQUI0b6Ylzt2coxeNDiVvLyxWPu6S/vEeosYBDOtzm8OJXIArcrKBgKUDGAxgKAGMAeEDGAPUwF7j4QEfo7+mdS5rywiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFpv89f7sE6Vv4AF8/wAk+pHkT1z/AFWqv7P99Gszp/2Xh/W+Q5XrcoOC3Gjl3FKt9wa9YL2crQrSL2TWwQr+x4UiRFCtiNbM3bqKSTJp5xjJsZJN9Hgcwm8gTdhDS1n1Hd7G/NDKeZzkxu76M/q9BPW3Du1TuutdFcG4qGDb6HDc4eX5jkdizvp7XTPT+pdYamjpN3NR2sNfU7XsfLv0kUH0mwptej66yfPEW/6wk5cto4pzlJ8wDCIB6dsxtdVOrq2ateA180rnkDgC9xcQOzerunhFPTspwchjA3PXgY+ZQy3v0sOGnIu/WjaWxaHYzbCuSzJxYLPCbBuMau8Xj4pjCslSRSks7rzT3eMjUEgKkzIQQT7iUTCYRz9t1lf7VTMo6WVncsedlpYw4ySTvwHHeTxKxtVY7dWSunma7nncSHHqxwzjh2KIb3oxyWpV17Dwv5i710XYSHF2lDzssWcrEm4L6kYyJqoFNP8AJyhgADe+NJcOwfOTU+jON18ytHNX+gpqmLhkDDh2ja29/iLfGFjzpw0527bUSxP6icg+bHwgq6ikxM/A02qQlrsq9ztERXIWMsdvdMY+McWidYxrZtLWBaNiWrKMjzy79NRwKDdFNJLzPCUoAAZr+ofFJO+SFgjhc8lrck7IJ3Nyck4G7JOVJImvZG1sjtp4aATwyek4G7euShp6DsbI0jXpmKno8j2RjTv4aRZyjIkjDv3EVLsDOmKy6BXsXJs1mzlITeNBwkdM4FOUQDjJHJE7Yla5rsA4IIOCMg7+gggjrByuTXteMsIIzjdv3jcfMdy5XOtVTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwijDyttYweukoFBXwPLbJJMjFAfCf5LjhI/fnKPx7C4K3SMH0kVEB9PQZNpal5+4Gdw7yJuf1juHwZPkWm+W69+lulG2yJ2J66YM7ebjw9599zbT1hx8taebHXkFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIva3QVdLotkC+NZwqmgiQPidVU4JplD/ZGMAZ0VVTDR00lXUHZp4o3PceprQXOPkAJXdTwS1U7KaAbU0jw1o63OOAPKSrParXWVUgIyBYEIVFg2TTUUKXwmdOhKBnTtX6RVcriY4/c79g7AAAHxz1pqu4621PWalubnGepmLmtJyI4wcRxN6mxsw0deMnJJJ+oulNOUOk9P0thoGgQ08QBIGC9+Mvkd1ue7Lj1ZwMAADsORdSFeZUzn+xKY38AZ3R088v2tjneILiXtb4RAX4Yhi+hiiX+EO2cXxSx7pGkHtCqHNdwOV451qqYRMImETCJhEwiYRMImETCLF+xrV8mNBhWKvZ++T/sk5B+c1Zn7gIdw+xWch3APpAncfTuUcnOjbD3bUemVU3/AISJ3eg/dvHzN4nrOB0EKZaTsvdk/phUj/hYz3oP3Tx8zePacDoIUf8ANtraKYRMImETCJhEwi9gKKAHYDmAPudxzkHuAwCcLiWMJyQMrw7j8e/rlFyUCurJrTkfvXpq8kdF8VqkN32rs9pTIRzAI2GErso4okbd4G0XhKFcWGQi4uQkpKDgDsPczLkVcoPFCogdXwENv3kKvlos19527zCGHZcATkjaIwM4zgb+PAY39mleWKz3O62fm7ZEZZdoZAxnAOTjOMndw8y9XSQ45zPEjpj8XtL22uyFV2S/gp7aO04KYYrRc9GXTZ9kk7V8j2GMXTScx87V6w8jYhygqUqyJ4/wHADlEAcueq6a/wB9dBQSNlpIcMa5py044kEbiCckEbiCnI9puezWcS1rDHUy9+Q4YIzwBB3ggYBHWp9ZoJbqX5lEXIoGhoyOmrRapiMrVPqcPJ2a12aceIRsJXa5BMl5SbnJiSdHSaR8XFRrVVddZUxU0kkzGMIAAjkn0tp6r1DdI6OmaXFzgN3aVHtR3ymsdvkqqhwaGtJ3rUDap232kzqUnfOSWSr9KnhG+8CCJvf4Q18bOnoGIiPYUHCOy+QTqEA64l8pat1BmBfEV8Qgvvc7jaeSTRmBsemLmdnfPx8lmfKfHu8egXLlM1Vk7XcLXe9Zn5TvgHi37frv5JZM4qvVqIjK7VazFR1erFchGTeMhYCvwjNGNhoWHjWaaLSPi4uObJoN0EiFTSSIUpQAAAA8K6nv9TqC6SVtQ4uc5xOT2r2Jp6y09lt8dJA0Na1oHwLjcjaz6YRMImETCLqN8qLO9VOaq7wwJFk2olbuRL4xZvkTlXYuwL6CIIOkiiYAEBOTuXv2Ecz2mb9UaavtPeqcZML++bnG2wjZe39ZpIB34OD0KyuFGy4UclI/cHjceojeD5D8G5VnJOtnaPsEg3bne1qRXIZmuqZm3eRso2TU8SS7UX7VwwepAYBMmqUonJ3MHzRE5c9jPh0Zyk2uKWUR1lI07YAe5kkbiMFrthzXsPQ5pODgHfhpWrQ+62Gpc1u1FIdxOAWuHWMgg9h4jzhfaDDc+4HKPmpWiyoioBklnfmNIBsce4CoRRX3SEam8Ij9h4TCHwAfhlsank80DC4MNFRyY3huHTuHUQNqZ3lyB2Lnzd8vThkSyt6zuYPiaFMLUHHyJovkztl90nbX81RDsQVYuEMHqHuBFiFFy9AfUXByFEnwTKXsJj6C17yq12ptq22fnKax8Hb8STflkHvWf9ME54vJ3Bs1sunIbfioqsSVnR7VvizxP4R8mOJkhmoVJ0wiw3ufVLXZ9fIm3Mk1ssQVVaCfKeiZ/M7GXjHZgARBm8EgdjdhFJQAOHcPGU2weTzXE2jLqXShz7PUECZg4jHCRv4bM8Pum5ad+yW4O+WaO60/eYbVs8F3X+Cew/Ad/WDCSibU2rx+nJCIZLSUWkZyB5qqyCztBi6WKAJlepFQWTBNwdEgAm5SExFSAXv5hAKAejdT6H0Pyq22KvqWQzvDMQ1LA1z2g79glwOWgnvo3YLTnGy4krW0bpLZUmOqgjeRucyRoPmPEdhBwe0KXVe57FKVIJqPsbJQQAFCoFiZ5qA/SIrOhjHng/2JPFmhLt6FwOLjbpKORvRnnYHeZvOMz4zhZYVml6gYqaN8T+tjtw/xN+SV47t5mV666msdNrxVlpu0ItotVyDF5HFYxh3KS0oZcjnzEVju2aJm4AmoPbzu/bsGOTf0O1003ruj1FdS1ttonOlDS9khfIGkR7JbggMeRJlzfuMZyViq+msrAJbbLK52d7Ht4Dr2t3DqwfGuY6dVOEhdg35wUhRWLH1SK+cXzTJJn+VZpTyxHx+QKvuRSm7eExyHDv3KIBjfRdah2jadLQ5w0yVUvVkjmoRnhtY54kcQC08CM4mZkgY15aebJODjcSOgHhkdKs/zxUrZUVctYd7Q+SdllWhRRGQewN3hlTAIAc7hs1WWWAPTuBJ1i5L6D6+D7vw+nPINcKbVHI7R0M52uajno5R1BrnADywPjPlVzGcsV3NYn2NrrkDZ4w4Hj7DDxs0yMBgN/Y0mzReJFMIfsyEWADB6CBgEB9c+bN6tVTYrxVWWtGKukqJIX/lRvLD5CRkdityMHC5zMYqJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRV3bpjyR2yrKmmIiRys0kA7j3EDv2DVyuH8AOFD9vvds+qnofLpJdeSK0SygCSGOWDd1QzSRs/wNbntyvnRy129lu5TLnHH4Er45fLLEx7v8ZdjswsW5udaqTCJhEwiYRMImETCJhF5+Wp27+A/b7vhHt/wZVVwepeGUReQFMb7EpjfwAI/8GVTBPBfglMX7IBD+EBD/AIcJgjivzKKiYRMIv0AEfQAER+8HfKqq8/JV/wCpKf8Aqhv/ADmMFV2XdRX4KageopnAPvkMH/CGE2T1FeGUXFMImETCJhEwiYRMIridUQRa3relxBSAmdCvsHDkoB2AHsil8pP/AOHu9dqev05qK6z903GaboMhA8Q3D4AF750RbW2jSNuoAMObSsc78uQc4/8Axucsg5j1KUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//9SUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwipo6xvCbdnOam8eNaaYZwSasLtGanbhaLRLpRNeqFeVq6zAJWQBMjqXkTKO1ippNmDV04UOPcSlTKdQnNhAzlcXDK53g50aOL3D75HuVgj0t67uY+Q6DYV5imwwlbkk/CfzaBR1FH0XAKIKkKZJ86O/lEzgJknKJTCmFHPJ8SqGgK3rOKqmETCJhEwiYRMImEXQtkbU1fpysOLtt7ZFC1XTGiyTd1bdkXCvUesNnCwHMig4nrPIxcUisqVIwlKZUDGAo9g9B7EXX9R8gdDcgIp9O6H3bqLdkJGLJN5KY1Hsmm7Iio9dcDmRQfSFNmplo0WWKmYSlUOUxgKPb4D2JgjiqRPaEudOxuNnG/V+ruM3IGr6e3lvHkzq3S9xs8XP19bYurNZ3GuW+dlba2iVHnyxVyLuomNIMqJEDIsnCnkLJKqpLEoVyaMnfwVjfTk0g60NoybqzjnLsvqAFlthythS3PtC/MdjTEKK1cqsU7oMVPsbBZiowMY/iVZFJoo7UVbqyigD3ASiNVQnPYp8qqpIJKLrqJooopnVWWVOVNJJJMonUUUUOIETTTIAiYwiAAAYVFG6ocz+Hmwb0GrqFyw41XfZgujsQ11UN66ust6F6mJiqNAqMNaXs+LpMxBAyfu/jAQHuGEwVIOZmYeuxMlP2CVjYKChmLqUmJqZfNYyJiY1iidw9kZKReqoM2LFm3TMoqsqciaZCiYwgACIEWBrtzA4la1+pL9EblHx0oH1fs05GifVtu3WlV+raPVWO3SfVL5dszD6pGarhIyZVWfnEMcolAe4CAFXBUgWL5lJsmklGvGshHSDVB6wfsXCTtk9ZOkiLtXbR0gdRBy1coKFOmoQxiHIYBARAQHCosD7T5acVtGWGOqO7OTHH3T1rmEkV4isbT3NrnX1hlEHBjEbrR0LbbJEST5Jc5BAhkkjFMID279sJgrOkZKRs3GsJiGkWMvESrNtIRcrGO27+NkmDxEjho+YPmqirV4zdIKFOmqmYxDkMAlEQEBwi8379jFMXspKPWkbGRrRy/kZF+5RZsWDFmidw7evXbg6bdq0at0zHUUOYpCEKJjCAAIgRR/u3MHiVrWvVq3bG5R8dKBVLmZ8Sn2e7bt1pVa9azxj9WKki1qanbOwjZ00fKIHbLg1VVFJwQyZ+xwEAJgrOFbs1cuUDE2qoWCEtVYnmSMlBWOtyrCcgZqOcl8beQiZiMXdR8iyXL6kVRUOmcPgI4RUWdI3kfvTdfNvrT0Da+z7Ve6ZoTl5F0jTdcsD0rqM13U1rLu9orA1tEqSYtI87avsiCQRN81sT19PWgXJwAAVv24OTfG3j0MUG/eQej9HjOlMeEDcG2KFrQZghFPJOaKC6T8KMgUivzRFHxgBvT45VccE8F3yp7J13fac22JRb9S7pr94zcyDS81O0wdjpzqPZAoLx82s0O+eQi7NoCJ/NVKuJE/APiEOw9iKrXTPWH0Bt7nnyZ4bjK6vqVQ4+VPXUtA76ld5Utet7msl/ja7Knr1IjfIZxghXk50W6p0ZZ+uu6ROXyUQJ86mVXZOMq1S7Xqka1rMrddjXKq0CmwSJXM3bbtYYiq1mHbmOVIq8rPTrxhFR6JlTlKBllSFEwgHfuIZVUXRNQcjOPfIRnJyGg976a3gwhFEkZl9qDaFI2UziFV/H5CUm5pk5NIsFFvLN4CqmIJvCPb4D2Jgjisy4RMImETCJhEwiYRMImETCLR+6uUxKQPtVXTZloWQdxcm16f9gBs/YrnbO0AcN+oW1X8ldMSqJio3XOQRAQHwmHMVe4Yp7XLFM0OjOzkEZBw9pG7xhRvV9fW2zTtRXW6V8NYzY2XsJa5u1IxpwRvGWkjd0FWxfom7IE/mfogXbx9+/i+qqd7/wDs98MgXpbbsY7nhx+Q36Fon1Y6u2tr00uO1+kzfXXa4bf23IQ5DI3KQfJlEPEhMptZgigB+xOo/QXdFAfukUKb7+Ws1htMw76FrT1ty34sD4Fm7fyoa6tzgY7hLKwdEobKD4y9pd5nA9qkJTeYAGOk1vlcKmUwlKaXrhjiUn0eNaIerHOJfpMZNwI/3qY+gZH6zSOAXUMm/wBq/wCsB8Y8q2pp/l6y5sGpqQAe6wZ3dpieSe0lr/E3oUwKxbq1c44srWJhnMMh8IHO2UHzm6hg7gi8aqAm6ZL9g7+BUhDdvXt29ciVTSVNHJzVSwsf29PiPAjtGVvmzX20agpBW2aojqKfpLTvaep7ThzD2OAPYudct0nbddqsBxRcoqt1QTVVQUFJYhk1ATXQOkuifwmHschinKPqAgIAIW4JaQ4cQssRkYWuNca3tnox7yV2Vr9C27L6fu27AmN6pguV5iT1PPySxUSOW7l6sYEZVsXwhHSC5005psQI9+p70m1eDtaCWi19bu5KnYh1PA3vHcBI0eLoP3TRnYPftGyS1Q6Rk+nKrnotp9pkPfDiWH6eo9I3Hfgq/nU+29cbyokFsvVNtiLrSrE2K4jpmIX8whT+EouI+QbHBN5FS7A5vLcs3KaTlsqAkUIUwCGazraGrt1S6krWOjqGHeD8Y6CD0EZBHBSunqIaqITQODoz0j+dx6wd4WRstF3Km/m11kdEcavlei6lGO3puRr57NZlDSIDrqnyBPEkYLXamJlCyr5mt/bIyLMor4kzpOHDM/YRnuntB3K7bNTXZpqA78kd+4fgtPAH2zvGA4KPXLUVLRZip8S1PZ4I8Z6fEPKQuX6PXKDcHK7Uu79ibps4WOyJbucMYxs1ZtoyFrdfPSKi4ZV+vxbUhSMopo4MsYvjMquqoc6iyiipjnN166s9DZa2npbezYi7nyd+S5227LnE8Sd3UOgADcq6erqivp5Zql2X87u6gNkbgOpW85BlIEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKsXlFcC2XZCsS1V8xhUWhYYvhN3TNJqH96llC/cUTVORuf8A1Tf+PZemKPua3CVw+yTHa8nBv0+VeOeWa/tu+rnUMLs0tBGIt3DnD30p8YJDD2sUb8kS1GmETCJhEwiYRMImEUVedPOHVXTn0jSd7bf19eti1y77OZauYxNAXgEJVpLPatZ7WSQdHsT+OaCxKzqyqYgQ4qeYoX07dxDKUFD3WTk4AU30rpj0+c7acGtaM7/HhVgQXtO3T1mJdjHWHj3ykqES7XSQdWFu01hZAiyqmAgvXMSheox24ZtxN41QQMov4AHy01D9iDknWQY71wyppNyawlh5qUbfaD/mr26rbNfbS13Rtx6htsbfNV7MgGlnpFviPeCspiIeCcgCZu7RbPo6QYukVGzxm5SRdsnaKqC6aayZyFwVRTvp3ljuIWrbzaJ7RVOp5hggr7stlhlz9ei/lR2smJDKFbtl3RyE7eM5G6R1jFL37ABjFIIB3Ht3ztijMjw0K/t1IaypbCOkqG3BHmjrjqHcerNyH1ZRbnr6uVXbk/p95DXleEcSzqar1NoVzcybc8C9fswjlmWwG6RAMcFfMRU7l8IlEb2uojSEAkHIypFqbTLrA5rC4P2m7WRkdJGN/iUi9gXKJ1Tp3de7bBFyM3X9H6j2RuCehogzYktLQus6bM3WUjIs7xRFoSRfsYU6SAqnIkCpy+IwF7iFtTQ8/KIx0nCw9kthutaykBA23BuerJxlYy4p8i6bzK4v605U6+qtkpdR2a6ubWLrttUjFp5iak3ixUR+Z6rDuXkeYruQriqyXgUMIJHL4uxu4B21tIaWTYJBV9qSwusVUaYuDsAbx2gH51mzLFRhMImETCLttBRK4vFPROHiIezQfjL8fEQJJsY5R+8JQHIPym1DqXk5v07DiRtnrMHqJp5AD5CVLtAQNqNc2aF+9jrpS57RzzCR5lZtnx8X0+X2x7Qz10kgUO4nMAfxj2zN6ftMt6ukVBEMue4DzlW1XUNpoHSu4ALSk6i/tMe94vdl01RwKa0Omat15YJOrE3JZatHX23bNlIR4rHyVhgI6w++VGvUd27QOEamowdv3bYpHSiyAre6IfU/k89Dno2w2aF9/pxVXV8YLwSQ1hIzs97gkjpOcZ3AbsnSN21bcKqocKV+xADu6z271Lvo3e0A37lxuuv8SuZcFS0NgbBTfNdQ7kpMR9SjaftMfHupX6ir9Wk3S8GhIz7NosWMkI0rJEzsiTM7Q6jgq5Yby0eh103Np+e+aXiMNTTsLnxZyC0cXNJ3gt4kEndkgjGDkNO6srGVTaatdtMccA9vb/P+W0usmKSh0zfEphD+LPmhWUzqSpfTv8JjiFuSN4kYHjgQvXlsuaYRMImETCJhEwiYRMIuvWawNq5GKvVvCdc3dJk2EewuHIh80vp6gkn9kcfoKH3RABy9ktE15rm0seREN73e1b0+U8AOvsBxlbPa5btWCnj3Rje93tW/SeAHX2ZxFp48cyDpd67VMs5cqGVWUN8TGN9AB8CkKHYCgHoUoAAegZvemp4aSBlNTtDYWNwB2fT0k9J3rdFPBFSwNp4AGxMGAP56es9JXy53LuTCJhEwiYRMImETCJhF9zErtRYibUT+M5gAPB379xH72XdI2ofKI6fO2T0K2qjAyMvnxsgdKjNyK5KWihW6L0Fxv1qPIvlO/j/qvnKE0X8MBrygxaaUrJyV6lU3rBGNmrBH+FtFMjuEVBWdoqn7iqzbvvSOg+SaC6UPpvqqR0NA7c07tpzjuGzkHcDvJweBA6S3w7y5+icuuldQM5POSC3tvvKPs89LA0kw0tMzD3uqHNc3ZklZ3kMZe05ex7s7UUc2UtKbm17yW14Gwtc++xj+JeHgdh68nkxaXPWNzaeNOTq1qjFCIuG6yDhFQEFxTIm6TIJigU5VE09f8ofJvW6UqyYxt0bhlj2+C9vWPnHR4sE7n5C+XfTfLFpwXS3OdBdIXc1V0kvez0lQ3c+KVhwRgg7L8APAyMEOa3IjRoo6cptih885wJ2H7oj2zVlNTvqKhsDR3xOFvyeoZBCZneCBlayXWl5bbY5kb9ovQ06f6/1RXzYVmjGXK26QztYsQwPH+Cfdaxl5tgRcY6l62i2Zp+9LpFVOB2qMYACqg/Zr+6eSXQ9JpKyeqK5Ad1Pj2m7t7W44jtdwb2b+nd475S9X1Oprv6R0BPc7X7Luouzw8TeJ7d3Rvv64p8StVcAeNmv+KOmGgmgqY2PIXO3uGabOb2fsiVRbDcNh2MEzKmF/OO25U26BlVSx8a3askjii2T7ec+VnXFbqS8yRnabSsJa1vQAOA+k9Jz1re3JppCksNqY8YdUPGXO6ST0/R2YWac00trL8yiJhEwi8yEMoYCkKJjD8AD1zk1rnnZaMlcXOawbTjgLn06xKqFTEEfCdZBdyiiYQBdZu2MgRyukkIgdRFud0kBzAAlIKhQHt4g756LTN4lpzVMhdzI6cFYaTUFrjn7mdK3nT0ZC4JZE6BzJqAJTFHsID6CAhmDkjfE8xvGHBZiORsrQ9m9pXpMUpg7GKBg7gPYwAIdw+A9h+kBzgCRvG4rnjPFfuURMImETCJhF1mzUyq3FsVrZ4KPmEiAYETukezpuBvsvdXqQpPGgm+ny1Cd8zVn1De9PzGezVMtO88Q09678phyx36zSrSqoaStbsVUbXjoyN48R4jyFYNleKmtXwnPHubFCmHuJE2sig7bE7/QJJFm6cHKH/ZgH7+bJoeW/WFMA2qZSVDekujLXHyxva0e98iwM2kbXJvjMrD2OBH+IE/CusteIVdTdkUeW+ZcsinATtUI9m0cHIA9/B74ZV0QvcPQR8nMzPy9XZ0BbT0FOypxuc573NB69gBp/xq0ZoymD8vmeY+oAA+ff8SldV4tlS46Oi6wkMOzikgSZEaKKEOmAmE6hzq+IVVlV1DCZQxhEyhjCJu/cc0be6yo1FVzVt6IqJ53ZeXAEHoAA4ANGA0DAaAAMYUpbQUbaUUXNtNKBjZIyPLnp6c8c71maH2nItgIjMNU5BMOwC5Q8LZ2Af3xyAHu6w/eAE/vjmuLjoOjmJkt0hhf7V3fM8h8If4vEopX6KpJiX0DzE72p75vkPhD/ABeJRD5z16GvVUr2yq+cRl6ioaInmayQovFK7KLFO0c+viIuSJlhEBKmY3hK8OcfmlEQ316Ga6XLS99q9HXZv/l9eBLA8HLBPGMOb0Fpli6XAZMTWje4AxGrsV0tgLqiPMA+7b3zfL0j9YBdp4E7hRnam81LMOgCaqXvElWwVP8APfVl458101SEwiZRWFknBhEO/o3cJgUPCmYQwXopeT6S132PXlvZ/wCW1+zHUYG5lQxuGuPUJo2j9eNxJy8ZwsrcHaHBWG55LXUmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFhXZ+nWF8U+V2DsIuxJoFQ85UplGMgml38lN6QndVJRMB8JViAYQL6CU3Yvh9CcjnL3c+TSL0iuUBrdKPkL9hpDZoHO8J0RPeua7iYnkAu3tewl21pLlR5GqDX0npxQSil1G2MN2nAmKVrfBbIB3zSOAkbkhu4tcA3ZhlaaPZ6a48ifil2qZjiRB6QPPj3P0h7u9S8SJjCX18AiVQofEoZ9ANGco2jtfUvdOma2OaQNy+E95PH+XE7DwM7toAsJ8FzhvXi7VWhtUaMqOYv8ASSRRk4bKO+hf+RI3LScb9kkPA8JoXU8m6iKYRMImETCJhEwi7VTIQbBPsY0AEwLqkIIAHf7IwBnbEzbeGq+t9OaqqbF1lasr72ifkSXkqtRovj5xxW4rLcunehovariH2ae4OqC32ClGElDyqe0Uq0NxHXblKRMoEYDIHCgGBDy/1vJSLVT83jfzmz8PmW8hoS0dxbB2+6ebzxGNrHVs8MrahttfPE2Z1EJkHuRwZIpe33D9si8rNmQsWkK6lMFY6nHQcKljqxdWq39PS7U7S/HPVutNz7ajdcPdy8gT7JbWmQq+o9dSMpEV2hJPfqQtdSWY2K1zcmUfC8dB5ZHkYmmiqpJtxLnaC2RyR85NnfwW0dK6NpKqi7ruG13xw0DG/rO8H+cqwvgxtLbXLfhxx75GbZp1Npew93wk/bFanruPn2VYjK59Wlih6auzRss9ZZcys1VIxnIKGO6MQTOuxAAoB3sK+lbFPzcWcKLaqscFFdTSUIcWbuOCd4GeAHSu06t3fonfEttWB0bs+D2lJaRmYmubRWqqEu8g6xYZo06RnCBZlY5CtzcmmatuwcpRzt2Zn4Cef5fmpeO3mo5oGh0gwCsRctOXC2QMnqmFrXgkcM7sdGcjj0gfGshCAgPYQ7CH0Dloo8mUVFiXlBusnFniDyT5RfJ0PLP9L6zlbFWYqxFdmr8td37hpW6HFThGDyOkFYiTuc0wQcJt3DddRJQxU1CHEpwyFBTComDHeCpZpOzsu9wbBLnms78ccDeceRVSaR51e0LcgtN6+3vqHph8MbRqjZ8Mefolpf7Hr9SXn4ZN+8i/lD6nbpzKrtpjkFXceqCXvbFuKyYFVIBkjkObOvo7fEdl5IP89i2lUad0pRO5uoe5r+3f8TFLvjRt/rUXvd1Zr3NPgzxb0Bx8VjLQ6uF+15sKr2u3N3zStyalUi4SNr/J/Zzkqspavc011VIldEjPzu5kziQ5bKrhoGwkxOJk6B/IUbv9v0rDQPfRSudWbtlvQd+/PeDoz0hWCuW6iaqg+WcqfjHwiJRABD7uYEjf2LVL2EOO7cvnImooPYhDHH/UgI5RcACeC/TIqkHwmTOBh+gSj3/ixhVLXDcRvX1FjJA5PMKzXMTt38QJj27ZXZd1LmIZSMhpwvkOmchvCchim+HYQ7DlMLgWkHBG9e0rVycAEqChgH4CBRHGCqiN54ArwOgsl6KJHIP3DFEMYKoWuHEFfQnHP1i+JJoucv3SpiIZXZceAXIRSOGWtJCugq6/vVZrjoA7FcwMQ4L/ALFaPbqB/vGzTNXG6OqkY4bw9w+Er6F2SZtRZqSdngvponedjSufKQxvsSiP8GdLWPd4IJWSLmjiUEhy/Eoh/iw6N7fCBCBzTwIWBOSvKPjvw51cvujlBtqraY1kjMM64laLWq9FKRsUgykpJhXYSMimclN2Cfex0M7XSZMWzh0oi2VOUglTOIZe2WOuurtilYXOxnyeM7lZVdwp6MbUzgAsywE3GWivV+0wijleEs8JFWKGXdsH8U6Xippg3ko5ZzGSjZnJxzhRo5IJ0HKKS6JhEihCnAShYVlJLRzGGUYe04PkVzBMydgkZwIXKZaLtTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//1ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItUdLWtM6lvtDfKbWPLGDZ7T0B099EUVHS2hbkmMlrp3eL/Da2l5y8WimOhPB2gzh5bJMFCO26ybpFOLKt402aaY04lc+Dd3SuC6oGjNSdMLnt0teYHCnX9W49S24+Scbxl39rbUEIwo2v9t6yu0rVG7ptIa+raEdU05RpGvZDsumzAVJA7B0cDOGSJwHcjd4IK+v2mvjTx+PXuF+6j6c12bbe0+oDx+1jsfYxqvFjcLvrw1IvrQaXZZz3f36WrgtYRmn7qqcyXgbJh27FDsKMPxLZq0hx+0hxqpRtccf9VUXTlCNMP7Caoa8rsdWK+aclEmqMjLDGRiKDYX71JiiVRTw+I4JFAR9Ayq4Ek8VQ17SLsvYCun+GXDynW2boNc518vaBo3bVrr7o7GSPrJ0/jGExV/fC+iTCck7MzcuiD8103jjt1QO3WXTPQrk3r6gshdQ7o29PCH6ce/2GqOMWotNXrQWg79tHUm4qHVYytbZgbpqCmSd1rslYNpsUkbxbUZR7XiISZpd8+MsisdX0XIkqmwgccrHeuuReweVvswOyd47Wknk5sOxdPvlZWLVYZI51ZSzSOq47bmpgtMsuf57uXs7ajpv3a4+q7hwdT9ljoTGH+VdF6PfSU4H7t6Vehbfv/QFH3bsvkDqheRuG09iRwWbYkDFLvZivVCv62t0p7xM6xi6JUGLFlHJQSrEqZ23nG8ShzGEBuVXOIcvP2c3dVxqXRf2jarDKSV1Q407H5NMKNHSrhdydvUqBUoTYLCqtj+M66UcM1LvRSSIPZErjwJgUpSgAcEd4Sql6Wtw4/wCzuNV33xy56QPNXqSb+5TbH2dbtncno3i9rXedLlW42aSrjKt6luN12XCStObVckSdJc0S0jXDOSA6CSooNGYJUCq7ccA4Cun9nWpPJbTurOW+j9uaW5DaU0HSuRUpZuHFZ5I1uSr94idMX9zYnaVSKV67k2hhrpIVk6kEGbt00RlpV0ciqnn+M1QuLsHxq6/loUp+KvJkpigYpuPu5imKYAEpijrmyAJTAPcBAQH1DKriOK1n/Zzemlw/2/00KFvbkVo/WXI27bamdrV+Ic7pqcLspvrDXNR2hdK2yoeuo61NZRjQ2jq1t5mwOHEYm1fOH82ooosYCogSgXN5OdyzF0OPeuM3Pjq0dNinSsxIcctCbOqe09D16Sk30w31gw2MaQe2GmRr+RXdPDMDtZSKSAiigmM4jF3J/G4cuFDh1I7eA7pXZuh59sL9oE/Dlh/8reQ+AjuA8Sjpt9fp2znVL5a3Ws8PeVnWO5RoNYGk7cpCms9R7W4t8UjwbZKCTosG/wBjMq5WISzpkgjNRI5CXMg7bvkknSTwJAgk346gvZ7P2qgnzU6ynH1ppWzce9Gq2zVFvjuJV5VinSOo5G+M9hR9srgRMFJzFajUZmJM3bqoMljojHtWSHoVuQhAR3AFdK4PcBOFk515eqXp6X4x6ckdW6NovHCzafoTumRa1Z1xYJSj6ym5GXqUWZL3eIfvJd8s4UUTADGVUMb4jjpQk7IXKdYjbzLZ3Wb4hcV9y8et/wDLrjBpPj9IcjJbirx/qrG9TW1drWOR2BAxdlt9MkrTT4qy02kMq/GnOm6dGKkQXiAkO3fuUlB4o3wcjisbT1Us5uph08uSnTr6SPNjgm3hNsxureYBprjNV9J6bumgdg2emV+VkJis6rt9lqZFKlAO5l89duWLQonTZulFFFmSB0idBBOVul5VcEwiYRMImETCJhEwiYRMItGzrEf3U104fwAJn/6INmOu3sfJ+r8pqiGvf6p1f9l++jVnmQtecEwiYRdhrFrsNNlUZqtSrqKkEewCo3P+trpeIDC3dtzgZB22OIB3TUKYg9u/buACHRU0tPWRGGpaHRnr6O0HiD2hZazXu66frW3C0Tvgqm9LTucPauae9c09LXAjy4xZFpjfkRspNOFlyIQ1ySSExmRTiDGZIkTxKuYgyhjHBQhSiZRsYTKEL84onKBhLrm82Ga2nnosvoyePS3sd8x4deDjPrfk+5TqHV7Bb64Np9QNb4Ge8lAG90Wd+RxdGSXAbwXAEtzbY65X7hAy9WtcJFWStz8e5ipyBnGDaTiJeNeJmRdMJGPeJLNXbVwkYSnIcpiiGYOKWWCVs0LnMmachwOCCOBBHArab2MkaWSAFhGCDvBCjFxe4VaO4erbTV0nFTsW02nY2NhkYiWnXEwxgkYpiq1ja7Wvey+8NYZqu7crFFyq5dnM48Ki500kSJ5i8aguN9EIuDmudCwtBAwTk73Ox07gN2Bu3DJJNlQ22lt5kNMCBIc4JzjHQOzjxyd/HhjXK6sfNPnoFvltLXekTvGXUcp76hERdblPlJTakGmoZA72U2jD+BpNsHSBwFxER52qLdNcEXySxwKcdq6K0/prmG3CnkbWVwxkuGObPUIzvBHQ52ScZaRwUPv1yuvOGmlaYKc8AD4Q7XDj4hjtyqD82Uoqtsf2eR149F8gGXf/AJn2zBuu3r6e+U9ol3+Pb19x+4Hw/i0pyot/8xpXdcBHmcfpU80if+FlH/UHxLYVzV6lqYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLDu5drxesa05VK4QWtEg3URr8V4inVM4OBkwknSPcTEjmRu5jCbsChigmA9zdwzFntUtzqQMEUrT37uzqHafg4qBcoGt6PR1ofIHNdeZWkQR8TtHdzjh0Rs4knc4jZG87qnXDhd24XdOVVF3LlZVw4XVMJ1Vl1jmUVVUOPcTKKKGEREfURHNqNa1jQ1ow0DAHYvD0ssk8rppnF0z3Fzid5JJyST0kneV6cqutMImETCJhEwiYRMIqIvaeftbvHr0/8AqxID1/8AuL7jyTWTg7xLdXJp9ok/J+cK9zqbsddyfS45Pl5PtakpqRhxDsL2rubalHD7htJLWSv6D7mlKyJf1m/m2GMaSG93EF1HxiE+cQxyj3xGo7r/AOnlZahddvT4g57kz5MKqH2eMzwOkJX5vYkqSBpVO2/v6biZ6dW91h4PWEKpFztjlxdKj5beEjbQE+sup6EIoRYR9QEct7rFzs7Wt8IgLEa5oPTC5RU8IzM5rRu48ThYckPaBqPLt7/e9D9Nvlrv3jBq+Vdxl45PQ6EnCVOAax5ElncxLs4/XNwrtZaqsViO0EZqwRToWqqZnCTYxhIWrbNGGgPcNtc4eTmlEIZPM0VBHDGfhyM+QK8LhvvrTvLjTVS5L6DlZCT1vfoKwJkZTjNGNtFUsMOV5HWGn22LbunyEfYYKQSEipUl1266Rk3DdVZssiqex7ldS1Qa5Rllgmsl9ZDJvGRgjgR2KgLoA7k1hxm6GnLfkpuWVGL13qbmVtSVkEm5kPlaxTLjQ3F5hWabXUHCqKTuyW6feto9kmY5E/PcFMqciRVFC5e4UrqqRrG9X0qf6rskt6qooI+GyAT1b3bz2KyhtyMU5hdH3nRyOb6VuWj6ne+EfMg+v4W/ysTIWG2VWO0FfWyd3RbRKRE4+AmJJNwkwFUfNdot/eSF93VbqK2UNK2lrWxh2TkKNWyxw2TUcVMyRsjg5pOBjBzw8f0qlXpzdYOK4vdLjSGo9dcEOSnLd7oBtuKy8kNmUGNna9qDSjO3br2VdIBlZL0w1/f2ab/6jZFtIuju045ggg5TKDlRQq5EMlVULKp+XnBUxvmmaW9T7c7wx24Ddknd1ZC2JuG3JHU/Pvj9SOSOkWk5DVyzS8xVbFUbMDP6oqNd64uglOViWVjl3Me8FNB42eNXCR/C5j3jdUxEVDnRTjtXQup5djoK1Df9LyWmuFMCCx28HrB/n+emuXYnWvq7LcW6tP8AEjp/8ludUfxwdycfuvZ+qRk2tUqysG8fx03LM0a3rvZjtertn0Q9SbyMgMSk+Fksq3A7YoLmyUVnYYw6VwDipjQcntOaVklZKGSvAIGM8eveN6sG4Qcr9JdRHRsTv7Q7ewwsWW0yFEu9HtyLJK0US7xTOMknkLIqRrp5HSTB3FTLR4xfN1BTctnBfEVFwRdujj6ugdTyBvEHgolf9KyWisbDnajfwI6R/PFVqbU6/PGXUuz+SPH5HjDvfYm+tF7us+jKrRqo7hnSO2JikWu9Ve4WZjIMGMs+rcBCmpSavlixfv1xk0CptxTTcrIX8dmaWBznDeM+JS2k5O4ZKaOaWUAPYHHd4OQDjjv49nBWBXHqFaW4z8INS9RjfdHt1GiLpG69lq/oyNcN5jYL7YVxaOZuN1kzfTLSpMzSTBjEvXL126QZlbsmLhXyjKFIgpGtRaUZqWzV+m9sNjq6WWEuI3ASMLM47Mrq0xYDbdZ09VTOEjKGqZLnhkRva7t44wOO8rGGs/aRYL9E3RNT5idOXk/wh1ZyXkIthpnfmx3EjKUeyNp1zGt4qzKpWHWutCuKcQJpku9fxDqYFk0dpOBSOgcqhvLWovQk2n0oml0/XR1FygYSY9nZJIGcAh7++OCACBk7sher6TX1R3Q1tXEWQuPHOfmG5bMabNNJ65jnSiyCblFdmos3P5ThEjhM6BlUFewimsmB+5TfQYAHPHulC3SGuoRWgYimGc8NzlsKvzcLW7m+Lm/Mv5GHLHi/tPhxv/Y/HrcEC+hbZQJ99Ht3blos2j7bW/elwrd4rayoeCQrNsiiEds1yCYPAoJD+FUihC/Zmz3ahvtthutue2SkmYHNIOeI3g9RB3EdBC89zwSU0zoJRiRpwVYF0JuLGz+R/Ud482Omw0oWj8edi1Pem1Lsm3XJBVaE1/KEssJESUiBQQCTvc/EIxTNoBjLrlWWV8AoN3CicT5TdRW3Tei6+quD2t5ynkjY0kZc57S3cOnGcnqA6yM3tnpJqy4RRxAnDwSeoA5X9L18oCrpZQvwMcRD+PPitfallXdZqhngOeSPOvRdKwxwNYeIC+TMSrhMImETCJhEwiYRMIvndum7Fsu8dKlRbtkzKrKG+BSEDuP3xEfgAB6iPoHrndTwTVU7aeBpdM9wAA6Sf53noC7YIJamZsEILpXkADtP8+RRbtNicWSTUdqeJNql4kmLYR9EG/f4mAPTzlhDxHH7vp8ADtvWxWaGy0Ip2YM7t73e2d9UcGjy8SVuey2mK0UYgbgzHe93W76BwHn4krreZlZdMImETCJhF97GOdSCpUmyRlDGHsHhARy8pKGorZBHTtLnFWtVWQUjDJM4ABR63XzB4b8aX68LvLkNSaxaGnzXlLhjSt5ubBYQ7kQlqtRY2xzUIqqAgJffUWxRAfF4vD6hsu08ll2roxLKC1h693xqypJNQXkbdjoZpqc8JDiOM/kvkLWu/VJWCoXqt9N6ckm8StvmWqjh8IFYu7lq3aMFFORMYAKYZU9QXYskPXuKrk6CRQ+JgzNT8j9Y1mYXAu/KCvHWjXUTTIaBsjBxDJYXEfq7eT4hkqdldf1W+VhjeNa3GrbEpUoBhjrVSp6Ms0C7FPt5qaUpEOXbMV0BMAKJ+PzEjfNMACAhmu71o+62ZxE8btkdisILw0zmjrWPgrW8WSNLHD9VwBx1HpX0N2izhYqCZDGUMYC9gARHuI9sjMNPLPKImAl5PBZSWeOGMyvIDQFHPe+97nA3OK4q8VYphe+XN7YFcPHjgpHVO49U50RH3rZGyHXkumjZ82aOiKx8eqRQxzKJKKJK+a0aP/TfJpyaU1PTDUmpBsW9m9rT4Urvat7Os+MAjBLfCfogfRA3s3tvI9yPNZWcplYz7JJxgtkBxtVVU7Dmhwa4OiicDxa5zXbUUU+JolxYuKcjKcSOAVWQ5Rc5rB/7dLlTuu7LkcRjBwzMeafI7Asb2Waos5e0OVjsIWEPIp+4e/ecsqd6udRXeraH0+Da66k09nYNmGJm7dwGyMcBxJxvxgYaN3lWO6VXJLNLyb8jEDNR8slQe67zcak7TQ4HnHCokc8YfMSY4YDKOb5zbe50zy53xJGdci3MxzZ4Sw59Zc0dYG+pPl1xGtnjih2Z8lHOjM064wyxI842cTxy3yDPeUgZ6ZAEVhQfIHIha1lBTx0x05qIc9ZZR9hm4lhPAg78AZ75vR2tO+7tt0rNYVr+W7kSZ6WcsFtPNXqyy94KwMPfwTx97mU7J7nqNlpeW7LtiZhDJf6G3pr/AJG0hPZmugfRchEPjwWxNdzZTMrprG5NBOnJ1a0Rwlbumq7dwioDdz4CEcpkExfCcqiafl3XGg67Rd3FXG3bpCdpjwMtc3oI+cdHiwT9AuRblt0zy1aS7rtznQXOI81V0kve1FJONz4ZWnBBBB2H4AeBkYIc1tGG6fZ/CVDbElyp6VfMHanDfkwo7mJZWDut0t1npFmfTjwJCZildkJKSuyo2FsL8gKyTeeSubWSP81ZIpPhujSXLnbK+mZbdSxMOGhpc0AcBjezc33uzjoCjmpeR+4UU7q+wSOwSSGkk9u5293n2vGvl1d1SeqXxi21rnjH1TOn9b9oy2yLfC681zyX40REEZO9z828TYxZ3CUQ8JpK0SUgdX3ldJtJ09zGMgFRzHlEp+17qjk80Nqq3TXmx1UEUjY3SODj3oAGSTxe3zOyeCtdPa41hpyuitd4p5pI3PDBsjviScDH3Dj5W46VsJSTcrV2siQQEpDmABD7w/e9M8V18DaeqdEw5aCvWNFM6enbI7iQvgyzV2mEXKRkQ9lVyINETqHOYAAClEfj/BmQoLbV3GYQ0zC5xPQrGtuFNQxGWdwDQFUNzt6yOqeLF4Q4q8SKOvzd5/2eSPVa9p3XiT+y0zX9qUBRMENkS9YFV5LzsSqQ6jiuRKoPESN1QkXcSUCKG9P8n/ImBE28amIhogNrDtxI8vAdp8gPR561tytnnHWvT452rJ2cjeAfJxPYPKQtabmhx06jsZ1NOnVXeYXKq0PucnLKya+mn1V1DbJCAa8T9WbE241oNZq9Ms1GlI6Gr7hBKIsDmURgE049sLHzvfZFVVZ0b0pSMslNY52UMEQtMUbt2yC1+y3JJBztdHhZJ7OC0HUuu093ifWSyG5SSDfkgsy7AAI4eTHzrfmuIofL78G4ACZVjgUA+54v48+bupzEbzMId0YefjXvTTwkFqiMvh7I+JdXyPLNphEwiYRMImETCJhEwiYRMIvkkGDOVYvIyQbpu2Eg1XZvGyod012zlMySyRw9B8J0ziHp6hlxS1VRRVMdZSuLKmJ4exw4tc05BHiIXCSNk0bopADG4EEdYO4qsOUTnePm42z6BdqC6q8q0mYVwYwk+UIhyHme5PfB28aTtkoozdAAABw8fYOwhnsujdbOVbk+fS3SMcxWwOimbjPNyt3bbM8Cx4bLH1d7neCtOXa3m3Vr6QnLBvaetp3jyjge0K/ytz8faYKKsEWcx2MsybvUAP2BVMrhIqnlLFATAVVPxdjAAiHcPQRDsI/Ku82mrsd0ntNcAKmCRzHY4HZOMjsPEfDv3DFVVNLSTGCYYcMHsIIyCOwg5XN5jFbphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfO7aNX7dZm+bN3jRwQU12zpFNdusQfiRVFUpk1Cj9wQHLqirq221TK63TSwVsTtpkkbnMe09bXNIcD2ghW9XSUlfTPo66KOakkGHMe0PY4dTmuBBHYQoj7g0vHQsa7tlUKZs0aiVSVhjGMokiiqoVMXccc4mUImmocBOkYTABRExRKBfCPuXkH9EFddQ3aDRGtiJq6cFtNVABrnOa0u5qcDDSXNBDJGgEuAa8Oc7bHkPlj5FLdZLbNq3SYMVJEQZ6YklrWuIHOQk5cA0kF0ZJAaS5paG7Ji5nsxeV0wiYRMImETCLrO39rBx84xcouQYOAavNPaD2peIJUTeWZS1QtMl1qiySUEQAi8jZ/dG6Y9w/XFQzI22PnKho6MqY6Lo+6rvGCMt2hnxdK0rNgcSjUz2aLj9ybQZmTtt36kts2IaV8IpSDTXkhQLho9p4VygVYjRG96aQWR7/E74xwHsJe8vDszFv4K9AtlBrjFneI+Hlz863dNxcnNb6h4ruOfe0ViBrmN0JTt1C1QXRbOLVKXarwcrT6fBqqAZv8ALF1sk+zjGXcPLKu7IY/ZMphCNmkMlbsjhladfYJKzUzoQO92zv6gDx8y09eber9la/6UMjzE5BoKSPN7rU8r6RZncKdusWRp/FOjMpjY1CodfZLCu7Yx87a2VQkEmZDimWHLBtzlIsw7DIY9kO2GeAwY8q25Tc02QU8GOYgbjy8Pp8uVtH8ra3ym4h8AKUw4Z7c05pmV4JcdYuU2RY9pVH6uGtk11x+0U/bytWqcOeEm2Ctstc9CoLIuFgSMq5KUnmfrx++JhdFNWu5wEnO5QO3y0Nx1JL3S0vcSdnsOeJ8ipP6BfHPqCVPi/QN/07fmj6dxP5C71tGxtoa7slDXsW8disaJNOdaz54+4v648bREfNSlQdIN/LfJqImFdcBKop63Fzlp2sLJBl+N3YslrSutcVI6mq2l1TsHYwcBpPAnetjp6ZMzpYyYdiCYfD/B3/8AOZEjx3cFoGQgvJbwXy5xXWqZPaOtrhrLpbxWuWrny5XkVyCoFVeMvGBDOadQGM5s+YdeH4rJMrbWq+QS9uwGcFHuAgADI7JHvMnUFuPk1o8GSqI3Bvwn/LK9GlfaA+kxqLjjxy0ZG2Pkc3T0lo3VurXItdPIg2eSVHpMLXZWSSUC3lFb5Uk2CzkyhilModUTCHcRy5qrdLUSF4OAe1Zq+aRq7tVmpbIGgnhk/QrSOG/MrRXPajSm3OPzvYTrXtf2A71w/e3+tEqzp1ZY6Er9ifox7QsnJ+9NWsZZ2YnV8RQA6gl7CID2w1TSOppAyQg5HWtcXqwz2WtjgqXh22M7jndnG/zKDnCfmPyI2l1ROofwG5AS9XlIbRUfbLzocIunw9ZlyUSI2HXGkIlKSEakirPP5HX2y4NwYyviMYUFVS+gnHMhVUUIo2zRjvsDPmUtvum7ezT8VdRsxNst2t5OSW7/AIQsjdUrmfdOFeptWa148wjK8c4uV2wIjX3HmhqRbaxKMWgTcY0sFzkq84UI3doquH7eGjUnJk0Vn8gK/wCuIsXRA6LdQtlzJN9rHFYvSGl4KwOq7gMUjASejPZn4T/msq8q+UjnpncKqPtflTJsN/8AJqXQg6DA0yhRbKrNtxb/ALA2cSbuvViOiI0wxFAqZhUTVkAZncHYNUe6Skg8RQV5R0TKmoPNjEI8quKTTNLd7u80rebt7DniTgDd09J4/wCQUeLZx19onltI2jkg45f8bdHbFgaHMbTQ4R1rQFCsEBHxERCuLK411K7VuNauE4W8qxjYzMyRnj5kR/2TCUSIJnJck2GiDuZ2M9uVMIbbpxk3cApy7o2iT58Aj+ehZ76VfMGS6kvD+l8gbRVoWqbIidgWXUG046sJOkKu9udTZV2b+Xa4zfOXryPj52sW6NcqNlFlvdnaiyRDmTIQRxNwomwzgM8EqBar05BQXJjKb7VJggdWSRj4FW5SupJ1Jd89Q3ntxQ4V6w1Ntir6Zl7TrbXcxsiIi6zqzSa9MucXS7LuDZt8ZKtrLcRcyValWsFAtlTqSLiV96BNdtGqIKZQUVJFA18owcb1N49NWGhtkU9a3ZdsguOTk5GcAcP/AKKyipbN3nwg4Q7j5G9VzbmstmXLXVpmZ9s40RDx8dByNel2lYg9caoqDUaXrpWWts7cjuk/PeNBBArzzF3PurY6pLB1NBVThtMMMxvz8fSorLZ7ZfboyGysLKcNG0T15OTxO7GPoysA6b1r14eeWra9yVpHJHj907aXtSFRunH/AI8n0jW9uWGWo8sh77SJnbd5vlRs0lBKWmLVQdAoxbrAq2cFXPFtDGBqS/EFHCREWlx68qWMtWnrfI2idCZZDuLiSPMAR/PSVP3oA9SvevPKgcm9C8r61V4jk7wV2VA6r2JYKYyRiYK4RU06vNfiHjiIaKrRLOywli1dNM3x4/yY9dErVVJBETnKOvNYacp452VVNubKSSO3p8+VufTVcIqNtG37TDG1rPyQMNHkAx4sKOTPqDdRzqu85eVnEXpcbV09w60BwqlvqS21yn2FrqJ3Jsy9XA9jsdQRTotEs7SVqLeuzM7TZf5OKo1TW+T44z1eQSVdN48mZoNN2u10DKitYZZnNBxnAHmwenf8XSreoutXV1BigdsRg4zxJWRODG8utfo3qeynAnnkzlOY3GibpUrP1fnRU+NL/VtGqss0oa96gWUpeaZR6xrQ6ki4YLV99EvDPX6cw4amQfmKB0l7W+W6wTWw1lOGxVAI73a3nfjgST25HR8Hdb6q4sq+Yly+MjjjcPLwVPXtG1F6h+/ebvDjp+3beujrdqHlhyZ+qzi/qqu019HSGno0JaJ1HWrTvGwp1xrK2RkSMu006cA1PIAgi1fgQTACQDn9MMoILX3RA0tIZ35PSRvOOxY27OqJKzm5DkE7h1Lbx4Qa/wCfGvaFdY/qC770zvjY7y4JqUN/o3XyevqjV6E2go1unEOmQ1ytu30wvOA7UMY6SiabYqJSH7icoau1fVW2pqs0DS0gHaJPE56N53KXWSGqih/4ggg8MdAU0chSzyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/wAns2Hya+zsv6I795Eo1qr2PZ+eHyXr/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCKiTlr08+WdE58p9T/puWrTobquetGeo+Smgd+LWOI13vCoxKMGzhZqJtlWavZGAukdH1aHQT80rduUYhur5/gM7aPKLkCMYK6DC8BOfHOjmZxr5VdTNfj9qrUvDWecX7Q3Fvj7P2m9uJ3bJ3kPJsr1tK7WGPj45ROHmK/GuW6TMXBVCx5G4INirO1nRMgDAUnOsNwG3Lz/1xxVqOmJ7XEBJ6Q5j6s5BW1bZE1Y4Vk+pVJgrnGS0fX1a5Urcu8sq7iwoC3QcJtWxyFOJ3BBAoGFUaceZW+5VUVZvVW6dsd1IeNzDWMXeldT7j1hf4DcugdrItVXhKXtCqIvm8eMu3anRfL16YYyKyDjyD+a2X8h4QiyjUiKlCqg4PYq7N26Z6/nMLRE7wz20jwL0bTNkQH6He8+Uuu7ds22Wa3a6fJEjriWgavcwsYjFTN3h/NbvEHosmqzd0uiieP8ZDpN6qC0HO9WR3bgNF1XpW7E6c3HR1GxxHHEnYfHrXU3e3rplHu7NbqNOwg267v4OIlXLU1gtc0tJyirJgt4FHKootxACp5VUzvyVkjpwccb1xE4NcaONWzJGry9907rZlULRJUp/KSdVeSbaQkXai0G/moauyrpiKbsoAZdi2P4gH5gegiQnJyol9Gfp4bS4C8L79xo5GSOsbpM3bd21b47LrmXsVhqbyl7BganCpxEg5s9Tpkj8oKJwzkjpErQyIJqF8KpxEQLQKrjk5Chbxu4b9YLpcVzYXGHhVH8Q+T3FSSvlsufH+c39eL9QtjaTa3J2Z+8rF4i69GCwt8JHyJhcD8nLiu8cqOHIHag4Bm3bwqktdvPFWg9MniFvziPpS1MeU3JK08m+Qm29izm0tkWqRsttm6HTn00RAjbXmo4+2OAcQ1EgTJqqp+WzjQXXdKdmqCJEEU6riSCd3BSe5Z/6Vfkv+D9uX/NzY8Kg4rU26F8T1c9T9MrU1p4aQ3Ezfmn91zm27LXqpv6zX3X1v0Fd4balz1zOot3NbTcRN/wBaWA9JRm/dyLsZNCSfO0yh5YlUPQZwux2znery+k/03b/wnbcit38k9mwO5eZnMrYpNl7/ALtUmbxpRoczJzOvoKjUUsmyjJBaEiX9nkFjuBZxxFCrINiNU0WSJjguJOdw4Ly6cXAfcvEXlT1R93bMntcS9S5q8kWG39UsqVNWKTn4WstZza0kozvjSaqdeYRM2Le8NABJg6k0BORUPOACkE5CcgBQW0xwV6rXTn5N8yJrhVGcROQvH7mTueZ3c1V37c79r+76kt9hlZ2TWSsJatBv1LHBxgWIzZUGaj1aRRZorplj1lF0VG9Vy0jepDdLHpo8quGnMHntyR5Jba1buBbmAbWNnTsdGGyRM0F6jz2WwbEbvKXLVxtF1emx9ktqzGuot5eSWCIZoeeCSgiUACoSCMBY1s3CjqR8c+rhyN5y8SK9xo27pvmNWdQ1XYsDtu42qn2/WaFDr9FrMu/jUIhkVtMKkJUl3bQU1VwcEeggqkiZAFlXSmQW4PFZ66inT65IX7ldxv6j/Ay46wr/AC3471aa1jPUHdfy621bu/Tc2pPuFahMTFZbO5SFl4xW2SwNjikBFjvklPeWijJE5yAjGDwXT9fcaOq1yk5g6D5Ec2th604s6H40nl5uvcYuJ+29nzjrdt1kjsHCDveE4cK9WZunxr+IZLIslSvyGQbrNAapA9cuTkyAMBXwZVcUwiYRMImETCJhEwiYRMItGzrEf3U104fwAJn/AOiDZjrt7Hyfq/Kaohr3+qdX/Zfvo1Z5kLXnBMImETCL3N3Dhmui6aLrNXTZUi7dy3VOiugskYDprIrJmKokqmcAEpiiAgIemUc1r2lrwC0jBB4ELsillglbPA5zJmOBa5pIc0jeCCN4IO8Ebwpsaq5VmQI2g9mFUWIUCIoWxoiJ1ilDsBflpiiXxLdg+K6BROPYPEmYRMfIZdNLbRM9t3HpYf8AtPzHz8AvROieWwxtZbdYAuaMBtS0ZP8AbMHH8tgz1sJy5TaiZiKnmCEpCyLOUjnJfEg8YOEnLdQPpAFEjGKByCPYxR7GKPoIAPpkLlhlgkMUzS2QcQRgr0VQ19Fc6Ztbb5Y5qR43PY4OafKOkdI4jgVwF917RNp1aTpGyKhXL1UZhMqclXLVEMZuIdeAfEisZm/RXSI6aqdjorFAqqCgAdMxTgAhzpqqpo5hUUkj4528HNJBHlHR1jgeld8sMU8ZimaHRniCMha5XNPoPtTIS2wOF8oqi4ICjxzou4y/moLl7LHOhr68y6/moKFAEipMJ1ZQDiKhxkidk0B2pp/lIOW0t/G7hzzR8tg+UwdXecSofctLDBltp3+0J+S4/E733Qs/9DfT219EQ/KbW24qFZNfWuLu2vXgxVhYGbleNnULZ2oSEPIJ+bGTsUspHiCbtku4aqCUfAcew98ZyiV9FcpKOroJWSwmN4y08MFu4jiDv4EAq70xTz0rZ4ahhZIHN3HxHh0EdoyFfPmtlKUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsOb02C71xQXkvFimWakHbeFh1FCEVK3du011lHgpHAxFBaMmqpyAYBJ5oF8QCHcBzFjt7LjXiGX7S0Fzu0DAx5SR5MqA8pWqZ9JaXkr6PAuEsjYoiQCGucHEuwdx2WNcRnI2tnIIyDVPKSsnNvnEnMP3cnIuz+Y5evl1HLlY3wATqqmMYQKAdgDv2KAdg7AABm0ooo4WCKFobGOAAwF4lra2suNS+sr5XzVbzlz3uLnE9pO/wAXUNwXwZzVqmETCJhEwiYRMImETCKiP2nn7W5x6/DEgP8AMvuT/wA7kmsnB3iW6uTT7RIPwfnXxF9mS0Cp9Qjzc/PLkltKtBFwdhe0ptX4GBVKeQjGjpWPiZ+fsF8bRRQTWFAVixp1BT+AFH4d9RdWQuLA0bSyl21xTWyV0DYwZh27s/P51ZhzngqNx+6OvL/VOhqwz19rTWfFa0a7pdYilXR046uWRZvXp73l66VcP5STnW9ieuJF45VVcv3bpZZdQ6qpzjZUM7qqs5x/HKjembpLetQipqDl2c+YbvNhdp6DkHBM+kZwy1+nDsHVT2XTNvrXyLVbpKtrUpddw7OYWRObL4RLIA7i1AYmBTxCDRFNH7AgAFzVzSNrA0cFm79cKqHULIY3EM734gq8vZRJBytwd5UVhR2dzEVnlBYXsOCpu/lHnNQUdq/OmX7FMrlOvtziUvYPH3H4iPe4rgDKw9P+ay+o42GvppCO+4fD/mtXjgxYVNkVrhXxG5X2Kc1n00Nh9QvYt3vVxiAUbRt23U31PoCqv6pbJf5QaJwsPWK+9rjQ8n4kjQcddZGQ/XhQIVPIP3Zc3e/ZUoqNpjXywjNQI9w8/wDPkX9AnnSwQr3BDqCVSJh2NcrVW4Ccqa7Wa9EMkY2GgoCG46XqMiIeJjmqaTVhGRkc2TRQRSKVNJIhSlAAAAyNUrnurxt8dofGtO2Seom1SHVGdrnR8ah37O0yi4Po36LjGUYwKy2bLcmZm9NTtUjoWZ8ttK90NVWYSMUU34q1OqsWJvMA3du3ImPzSgGZCsle2rDRw3KW36uqIr7FDGcM734v81Ef2VZFw66cW3Cpn7eRzhv5yCob9bRKOjOOxlT/ADvmpl7EATD6fD1zjdATIzHHHzq31tE6Sqg2B3+yPjK6Dwg573Cg3vkfrj2fDpGSe4dXfoitl9ub62bvO8LVrZNzYIyTKMl2JtmXNvGVdm+aLuHccy+qUXrhi5K6XYNDqCmF+GO2Rz7u+x1KVsgkEUbrlN9m2eAAGPMN/mXYfZdQk1dPc5flyFaVuYLy7YHlK0wOmpHV2UUrTn5Sho8yCzhuZrGuSC3TMmc5TJpF7GMHYcs7mB3ijutGgmmPafmXHdGSDgGnVg6/G0jQ7Fe9VDkps2o1ewrN0lH8FBbA5Ob9kLc0jVzkMo0+WlqLGAsZMSmMRv4BHwmEBrXyujo2bPSB8S56prJqPT0JiOC6NvwNCmD1j9m8F6JxJp9v5/6Ns3KGOV2ugTRejKvsu+askbjtE9cmUV38hbKJPRD+IrkPWnTojt4qhJggd4iRJoqsumAY+3NqpWycy/m3lp77Adsk8Dg7jg78dOFHeT0181U6cH7Bu289Iz4OegnrG9Us+0A8wuqXyk4aaEkeZXTbgeFPH5rvqvz2pbi4uCMhsRe1utY7DSjKDLVaQnGdrrrV3VTO3qvvNei/LWi0iH8BhImbo09RWyjqHx0dUaicMId1cRk5Axx6Mnit2Vck8jAZGBjc7l/QztPzJlwJfTscwh2/2X+9nx75V/sGtakxbiHnh416EsPfW1gd1BYE3JoDjzyOjYuJ5DaH1Ju1nB+aMF+ibQazcHcCK4lFwMFIzUc6kIX3kSh5vuqqXmAHY3cMy2kOW/WujoO5rXVSsh9qHHHlHA+ZdFw01bbg7bmY0u68b12XW2tNVaUqKNB0nq7Xun6Oi4O8JU9Z06v0mAM+VKQi8gvGVxhHNHMi5KmHmuFCnWVEO5zGH1zEax5VtWa1dtXiplkGODnE4HUOodgVxbrFQ20f8OxoPiXcM1mSScnis0mURMImETCJhEwiYRfgiAAIiIAAB3ER9AAA+IiPwAADABJwOKAZ3Dio9364/LKwxMcp/oW2U7qrFH0fuCD6GAfpbJG+wD4GN87+97bf0npz0tj7vrB/x727gf8AltPR+UenqG7rztTTFg9L4+7qsf8AGvG4e0af+49PUN3XnGmTVS9MImETCJhF9bJqd45Sbph4jKGAvYPvj2y4pad9VO2Fgy5xwuipnbTwulfwAUBd07F3Lyn3xZuDXEq6O9VUzWLNitzJ5RQhDLTlPNMFOLPTOrXiSqJW17kkEVSPHSSpF26qayYHRBk6I49L6Y09bdLWlt1uLWuqnDLWn+f58oxgWvoqGhZqe/xComncRQ0jtzZNnjPMOmNu7ZaRg7jg7TS3tDw/TD6UMNAxTyNqNa2PMoJOYxwvAq7Z5M7BcuFjpfLLt6hHyNlj2sw/IqJDmNEwguQOm3KQweWGSZLqLUTjJB9io+jfsjHz/CsYI9Z67le4ulnpmeEA7maSIe1AJDCWjHt5MYLs8V6XXVu4RXhRnSd61Hbms6va1SsWTrk1x/fM9dTyjgolTRXU/wDRvYlarEH5yztBNsmQRMqchAMYOw6ev9MOdpZ2ukHQHHPw4VGaA1BTg1NqNNPPGMnuSoBlb2jwDnsaSeoErqe0OEz/AEmKvL3pYysZVLStGN7dbOO1clvl7jnyepRERkDtKzBsny8RC2R3FqHGIVi1CNDiYpGXuayhllOdLdY7iTZdRxASHcCRgg+P+e3PRc0epRXAWTW+3LSB2wypcNmqpJOGXuIDnMB8MPBd0u2gAB9l76icFc9A8fLdxii20DtHllZHWr4izbOMjFa545X+OdsYm6Ruw7JINixLi31t1JFWjGBkhF4yMlIHQOidBq7y2lOSe1R3GS71nf0cOXbDfCfjfjHQOs+QHpHj30V/LNrTknno+TKysZHq69TiCmuE/wBjoII5CGipdK7LHPw7McXfYc1xeHbAjk++8RMlwTR1dw549yfh5Z81rAsbYnNTcQGj4c805cuSWCdTssudynMXFu5cqkga6is4UaKO0VVAcPnyZnWx7ds6gmkrqwBtso+9ZAzqA3AgcG44nAzjAwBu8salgn5DqW3cmOiZC7lO1fIXVd/rctYZHE868Svzzk4LnCnpg5xjL2OdtzTAyVe85eR8nxBWm+B/FgNiaySplqY2TkLvuwfKtb3byM2y3VQmy2pzOmUSnGFCRfKFdxgpLCV+QxFUzmbmFR3OKOBtQBVz7Jy3DWjwWN6scM/F8XlflV1tUcnT5uSjQfdtCKaobLca+TbjrrjVgh/OmTc9sAcduLDsSAhwJYcySX0Lu+9ctdcW/mvRXLHSvOLh3U2Ku29pybJOv8f+Weq27Uf/AEVdsvijH12H2O4jokEylUUQ845EFEDokK3PDWddRU+O4KgbdFMdw+6Y7rb04/k9OZ9orWN71xap+VaxvbauVfTVO01dU5vN2+70gH2msPextqC1mMEt2iGFhaAw00kbrLp3/TEV1dONDBLQGymNYWdb91dslUa7rjkBVoR2nHTUM5kXRI6OnJ5w9RBOtzrcpFZVXyURBJ8UpU4U+jgqqiXRV5AqKI/a3t3viJGQenGPumnh2tO/d9Zd6ifS1N6LPkyHpDqeOEm5UdUeapbnFG4NkYXHZbK8uGKWobh0p2W97MAGzU1vs2G3Tq6gbkrleslQjdgwDaeb121sFo6ZixVOokomIKJIkkI5ZRIVGT5IPIfMzpOE+xVAAPG/KJpxuldQzW+GRrth3FhyN+/o4EcCDvByF9NuRXlDi5VOT63ayjpamlhrqcP5qdha9u8tPEAPYSNqORveyxlsjcB2BkBKxSySAtyu1fKEOwlE4iHb/wDR2yJR3y5RRcy2V3N44ZWy32igkk510bdvrwuHVUOqcTnHuY3qIjmLe90ji9+9xWQYxsbdlvALwziua6ts3aOndAa3sO5+QOzKrqXVVTRBabt1tf8AubQFjlUO2iopmkReUsFgkxSMRnGx6DmQeq/raCKhxAoznRuiLnq2ubTUTC7PHHQOsngAOs7lDtVavoNM0jqircG44dp6h1nsC1QeavVd6kHUi1xuKr9IvjLyGr3ELXYKwW09/USoSrvdezEVy+W7iYJ1BGcPabELtFiruIatmkLMMcYi79w1aLrMg9qaO5OtMaJjjNe6F91cMgvIwD+CDxOfujuzwGd58m6p11qDVr5BRNlZbWneGg5I7SOHiHl6hIjoPc0OiLx0pUXqeGWnOKPNKdSSru6Nmcw28XHS90sZF0xmq/V9zIJJUrX1DaSqJSJQkiWsLqqopi6TfOkhdH7+UCw6pvkUbLZIO4w7Jaw43dZHScdO/wAi6dE3nTtoke+4MPdRGAXDPkB6N/i8q6bqOysOdftW+ztkRMuzuOseFtFuiFfesXaErDGZ6c1sw0t74wk2yizRyy/R+2a6lmqqJhIYxidhMHcTcr8XaY5NHwyO+z8zsk9bnnJ/w5C42YDUGv2Ssb9h53ax1BowPhwVtPSK4uXzlYR7idU49/8Awhz5510pnq5JT0uK9xUcQhpmRjoaF8OWiuV+h6iGVRQ45WdQXjFwj2px21RyMeXetueTJbKjRLpA1VW0VOHk63MVKDGPtqMQ6WtTL5We3FuDZVlGv0y+WoK4olApjbk0hyS3TVtkmu1EY8w471xw52QT3uRs7sb8kcd3ZqrU/KXb9NXaK21gf9lz3wGQ3BA77fnfnoB4KbEtHqRb1ZmqHY6RzFH/ABD2zVFxon0FW6lk8Jpwtk0FWytpm1DPBcFxuWKvEwiYRMImETCJhEwihfyX1RZ5+ZZ3WtRziZRJFIxsrHsUxXkG52izhRF4i0J3WdoLJOAIYqRTnIKfcQ8I9y+iOR3XFmtdvk07eJWU8hnMkT3nZY4ODQWFx3NILcguIBDsZyMGDaps9XUztrqVpe3YDXAbyME4IHEjf0ZIx5sYUjlHvPVqJYNjOlWYNQRTCEs0K2dlQBBMqKZPMOi1lkuyJCl7eeHzSh9wO0w1LyJ8mWt5PTKqpS2qfk89TzOZtbRyTgF0R3knwDvJ6yoVVy1FRssqyS+NuyMjDgOonGSB0Zzjo4nMp6D1EXZnbZpsyjsgZqnIRxN05dyko0KI+EVjQUsu8F0QO/c3gekMAAPhKYexc0fqn0JFOKd9Roy5yd0NBLYatrSHdnPxNZsnoGYXA9JAyVYmL2pVmUDOxFnhoywwL5CThplk3kI1+2ERRctHKYKJKFAwFOQ3hN2MQwFOQwCUwAYBAPGV0tlfZbjNabpE6G408jo5GO4tc04I6j2EEgjBBIIJ6SCDg8Vy2WComETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLC+97IhB0N6w8ZffrEckW0S7/ADhRA6a8guJfiKabYngEfoOqX7uegvQ1aSqdR8pdPcw0+l1qaaiV3Rt4cyBmfbOkO2B0tjf1LSvL1qWCxaBnoMju64uEEbenZyHSux1Bg2c9Dns61ATPpyvn6mETCJhEwiYRVTdfjbAai6SWy4FF17rK8htsan02y8o/hdmYtZt1t2cFMCj5gNF4nVijRwbt4RI78sf7YADILLHmQv6gts8m1JmodUH7lpPzfOuX5/8AGz6iPZu3vG4jAqNl0Jxi40XmSbAn4fdLvUrhri5bZegj28SYuTydgMPf5xfOHxCPYe99DPtV5HRvUpoLnz+qJIgcsJcPMDj4lXhxy2c46zVb6XHACNRkFOJ3A/jvqfaXPeY8t21YXy+66ZLa61PpVw5EEyPmz2vQaCQgmsQyyMtKLlKK0OmYLmctpmvm/wCYdwWYucsFmhmuJAFTIS1vl6f56h1qU3Vwdp8putj0deGTZJF1VtU+678s8CzTTJGow7i5uLvaIFdmiBUUCE1vxpJ2L4QKi1eh4OwGEM6qd+zSPmPE5/n4VZWicx2Kavee+cHY8274SpVdf3dY6s6WfJddB97nN7yuOttGwS4KeE6v1Q25vcbQzIXuAq+/6/oswgYv0JqGN9GY+1t26kv6sqJ6JiNTeJKo8G5PzfOpkcTtESuheEnC7QxmB2ElTePGsAsbMpRTKndrJW2dtvQgT07eZc59+buPzjd+4+ojlpcy6SpI6MqP63M9XeHMA73awPFwHwLkKhs7SOypW0V7VW9tMbWs9HOKd3rGtdo0a92GmKlerxp0rZC1adlZKuqFkmqrcSvEkRBdI6f2RRALKWkmiaHyNIB7FGa2w3GghbPVRvZG7gXNIB8RIXbUiCdVMgfExyl/jHtlsOKwwGXAdqoz6qcF+mg6wnRi4JIt05qGrMu133fIDwg4ZyMBPX4lhtkXJodjJnWDXfHF6IAoBvJbvxP28Kg+KW25vN0Zf0legNH05pNPvnaPsjgceQbvhK2Ybdrh0MzInb6noCbYqpwIBKPWylKQBEAAALGAAAAZi5ZK3aOM4UHr6zUndDy0u2M9ZWF3aa1feIskoaLr7ZN77ydhDRzSKae8qeWVVcWrJFBAVlCpFATeHxCBQ+4HbHSySOfmTiodXVdbJUB1WSXg9K16uTeydecDfaS9Acp9rzrSmaK5IcU37/cVtdeJKPbpwmp9iavUSV8shjunsfMalqroyBCKKr+ekRMDKqFAJTS4noQ071vWybN0002Fw2sbvhB+dZ26bdLtfM/kttfrY8i627hUbqvNaq6e2rbCQpz6v0VCOZSuqX9NsIqpJS8u0cPWLddMSJuH76cfkT8p4xUJa187aWEU0XHpWD1TdILJbxZ6MgPIy7Hb0fz0YHWo8dYajSfLTrDdJnh5N7TtmnaTN0VW+V/ZVPdoMrLUtjW3YF4MpK1B297M0LkLnStebsVB8SiTldESh4hKBri3ENpC/icrK6Qc2OxPqQA55cc9uAPpKmByv4ENeKOmb5ublX12OqdTNOR6rGnWGQkduTdnd2FW5uwrrWtMqxCspWbsy8qm7UFdq2bLiVim4XVKVuisclYpzLJhsbdpdtFdHVlWY4KWLnRnfjB3dqlV06tS8aun9wMXndGXC+3/AEEwqexOY5rvtKAGmW6xwD2iM7R8rSdfXhoBxDNVaVT2QNyrtElRbFIcwfOyxmkdUVoY7AIONyi1xqprtqRlLKA1zHBmAcgHPX4yq6PZyahMwvA3ffJWzfO2Dy15P26clZ4ExTcz9ZoEc0YsV1lh7qKET2JaLWIF7mKQyhvXxCbtzvMpaBGOGF3cotc6GOOjjOAG/H/kAuge0fPn1o0308OPT2xK1bXu9OVMkrsCznOUjCDVrcdVKjCycmoqcqBkYuM2vLPCkVHyxFqJx+wAQ5WYDm3P+6wu/k5YwUc0/GUADt6T8ynxtnpZ27jbr+77F2N1x+qVr/UOj6W+sE/Y192OkmNZqNUj+4N4uNjklV1VE27cjZhHs0lHDlYyTdumdU5CGue6NqbYEbSVmxduer+52UsbpM4BI3+dZy6Iuvun9wg4icwee+peTe6duaR2/ODtLcvIPfVCs8XY3UNpg17CZsTaAa0pheLQgWyWqfUXdJsHrh8+80qXmHKYBh+qnVlXW09BC0bZ4AEcSR5BwC2Npera6Oq7ra1ksLmggHOGluW8M7+O7qwoqtuhbx05z2OxdTnotdTDenFRXkBbNg2QJulwexoemS9wJdZZvfYmC/0V0ht6i1d5eY90oqxkEphoQ/cWqAshbpEy1PdKmm2LfdIQXhoGcg7sdPEHcu+Wkil2qmkeQ0kn+eBWYPZ9efvUA3hyX538EOZ+z6pyYa8LZJxW47kdWY+NAy9ogNjTeunNaWtMNC1xC7wNtTgXklEvpFinMFLHOQXWWKcpG+I1hbaRtHHUwDm3udw6xjPDs+dXtkqpjO6KTvmgcVjaWL+nB9r1gY4v+i9V6cvEb350gX9djCSzqhLv0nXzf1sH8TsHlaxAxw7HBzGEIbuCXYL2JjqLSR2PDe34z9A+FW73Ce9d94LT/PwlbbK4mFU4m79xMPxzRlQXGZxdxythRACMAcML1Z0LmmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/wAO3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//9eUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItWzgT/dgnVS/AAof+SfTcz0Nob+q1L/afvpFrTUHsvN+p8hq3IMliwyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXyvnzKMZPJKSeNY+Oj2rh9ISD5wi0ZMWTRE67p48dLnTQbNWyCZjqKHMUhCFEREAARwi+KCn4K0RLOerM1EWKDkCqHj5qCkmcvEviIrKtlTs5GPWcM3JUnCJ0zCQ5gKchij6gIARcvhEwiYRMIut3Kpwd9qFrotmbKPK3dK3OVOwM0nK7NV3B2OLdQ8s2SdtVEnLVRdg8UKVRMxVCCPiKICACBFh7ivxc01wx0VS+OHH+vP6rqbX6lmVq8FJz81aHrI9utk5dp0VpywvZCXeA5sVjdql81Y/llOCZexClACqTk5UhcKiYRMImETCL5nr1nGs3cjIu2zCPYNl3r589XSas2TNqkdd07dulzpoNmzZBMx1FDmKQhCiIiAAI4RfDA2CAtUSzn6xNxFjgpAqpmE1AyTKYiXxUF1Wq5mcjHrOGbkqLpA6ZxIc3hUIYo9hAQAi5fCJhEwiYRMImETCJhEwiYRaNnWI/uprpw/gATP8A9EGzHXb2Pk/V+U1RDXv9U6v+y/fRqzzIWvOCYRMImETCJhF2mq3a10l77/V5x/ELCYplk26viaOvB9iV4xVBRm8IH0AqQwB9GW1VRUtazYqmNeO3iPEeI8hWbsuor3p2o7pstTLBJneGnvXY9uw5Y8flNKnrp3krH3Ny0rVxRbQlkcCRBg/QExIiZXHsUiHhVOc8dILCPYhBMZJU3oUxTCVMYJd9NyUbTU0ZL6cbyD4TR19o7eI6cjJHpvQPK9S6gmZZ7+1lPd34ax7d0Uruhu8kxvPQCS1x3AgkMMrMiy3Yun7CJelKLcCaxVriGxT1uZLRlreR8pVkrUZguEGpYCRoC/NEEkRTFcEQFTy+/YB+A3FL3MKmPuzbNLtjb2cbWznfs53ZxwyuubneadzGzz2ydnPDPRnsVUPBLqHXGx3x/wAO+bUWXWnLCoOzQ8bJyrZjCw+2SkL5jUWZWRUYNvaXjMSrt/cv9DppuYq7HsJvJyaaj0tBFTC+6ePPWV4yQMkx+PO/ZB3HPfMO53WsFa7vI+U265jYr27gTuD/AJs+LceI6lcdkDUhTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFCLmVKeFpRYUpv7c4m5Rcnf4e7Jx7RqYQ+nxe9LAH3O2TXR8WXzzHoDWjy5J+ILzp6ICtxBbbe0+E+aQj8kMa35T/MoJZOF5oTCJhEwiYRMImETCJhEwipV9ou1ntHdHATRVO1BrLYW1bLE8qoWwycFrel2S8zEfCI6k2tHKyz6MrEZKPWkaR9IIoiuoQqQKqkL4vEYoDIrNIxu0HEDd0rcPJzV00LJY5nsYdj7ogdI61epY3QOWdVAU1EVUKnW27hBYh0lkF0IZkkqiskcCnSVSUKJTFMACUQ7DmIrHB05cOGVr7UkzJ7pI+Mgt2j8axJubUrfkZxr5Hcb1pFpDuN46av2vIWYf+MWEPZ5+vPW1VmH5UyqKnYxNk91crFKAnMkkYC+ogOdlvmEM4ceGVd6SuTLbdGTSeBtDPi6VrvcMup/y66anCt/0+NldNTk3auTunT7YqnH261+szz2mOD7AsljtMNIzIxtall7XH1W5Wt25YuIBw+aTcaVuiis2APeDSh8ME8gnDhhbvnoLZcallz5xhaADnI6P56VbB0GOJuwOCHAYafuqBdVTcG777ct0WikyBALYaVFytUrtOplSn2qXjFnO/I9TCScMzf2QzWlTNlykXSUSJjq2rjfUta096FEtQ32lmvEUUTgY48AkcM5yfJvx5FVR03emvN8pegzyi4lbr1fa9Q8gU+Z2xd4cb3G1ajO6/nYq+Q2gdBRNbdFb2qOi3xKVsEY6Trj935ajYia6qxQO4Zk8F/NWRRTtGQWkb8HtKk1w1FRUVyjYJGOjcwZLSCBknqzvHHCnPw739yS5EdGPmvonkvozetS5XaX4YcjdIxo3rVt9hZvfNflNEX6v6rlqueZgm692vYGbhBSaDIz146eN2zw4mUkilC2lbBHWNlaW4cR0jdvWIrIrbS3+Cuhkj5uV7ScOGAcjOd+4dO/dx6lJnoZ1+36p6V3GegbLpls1/eIH9MF8rU67VyZqtpj/AJY3htGVi/fq9OMmMs1+UY5+iuh5iJfNRVIcniKYBG2rZWGsBBBG5YjUdfTHUTHMe1zBs7wQRwHSNyjB7NNrfYGoOn1unXG7tebB1HPWrlhsR83htiU2w0ifWrk7o7R8AlPsIm0R0W9dRx3se6STcFIKJ1m6hAN4iGAO64TxidhaQRjo39KyGqrpSR3Cncx7HgNB3EEeEepQK6XPMvmz0e9cci+nI76cG994b8n962u78frbS4CaS17PXKz1Opa6bTFily15djP6rQ+oWOmW0qydmTVaLrouFWZCAulkX81PiXaGzhS2XuG4iOsbM3mQAeI/nPYpg+zYa23boDWXM2jcitY7H1rdXHIapWH3vYVOsdWQtxloGfiZiXrUjOxka0s7AkpDnOdyyMsiJXCZ/F4VCCOPucsZ2Nkg+VRXWlbSnufYe1288CDjhxxwXK9J/XezNfc/eutbr5rTYNJqm2eUUxP62s1uplkrdevkKpv3ktLpytNmpmNZxtnjVIycaOCrslF0hQcpKeLwqEE3XcZY3UcYBBOB09gVnrCvpZdP0zI3sc8xjIBBI71vEA7vKvLrwaN3ltHj9xQ31x715LbctfDrkEOybFryvwr6zS72syqMBIhYRrUWmvLTkJCT9GZISKTRNVZFm/O4MUG6K6qfXaJYyx0DyBtDCt+Tu5UsLH0krgyRwGCd2SOjx79385gH1tOafOnrS8edIq6R6ZfLPWmgtN7LQkbu6lqJbr1ZLlu630uxtoptU4iu09q/fUbXtdhZlJ1LJt1CA5mWibwjBVZok5wVkp9P6WqJxUV9MKiXLjtSsbstBGc7Tt2Tjd2Hjvxu+pfVV7GmOJ5jHUCc+YLfydy5J9GOmyILtQlo1jJe6um6zR02F81Rde7uWrgpXDZwj5vhOmcAOQwCAgAgOfInlWqIKrWNVLTuDo+ccAQcg4PWNxXoCxMfHb2B4wcBfDmtVmUwiYRMImETCJhEwiYRMIsS7Msx2aBYBkp4V3iXmSChB7GTaH7lI3AQ9QM5EBE3+oDt8DZsDRNjbUym7VIzFG7EYPS8cXeJvR+F2tU40fZ21EhudQMxRnDAel3S79Xo7fyVgnNqLZaYRMImETCL4pCSYRTY7yRdos2xPQVVjgUBN9BCF9TKKG7ehSgJh+gM65ZooGc5M4NYOkq4pqSprZRBSsdJKegD4T1DtOAsU2zfzSg6+2zsyGZA5b6s1pe9gqLyCXZN2NOq8pYSNUGvfxiV0aOAnc/Yw+LsBe4gISbk8nju+o4qaAHm+caC4jrI4D5z5lc33Sc0dNDT17wJKmVkYa08NtwblzuzPBvvuhQ24c25fh90z3HICb8E/cLfRrxy02TISKaQvthX6/ouJ+rJSr7wA6A0nGqQ7AxgP2KcyipQATmAd+XqoqLvq2KyxHFHG4NIwOA8Lzb1hL3a6W+6jdShpa1kjKOHBOIo4zsOwM43Hbdw6geAWM9dbB1104eKEd1GeSlVJvrmxyucRVpaTE6oilYm7/YEGtZaxr2rSbtpIpa2pdUozdM0qqyaCcqgEYkKZAjFulPI3Pq6l1BTAMoIdxxxON2B5c/H48Pc7ZWa4v8A6i7JMaPTNAHN2W72YjcGvlkAIMsj5D3gc7p29xL3Ho/Grr11zlPsuK44cxuN2s0dXbol2VEaScQo+sVfYydidpxsEwvdVunysyl4eQknKSKsgiu09wMYFxRMQDGTvpaBsLDLSlwlaM8c57OhVvvIzU6eoXXzTNwnNfStMhDgGOw0Zc6N8eC0tAJDSHbQ3ZzgGYfE+IccJudWyuBcFMS0lx02frdxyZ4wRk2+dyb3WD1KwLROw9VsXz1RZ2rEGdIvHyJDqKCmizRWOJ3Lx0srE9Qxw3G2tu0IxVQuAd0Hy+Ld5/NjbvK/UmloNU1bGC9QzdyVZaABMNnaimIG7axhp3DJJG5rWgcXQNQaybc9uffCDYVYaTehOVenqTzNhKoYCty1C+pT6Wvb5aae5TIAwVlmLdLLPiOEClMmRmkl2MkQ5D56h1TU2yyRXWN3ftIDuo46+wgDK11ytcnWneWDkqoLfqqAVMcM8lA8nc/Z2edp3sfvLJIGj7G8cC52chxB+xRKNqLBr07+oc8Wvuir45Kx4j8uXhyMZWLlGBTo1qpW6yrFXJU9mVMi5UmD9YxkXCJhbuAXYriASy13OmvUHqm0wQ2saP8AiIBv8ZA6Wn/MYcF86b3ZZtIyD0Pvogy+s0bWO2bHfHd65rm7ooZpTkQ1cIIbG9xLXNOw/bhfuw9yF0xT7nIQHFHqXX1PXGxdfx7h5xh6hxYxI0VuHTldW+UJ/WW2TPXaKC98hIUVBbkeOhcFkTkMVVVRwB5yZW24tqYe7LY3aad0kXSxx4Edh6x0eLvdR6/0XRy1kXJ3y6VYorxSMLrVqMM7ytooztSU1XtEA1EbM4D37QkIIc4vBq+76611q/eur2E7OsF+NvR+42rq2Ot1uxquYS38vbdCOU0nO1NqOUSITEpX5SYQIVq1KQzl+5Mm0aJ+d4SsrO5XKalm7jo/s1+m3bt4iB6B0Zx5AN53cZDpTSmn9X6fbd7u02L0MliJljjlJjmvM0ZwaqqIw98T3gBrQC6RxbFE3b+1ZWrVYs3UEstU3BtyoOtd8I9dOGbjjLxlXZJRJtrDEI+5wW0dpQbPwMk6omyIBYaGABamaiBCAZoZZaT1nq3VlLomkkobc8TanmBEsg383ni1p47WeJ4g9uA3e/J5ye3j0Sd4pNX6xpXW3kMtr2utVqc0R93c2NmOrq4xhogDftEA7ws71uYi99TYVLQcy/H3lyRuxQIkT3duodFqVJqQPAkVFEwpgREhSeEvhACgBewfDPMNw09qe+vdc5IpHMJJzglfRSj1BpbT7GWts0ETmtADdprcAbhgbt27C6O6aqtFTIrFEpyj2EB9PhkEqKeSmkMUow8KcQTx1EYkjOWFfNnQu5fuVRRD5c9Pzh/zzQ18XlNQLHdVdYyZX9TNDbFvVRbINF3rZ5NwryJr86zhHbGzJtCN3rgWpZMG5QK3dIGKQxdqaI5ULtomnlp7dsc3KN4LGnfjAOcbW7oGdnPEFa31fyeW3V08c1dt7cfAhzhuzkjGcb+k4z1EKYlLb1nVVOrGtdRVKt6y1vSo1KIqdHpMOyr1agY1Exjg3j4qNSbtUhVWOZVU/hFRdY5lFDGUMYw4a9coOoLxWmslneZCc8SsradEWW10gpY4WbAGOAUT+ZvCrgHy+1xsm98zuP8AULM417rm23SS3FWyjQtxwkLSK1ITzhdvsmt+4Tci1jGMac6TKWNIxQCHz2xwEQHb/JLylahqLvFZpZXPgkcG4dvGScbgeHkwtYcpegbHBbJbrFGGzsaXZG44AzvI48OnK12PZHtPFY1PnNyVeM/B74vq7RFPe+HxGKmmWf2BsNj54lKJgDzKsfsX49u5g+xza3L7du49NR0QPfSOLj4gMD4ytbci9t7qv76sjvY2gDynJ+ILbQMPiMIj9IiP8eeDycnK9lAYGF45RVX6HxD+EMqOKoeC1Qfak3PuG9ulA+DuAtJHabruU/lm7t9haMV9FPiQQ8Pob6M98chQHqPkHW8fJK8X8sR//Oln5P8A3Bbi93rrx5aJhfwkasWounLt44ORu0aNW4HVcOXLhUSJIN0EiCc5zCBSlAREQAM8qaj03crtqiaCjicSZCNw7V6PsV+oLZp2KaqkaMMHE9ioV5RdeThno7aFc4/cb6lfeoHviaszOuyFT42mLKVmNUM4AklHwd1axlgR2HbUG3iUbMK+zkWSpyHScSDM5RANsaf9D9PJQGsvszKRuxnvxkjd90MjZHWSQR1Fa1vXLZFHWils8T6lxdjveB8Rwdo9WAQesK3ep2F9cabVrfK69uuqJOyQ7WWea52MFYJeKio6ATBE2ZKnWW311CTTT7GOm3kXApgYCq+WsCiRPP2qbVTWe7S0NLLHPFG4gPZtbLsdI2mtOOjh4sjBO7dO3KouttjrKiJ8Mj25LH42m9h2S4fD48HIHM5Gln0wiYRMImETCJhFx8hExUsl5MrGR8mj2EPKkGTZ6l2H4h5blJUvYf4Mu6WurqF/OUM0sMnWx7mHztIK6pIYZhszMa9vaAfjUG+UNAq1XQq8xWoFlCnkXkm0kgjkzNmiwpotVmYAzIYGbc5f13+1kIJgH179g7elORfVN7vUtbb7xVSVDYo43R84dpwyXB/fnv3A974ROOjGTmBast1JSNinpY2xlznB2zuB3AjdwHTwA+iQPGGYcjqaDK1fOE1Y5/NMjmQXUTURN8puHqaYmTOUwdkXhRD7hRD6M1XyzW+H1c1JniY6OaKF42mgg/Y2sJwR1sIPaCs5ptkNTZY2TNa8Nc4YcAfuicb/ABqV8TsWxxpilcOAlG4dvEk++cr2+nwOy9lwOP3TicPvZoq4aOs1aCYWcxN1s4eVh73Hi2T2pXaUtNWCYm8zL1s4eVvDHix41miuXGIsZQTQOLV8Be52DgSgr2APnGQOHzHCYfdL2MAfEoZrS86cuFmO3KNulzukbw8ThxafHu6iVr67WCutJ2pRt02dz28PKOLT493USu2ZgFg0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLgrFZIaqxa8vOPU2bNEOweIfEs4VEBEjZqiHz3DhTt6FL9HcR7FARCSaU0lf9a3mOxacp31FfJxxuaxud8kj+DI253uPYBlxAOC1HqWy6Utb7xfZmw0bOGd7nu6GRt4veeho7ScNBIr22Je31/n1JRwQzZi3ILWJj/F4gaMwMJu6gh807pwb5ypg+I9ih80pe31L5KeTW3cmGmG2alcJrlK7nKmbGOdlxjDekRsHextPRlx757s/O/lG17XcoGoHXWoBioIxsU8Wc83HnO/oL3nvnnrw0d61uOhZsxQBMImETCJhEwiinzO4N6N5+V3TVW3za9pw9Z0pdpC+xFZ15MVOLh7dMv0ItoLe6pWal2xw+j2zCPVbpFZqMVQSfOAE4iYgp5Kjr3UjSGgElTPT2qprDDIyJrHF4A353YzwwR19OeClfuqErfILWu59ObBXlm9K3hrm6axtTuBXZtp6PhLtAvoB7JQDmRYSsc2nItJ97wyUcNXKCblIhlElCgJDdUVW6OcTdOVY0N/mo7mLgN7g7ODwO/gexRx4RcNePnTr09YdN8cxuUowul0Pebrd9jyMBM32zySbBtFREdJStarNSjfkGtsEDlj2ibNMiCjlyqPiVcKnN3VdwkqsZwAOpZDUGrqm9lu0GtjbwAzjtO8lfMy4X6SZ89JbqOubZtSZ3y+oBddxNWlZipKasqUMFGjtfquK1DtqW2tjaQcQrVyc5l5pwmLiTdGAgFOmRPkbk/uXuYAAdfSu06xn9JRaGtYIx91v2jvz14+DoX7zg4Z6d6iWhG+gN12W6U2NhdgxOzqnbaK4jSy8JbYeHsNdTUdR8wyfxkzEvIO0vUVm5ypn8RyHTVTMQO/GhrjSvLsAgrp0zqd1jndIWhzHjBB8efOu18NOPMlw2oclRZflPyC5TOHcjFnhLTvq2SFleUWuQUI2hISm0WNk5KaZV6uRqaJlSt0h8sxzAAl8CZCl5Vdc2eQPDQMdSuL7qenudWyojiZHsDoG92/OSd2Vhzg708eOnTxR3W60lbNwXywb8eVJ9erDuOep9glkj09W2OmSMKtUqLSE2qMi9ubtd75xHB11SJD4igmADSsuDqtgaQBjqXXqHV0t8p2QvYxjWZwG56cdZPVuU0EFPKWTU/vDlN/EPfMYOKhLThwKrR5cdGzh3zr5ATfJXeO5OVVZv8xAVStIROr7rq6Cqtfh6lXWteZs4FtYdPWucbEfAis7c+bILeN07WEvgTMVMucprtzMQiwMDxrZ9m16bdQsonRsLWA79+Tk5378fAo6qezd9OzwGFPkhz2E3b5oG2ppsQEfvgGggEQ/x53m9/gt+H6VkzylNxuijz5fpVuWldOULjdpLWXH7WL2xydI1TAmgIOWuD5jJWqWKtJPph9K2B/GRkNHu5WSk5JZZY6LRukJzj4Uyh2AMLVVBqJTKcZK1tfLq671z6xwAc45wOHUMcegKN/OjpxcXuo860nJ8jJrbMG90Yja2UCXVlhqteJaIi3vqw/kIW3LWKk256swZrVkPdRj1Y9ZIHrkRUMYyYp3dJcn0rCwAEHrUisGtKiy0rqZrWvad42s7j2YI/kKcqx4WNh65UqhCx1WpVMgYeq1CrwrcjKGrlZr0e3ioOEimafZNtHxca0SRSIHoUhADLGeZ0zy93EqLXS5TXKpdUTHJJyoec1eBPHjqCwGtSbbmtg6y2npaSXltRbw1HNNYG/U1d07YSKrA6j1i/aSsQWWimzxEvhQesXaPms3TYyi/m31FcXUw2TvYehSjTWr5rMwwOAfA7iD8Y6v57MYIiOkXpmw3CmXjmZy45gdQ4+t35JWia75KbPezGo4uTT8IkkZWmGWkns66MZIgLkUkSM36YCk9QdImFPLuS7gNIha1pPSOKztZygNbE5lvijie4byBv8APu+JWF7xpVf5Dad23om2zVmp9M3DRZjXFhk6A4h4qyRtUn2nybLMoBaYhZ6FZ++RB1GggqxXTBBUwAUB7CGMhq3RT89uJByoVbr/AC0VyFxIDpA7ODnGe3BB+FdM486N11xQ456t4vaidWN9rnU7KeawUhb3cW/tEmtZrZO3SakZ17Cw8BFuX7ydsTk4mRZtyAQSlAvze40q6p1VIZHLjqC+y3ypNTKACcbhnAwMbs56l1jllxL4/c8dGKcf+RsZPGr7OebWynXCnSLWHu9AtrNm8jkp2tSL+Plo1QHMbILtnTR40dM3SKnz0/NTRVS7KKufSuyPB6Veab1NPY5SWYMZGCDwIUKCdGvXdth61SeUPUG59ctNIU5zFOYHj7sHcclFaydpQXllhY2zM2ziVkpBjFt0gSbmYLxbpqQAK3WRL80ck+8NA2o2ND+vpUxn5QoWNMlJBEyocPCxk/N86vl496703sDWmzuJUxrqtt+Plt0utq1zquIajB1tHWh41xS3tZi0Ik7RaJblhJ8U0lWx0nCJwKqRQqpQOEF1FcZqSWC5NPfslO/tIz/2qU8j91febxcqGqJLp6dsm/p2H7J/ej+eFaWvfZqYDSkfatbaA6q3Ul0ZxtuUw/lZ3RWttqx1ZZuQlk0m0qkaahGMXAqOZGORI1XcqQJ1XTdNMjnzwL2HvOv6eRgfLBG6cDcT/OfhW5vU3K1xayR4jPQrmOC3APiz04dQH0txWoa1Xg5STTn7rbJ+TVsewtkWVNuDQlgvNpcpIKSTpBt3I3bN0msayKc4NWyAKKAaHXrU9Vdpg+Q943gBwHiCzlBaYaJha0d8enpVXfI32fHXu3ubeyud2kec/MLhxtncxSBswugLgjWnckVxGwcbPsa/bopeDtMLCWY1caO3bByvJNffieYmRNMqKKMmotdMitzaOohZJstwM8CO0bwfg+dYqo0859SZ4nubk53fMVsEERSbIoNkBVFFqgi3SMuuu7cGTQTKkQV3TlRVy5WEpA8SihjHObuJhERER1vVSiaYyDpKlMLCxgaeheWWy7EwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFBbkDzu1/pOxLUyGgnWxLZHHAk60YS6MLDwa3buaPdzJmMudaWTAQFRBJscqQj4VDlUASBnrdYKiuj597hHCeGRkntxkbu3Pwb1m6Cxz1sfPPcI4jwyMk9uMjd25WbePfISo8iKg5slcbOoiRiHhI6x1yQVSXew7xVLzmxyuEQIm9jnyRTCguBE/GKZyiQpiGKFjcbdNbphFKQWkZBHAj5iOkKzr6CW3y83IQWkZBHT/mOkLPmY9WCYRMImETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//0JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIoh/p3tEfp0/0gvyhZf0wv6Dn6Ovyb9Tjn6lfqB+VPkj3j6p/O91+VPfPT3bweLw+vfCrjdnoTdvN7RHH7kLxl4xbFkLM22py2krbFaeaRNccSkI9d0pCKcTgT8yksRGCTTTmUPKMcp/MER7fDCAZGV1fmT1FeLXAiW0jG8m7jI0VpvyzztWp1jLCOJCsxTmsowjmdk7jLIqlJXYSNaz6Cp3BiqfMA/YoiXsJACeChJWuv/wAHZLatA1tfafys0FAbdmmsFp/eHILjtaNW6P2i5kV27aIeVS2TD1SZThZRV4h4X0jFsGjcixVHSiCfc5aZVdkq27dW6tWcdNV3fdu7LrDa71brmEWsFxuE8osRhExyaqTZIpUWqTh9IyMi+cJNWTJqks8fPF0m7dJRZVNM1VxAyqAuS3XB4sbq4bckYw2nOZ+otb7q44b4o2mOR+7ONFno/G/aVttWp7hG06Equ00ZGaZJuLlIqkQjTyCDFFdY4EE5TdwCmVzDTnoUpPZ83zKM6MXDCSknbWPjo+lbWfP375wk0ZMmTTeW1l3Tt26XOmg2atkEzHUUOYpCEKIiIAAjgcFR/hLp1h9oZ4RRilqstV1jzP2xoCjTzquXHl1qnjHZ7Txcrr+PcptZJV9spWTjHarBiqp6roRqxFydlEPOIdMx2U2D2ZVuVV5C6gv2hWnJrX90jb3pWT17IbQh7pV/NkGsvUIyKdy710yanI3eEkGqDBZJZkuRF22dpHbrJprEOQtVxx0KrLX/ALQR05dr2XjpStZWzad7uvJW1Q1Wq1VrmrJp3KUcbDs93qSHnNsrKOEImjQr20sVVS+Y5XeljfA8M3BBZAylMrlslXbZVcVVbyy6v3GDihvZhxbGl8jOSvJVzXW1tk9F8StNyW6diVitvWyT1jK2SOQlIFgwB3HrEdA2I5WeJtFUXCqKaLhudWmVUNJGehZk4QdRjjZz9jNifoKPrvX73p6da1vcGmdu0uS1xuDV0y/M/LHtbhT5JRyDcj5SKdJkWbOHSJV2yyJzlWTOmWqEEcVhPfnWa4S8cd97W4v36Z2hJb71VF0d7+hfQ9XWK8WzZEtsSBhLNVqjqeJgAcu7naHMHOpuV0ikQbs0UlTrrJlJ3GmU2SRnoXJcM+rzxT5qbctXHisxG7tF8jKjDKWSR0Hye1a91DtB1Xm5WqjuWi4lWTnYx8Vmg+RWUag8K/K2U94BAUCqKEZQtI39CztzX6gHGPgBR65dORdzfxbu9zZqxrPXtQgZG57P2hZie6gpB0Slw5FH8qu3M+blXcKmbsW6jlBNVcijhAilUAJ4KKOkethxS2ruuj8edka45WcOds7VWK11FW+aGgprRaW1X6qySDSOpMw5lZ+GdP5JZwkmzTdrsxeOFkm6HmOVUkT0yq7J4qJXtCXVX2hwE0c3ofG5fYFJ5EW49HscVtg2m2901PBUWdmLtAzESa6WeLmaGw2Od3VgUQj3bZZcrVQipSfrhRASjW548FN268vte8zunDzs2Jrelbpo0NWtC8kqQ7jt46qseo7K9kWeiZScPJRMBZ00n7+AVazySabwpQTM4TVT+yTMGFTGCqR+kn1juMPD7pUcXNYS+vOT++rdqqlbMnt2I8ZdHym0YLRkTO702vYIdztu3upasVKpqP665TkAQF8s5SZKEVVTIVRMTgdy5OaS5bP3Evlrorm7oyp8iOOtvC462twv2rdy4YOoeahJuHcmZTlZs0G/Im9hZ+Gdl8KqJwEiiZk10Dqt1kVlKriRjcVA/enWx4q6f3LsPQ9F1lyx5bbA00p7vu9Dh5oGZ3ZBaXekMsV0w2JY0ZeAiI15GmbKkeEaqvPc10VW6wpuUVkU6ZVdk8VNrh5zR47c8NOMd58ab0ndqStKvK5MoOo99BWenWyMRarylSuValEkJKBn49B6iqKZymSXbrJLt1Fm6qap6qhBG4qvPaPtBHTg1HP7ipNlumzH+ydL7xuHHya1hWNXzc/fLRsCgSktEXFWkRDRbyJarQLuIOCso4XZtTCqiUhjKKFJlMquyVcZSLbGX6l1G9wqT9CGutXgLbEoSjX3KTRjLHFNJhglIs/MV90fptXhAWS8RvLUAS9x7dxquK7RhEwiYRMImEWjZ1iP7qa6cP4AEz/9EGzHXb2Pk/V+U1RDXv8AVOr/ALL99GrPMha84JhEwiYRMImETCL9KYxTAYoiUxRAxTFEQMUwD3AQEPUBAccVUEtO03cQretM2Z9b9Y1GekjmVkHLBdo8XP3E7lxEv3cQo7UMP2SrsWPmHEPTxHH+ANS3imZSXOWCPdGHZA6g4B2PJnC938n14qb9o6hudYS6qfEWvJ4udE90Rce12xtHtJWT8ximSgHzw4Da95pUpsqZdOjbvpaBnWrdsxyaiMnDPm6ovmsHPLMvLeyNVcvw8zwlMLiPXMLhqJTiqmvJtN6lqtP1BH2y3SbpIzwI4ZbncHY8jhuPQRirpaoblHnwalvgvHEdh7Pi4jt7ZwP/AE2zbRDOE5ksIVLZ1Xn5isRc0wl0JabtlSglE4+LstsVY+ZGHl5FdBYUnKSoqPmQIuF003Cign6dSekhuRksJd3G9ocQRgNcd5a3O/A3bjwOQCQBjstfd4pdm4gc+0kA5ySBwJ7fjG871NDI+simETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEVavLSZCQ2Y2jEz9yQFdj2ipO/fwu3yrqTUEfuCdo7Q/xBmx9KQ83bTKeMkhPkGG/GCvIfLlcBVawZRtPe0tIxpHU55dIfO1zPMov5JlplMImETCJhEwiYRMImETCLkmcs/YAJWq50gEOwgUwh3D/EIZyDiOC7o55YhhhIC+Ndwq5UFVY4nOPxMPqPrlCc8Vwe9zztO4rxSVUROCiRhIco9wMHoIY4KjXFpyOK7e3v1obN/dUpNwVLw+Hwgob4fDt8fuZ2ieQDAO5X7bpWMZsB52V11WWfrOBdKODmXEe/jEwiPf7vx75wL3E56VaOnlc/bJO0varOSapiHO6UMYnbwiJh9O3w+nBe4rk6pmccklfSazTJ/CJnigiT7EfEb07f4/vZXnHHpXM1lQeLivjVl5BZUq6jg5lC/YmExu4f7+UL3E5yut08rnbRO9HExIORIZZwc4k7eERMI9u3+PBe4o+olf4RK5xterM0QBuhJOCJAHYCgobsAfe9c5iaQDAO5XLLlWMbsteQFxbywy78wHdO1FjF9QE5jD2/jEc4ukc7iuiSrnlOXuJK9DiYkHSQIrODnTKHYCiIiAB/HlC9xGCuLqiV7dlxOF+R0xIRSgKsXCiBg+khhD/gyjXOact4pDUSwHMZwVZRrS3ydgoFXfruzqKGjCNFjCYREyscorHKmMPf7Ix2oiP3xz5bctN3vtk5TLzaBM8U4qzI0ZOAydrZ2gdgEgA8S+jPJZNT3rQFquTwDMaYMcet0LnQkntJjyu1nOZQ3iMPcc0jNPJUPMkpy8rZTWtYMN4LwzpXJMImETCJhEwiYRMImETCKJNifmk5yVemN4gWer+WPfv2QTP5TcoD9IFQTKH+LPQVnpG0VrgpQMFsTc/lEZd53ElbztVMKO2w04GC2MZ/KIy74SVwuZJZBMImETCLh56cZV6McSb4362kHhSSKIAo5cHAfKbpd/idQQ+PwKUBEfQBy3qqmOkhM0nAdHWegBX1tt89zq20lOO+dxPQ0dLj2D4TgcSomWCxSVkfHeyCwiHcwN2xBEG7RIR9EkCfAPQA8RvsjiHcR+5BKurmrJeclPiHQB2fzvW6rZa6S1U4p6Vu/7p33Tj1k/EOA6FwtlqT3Y+k+QOsIogqzWxNK7Pp8GkX7NSasNJmoqIIUPQTeKRdJfN/ZfDNnckVdHRanhdKQG843zZ3qK63zAyluB+109TG93ia9rj8AWGNSRJ+W3SFrNBp6iatimuMq+pI1iZQiB09haiZDWIqEkPGJfcRlZunNe5lADs2dkV7CUwCPou4SCy68ZVVG6nkkznseN58mT5lrepd6U6pmml8GKu549scp2y4deGvPDpGFivYuoHPVj6YOjozUEvFR/IXjUMBXbPQLG7LBqpXqlVL6hbrSJ4rsCBVntpbsm8tDuHYFbfNI3XUR8S6refxTC1XCQT/0Sc7QdxA6fNvWHpLgNAa6qZbg1zrTWBxa9o2sxyP5xkjfbhhyx4G/iQDhodXdwn6LnL+Y5Da+n98a8HUGrdfXOBtlpk5iy1WTmLInWZVtLEq1Si6xOTTty7nV2ZUDPlASYtW5zrAqqoRNurkqu70kERdG8PlI70N35PR4h41L9UcpenfSaantEpqK6eJzG4Y9rWbYIL3l7WjvQchoy4nAIAJcLj4u7M+TPVXtW0NduySeseHejn2m3t3jFfOibBuu+2B+7moSDkUhBF+3gYR26buTJGOCLuPH1FNwic0D1NUelWmTBIcVlTKCB0gDBz8A86iFqtrrbo6KhrW4qK+p57YcN7YI2gNLgeBc7BGeLXdYIHK0y8luHVi5DbHEBkofjvwzoPH2wPmPllS+rS/X1La7RqdYOzdV0zjCPkFiAICRdExTdjEEMw1+uHpNyfRurPtsri4DgcAHf8XnXdDYe6NNUdqo+8NXdZKlodk95HHzJ7cE4IO/d41LO3z2lN70aw6g3FArzFFtaYoO2si2KVxGvSCcWE5BSLM7xeInIpc3mNnRAKZM3oYDEMchtNaF5Vn6auraiKR8bdrpGWkE7wcE5B6c/5iO8rnodbfyl6SqNNaipYKy3zx7w12HscB3skbnBpZKw72ObvB3bwSDFUl6o+n4Nlw86lQx+5OLSqgWbjTygnmUpIouGtKSPKs9cbDewPmzsRfYWMRMzbqoH8581VMzP5zVwHb2nZ7jBqukbqLRszY61wxNE0g4LtxcAdxaTv38Dv3OC+U2oqWPklqDyK+ifpjctANdztpu0zJDtNp+/bTVLo/sjKhjBsNLDmRhMR24pBjutfr9i5+WCqbh3HVnOueEGuF2bnjNxndNEYgdrDEo+5we0tpQbPwMkqomyIAQ0MAC1M1ECEAzQyy0nGtY6xotBUMlDRyCbUsrSJZc55vPFrT7bPE8c9uA2c8nPJzevRMXyk1dq2jfbeQ63PabTaS3Y7u5sbMdXVxtw3mA0Ygg8As70ZiL31PdOoLyl3Dxy0xS7BoeAh5rZGxtjMtZ19B1W3VrewybuuT0o3cVSrND+6yU6ReISRbIuG7tt2OIC3U9ACGckVrt2sbnUXK+kyc0zbDScA5cB3x4439Y8fXs/0YfKXrPkY0RbaPk3hjF2uVcKNp5oyvYOZkeOYib3rpMsAaHNe3Ge8O7GrByypfJio7UTe8tAtRNwX2rw+wHqV3lE5C0oQU44kmsIhLNUl1y106aUWcEorsgMch4ERRQEvlE9Y0YpGwCOiDW07NwDRhvk+npXxY5RqDXlHqLunlINS7VFZAyof3Q/bm2JC4M2xk82cMOIt3Ntw3ZbjZG7dd26TaTRSSKBSAyadgAO3/uunnzh5RYI6fU9RHGMNEjvjX6beTuV82lqR7zl3MM+SF0vIIpymETCJhFw1tqNP2TQ77qzYkOaxa92hTbLr6918slLQ3y7T7hDPK/ZIY0rAvouaYJykO/WQMq1cILlKcfAco9hCRaZv9Tpu6R3SkOJ4nhzTgHBByNxBB8oKwWoLJT363yW+pGYZGlpGSNx3HeN48iwJw54d6H4D6bsmiOODW0sde2baFm2y6aW+cRsUs2sNoiK1BOGKMuSOjnTqJjImqM27T3r3h2VJIPNXVN3OMs17ykXHXD431oY0xxhmGggHBJzjJ3knfjA6gFGtGaDodINeykLnB7y7LiCd4AxkAbhjdnJ7VJTNYrYSYReaZROcpSh3ExgAA/x5zY0ucGjiSuL3BrS48AFqB+1q2BOK2905YxmsykrJXKPti2HrCDhNSYI1lrxrxvBuHTBAVH6DKefVV23aqCn4VlGi5U/EZM4B9AuRClkp9H/AGUEbUm7xbP+a8S8rlRHNqn7GQdlnzqT0vx96z/XLelt3Nq8q9N3gfOrpyEfx7qMXJQ2wdg14ypV2pJaivXjO12VR+3TJ45G8O2cciuJHsZBKJGEmXF+1ZonQhfMxsU14OckYyD2u37Pibk9BK6LNprVusgyJxkitQxjOcEdjenxu3dSvF4e8F+HfT2qSlV4p6jja7Ov48kda9wWgUbTuW8pl8syv1R3t21RdN45wskVUYuMSjoZNUPGkzIYREfMGtuWO+akc6CJ/N0mdzW7mjydJ7Tk9q9DaS5LLRYmtmkYH1WN7nbz/l4hgdik84crOlDKrHE5zCIiI+o9xzS888tQ8ySnLitsQwxwMDIxhoXz50rtX6ACYQAA7iP0BlQCTgcVQkAZPBc63rkk4IgcqYE96UOk0IoYpDulk26zo6LYhhAy6pGzdRQSlARBMhjfAoiGdpNN3ethM8ETjGBknBWHqb/bKSUQzSNEhOAMhcU5arNFTIrkEhyiICAh2EBD72YienlppDFKMPCycM8dQwSRnLSvmzoXcmETCJhFiDeNFXv1AkY5gl5szGKpzcMmH2S7xkRUirMvw7nesl1UyB3APNMQR9Ayfcm2po9L6piq6p2zb5mmGU9DWPIIeexjw1x6dkOxxWFv9vdcbc6OMZnYdpvaR0eUEgduFDDRm4g1fISMRPt3a1blVyKOiIE8TuIk0Q8gzwjY4p+amqkUE3BO4H7JlEvcSiQ3oblK0AdaUsVfa3xtu8DSGlx72WM99sFwzgg5cw8O+cDudtNg9gvfpTI6GoBNK878cWu4Zx8BHHcMcMGxGuWeAtsYlMVyUay0eqPg89scfEkqAAYyDlBQCOGrghTAIpqFIcAEB7dhDv5Pu9mulirDQXeB8FU3fhw4jraRlrmnoc0kbuK2VTVdPWRCaleHxnpHxEcQew712FJVRFQiyKh0lUjFOmomYxFEzlHuU5DlEDFMUQ9BAfTMS9jJGGOQB0bhggjII6iOkLuexkjDHIA5hGCDvBHUQs603YKb8EoydVIi99CN3xvCmi7H4ARcfQiLkfoH0Kf7xuwG1XqTSD6TarrU0upeLmDeWdrekt+FvaMka11BpZ9NmstoLqfi5g3lvaOkt+Edo4ZXyAqEJhEwiYRMImETCJhEwiYRMImETCL0uHDdo3Xdu10WzVqiq4cuXChEUG7dEhlFl1lVBKmkikmUTGMYQApQ7j6Z2RRS1ErYIGufO9wa1rQS5zicBoA3kknAA3koovRHMrQ83bkag0scgms7fEjWM47iHLauvXiywIIppPzj56KSywgUqyyKSPqAicC+ubsuHoeOVC22B1/qKOIxxxGR8LZWunYwDaJLB3pIG8sY9z92NnO5c+bdjKlPmj1wXTL9c2lErjmddImcqAom0YNCm8Hvb9cqhkUTKdhBJIpEjHObsIgQg9gEewDsDky0BXcpWrIdNUcghiLHSzSkZ5uFhaHuDd204lzWMGQC9zckNyRCtf60o9Bablv1UwyybQjijBxzkrwS1pO/ZaA1znHeQ1pwCcA1Jcgt52ly9bEPIlUm3pFF0wAhDM4KNE4kTTYMVPMQTUcqEEAMcDmEqYifxGEDB9RdG6G0zye2htn0zTtiYQDJIcOmmcPu5ZMAuPHA3MZkhjWjcvOvJzpq48tt4qNYcoEkk1jpX83FA1zo4jIQHOYwNILY42lpfsuD5HObtPOy7OLNbbZkHsmlB2pym4B8YE4+TMki3Om6MPZNq6BEiSJ0nA/NIfwgYp+wD3A3cswjkJOHK/5X+Qu1W6zP1LoiF8Rpm7U9OHPeHRjwpY9sucHM8J7clpZktDS3D5IZ3LyGmETCJhEwiYReaaZ1TgmmUTGN6AAB3HK4yuQBccDiu1Gp75tHfK0s6j4OM8RE/f5l42jWYKH7iRMXLxVBADnAB7B4u49s72U0r/BCytPZa6pGYmE+RemTqUrGN0XhyEcMnKRFmzxscqzVwioXxEWQXTE6SqRy+oGKIgIZxfC+PwguiqttVSHEzSF6YesTE4oCbBqoqIj27gURD/eziyNz/BC6qejnqTiJpK+9GnOnov04qSiJhzFj4ZNpFSTKQdRx+/bwPm7Rwsq0P39OygFHvna6llaMkHCv5bDcIWc49hDfEurOG6zVUyK5BTUIPYxTB2EBDLcgjisQ9jmHZdxX3RcLIS6nlMW6ixv9QUxv+AM5NY525o3rshp5ZzsxgkrylIOQiFQReoHSUH9iYolH1+8OHMc3wlWamlgOzIMFcpGU6Yk2yz0iRW7JukZZw8dHKg1bokDxHWXcKiRJJIhQ7iYwgABnNkEknghXNLa6urP2FpK8Vqm9+TSzDBywmIo5jpkkoh42kmBzp9vMIR2zVXQMYniDuAG7hlZKeSPwgV2VdnrqMZnYR4wuriAlEQEOwh6CGdKxZGNy/MoqJhEwiYRMImETCJhFIDjJLlituwaJz+BOZZS0Qcwj2ATKMlHzcg/d8x2wTKH+qEMwOpYedtLyOLHNd8OD8BK2jyO14otd00bjhlRHLEfKwvaPK5jR4yrSs1gvaKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEUTuYe/g0Pqxw6iF0y3u3ncQVNSN4DHZreSUZSxGSP3A6UC1WKYncDFF2qgUxRIY3bL2a3931eH/0dm93b1Dy/ECsraKDu6pw/7Qze75h5fiyqaNL8d7Jueqbe2bIvHzaAoVTtU2SRU7ru7TdmcK8m20QRy5BTzClEhV36oiZQAVTIHYy3mEmlbcYqKWGlaAZJHtGOhrcgZ+YeXqwZfWXCOjlipmgc5I9ox7VucZ+Yf5b5DdMawrMtwXatCqYrOf1+rImSAfmqyFfnYgjMRL8BFNlMu+w/R3H7uY7VEYdRsl6WyY8hB+cBWGpIw6kZJ0tkx5CD9AV4WQVQpeBDkUKB0zkUIPwMQwGKPYew9jF7gPYQyvBV4cV55RUTCJhEwiYRMItTf2xv7WTov8O3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//0ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItaFddBt7VOzTcKpoKSHTIMgxIqYCGeLku7p0dJsBuwrHK3ZLHEC9xAqRx+BR7U6Vy+48q47qrzcW4643QkraTtE81FWPe83IMCnIK7aLsDWtMIh2omBvGVF87rL4hDCAAYzc4AI+Eew8VVvglfL1+atX7tzO6DVStcUyna1YOereMnYSSQSdxsxFubvoAr2LkmixTou49+h3SXSOAkVSOYoh2EcFUbwPiXbPasYuNfdJ+afPGLZy8guQGmpKGdLIkOvFyC7iww6zxiqICZs4VipRw3MYogIpLHL8DDg8EZ4S6D7UTJyxenRxjYybt+jrCy8xtCx27Hbdd0Ar0kKBsuWOlMKo+JT5LNMsEHBjm9QfN2wgPjEoCKqzj5Fb31NqxqaQ6XXNWv2dhWktWx3D3b7mIaoosCQEZ9TGtJaW105rqCJfcU3EJYYqMXhioF7FdotwRARAgDVcRnPaqJdNTNxgPZD5ORoir1CeHi1vCOcKx4qA5Tq01yF2BDXswGSEFCIBRn8j5xgEPCj4hH0Acp0Ln92u78B6X1fXPTA45VrUcn0b2PFKw8V4AGLPZ1T5ZnsX1A22mKvbkfbDuvXFrSVbk6UlZBSzqtkSMDyh3ZgKCY9gb1Q7OenKk10qtBuuNHRb2/qYORmjOUEBD17lVI1DZXHW6u79rBGDm6xLST2sxs+6jIoBkou1ryarxFNIU0lnI/OE4nAA4KhOXL0+y766p1R6RunrjAQMZHWXat+3VZr1NNmSCUnYpSv7WttBhlZR6UnvDwkZWqo0boFOYSpEKbwgAmMJg4I/wlsP5VcVrEwPITkhyx6lPOms9LjQXB7SNk44S8HpblZzY5E0mzWTbu1rkwWeVtvSq/Ga8dQck8goKV1YuxKEqu9QFrBor+a3Mds1GniXPAA75YW6Qhd0sOvR1XonkDddYX3b6GlNPpbFsuloCVqms5awxsXqRoh8iV6afSMmxew0esDKQ89Y5zyibo4dgOAAHFHeCFmfjFV6/Le1K9SGyScSyfzVS4b6aUrT923SXXhHE5ReMMZJvYwypTCzfOovxtTLJ+FT3ZdZLv4FTlM6UPgBclzDj2TL2nPpIy7Rqi2k5zjFyTjJh6gQEnEnHw+peUDuLZvlCdhcoMHT1U6RT9wIY/cPgHZ0qg8ArgeSSLSwe1J8FobaxU3FTr3CS4WTQ8bLlIrAq7M8e+lZiTj27nxMlLS1Yxqy4GKAuEjR7FUvYyaJgdKqPAK7H7Ve0q6PTYqNoXMRntCr8pNQutJy7ERRtLO7OGds9+QrLpv4ZIrlWstnjgyaI/OUaJKCAnSTEooziuE9qMVnHHR4r69nSBGyr7s0CrYUQIRMEpxSCtR5ZIE0+6aYJvzKB4S/NDt2D0weCozwlehzu/wBI/wAyvwU+Q/8AmiuGVXEcVWz7N7UKzAdGvigtEwscyWun6NVltqyTVEFbFOud67LgVJKYP4O79yEDCMmJTKeIStGiKX2BCgFBwXJ/hKK/swjZzBcFObMVUmSJD1zqKcloynw/qVg0+TdR6ECFim6Qj4UGJXAFL4C9ih4hH4iIiCq/iPEoE+z7N+rJK8KLvbuIE303hrlu5J7TldoyPKSucmZbe8ltwzKqDYVbpI6ws0PXzImi1mKrNI6QOCJrmMp85QRGgyqu2c78q1Lomcar/orkb1QbhsHkhwt25b907optt2jqHhrb7VNV7QG429g3MpfIWz1K3IHmdfO56TllEEmTp26dmUiFk1RL7uUMqFxceCwh0GNe01Tn5169prV+McX5DqHbWorGzuGaC8vF1VTcm8px/DRT1RMziOZTEoKKz1NIxCuzs2wqAbyE/CCq7gPEto3KrgmETCJhEwiYRaNnWI/uprpw/gATP/0QbMddvY+T9X5TVENe/wBU6v8Asv30as8yFrzgmETCJhEwiYRfQ1aOnzlFmxbOHjtyoVJu1aoqOHK6pvQqaKCJTqqqGH4FKAiOUc9rGl7yAwcSdwHlXbBBNUytp6ZjpJ3nDWtBc5x6gBkk9gUjqXxb2HYzoOJ5NvT4s4lMoeSMDiWMiPxFCJbHEyav+pcqNxD7g/AY7Want9OC2DM0vZub5XH5gVtrT3Ivqu7ObLcwygojgkyd9Ljsiadx7JHMPz2KVWtRtOrsRWYgqhY+HaFaoCsYDrKj4jKruFzFKQorunCh1D9gKXxHHsAB2ANe1VTJWVD6mbHOPOT1dgHYBuC9X2S0UlgtMFnoARS08Ya3O8npLjwGXOJccADJOABuXYMt1lEwiYRU36x6nVjo3Jy+cZedVAiOPszIWl240zdkHjlfX8vUXzs7auMZu0PvKaOiviI90J8hWzFVcyrd0hHrICQ08q9IRVNoiu+nJXVUYYOdZjvw4eEQ0b93SzeQMEFwORHoL2+KtdRXRghcXd477kjoyf8Au3DoIBCuOIcqhSnIYpyHKByHIIGKcpg7lMUwdwMUwD3AQ+OQThuPFSFeWURMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF8zx41j2jp+9XTbM2TZd27cqm8KTds2TMsusob9imkkQTCP0AGc2MdI8RsGXuIAHWTwXVUVENLA+qqHBlPGwuc48GtaMuJ7ABkqmq92ZS5XGx2dQDFCYlXTpumf7NFkB/Jj25vj3M3YpJkH/Y5uChphR0cdMPuGAHx9J8pyV8/tS3h+oL/AFd5dkConc5oPEMzhjT+SwNHkXU8ulg0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEU7OOz0XWvjNxHv8mzsk0KA/QRRJo/9PvCd6b/AB582fRWW8UfKiKoD+l22CUnrLXSw+fEQ8mF7y9DlWmq5PTTk/0avmjHic2OX45D8Kzvnmpb6TCJhEwiYRMImETCJhEwi6lc7AnAQy6hVAB87IdswIA/P845exlwD4gRsU3iEfh4vCH0hkg03aH3a5MYR/wsZDpD0YB3N8bju8WT0LOaftb7pcGtI/4aMhzz0YHBvjcd3iyehRczei3OmETCJhF6nDhBqgq5cqpoN0CGUWWVMBE00yh3MY5jdgAADKPe1jS95AYBvJXOKKSaQRRNLpHHAA3knsUV75bjWiSKVsJyxLETpsiGASiuc3oq8UIPqBlewAUB9SkAPgImyD3SvNbNhn2hvDt7fL0dnlW49N2QWekzLg1sm956h0NB7OnrPYAuiZi1I1ztbmFoOWaSCJhKKKpDD2+4A5k7RXyW2uZVRnBaQsZd7fHcqF9LIMhzSomjaVunbum6Xd9GyslwK5NXEtxsUvAMXUmvxa3pOGRbS8tIRMekssGuru4BPuKKfdEpEUES+a0IjIezLbV0PKNp2MRva2+QMAG/e4D5/n7Du07WW+prNij3DUVGwsa1xwKqnG8NBO7nYxnGeO8nc4lmdb1w4rmy7kTldw/5CzvHnaV7YpPJLaumVIe9an3CyMbzU5C7UcX6FbtDtZwQBVXKuCR3AGWct13PdQONFqa6WOP0p1BTGeBm4E7nAePHm+A4WHjuMLqb0pulPHVUUbj9gnzHLCekRvxts8WOG4EDcuCmuLXPrcDJSnb76is4prV6mLSw17ROmqdrC22yNWDynke5u8UkwewqL5uYxFkwQfNFCGEh25iiOXztbWamG3bqJ7qno2jkA+Lf8y64Bpqgk7poLVE2qactdPO+VjD0ERnc7HQcgjrXs2LtvSPT41zVuM3GiisbhvycBSP07x4qip7BaJS2zTcPHsfcL5Jf35nGkKmV26cv1UFnjduCTfyGaJ1mdnQ2q56lrvT3ULuat0e/fuAA6AP58p43EUNXf5ZK6qlLaD/n1TtzQ0f8uEcC77lrWghpOTlxAd7NBaae8btQPava7EndN37TtcvtjkDeyHKv9UWy7ScHEizZuvLSOtC19IQbNx8JE1lfPclTS94MmXTnK9raG7VItlvOKGEbLQOodPl+LA6N+wdN0BuFcLs6MxUMUbYqeM/cxN4ZHtncT1bhk4ye69xAe/05oRbI7Fy8g7h7LWVqXea3BXipLyEXKLVy0xraYh1ZCGeJvo10oxeEURMq2cJ+g9gEyZjpj3Ic5TTrSvKFqLSMnO2eeSKTBG49BGCCOH0HBGCBjVvKLyPaD5U7b6T62t1LcLaZGSc3MwOG3G4OY4dIII6NzgS12WucDI+L3Qzsp0Wk6CcM4IRNBuJOxIkSEKBE00u3YGBSEAAKU362UA+y+AZdTaylvc5kuTi2dx4k96fKeHl3dqxMnJz6n6cNsrRJRsGA0ABzQOAAG5wHDvcH8HCy1EyqzV0wcN/KMo3V8xm48JDqNxXTFFRRqr2EyQrIKCUxiCHiIYQ+A5IrTea6geGUkjmscRnBOCM9nFQW6WWgrvstZEx80e0WlzQS0kEHBO8EjIOMbtxWtT1z3SzzmZXXDg4qKqaD134jiPcR7Td2AO4/T6Bn0P5N6iWp0jSzTEukIOT5V+fr0c8EdPy8TxRDEYttNgfrSrZ5v/8Az3S/9Qmn/sBPPC/KX/Wqo/OO+NfeDk2/qnSfmGfJC6JmvlPkwiYRMImETCJhEwi+Cw3JnremXfZD6q3K9o0Gpz9uCj67rshbb5cFYGMcyKFYp1aikXD6Zsc6sgVs0QIXsZZUvjMUgGMWX6JtlPdb/BSVL42RPkaC57g1oyeLicAAdKi+r7hPbrLNU07XvkbGSGtBc44HAAbyStZzpCcbdzc9eb25utFzzqElBvKnfpSr8XdQ2qNkGbSs3OpmPCMncbBTzVq5bVXj5FJki4k6jcqjy2C4kFDEfx6xlfY3KLrK26G00yw2R7e6jEBlpBw0jjkfdP4+I9RC8s6F0rX6wv77zdmO7nEhOHAjLh0b+hvDx+IraKlpp/LulXDtwoqZQ5jfOMYfiP388O3G61lzndPUvc4uOd5Xr6gttLQQtigYGgDqXEZjFkF+YRe9u3WcqFSRIY5zD2ACgIiIj/BndDBJO8RxAlxXVLNHCwvkIDQoJdQbqZcZumbUGSmzV19ochreyTV1Pxio71FW/W5y9VM0iZWyqJoP/qEpTmSDygkXSCrh2YihI9q9WSUTJ6A5OORyuvz219yHNW8HJc4fAB0n4B0kdOk9ecqdHZmOoqA85WkYDQfhPUPj6AejT86yFa6oE3TOL3Nbnrf5HUm0t/7GszDidw2ox5ivOtE68q0TCSMrZjxbOVBzSry/lbXAN/JcHe2dcqwDKuWyqCLFL17py32G3UrrbZY2Gkjbh79x2zw3np6ezqGF5hvtbeK+oFfdXv7pe7LW7xsjsHR0dvWVv3tKi91/Udf0KVmZGxzNJoVOqUzYpmSdTMzPy1crsbDyM1LzD5Zw+lpOVeMzruHK6iiy6qhjnMYxhEfn5ykupn6pqXUrWtiMriABgDJJwANwA6l7Z0C2dunadtQS6QRNBJJJOBxJO8lenNfqbJhEwiYRMIo/7N491S+qO5iOMau2dcp1DvWpCmj5Fz2ESnlGPoAqKH+yWSEig9xMfzBAAzamjeVW+aYZHb6sCrszSAGOP2SNvVG/qA4McC3dhuzxUcuum6O4F08f2KqPSODj+EPnGD15UVeONkkaxtBrAKqKJMrD75DSjMxh8sHrRByuxWFPv4RcIvEPKA3xAixw+nN3crlopLzot90YA6opNiWN3TsOLWvGeOyWO2sdJa3qUR0xVSUl2FMTiOTLXDtAJHlBGPESrKs8eraKYRdkjbdY4opE2co4BEgABUF/A6RKUP2BE3BVQTL2/vfDmGrdPWavJfUQM5w8XNy12esluMnx5WIq7Faa0l08LOcP3Te9PjJbjPlyso1zZyDtQjSfSSZqHECkfo+IGgmH0AHCZhOZv3/vwExO4+oFD1yC3nQ8tOw1Fpc6Rg4xuxtfqkYDvFgHq2juUMu2jpIGGe2F0jBxYfC/VIxteLAPVkrLJTFOUpyGKchygYpyiBimKYO4GKYO4CUQH0HNfua5pLXAhwO8HoUHc0tJa4EOHEFeWUVEwiYRMImETCJhEwiYRMIorcz7M6rXH62gyWMg5sLiIrQKkMJTA2kn6Skkl6du5XcU1XRMH0kUHN4+h0s0F45VqA1LQ+GkZLUYPDajYRGfG2VzHjtaFzjGXqmOA1pf7HWpK61itSs1BwEiRjKPYdEXrmNde7pvU1VmTYTvytiomAxlypikn2+eYvcO/wBFLrrLStovMOnL1WQU1zqoS+Nkp2GyN2iwgPdhm0SMBhcHO+5B34uS4A4PFSn1xzx2tU/dmF1aR2wYpHwpKLPACHshEyfNACyrJEzRwchfiLhoqqoIeqgD3EdH6v8AQvaGv23VackltNc7eAz7LTknf9qeQ5oPRzcrWtHBnALrMTTw3KZD7k3x823ricGXs6lWeRzA8qaFnECNrA3fskzGb/IqILHY2Bdc5jJFRbLmVUTOPiKl37l0npbky5YeSLlCorjZ6Ftwgkk5l0kTi6nkhkID2zO2dunAAD+ckYGse1pHOAbLobrjRdFrjT02n7gSwPIdHIBkxytzsPA6cZIc3I2mucAQSCKkUyyWzryIiByGlXnjU8Pzix0S37B8e3h/sVmQAAR7AoqIfSbPoQMyO38VhJn2fkZ5NMMLXR0NPhudxqKl+Tw4/ZJSSQM7EefuWbu57S1maDOafrzY3yMJSe+tEQMY0YqUAL7wUPUws1hDuI/9LOI9+xRDtykjxvHBa85FOWNupYxpbVcw9UIJ5mV2AKlpJOwejnWcAP8AmMAxlwdnueqtmqSxkKzPqeKRBMSRkicfV8VIni91diPxeETKIlP/ANNAOw/P7CflHJnvXcVr3lv5GorEyXWelmbNpLs1EAG6EuOOciHuRccOZ/yyct+x5Eee87l5dTCJhEwiYRY35Cbwb8WuLfIrk2pBN7Q+0pq+wW+BrrwVix8zaU0042qR8qdsdNylDOLLINAenSMCpGgqGJ84Ay/t8AnnDHcMqV6StkdzubIJfAJ3+Ibz8Sqg6f3Sr191HuPOueoF1QbrtTmDs3kuNmsdLoAbKt9I1TpqjtbXM1qMhavEa4mK24j5NwrBqOlWjNyziWJFU23uRl0VnC8hqKg0pEUDQG+Jbcu11fZJGUNtiDYxgEgcf56+PasfcA9WuOGfXX5L9Pji1su8XbhLD6ddbAvWurRZV7hCaftT+oUawt2yL4wlYNrTXb9aEYQXRCJvVmD/AN1kBcO2pliqwMmpBJIAH9C5ahip7hYRU1bWtqDjBxg7+jxY3+RZI3wbanVI6t+y+lgw3LetDcNeKOoEtpb6iNUzBazsDkK99z1opKwTmYKmsqaHCc21Gx6LVwi7jW7SPdPjIKulmoI8aeKOlpeeaAZD8C6LRQUtksguEcbZKtwyCRnHHGPN4+hRw6yHS84XdN7iHVuZXCp7s3iVyR15uCh1GkPoTcuwpR/tA8+MiM02QC1WOWlY2xwsZGKS/mxKzRkLRm4RXaqFWTMl20lQ+pJbKO98SvrDdqm8bcVZGDFg8QMYWxTrZxsO66d482DaUYEZuO36P1FYttxCTEkaEZs+eoFek77HhGpETTj/AHO1unaXkFKUEfD4QAO3bI3Wxt7pLI/ByVpjUlLCLzJDR/a9sgY6s7lr59evntd47Wu3+D3Etw8XNrCp1q8c9tyV96LRprur2e3Vio0XRDGebqFUCyXS12qOGcbtTe8i1MVkPdAs2RtnLZRtiYJZB3x4fSto6L07FQ07a6qaOff4AI+H6PP1K3fpUajY6Z6Z3DKMusis2WfaRHfd9n5tdwu7QZbVezW5TO5ZZcVXIBB1SzNm4lEPEmi0KUQ7lHLG4NE1bst6wFGtVQNuWpO5495yG+bd8apt4y6rt/tDuwt+clOVm2Ntaz6eeltkhq3QnGXU861rRLFYGzBnYiure8csJuHWnoaqysU9mpFVm6kXbyZK3YrsGbUiQ5SR0VthAYBtnpU0q56LSFAxkDGmoI3nG89fbjqC+GW4rVro0dY7gBr/AIgbW2i/0Hzp9zqWztL7BsTScUbtpyzq6+VcypoqNgmM1Dxz+Way0G6cs/lBk8jnKYuVUTHKbkXNrKNzngZA3K4fLDqGwSzTsGQwkbuBAzu+I+NbK9kakZzUg2T7eBJwcodvh2Aw5D5Bh5C871bBHUOYOAKxZtjcGjuPNShb5yF2xUtPU+x2RCnwU9cHizRnK2Z1HSMshDMgbNnS67xSOiXCvYC9gKkPcQESgNxT0ktT9rGcLK2jT9deCRSMLsDJ8Sj/ALg6lfTH0DsuT05tjmbQIPY8JIqws7CQNd2VsFhXppssLZ7DWS0a6pNrqddl4x2UyLxq9fILs1SGIuVM5TAF420VDm7QHxKRw8n92lj5wMOO0gfASCsu7l5VcK+O+s6Hujc3KfVFX1dtSILYNX2SNm17o52LACBPNmaPWqIzs1rtUYzOoVNyuxYrptVjAmsJFBAo8G2uoc/ZAOQraHQ12mnMIY7I49AHlOAvl478qeIvMaIsUxxO5AVLcgVFNBxaIVixs9Vt8EzdKig1k5Kj32BqtxbQzlyUUiPTMfdDq/MBQT+mddRb56cbTxuVpeNJXG0RiWdp5s9O4jzjIWZTAJREo/EBEB/hDLBRMjG5fmUVEwiYRc5WZtetWKCsLYBFaFlo+TIQB7eb7k6SXMiP0eBYpBIYPgIGzpqYW1NO+nd4L2FvnGFkrPcZLRdqa6xfbKedkgHXsODseIgYPYVdIxetpJkzkWSpV2b9q3etFi/YrNnSJF0FS/6lRJQBD+HNNvY6N5jeMPaSCO0bivoVTVENXTx1VOQ6CVjXtI6WuALT5QQV9WcF3JhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi18ecd8kdqckZSrxBzv2VOWj9eV5igfxFWmAWJ8tARMB8APFrG8UamN8TEbpgP2IAGxLFTtpLYJX7nPy8ns6PJsjPlU9ssDaW3CV25z8vJ7Oj4N/lV0dB07Fa+0ez1DFFQ8CdOkIWRdlL4Syc5NR7gk3KrCIAcQfSTtQ4AbuJEhKQPmlAAhNRWvqK41j/bgjsAO4eQBQ+erdUVpq3+3BHYAdw8gVA/HPb5ePG2BukxAvpYY2HskC9g0F0mDo71y2Mig3WXXIqVsmjKNkwWN4FDEIBhAhjABR2DcqP0xpOYY4DJaQeO7/AOnBTq4UnphS8yxwGSDnju/+i7lsXfvILlfaUarGJy6rF+qckTrekEeEjARAwALiXFM/nSwoJiArOnx/d0PnGKVAgiAdFNb7daYudfjaHF7sZ8nV2Abz2rqp6GgtcXOuxkcXuxnydXiG/wAa4FeN5L8QLNGSDlGy68dvTAs38t60lqpYCpeE6zF4Mc7kq1MGITt5iChjrIgJTdiD4TB2B1svMRaNmRo7MOHaM4cPHwXMOtt2jLRsyAdmHDt34I8auk4ucoq5yJrahFE20FsKCbpGs9XKqYU1EhEqRZ6CFYxlnMI5WMBTFMJlWipgTUEwGSVVhN1tUttl6XU7vBd8x7fj4jpAh1ztklvk9tTu4H5j2/H5wJV5iVi0wiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f//SlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiqp539KbX3M7cenOUFR3ZuDipyv0XFu6zR996SfRaU64pj5aWXWqNoiJhqs1mohupYJIESkWbAZKTdouAcILeUWmFUOxu6Fiqo9EPS8dyU468yNlcjuUu8uT+grJN2VztLZ10qkqfZAScY0i4aoztfSpacXVNeUUhHisLE14IoEXEq8VcqulVvGVhV2jjHQpgcteAOqeYm3uHG5thWzYVdsXCjcqW7dbRtMe1trC2WypStOlyxl3Sm61OPncGLilNiiRgvHuPAqr+u9xIJKqgOF9fUJ4Gat6j/HKT4zbhtV/ptLlLbVbgvN61e11haE5CpOl3bBuk4tFctUUDJwo4EFgFoJxAA8Ji/ESA4OVk7k3xP0ty+47XPi/vaurWnV14gWENIpIuvk+djHkKs0fV6z16XSSOMVZq9LMEHjVcEzpecn4FUlUDqInIDjeFVLXehY1f6oNxv3v1COa3IHi1D11zW6NoO1WalwVchmbWOVZUkbdOw1YNYdis9aOwayEJFPVkoJB9HNPMYqtkAbDTCrtdOBlWR8VuD2n+KvDSpcGYhef2ppasVK/UV4ntj5BmZe31PZFktthssHayQUFXYJ/HuE7k6YAmmyRKZkBCn8Z/Gc1VQnJz0qrdp0CWtRpNo49ah6j3OvUXDC4ObAWU4wVu4U+RjIqu25y6dWmkVG/Tlae2CAps2Mg5I4ZHQdA7I4VF4Z2qquorTCrtdgyrdNWcQ9I6O4rMeHGoK8vQtLxWuLLrWMj4t371Mto63s5ZKxz60rKJPTSNpmZKddyLp25Ir579c6hiCA+DKqmcnK67wQ4Y656fvGDX3FLVFkuttouuXdzeQ89sN3BPba8Uu92sF6kyyTmtwNZh1CNpSxrJIeUzSEG5CAcTnAxzEJycqX+FRUi7L6KtfU5S7a5ZcUOZHJzhHeeRDssjyBrumH9SlKVsaYMu4dvLIlCWyEfkhbO/kH7t2Z2oZ8Vu9eOFWqTcV1gUphctrdgrNPCvpG8eOCnIvbvJbU163ZZ7xu7X8DSdgo7TuMVdiT8tGuoSXsOy5WdXrjO2yuxL/Z4paVmXTh+o0VeyDjyGzdLyk02FQnIwsza74A6p1tz3391C4a2bCe7a5E6wp+qrdUZN7W1NdQ8FS42hRka/rjFrWmllQlnKGvWhlzOpN0iJllvCmUBIBKpndhNocAdU7W538aOoFO2zYTDa/Fyj7BodIqUS9raevJyL2NWL1VZh1amLytPLI5kGbG/u1GxmkmzTKqkkJyHKBynJndhcFz16bWiuoBGa2kb7N7F1VuTSFgVtejeQ2k7KWm7e1ZOrKsnLgYKcUZSLVzEvnkW1VXbLoGMCjcqjdVut+u4QHCijROixX5rduq9681eYnJjnvPaHmE7FpajbrkKvCajpVmbrNnLK2u6DU4ls2sdpZOWDZQHLhwRJwduT3pFwUiZSUwq7W7A3KbXUJ4Ian6jvGW08Y9wS9qrVfnJmv2mGtlLcsULHVrXVnh3cPLs0pVnIRUg3Mmuu1dNnCJirNXKgEMit5a6dVQHByuvaJ4R27XnEvbnFXd/LLeXKhPbcVf6q821tA8ElsSr0e+a3idbmqtdcptZJkohBNmLmRbOHxHiqsjILqL+YU3hwmd+VlXhPxJoXBXjBqvilrCft9poupGlmZwE9fXUM8tsgnabtZb0+NLua9C12HVOhKWhdJLyWaAA3IQDAY4GOYhOTlY84BcAdU9O3W21NYajtmwrhCba33eOQ0++2O9rb6Uj7bfIGm16UiIhSs1qrtEq41aUhsduRZFdyVRVUTrHKJCkITlQmt3RQi63uPb+3OF/NnlJwTbchLA5t259YaYkarL6wsFukFHC0pa6rXbPErK0awSS7xZQy7VdUGxlPA0K2QKREtMKu11hTl4G9P/AEN08tUzOsdJhbp+Rutrf7A2ptTZc8W17S2xfZQhE3tpu9jIzjm7lz5ZfCig2bt2yXiUU8BnC7hZaqoTlfHxA4A6p4YbJ5g7P1zbNhWSb5o77sXIbYzG6va27i63bbLPWqwvIikpwVagXbSuIu7c4IkR+s/cgmmmBljGAxjEJyp14VEwiYRMImETCLQ1658rIQntM/T5lItwZq/acAVzILlImoJPMlue6KnzFSKJHKdFQxRAxRAQHMXeSRbZCOPe/Laszp+yWrUd3ist6iE9snDw9hLmh2zG57d7S1wIc1rgQQcgKctP3edZwiwtqCCZFTFTJMNCGSKkYewAZ817nKCYiPqon4QL/edu4hCGy9Dlgtf+hujgpZLpoSSV8jAXGklIcXAcRDJuO0OhkmS73TOAZGEOVQpTkMU5DlA5DkEDFOUwdymKYO4GKYB7gIfHO5eSHxvieYpQWyNJBBGCCNxBB3gg7iDwXlhcEwiYRMIrROPuqIyj1ONnnrNJW22Bii/evVkymXjmb1Mq7aJaiYBM2KmgYouPD2MosIgYRKUgF1lf7rJXVToGEikjdgDoJHFx69/DqHjOfZ3Jboij03Y4bnURtN9qow97yO+jY8ZbE32uGkbeN7nZySA0CQ2R9bUTCJhEwiYRRn5R8SNJcv6ApQdyVksiRt7wvWLXFmRYXKlSbghSHkqxNmQcGamU8snntliLMnYJlBdFQCl8OXs97uFiqe6aB+CfCad7XjqcPiIwR0EKzrqCmuEXNVLc9RHEHrB+bgekKIXBri5zN4n7KmtX3bekNuHiHHVF+rrg8w3WNe4CfJJxTeHrhGz4yr6vRTeJO6OZFF/JRYAgQEE2x1TlLndRXiwXqkbWU9M6C+F45zHgObg5du3OOcby1rt+8nG/HWyhuNBMYJZRJbw3vc+EDuwOwYz0kdWFNLlByGguLem7Duax1S2XSJrz6AYL16ktWb2wuz2CaZQqCrRu+dsWxkmqz0FFRFQBBMoiHcfQY/Z7XJea9tBE9kb3hx2nkho2QT0A9W5ZKuq20NMal7XOaCNzeO84VWzHr1cakZJo2uGluRdMjXK6bdSakKvU3LdkZT1BVy1JcUHiiBCAJjAgRZbwh81Mw+mTF3JrdiwmCopZHgcA52//AA48+B2rBjVVFtASRzNb14H0q4XU23NcbzoUDs7U9si7pSLIgZeLm4o6ngMdI4pOmT1o5TQfxcowXKKbho5SSct1CiVQhTB2yC1tDV26pdR1rDHUMO8H4weBB6CMg9CkNPUQ1UQngcHRHgR/O49hWR8tF3LpVf2RQbZaLlS6xb6/YLVrw0MneoOHk20i+qTiwFkjw7KfTanVLGyL1KIcHBsqJVypkAxiFKcgmuJaSphhjqJo3NhlzsEjAds4yW9YGRvG74cdbJopHujY4GRmNoA8M8M+Zd1y3XYmETCJhEwiYRMImETCJhEwiYRMImETCJhEwi+OQkGMSxdyck6RZR7Buq6eO3BwTQbt0SCdVVQ4+gFKUP4R/hznHG+V4ijBdI44AHEkroqqqmoaaSsrHtjpYmFz3OOA1oGSSexVzbt5Eu72i7qtUTVjamdQCPHqoGTkp8iR/EUpyegsYw5ygbyvVVQADzBKAimGw7Lp5lCRVVWHVfQOhv0u7eA6OteTeUXlXn1Kx9lsgdDYycPed0k4B6R9xGTv2fCdgbRAJYItZJ1pZMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwimVxlVEa/ZUP2Kcy2VD7ndZkUhv95uGeA/RgQNbqi0VP3T7fI3yMmJHyyvaHoYZXHT1zg+5bWsd5XRAH5AUmc8gL04mETCJhEwiYRMImETCLrFktcZW0BM5OC705BFuwSMHnqj8CmUH1BBDuHqcwfQPYDD6ZnLLYK29S4hGzTA99IR3o7B7Z3YPKQN6zNpslZd5MQjZpwe+eeA7B1nsHlwN6jdNzb+ffKPn6niOb5qSRO4It0QERKiiURHwkDv6j6iYfUe45ui2WyltNKKWkGGjeSeLj0knr+ADcNy23brdTWymFNTDDeJJ4uPWT1/AOAXD5kFfphEwi+d47bMGrh67VKg2apHWWVP9iRMgdxHsHcTCPwAA7iI+geucZJGRMMkhwxoySu2CCWpmbTwNLpXkAAdJP8APkUV7jd39ocGRKJ2sOkoItmID2FTwj81w8Eo9lVh+IF7iVP4B3HuYYPcLlLWv2RltODuHX2nt+AfCdx2LT9NZ4g92H1xHfP6vwW9Q7eJ6egDo+YxSFMImEXY4yfBuyfw0qwj52vTDNxGzUBNMm0pDy8Y8TMg8j5KMepLsnzJ0gcSKJKkOmcgiAgID2yS6f1PctP1LZ6R7m4PQcKP3nT1Hd2AvGzO05a4bnNI4EEbwR0EKLheE2q69MyVn4v723rw2mJpyZ9L1nWVpWnNSyL5QPnvHet7EsKCqnjD5iQPitESfMSRTKAAHoK1cttDWQNhv9PFMQMZcAD58H4sqFV9lvgAjroKa4wtGGulbiYDqErcHy4JPSSuSd8Z+QdgRGO2P1SN8zNbVJ5TphrHW9L01Y3DUfRRAtugJuYeJnVJ3KJhQP37+pRDuA5V/KxoykbztJQwiboydr4NkLGxWWXb/wCGstM2Trlkkmb7xwA+FZG05pXQXGRpLE0jSlELXYiKkte07fIuLZtC1i4VBd0MtbZIPPbt3q5CqrNWCbJkqsQFDIioHizV2r+V66X5hpac83S9DW7h/n5cqUUul62ukZPfZdtkeCyJoDYmdWywbt3AF2XY3Zwu3uXKztU6y5zHUOImMYw9xER+/mmZppJ3mSQ5cVOoYY4GCOMANC9GdS7UwiYRd7p94m628aopLe9x3np+OPdGMZIpROHiFsf1O1P8fsfmCPqJRzL2u51NHUMa07UO0O9PDydXxdijl909b7rTve9uxVbJw9vHh90ODh49/UQqT+tVMtZ3lrVZFp4gTU0Hr0hyG7CZJUs3dfGmIh3A3h8Qev0gP0fAPqfyS1UVZoWkmi8Hvgewg8F+Y70f1BPbfRDVNLPjaFtpiCOkF02CtpS9KkWlETpmAxRZNOwh/wBgTzxJyjyMl1RUPYct5x3xr7ocnLHR6VpGvGHcwz5IXSMgKnaYRMImETCJhEwiYRfS2dLNFAVQOJDh6gID2EBzvgqJaZ/ORHDl0zQRzs2JBlq+l5Kvn/b3lc6nb0DxGEe2d9VcausGJ3lwXTT0NNS/aWgLjcsVeJhFy8RDu5hyRu2IJhMPqPwAofSIj8AAAzJ2y1VV1qG09M0lxOFj7jcqe3QGecgNAWvp1D+uUvQbLZOIHSloczy85fEirB9VeyNa0uV2/S9PtoJmsvZHNKrlZjpsNrXGsNEjrOXQJLVmHUKX3gz9Qrhmj7C5OORijtcTLtqUAP3Fsbt3HhtdXi4ns6fLmu+VaquMj7bYCS3eHPG/x7PX4+A7eitXof8AJbpPUTalo3t1Bdx7LN1SLNdZZV/tHmLVXwa1oEwZ4o0BWiW8JC2NYK6lZpkI+sNxLArxxSe5RqbNEih3m1taW2/1dmNBpwMjgwBssIBLerG7d2N49vRrfSdfZaa6itvpc+bJOXgkB3X07+08PjkL1kL3U+afXD6Q3GmhXiq7Y1lWVNN3eYsNKscTcKq+b7G3avati/JUzBPJGIkkx1XqyNceakqchgUKAj2L3y00pQVem9HVL7gT3Y1kjjnowzcPOrjUlbS37VEDKIf8KXMaMdOXb/gW2DcXYvbBILCPfuuf1/8ACHPn9qapNVep5ePfn417Y09AKe0xR/gj4l1fMAs2mEXKxcQ8llyoNUjHMb7gfAPpEfuAAZkbdbKu5ziClaXOJ6FY11wprfEZqhwa0DpUKtg9SjpoamtLuj7D508fYm2xzk7GUiIi4luPyRIIqeS4jpl/S2thjIiQZrgJF0HKySqByiChSiAgG4KHkK1dWUwn5h7QRnvsNPmdg/AtXVnLFpmlnMIma4g78ZI84yFJrVWy9Lcgau4uvHndOrd51VmZJKQmNWXmuXZvEOFynOkynCQMg9cQcgYqZh93eEQXDwj3IHYe0R1Fybaj05l1bBI1nWWnB8R4HyKTWPX1ivuG0kzHO6gRkeMdC7SchkzCQ4CBgHsID6Zr5zXMdsuGHBTdrmvbtN4KrTUAjO7wrjn0RF3YpSW8I+nh8ltJSgp+v0iCXhAPujntPXwFt5NquHwgykji87o48/Dlaosv/EX6J3DMrneYOd8ytIzxUtsphEwiYRdohLhOwIFTZu/MagPf3J0ArtvuiBCiYqiICPx8sxe4/HMHc9O2q7EvqY9mf27O9d5eh36wKw1xsNtuZL6hmJ/bt3O8vQf1gVlKL2tErFAs03UizFDud0QfeGRQD1Mop2Aq6JQD1+xOAB8RyCV+grhGc214nHQ096/xD7knyt8ShVfousgBkontlYOg9674e9PnHiXpkd+aUilARfbToqSw/ZIkskY4WSH+9XSbOFlG5w+kqgFEMUnJZykVzOcprHdHR9Zp5Gg/klzQHDtbkKHPhljeWPaQ4HBWRIKwwNojUJmtzUXPxLnxAhJQ79rJMVTEHsoQjloqsiKiZvQxe/iKPoIAORK6Wm6WSsdbrxTT0tezwo5WOjeM8CWuAOD0HGCN4XWQRuK5jMeiYRMImETCJhEwirn5+7Jp56RH60aTLZ7cRtEXMv4lmbzzxUa0jpQoqSaifdJm4XVeI+WgcQVOQ3j8Ph7CPrv0K2jtQN1LLrKenfHp7uKWFkrxsiWR8kW6MHe9rQx208DZBGznayB3RNOdroXYenpHOW2o7RILJGTRk76990OYoh56TKDgkVFkx/ZpA4MdPv8ADxkMH0DmJ9FnVwza+oqSNwMkNqZtgfcl80xAPUdnDvE4HpVJfC8ikXsrjxqTaya57RU2ScusBhLZYUpIewpqGDsCqkg1TAJASdx8JHZHCQCPfw981Ho3lb17oV7W2SvkNvb/APg8xMsBHUI3H7HnpMTo3fhLg17m8FAO2dOy5IyZvqHvNakYZRTuT6qiScRJtExH0TP8kxs00fmTL8VA938Q/sC/R6osXouNOyUQ9U1srIbiBv7mMcsbj1jnZIXMz7U85j2xXaJh0jepiaI4t0/UNXk4+WK0t1jsqSaVimHLME24NkjeYhFQ6JzHWZsWy364KviBZZYCqG8PgTInoXlD5e9V6v1HT3axyzWugoHE00cb+/2judJMRhsjnjvdggxtYSzDtp7n4q8Wu23+hktl3gjqLfIMOY8ZB7esOHFrhhzTvBB3rpWzNCvYRN1LVUisxB+FQ7uJUL58iwRMA+Z4C9h+UmRS9wH080pfsgMAGOHpbkk9EtbNTui0/rnmqK/Ow1lQO9p5zwAdndBK7qJ5px8EsJbGfGfKRyEXPTbn3/RhlqbUw7ZiBJqIMb9phG+VjeOR9kaMEhwBeKlLU1SqOw3pGBPdkYuYZSDRMncCoJqA1kk00/p8tMFfCUP70O2epHd6/cvSuiK2fXfJPTvujueqa23zQSuPF7m85Tuc78JxbknrOVOABAQAQEBAQAQEB7gID6gICHoICGXS+bJBaS1ww4cQv3ComEXx2meqNAg4Sx7BtMPTYay3Wpa5r7+ccg0Ql7vepdGDqtcZGEDCq/lJBcO3p4EkSKLKmIikoctxFTSTD7GM4GVmLfZa65BxpWF2y0uOOoDJ/np4DeuelYt1Eu1GbpMyaqYiUSmDsPcB+/2zqc0tOyeKx08L4JDG8YcFETn7yv0BxC4zvojfOqZPkdIcqfljRGs+LVfcrsbBvaWszFCKloUkozQdylchI8s20TXlGSDmQaPHrMrNI7tVDtmLVTyOk5wbmjpWxdB2mplqu7WnYij3l3V/PxKpjRXRs602r9EWil8e+f7HiKxs5523U3hXEbp2TY2+vj2EVpNalp7jjYEIyoXJZwsZJy8g0lGiz03nLPjGE64Zo1dK6TYOC7rwtlOvtlmrBTPAfMDjJAUvfZ97TxsneJ29X1I0y80Lv/VOy3sNzev+wb47v9k2BYIhlLTqWw7DsWeTaOIyAQ8mY8+JAqbOMetnbjxLHcncq2tyZK9zWtOWngsHrGmrqmWGKF2YXcAN3weZQumtWbS6xXMeX569MpCS4DV7U8mpqWw9QCybHulesvJ6VrcEygFC1fS1Wh1Fhbx9XFiycHevW7d7DggjImB0UzBvciSOjgEc5yccFmW1VLp+2x0tzeHO2fBxnGe3+ezcusl03tLip1Z+HtI6yNmluoww5BScfB8Lt0O9qXB7rfVuzH1oh63GKSOg52Ij4JxIku8jDJSDMTDGIlkWsiBnyyBkU+Ze2Smc+n3blcPqIquzyz2rDAGE7gAeGTvHYrk+qpz0X4NawioPXSkTZOaHJmeU1nxmqEk7iUWkDLSzxpCyO27YtOrt4SLrNJcSyHuxpBQjR3KKolV7s0X6qGIoKPnpTLJ4AK19pfTxuFa+urN8Ebt/aer6ezyKkLqY6A0dw96XXGDgnq7kDqfdXKznXzOo+wuY286/siu3d7dLbHxU0aVVtFhSl3Eg2odTv2wor5LWkTtyre7PH6pCOnrswZ5hcXlxGGgbltKnc987pHN2YmNw0Y4D+Qtr11Baut1RkdX0G1QFo0861vI6NaTWv7DDWaPjq2FQ+ogzJjKwrp5G/KEXCOCdiAb5hvD3KACHeMyufFW848b85Wmq6apoNSd1TtOQ/a3jtz5lrF8CKh1pekMy25w0oHT3r/NLUl722/2PrrYUFdGUDXBtEpBV+mr2n6p0pdQkLXbHA1CKM4iJ9vEu2K7Y5vOKVQxj5yQ0lW0FzgD8K2ZUvsV+iY+aVoPUePix9GQsV8eajy05Re0ew81zKn6RY9kcPdeK7G2jWNUgsvqbRLeA1yDyjaWokgs9kQfF1/tTbUU2lnJnDgzqfCVORd2AA7V5zuZBRnY3NxgLuuklNbNPyCAbMWwWt7c7s+bJW0rLuBfy7tb4iu6P2+/4j/8A6chbztPJ7V5uqH87UOd1uVB3W9ppOVHM3pEdOdCXk4WP2Jd57am0HMCsVKej6RYLJCVotlijGIqm2la5T9e3FZoqchieePc3YpTd5RbGiGldKeK3loqJtvsUtc4Dh8Qz84VjHP8A498G9J9LHm5UK9xd0hUqBrrjjeGuvnTSg1w1jhtnLxYQGrbgN0eMXFtkrolsSRjV1ZV09WkHq4m89VQVD+LrpKuaerwT3uVZ6fv9bc76Yy4mLaPTuwP8lFboKcHdJa14H6C5AbU1bU9rb03s2s81DTe04Jhez6v06N7tCFN1/rdlaG8nHU6u2AwvLO++TkW6j9/YFRcHVKmkBOVxrHxzCKM4Xbq7UE9JXsoqUkYIzg4yT1483kWBeIeqtco+0q9QmU4/VSE1hpnT+hHpLLVqRHNIGmqXmxVTQlduEA1g4tJCOjkpLaj2YmBapkKiDuNUOUpOxSF76t+beC/iVlL/AD7WlA+p3yPA4+U/F8avtcmAzhYxfgKpxD+DxDkQPFee3nLyRwyvRlFwTCJhEwisx4tXgLLQPqedLeOUpqxY8QMbuopDuvMWiVfX9iiBFW4AAfNIgX7ua31PRdzV/dDR9imGf1h4XzHyr2FyL6j9N9L+lUzs1lvdsdpidkxHyYdH2Bg61JnI0twJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsWbd3JQ9I1Re2XyWKya91EYyMbgRean35SeMsdDMBUTM6cG7h4zmEiKJR8apyE+cF3R0VRXS8zTjJ6T0AdZP8AJPQrqko562XmoBk9J6AOsn+c9CpX2dzo39tifGK165kaJDOnAoQ1cpiJ3tnfeoiiLybRanlnT8xe/cjMrZHt6eAwh4xm1LYbfSR7dQBI8DeXeCPEOGPHlTGmslBSx7VQA94G8u4DycMePK6lE8uuWOrH6kZNW6yGcAAHWhdkQZZB2Hf7E4nnWSc6gX49gIuQo/SA+nbufZ7RVt2mMbjrYcfEcfAu59ptdU3aYxuOthx8W74F67By+5UbXUCux1tnEjPgFIkJrqDTi5Fz4/mmKk5g2ilkUA4D2EpXAlEB+Hr61js9ppBzjmN3dLzkfD3vwJHabXS/ZHMbu6XnI+Hd8CkjxB4WbCG/wG19uxDisw9akErDDwEwYBsk7PtlPeIx3IMBMovEso9+AOD+9eByqqkUvleAxjhjLxe6fud1JRkOe4YJHggdOD0kjdu3dvQsddrzT8w6lpCHPcMEjgB04PTkbt25XN5ClD1CfZPAjRuy7q/vD1S21uQmXikjOx9XlIxnEy0gsfzHT5RtIwkqqzcvlREy4t1EiKHMY/hA5hOOcptQV9LAIG7DmtGAXAkgdW4jh0ZWZp77W00IgbsOaBgFwOQOrcRw6MqResdOa207EDDa8qsfAILFJ789TKd1MSp0/sVJWYdmWkXwlMIiUp1BTT8QgmUoemY2qramtft1Ly49A6B4hwCx9TWVNW/bqHFx6B0DxDgFy+xNeVLadRlqTdYpKVgpdESKJm7Fcs3JAN7tJRrnwmOykmKhvGkqX1KPoICUTFHhTVM1JMJ4DiQfD2HrBXGnqJaWUTQnDx/OD2LX22LQ9n8L91xz2JkF0lI90pLUm1ERMWOtECJ/KcM37cpwTOcUFPdpJkJu5fH3KIpnSUNsOmqKW90Ja8DBGHN6WnrHxtPz5AnlPPTXijLXjiMOb0tPZ8YP+YV5vH7e9W3/AENpbIExGcq2BJla62dYqjyvTXl+JRA/2Jl4534TKNHHhAqyXxAqhFEyQS4UEtvqDDJvYd7XdBH09Y6PFgmFV9DLQTmKTe072nrH09Y/yznLLBWKYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/05R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1bOBP92CdVL8ACh/5J9NzPQ2hv6rUv9p++kWtNQey836nyGrcgyWLDJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItGvrFFKf2pjpxEOUpyG6f80UxTABimKP6oMAlMUe4CAh9GY67ex8n6vymqJa6e+PS1VJGS17TEQQcEETR4II4FS+2NqNN/45mpNUG7wAMZ7EJARBB329fPYl+aig5D9kn80igeodjdwPBXx53tWW5JOXiS17OntdzSS28kCKqdl74vwJjvc+P2r++czg7LMGPFlZ2Na6OoMW4TO6ZNjimpDSpVUlWggPcybZUwA4Zm/1IgZMO/fwdx75wa9zN3Qt26x5JND8pMIvdK5sNxmbtNq6Ytc2XqdI0HYmH4QLXnAHOYGFnmC3LUJYCJvVloN0bsApvyCdsJh+PlvUAOkBA/vlQS/gztErTx3FeYNTeh719Yi6W2xx3OiHB0BxJj8KF+HZ7IzJ4+rKDV40folcsXTZ43P9gu1XScIn/wBiqkY5Deg/QOdgIPBaWrrfX2yoNJcoJqerbxZIxzHjxtcAR5l9OFZphFdpAyjKbhIiYjTEMwlI1k/ZiTt4Qbum6ayRPT7EUyn8Ih8SiHb6M0xPE+CZ8Mn2xriD4wV9FLZW09xt0FfSEGlmhY9uPauaCB5M4x0Lls6VfJhEwiYRMImETCJhFwVmq9bukDKVa4QENaK1ONFWEzAWCNZy8PKMly+FVq/jn6K7R0gcPiU5BDO2GaWnkbNA5zJmnIc0kEHsI3ri9jJGlkgDmHiCMgqurXOq+J3SdpO4bnL7bmahrvZd1UtMZUrfPHk2UKq0aKkZ1LWlVapLzlgliN3HlrLkK7fuGiDYHJ/A280ZTVVt71rUQU8cDZKqGPZLmjBOTvdI47mjqG4Ak444WHhgoLDHJI6Qthe7IBOcdjRxJ85xjPDKok5tdbTb+7flag8b0pfSOsF/PZObUVymntm2MzeIgmPKMFlm9DYrlEP1iNVUfenzn3gOZENkae5PqG37NTdtmorBv2f+W0+I+Ge1wx+D0qL3LUtRU5io8xQdf3R8v3Pk39vQpUezqSCrn9OIk5WUXXUc6JkDqrKHVVXVc/oylcrKqH8RzqGOmUTGMYRMJv4RHC8qbQO4COGJh+6V9pA57oz+B/3rZlzUamiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLHm16q7u2vLTWY9Ty38iwIdj84CFVeR7ttJtmpziIARN4uzKkYw+gFOIj6ZkLVVMorhFUyfa2u3+IgtJ8gOfIorreyT6i0pW2elOKmWIFm/GXMc2RrSegPLA0noBVPrhuu1XWauUVG7lsqo3cILEMmsguicU1UVUzgBk1E1CiUxRABAQ7ZtxrmuaHNILSMg9YXguWKSCR0MzS2Zji1zSMEEHBBB3gg7iF6squtMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwim1xtjjtqdKyChRL8pTqpUe4fZoMmjZIDgP0h7wooX+EufO70W91jq9e0VrjOe5La0u7HyyyOx7xsbv1l7g9DTbn02jau4SDHdNe7Z7Wxxsbn35ePIpE55VXoxMImETCJhEwiYRMIsfXm4jXUE2THwHlXaYnIY4AYjNDuJPeDEH0OocxRBMo/N7gIj6AAGl2ltOC8SmpqsigjODjcXu47IPQAPCPHeAOORKdN2D01kNRU5FEw4OOLjx2QegDpPHeAOORHdw4XdrqOXSyjhwsYTqrKnE6hzD9JjG7iPp/EGbihhip4mwwNayJowABgAeJbWiiigjEMLQ2JowABgBejOxdiYRMImEUb9k3UJhwaDjFe8W0V/spdM3zX7pMfgUQ9DtW5g+b9Bz/ADvUAKORC8XLuh3c0B+wNO8+2P0D4Tv6ltXSlgNDH6YVY/4t7e9B+4afic7p6hu4khYnzAqaJhEwiYRMImETCJhEwiYRMImEX6UwlMBg+JRAQ/hDOTTskOHEKhAcCDwK5F8jQp5dN/cNU6wvEwi0QYIzNz19ULVKJsWxlTt2RX8/DyDoGaB1jiRLxeWUTmEADuPfZdj5V9XaeoBbrbV1EVMDkNbI4NBPTgHGT07lpLWHoeuSbXl3N81ZYbPcLqWBhlqKOnmlLG52W85JG5+yMnA2sDJxxWfoncrSWVInZEAj3AgUhXjYhjsRAAACgdEviVagAAAB4QOT/Yh6BiTqo3Gcy3HImcfC3kHx9I+HyLK1HJ++2QBllIfTNG6M4DgB0N4NIH6p6N6yk3ct3aKbhqui5bql8SayChFUlC/dIoQTFMH+PMox7JGh8ZBaekbwonLFLBIYpmuZIOIIII8hXuzkutMImETCJhEwiYRMImETCJhFgHlbxvYcu9A3Pj9Kbp3HouIuyPu8zatJzcNBWKVjvIcIr1ewLy0JLKyVJmPPAsnHtlWB5BAvkHXBE6hD7G5PNYwaOuouUtPDO5o3CQE4/CbgjDh0Eg46s4IgmuNLTaptxoI5pYQTvLCN/Y7IOWnpAIzwzhdb4G8H+NHTW1SXXHGipilZptszHZu57Km0e7R2hJtQ8ZVZ+bRQRCOrzNcTCwhWJUI1kAicEzuVF3C0q1pyzXzUU3/Du5qnB71jScD6T1k7/ENwjelOSm0WOL7O3nZyN7ncT9A7B8PE9/5BcN+GvOQE4flhxt1rtiQcolYIXlzFKVzaMW3AgJIpRG0qkvB3+PbIdimBuSR91MJC+NMwB2zs0Vyvalt9bFSOlc6BzgC0nLfMcjy8Vx1ZyYWCtpJKlsTWzBu4jcfON/zLUZ6V/EjTetPaVNy6w0MnZHmmuFq/JeTr6dwl21jm2ilZqSmjnycrMNY2JSeBC7E2QcrU5kCqpggiCh1FSmUP6z1rdnM5P5q+Qhr54G4/Xw7HvV5o0nbGv1rFRMBcyKZ2f1cj41uqyCorPXKo+vjVOP8Av584q2Qy1Ukh6XFe8KRnN0zGdTQvjy1VwmEVBntLPJ3c/HfgPr6j6dfzFTjeSm0JPXO1r9AquWUg2pMPVHc6prpGWaimtFl2Ot4vehTUIo7jIt20MBkHC5R9ceh2slsqDPcp2tdVwtbsA78EnwvG3G7qJB44XmTlyu9wgEVviLm00pO0R0gfc+XO/rAxwys19PDo+9JE/BTjzfozR+rOXkjtXVlVtOxN5WqQlbW8lr5MQ7R3dICIaITKTPWxKVYFV4kIpqgzkWAs/LfGUeguqeUcpnKJqnS905qkY5lIOGBxHjwc/Eo9yf6G07qG385VPa6pPadx8WdypP6wXD2B6MG/+KXNXpbPdr6iUv8AL3OOumt2Tu53jXtYk6q/oy0bXns9KKyjyUo22krKuzc1mffvBcKMDmaGMT9bazTQurKLlGsMtPdmRukDQHtOASCD3wHQW4zkAY3KKaw01V6FvMU9tc9rCSWkZIBBG4npBzwJ3rdSl1lnZY2QeRZoORkoqOkJOEOoCykNIvGaLh7FKKgUoKqR7lQyQm7B3EnfsGeF9Z01LSX6eGjIdTh7gCOkZ3FewtKVFTU2aKSqBExYMg9BxvVT2w4OY07tc76NKKCbeVLZK04MUwt12CzkyxWh+3h8wjcRO1XL3ATFKI/AwCPqjSdyt+v9DimrDtPdB3PUN+6a8NA2h1F26Rh6CetpxC7lTz2S8c5FuAftsPQQTnHk3tP+asco9vjb3WIuzRY+FCQQ7rNjGAyrF6kPlvGK3oHc7ZcogBuwAcvYwehg7+SNSWGs0zeZ7NW75InbndD2Hex47HNwcdBy07wVs2grYrhSMqovBcN46j0g+I+fiu15gleJhFAbkLt65NrrIU2vy76Ai4VNikueLXUZPpF48Ytnyiqr1ASO00EyOipkTIYpTeETD4u4eH1FyU6C0/NpyLUF1giqq2pLyBIA9kbGvcwAMOWlxLS4uIJGQBjBzrvUl5rWV7qKme6OKMDOycFxIB4jfjfjA/8ApjH5N5EM/wBcTQ28mJ/Xu2Utxzj3/vgbnMYB/hyZd2ck9R3r3WAge2FKB/iGFiua1KzeBWjxc58y8TUPfNwEreQiL9JFOIdi2V1JNkAH6BMewum6Jew/SIh2zkNT8mNgBlpKi1wkD/8AB2xuPmga4lU9L9Q1veyMqHfllwH+MgLs63GC/MYCVnZR7AMxjIt9JjFpOnT1+sDFqq6M2AyDP3IqyoJeEvZY5fEPr2DMNHyz6XqbpBbKKOqkE0zI+cLWsYNtwbtd87bwM5OWg4V27Slxjp31Ero27DC7ZySTgZxuGM+VZu6ft8NC7EsdKfyYNom0V479i0cLeFurY4h4zBAECnHy03LiJdOfEIdhUBEgD38Je2svRW6XFy0jR6jpYNuvoasMe5o74U8rH7W1jeWtlbHjOdnbcRjLsxcwSTZ5ppc5oJOOOBxOOnHE44DJ4AkXCZ8+1ZphEwiYRMImEUZOWu15fUmonktXVfdrFYZVpVYd+AAY8Wq/avnruSSIYBKK7eOjViomH0IuchhAQL2HdHINoWg17r6Ogu7du0UkDqmVnASBjmMZGT7V0kjS8dLA5u7ORzjbtO38FWlxx4zznIGQkLZYZlzG0xjLqNpqX833ufn5gxEH71kwM584CLCk8Idd4v4wKZUvhIqbxgT2Tyv8s1s5KaSKxWinZNqKWnDoYsbEEEWXMY94bjIyxwZEzGQ05cwbO13PeGbhxV01Sqdfo1diqpV45GKgoVsDVgyR8RgITxmVVVVVUEyrhy5XUMoqqcTHVVOYxhERER+ct+vt11Nd577e5nT3SpftPeek4AAAGA1rWgNa0ABrQGgAAK3JJOTxXYsxComETCJhFWdzG4uP5uQW2tr5Bp5h0EUrdAAJWomVTN5aM+wMIA37KEMVN0mYUwKJSqgI+JQS+5PQ48sr63muTvVMrnVg3UU7znaaBnuZ7jv2mgHmCSdpv2LLS2MPjVdcbPoa1zXGaJ0dkEpklMTC4RGQ5fIY27+bc47UnNtJD3F5aWue5lev6FOxDfrfyCr2D0ABlIgCB/AIyIE7Z7N5t/Uon6+HJM37L6aM2j0imqs/BBlehSE2RTB94K2n4pNP5x12C6i7MoB9C6jBVw08A/cOPYcbL29YVzFqPkh5Qx3I6a110r9wZMxrJT+Q2ZrJc9rBkLJeu9m3ibnI2EVaMp73ldJITGQFo8MBjlL6LNPC3Aew/EUTCOdsTnvcG8VB9Teh10HUxvqrVJVW6UAkBrudiHjZLl/kErR82tZ14+dxd+b9hONesZZQmoOLT17GyLmOd921s3woUGl4sIOGxyEdtaKKXyDGqCAikujILonFJ4GTqgpxBCMjvzxWvLHpyHTkT6RjmyybRBeBgOAO7ceGeJG/f0kAE7FnTT5joc+uHdavU7IJu99aX+S9Z77aicgyEtKtGJvqS2YqkUfGLbZMGyMuur4U0xmmkikmUE0SCOGutJzb+cYO9K1Vr/T4pKnu6nb9gfv3dB6QoL9Z3S3KENzdO7n/AMcNSzfIqL4Q7Ba2i+aaq7N7M2JJSB2FTdiRs61r0S0lJ17C2JKtqx8k+YNHC8P7s2cnIKfc6V3apojCYXEBxWa0JcqF1ukt8z2sld17s5GMeT4crNty64kttiAk43p/9P7nBsTllcIteNr0XtLTbeqav1DZZFE7T6o9gWxGxzUe7j6xILAumm4COjngJAV09ZAYQDsbQRxymaR7dnxq8i0xRUVebjVzxiEHPhbz/PlXOcKemldeM3S45W8SbBfoZ3y15r693PIbQuqcoq9r0DsPZOuJGnValq2JFMV5SDgiuBCVkE0ziq9kpBRAVUAQE3XLcI3VTcfa2lWlZq2jlvcQb/RI3AZ8u8/R4goFdNLqGyfTZ4ssOAfPDg/zNqt/0rd7+/1/P6k0x9XURsiEulrkbe4Ze/rT9ejJOVb2SZdIx8nGupKIkY4UOzhIUv126q6ZlZh7HNx41mr5ZqXUOxUQTR7GB91/PmOFITV+qeUPUp6hOl+oZyj0XaeJfErh1GeLibojaJDsdw3+5IPlpqKvdqrblJrJVrxWX3OaeOF0G7cycXGR7Er4gO5IOmaeCipjAwgyELH3K6W7TtmdbqWRslS5uCQdwzuO/wAW7HlOOBnPy36enCXnvsit7M5U0e7XGy1GpIUOumgNk2unxjCuoz03YhIEXAvWzRV+vJT64quTAKqiZUiCPhSIAYumuckALBjZJyoPaNb1VsjMDA0xuftbxvycDj5FRpuTol8T3nVr4r8f9P8AHPfULweV0vL37kvsp5L7OmKq9uiEdtWUjKbGbWkG6sVCPHBoGttRQbPSuPMlFPm9yB3zjK9hpjM4jb6unzLZkGqqZ9mdcZHsEwOAzIz0fc8cb/gVvnJTjdtDir01rrpbpBNrRQNh6styOw6nXo1y0vewrlAyNncymx4SFcXdnNjP2JzHyIuWrbwHduEY8rNoBljopHxtPUw1VVtVOMYx2KH2m9UF7vZlu4YWFuyM7gMcP56yoe6L68XKaU0TQdOUzpn8t9rdQSu0ODoE7MWOqSEbqeX2NDxLeAd7cvRmkDDTcG0k5NuMxKxKzSIYtlVFW4STdAoOCZA0UDZOd2gI1LJNO2yGq7t55kdNnOMjzDf5uKmT00eEFt4S6y23sjkFaWew+cHMC5uNo8lbo1dtpVCFev5GWnmlAjJhsUrORVZzVhfP5h2zAjR5JuvKRFZqyaLGxVzrmy4ii8AKDa11NFW4oaI/8MzcO3t+j/PdPqOAp5Br5g/NFcgnEfueLuOYVu929a0i3yja4ZVP1N1xtDcHtFmx+Rlw1bsWA0dxT4sDStL7MtFIs0NRbVZntEgKhKxlRs8pGN4KcdBN7quC6YM11u6TJRXuA+gSZ00cdtDWkbR6M/z1Lds1xpKLRzIo5GGaQb2hwyN5O8DeNwHHrXb+vGfcNw6bli07ovV2zNuXHeW79aVyywGr6PaLzKR1FqjqV2a8mpZpVouUXYxSdtpUM28xYpExVckDv6D2trQ6MSue8gbjxKwnJ/NSx1cs9Q9jMNJy5wG/cN2T1ZVtuj6PBaQ1zx30o3Oj8jaL01rHWnmNiisRcaBTIauu3gAgBzuV3q8YdY5igY6qhxN6mN62k8omq9roysDdK+Ov1DzxOY9vPwqkfoga320xlOpry+31q3Yuqdhcs+TZ3kFX9q0ux0SzpVdtI3TZUg7joa0xsXJGgZCQ2u3aFWIQzYykR5SZu6ByhkbrNHzLYoyCAOg5Uv11cqZtvhoaaRjwGfckEdQ4eL4VceI9xER+I+uRpaYTComETCJhFnTjpcTVLZ8KRVXwR1kEa3IFE3YnikDp/Jqo9/mFMlKJogJh+xTMf7o5hNQ0fddseQPskffjycf8OfLhbK5J7+bFrKna92KSr/4d/V35HNnq3SBm/oaXdatWzVq9sJhEwiYRMImETCJhEwiYRMImETCJhEwiYRYX3nvOmaFpbq2WtyVZ2qVVvXK23XTJK2WVKQBIzZEN4hSapCcpnLkSim2SHuPiOYhD31BQT3CcQwjd0u6GjrPzDp85F5RUU1dMIohu6T0AfzwHT5yKIRHdfNrcY9vFJSzvuJSiZdCqUGsEXD/swMItp5gdx7HcvFx/6asf1nv/AANjoupg9893zn4AOoKcf8HZqPqaPfOd85+ADqCu74/cZte8fYJNvAtE5e2u25ST93kWyXyvJKCBTKtmQd1fkeGBQA8DVE3YQKUVTKqB4xg1wulTcZMyHEIO5o4Dx9Z7T5McFDK+5VFe/MhxEODRwHj6z2+bCzxKQsNNoA2momMl2xR8RW8owayCBTD6CYEnaSyYCIfT2ywY98ZywkHsOFYte9hywkHsOF+RcHCQaRkIWHi4dA4gJ0YuPaR6RhD4CZNokiQwh3+5h8j5Dl7i49pyjnvfveST2nK5TOC4JhEwiYRMIsN7z0nU98UN/S7OmCC3znlenkUSKP65NppmK2kWniEgqom8XgcICYpV0TGL3KbwnLe0FdNQVAni4dI6HDq+g9B+G8oq2WhnE0fDpHQR1fQegqhyMk9ycJt0LJqo+5yseIIv2Cplz1m+VZZcRTVSVAqfvca9BITILFAF2jgggIEVIomE+c2ivlFkb2HgfumO+kdI4EdmCpw5tHeaPdvaeB+6a76fgI7Fe1ozflD37VC2KnuxRfswQRsdZenTCZrr5UgiCLtMvYHDJcSGFu6TDylylH7FQqiZIFX2+ot8vNzDvTwcOBH09Y6PMTCK2hnoJebmHengRwI+nrHR5ic25YqyTCJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//UlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLVs4E/3YJ1UvwAKH/kn03M9DaG/qtS/2n76Ra01B7LzfqfIatyDJYsMmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi0bOsR/dTXTh/AAmf/AKINmOu3sfJ+r8pqiGvf6p1f9l++jVnmQtecF12eqlesyXlzUW2dmKXwpufCKTxEPiAJO0RTcEKA+vh8XhEfiA5QtDuKlmmNc6r0dNzuna2WnYTl0eQ6J5/CieHMJxu2tnaA4ELCs3oRMwnVrs0KffuJWcun4yB39ewPmpAOUofAAFEw9viP3eow+1K9Gab9FDK0Nh1Zbg/rlpXYP9zIcE9JImaOpvVjVfXuxq6sdRpHSYCHwdQToVhUAPgJQYqg6APuAYhR+9nXsPC3BTcq/JHqynbFXVdGWnjHWRbGyT0Hnm834y17h2r8RvuyK2sVJ3Iy6Zg+LaeanXMcA+JR+UURdFD/AGJij9/G29vWuVRyX8kWsIDPQ0lA9p4SUUgYBnpHc7hGf1mkdiyjWt6oLqJtrRHkZ+MQL8pxvmqNyiPp4l2SgquEyB8RMQ6g/wCozsbL7ZaV1j6Gaqpon1miqs1GyCe56jZbIexkzQ1jj1NeyMdbyVarxT3Sz8tpr6WkEV4ySOZxTJTzinbgu5MKqsN5wGEnlPFTGUbev9uMZP1E5ACJamtPOD0yphlwHfgdIHB3k4HswegrA8kur6qy1rtA6la+CdsjhCJAWujkzl0DgcEbRy6PP3RLd+00CfeQVekEwiYRMImETCJhEwiYRa3nU+6Tm59qztz5Iap2zctwyzVi/mH2otgOVpSxRsU1BV8vB6gdxTVKPWZNwEws4D3JqobwiCThy4UKmfa+j9a0FFHHaa2COBhIAlZuaTwzKDvz1vye0ADIh17sNTO51ZBI6R2M7Dt5A6mY+BuB4yeOrnIxsjDvnUXLMHsXJMVjt3sdItV2T5m4THsog6aOU0nDdYg+glOUDB9zNxMe17Q9hBYeBG8HyqEOaWnZcCHDrWyH7Oo68Fn5XMu//NEDp5129PX3SQ2Ol3+Pf099+4Px+j6dUcqY+w0Tup0vwhn0KY6QPfzjsZ/3LaMzTqm6YRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFXryy162hZuNvcYkVFvZVVGMykQoFIWabo+ai8AA7ABpJmQ3j7fFRAxx7icRzYGlbg6aB1DIcujGW/kno8h4dhx0Lyvy46Vht1xh1LRtDYqwlkoHDnmjId45Gg5/CYXHe4qH+S1aFTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfWwYO5R80jmKJ3D184RaNUCB3MquucqaZA+gO5jB6j6AHqOWNzuVFZ7dPdrlI2K300TpJHng1jAXOPkA4DeeA3q8t9BV3SuhttAwyVs8jY2NHFznEBo8548BxO5WaVCuoVStQ1fQEpgjWZEllSh2Ku7UEy71wACACALu1TnAB9QAe2fH/XeqqjW2r6/VFQCDV1Bcxp4sibhkTD2siaxpI4kZ6V9O9H6dh0npmi09AQRTQhrnDg6Q5dI/wATpHOcOoHC7JkSUlTCJhEwiYRMImETCKL98cHcWuWEwiIJKotyAPwKRFskTsH3AEwCP8I5vPSkTYbBThvFzS49pLifiwPIty6ZibFZIAOLmlx8ZcT8WB5F0/JCs8mETCJhFiHZ9wNGN/qfjlfC+epeJ8sQfnNWagCAIlEPsV3Qd+/0lT/2QCGAvVwMLO5YT9lcO+PUOrxn4vGMTjSFjFXL6Z1QzTxu7wHg5w6fE34XeIgx1yIraKYRMImETCJhEwiYRMImETCJhEwiYRMImEXNwtjma+t5sU+VbgYQFVAR8xqt29P15ufxJHHt6eLsBg+gQy5pqyopHbUDiOzoPjHBY+vtVBc2bFZG1x6DwcPE4b/Jw6wsvxW40DFKSbilUzgAAZxGnKomYfu+6uTpmTL/APDTjkgg1CwjFSwg9bfoP0lQet0LICXW+YFvtZBg++aDn3oXdWmyKc67B8q+7HH9g7auke38KnkmQ/8Aj8yLLxb3/wDMwe0EfNj4VgJtKX2H/k7betrmn4M5+Bdha2GBe9gaTMW4MPwIk/bGU9foFPzfMAf4Qy8ZV0sngSMJ/KCxctsuUH26CZo6yx2PPjC5gB7+oeoD6gIfTnerFMImETCJhEwiYRMImETCL7GDozJ0i5L9kkcDB/CAgOXVHUOpahs7eLTlW9VAKmB0LuDgoX6B6fHFri7ym33zB0rG3iE2pyThbLF7NjJq3r2eqKP7lfWGybdPwCc20d2eKkbLbI5Nd0keUXYlAhCoIIFL2Hb+oOV+7X/TUWnqkR81Fs4cG4cQ1paAcHZIAPQ0HrJ6NXWTkvttlv0l7py/nJM5aTloLnbRIzvyT2kdgUxjD4jCP3REf480uTkk9a2wBgALxyiqsCctuT2r+EvGbZHKbcLebkqVrv6nmo1+rpsVrRZ5u1WOMrMJBQCEm8j2Kj5d7KAqcVVk00WqKqpjAVMc2Nye6Eqdb3IUEDmsBBJc7OGgDJJxv7PHhQTW+soNI0BrJgXHIAaMZJJxgZ8/iXUK3IcSurZwSh5a26zuFk4wcimEk5h4bZEKnS7/AAUrUrFLVtK215xFSk0Wv2WtWWHdAxkmLxwguUhw8S7RZRNWf85eORjUopw9jgMZ2SSxzXAHByB0HgQCOw4xCubtfKtYDOWOa45xtABzSN2Rgnp4Hp7RuOsht/iL1H/Z0Zew8rOF+3ichuAsraYZPaVHuLU68fGJTUi1hoBlvLXTZdu0YP3Lly2i2F6q67NwZ0ZNFwSPTcpsnHpO0XzSnKpaTT1Mbe6Nne3dtNPWx3w4Pw8VoS52fUnJzc+fp3nmdrceh3Y5vzj4OC2o+F/NDX3PLihrvlBq6Ie1uBvyUrDXDXs6sjJvKPfKy+NG2qpO3pG7dpNsmj1Mrhi8Kij75HOG650UFDnQT8rcpFgr+T68OpqKQimf3zSMjLTw8R4g9o6eJ9HaCvVFra1tqKuMGdveuBAOCOP0js8wz85cqulRVWMJjm7iIiPcR75paeeSokMkpy4rbEMMcDObjGGhRd5Vx0W41y3knZEwko6dYpRK/YAV8T4qpXrUpviKSzZEVDF+kyJR/Y5t7kRq62LVr6OAnuOWmeZR0d4QWO8YcdkHqeR0qNauiidbBK/7a2QbJ8fEeUDPkC6/xDXdGq9sbnEwskZ5qq2Ae/hByvHkK78P0AIpoI98yvL1HAL1Qytx3Q6lcHfktedn4XPVtoxzzSTNP2sSDHjI3/EFLrNDKZphFXlyurBoy7x1lSIINrPFkIsft8ZKGBJmsAj8AAY87Xt9IiBvuenq/kPvIrNNy2d5+zUUxIH/AE5svH+MSZ8i1tq+k5qvbVDwZWb/AMpu4/BsqYmobT9WOuqxMqKeY8CPJHSQiPc/yjFiLByop9wzkUAWAP71QM0Br2yekGra23tGKfnTJH1c3J37QPydrY8bSprZavu22RTnw9nZd427j58Z8qyTkPWUXiommsmdJUhVElSGTUTOAGIdM5RKchyj3AxTFEQEPpDOTHujcHsJDwcgjiCOBCoQCMHeCqy9natteobKNir4vy19J975BWGPMoKsSJziKTGRUT7mbOEfH5YHP+tOSfD1E5C+x9G61sevbP6U3XmjdXRbE0D8YlwN74wfCacbRA76M9ga46sutprLNVd00213MHZY8fc9juo9G/c4eUCUOq+f8pARARGy6y5sqjRECMpyCcNmj5bwF8JUZBi78DY3i7dxVTVJ4fgCfbsAaS1z6FWiutf6YaNrGUTZHZfDM1zmDPExvZlw/Jc054l+ck4KrkZVu57Yayc+Fs7mu7dn7k9eNx6hvzm3XfPyhWyxt4K2Vh9Q2z9wVswnnEw3mYpNVQ/gR+WTlj4tWJRUMIAKoFXSTEe6hikAThrXV3oV9U2G0PulirYrpNEzafA2J0MpAGTzI5yQSkcdnLHOG5oc7DTZGIgZG9T3KYpylOQwGKYAMUxRAxTFMHcDFEO4CAgPoOeWiC0lrhhw6F1Ly8JvuD/FnLm5MZwcKmQvzOCqv0AEfgAj/BnJrHO8EEqmQOKiHzfp61p0LMPG6ZlHNOmYi2ETKA+M7duLmHkB/wBg3j5lVc3f08KX3QDN++hrvzbFypU9NUd7FcaeWlJPAOdsyx+V0kLWDtcuyIjaWAunTdSGZ7A10uoAKIuGd0jEu/cVE3CaEJOH7fECombx/wAO/cVB+H07S9F1ptzai1auiHeOY+jkPUWl00I8odP73zc5hwcrOM8XLpTCJhEwiYRepdBFygs2cJEWbuElEF0VSgdNVFUgpqpKEHuBiKEMICA+ggOd1NUT0dRHV0r3R1UT2vY9pw5rmkOa5pG8FpAII4ELqnghqoH01Q1r6eRha5rhkOa4Yc0g7iCCQR0hVy7PpCtEtLqNIBzRTsBfQy5u5hOxVOYPdznHv4l2SgCmb17mACn7ABgDPrByOcosPKToyG7SFovUH2GrYN2Jmgd+B0MlbiRvQCXMySwlfN7lR0NLoPVUttYHG1TfZaZx35icT3hPS6M5Y7pIDX4AcFjsA7iAfd9M2qtdKEnUy5UVngdxFsGxIMkU15FbjUkNb6FMii2SmoeVcMyGtuzQMUAWO11zCPCrIHMCqfy08j01CCmqcQzdqo2yP5143Bb25NLhqZrHM7tqvSprcGJ0jnR7xgYY4lrT05aAdy0AVVVF1FFllDrLLHOqqqqcyiiqihhMooooYRMc5zCIiIiIiI5J1s9WU9KTnI54KcsKveJ907U0tsJEmtd8QqILOE1qFOPG4ktbZgmCnvE5r2XTRlm3gJ56yKDhmQxCvFBHpqIWzxFh8ixl3tsV1oX0kmMkbj1HoW+Y9t8RD2IG9asrNwm/SQkYddq5AW0vGvUSO2MhEuij7rJs3jRUqqaiB1CnTMBg9B75C5dqCUsBwcrSV/0DrHTFObtLSyG0Hfz0ZEjGg8NssJMY6AXhoJO7K5h3f7O9S8laRWEnbt9mb4ZxM8hGCdyhT7pWSN2XPOF1QXjkVveBWOKvfxePxD37515Ocqy5x+1tZ75dra3+zs0AboyKwJgHYA8Zvh/HnYJ5BuBV6y6VsbdlrzhcBIzUlKHE710osI/3xhH/AIc4Oe528q1lqJpjmQkrigHsID9z1zgulcmExIFR93BycERDt4AEe3b+POW27GM7l3ColDdnPer0tJB2xWBdssdJUB8XiKIgPf7vpgOIORxXFkskbtthw5dpX2FaXDcGykm4FIC+Hw+Yb4fD7udhnkO4ncr111rXt2C87K6esus4OKiyhlDmHuImHv651Ek8Vj3Oc85ccleophIYDFHsIeoDhUBIORxXJKTEiqiDc7k5kgDsBO49g/38rtuIxncu41Erm7JPerwayr5kUStlzpAYOxvCIh37/d7CGA5w4KjJ5Y/AOF6vfXPn+8eabzvj4+49/wDzuNo8elcecftbWe+Xtdyj56UCuVzqgUOwAYRHsH3PXvguJ4rk+aSTc85C4/OK6UwiYRMImEXtQWVbLIuEFDJLoKprIqkHsdNVI4HTUKP0GIcoCH3wyjmhzS129pGFzjkfDI2WIlsjSCCOIIOQR4irqKvNEsdar8+n4QJNQ0ZKAUvwIL5mi5Mn2+ICmZQSiHxAQzTVVCaepkgPFjy3zHC+htmuDbtaKW6Mxs1FPHJ4ttgcR5CcLnc6FkkwiYRMImETCJhEwiYRYgvu/dNawfEi73sSuQEqcpDjEqulHsskmqAGSVcxkYk9ftEFSj3KdVMhDB8BHsPa9p7fW1Tdunjc5nXwHnOAruCgrKlu1BG5zevgPOcBd3qF2qF/h0rBSrJDWiGVMKYSEK/QfIJrFADHbOPJOY7V0mBg8aSoEUJ39ShnRNBNTv5udrmP6iMLplhlgfzczS1/URhdozpXUvkfP2MW0cSEk9aRzBqmKrp6+cItGjZIv2Srhy4OmiimHf1MYwAGcmtc9wa0EuPQOK5Na5x2Wglx6AotbD5r8dtfNnImvbK4yiJT+TDUUAsizlQof2sJRqcteb9jdgEVXhB+4A9hDMrTWO5VBH2MsZ1u734OPwLJ09muFQR3hY3rdu+Dj8CrW2T1IdzWZw5b6/YQeuYgxjlbLEaIWSyCmPzfE4kJdA8QUxy+oAkwIZMRHsc3YBCTU2mqKIA1BdI/3rfMN/wqRU2naOMAzl0j/MPMN/wrE9Q0XyY5SWdCdmkLS+bOxTTdX/YCki1hWUf4xMJYxR8QFHyCPjHwNY5JQpTGDuBCiJgu5q+12qLm2bAI+4ZjJPbjh43K7lrbbbI9hmyCPuW4zntxw8ZV4mh9EUzQNLRqtWR96fORSdWWyuUSElLJKFT8IuXIlE/u7Jv4jFatSmMm3TEfUyhlFDwWvr57hPzsu5o8FvQ0fT1np8wEKrq6avm52Xc3oHQB9PWenzAZtyxVkmETCJhEwiYRMImETCLC+79EUPfdUUrVyY+F02BZWv2RmRMk1XH6pAKLlguYOyrZYSFBw2U7orlKHiADlIcl9Q19Rb5udhO48Wng4dvzHiPODeUVdPQy85Cd3SOgjt+Y8R580PRT+/8ADLkQo2WdeY+qMs2ZziLI5yx1vpskVq9On5RjeEUJaIWTWSBTxGaugII/riXpPXtp71bcgd68ZGeLXDd8B3do7Cpw5sF4t+QO9eN2eLXDd8B847CtkRBdJygi5QMB0XCSa6JwAQA6SpAUTMAD2EAMQwDmtSCDg8Vrwgg4PFe3KKiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLSsr/PXid07fasepnuvmLtb9B/WVo4gav1bBWb6hdk7A9+vc3rHgPbIyC+RtW0+7WBt7zX6RKOPelmibMnuvgOqVRRIinobQ39VqX+0/fSLWmoPZeb9T5DVfF9dHdCj93N/Nm5h/m+5LFhk+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/wA33CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP8AN9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/ADfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/wA33CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP833CJ9dHdCj93N/Nm5h/m+4RPro7oUfu5v5s3MP8AN9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/N9wifXR3Qo/dzfzZuYf5vuET66O6FH7ub+bNzD/ADfcIn10d0KP3c382bmH+b7hE+ujuhR+7m/mzcw/zfcIn10d0KP3c382bmH+b7hFrV8s+evE7qJe0j8AN18Otrfowayq/EC3atnbN9Quydf+43uErvNu2ScF8jbSp9JsDn3av3eLce9ItFGZ/evARUyiapE8ddvY+T9X5TVENe/1Tq/7L99Gr+8ha84JhEwiYRehy1bPETN3bdB0gcOx0HKKa6Jw+4ZNUpiGD+EMceKuqOtrLfO2qoJpYKpvB8bnMcPE5pBHkKwjedORj5svI1VAsfJpFMqMaQ3Zg+8IdxTRIYRBm4MAfM8IgkI+glL3EwdT4gRlvFekOTX0QV5tlZFadbyGrs7yG90EfZoc7g55H22MfdbQMgGXBzsBhx5qW9u6rNpQcg4WQjHjsqaYqHOkpDyoKACThMw+Ezch1gAqofN8Jux/Twj362O+4d4JW3eW7k4p9W2P1XWBoOoqOISB0fGogaNrGW+E9je/hcMkgFgztN2dgPQW3Edj1okfKuk/qwgkSIyiRjFIrJtCeFNvNop+njBbuBXHh9CL+vYpTkAddX60m3VPORD/AIR5y38E9Lfo7PEVGuS/XUerbQKWtePT+maBIDuMjRubMB054PxwfvwA5oOf8wC2gmETCLCmy+ReldQPkYvYd+i4KWXSIuWISays3LJt1f7U4dRlfj5V8yQWABEh1k0ynAB8Ij2HL6lttdWN26aMuZ17gPOSAfIr2mt9ZVt2qeMuZ17gPOSAuOrXKXjxbSlGH2/SSGP9ghNSxKu6OI/sSNLMSIdHP94CCOcpbVcYfDhf5BtfJyuUlsuEXhwv8g2viyslt9ia+dmIRpeqc6Mp28srezwixlO49g8AJvjCbuI/RlsaaoHGN4/VP0K2NPOOLHjyFduIcipCKJnIomoUDkUIYDkOQwdymIYvcpimAfQQ9Bzp4Lq4LzyiomEUceQvEnjxylgTwe7tYV23qptjNouze7jF3avl7nUTGAuMWLWwxqJHBgUM2KuLNcxQBdFUnco5a13u6WaTnLfM9gzvbxY78ppy0+PGR0EKzq7fR1zdmpYHHoPBw8RG/wAnDrURuCfTcacE9ublsVO2K5uutNmVuuR8HF2Nim1utbfQMtJu/dJV9GpJQdhaqNZERK8SRjz+P5gtuweYOc1Hqx2o6GniniEdXC9xJae8cCAMgHe07uBLvH0KwtdmFrqJHxv2oXtGAeIwenoPj3eJSw2JzD426k3BVtFbK2vWqVse4wZLBBxlgXVj4w7Jw/VjY9GRsSyRYGFfzDpssVmi8cIHdeSYE/EYSAfCUtiu1dQvuVJA+Skjdskt3nOMnDeJAGMkA4zv6cX81xo6eobSzSNbM4ZGeHn4DPRnipKlMU5SnIYpyHKBiHKIGKYpg7lMUwdwEogPoP05iVeLyyiJhEwiYRMImETCJhEwiYRMImETCLhJyyV+stQe2Gai4RqYRAi0m+bsyqmKHcU0AXUIZdTsP2JAMb72d8FNUVLtinY57vwQT8XBY65Xe12eHui61ENPCeBke1mewZIyewZKxK/5J6dYGMQLUZ6oX4kYQ80uUf8AYrmYJtT9/vHHMrHpy7yb+a2R2uaPgzlQeq5XdA0xLe7TI4dDIpnf4tgNPkcumyHLnWrUpgYxtqk1A7+AU2DBqgYfo8SjmTIsQB+8kbLyPSdxd4bomjxkn4G4+FR+q5ddIQgimhrZn9GGMaPO6QEe9KijuTeMptgWDAsWlBwEW4O7bMQcC9duXhkzIFdvHXlIJ900DmBNMhAAnmG7mP6CEqs9kitW1JtF87hgnGABxwBv6eJJ6Bw6dI6/5SKzW/NUohbTWuF5c1m1tuc/GztPdho3AkBoAxtHJduIwVmbWtEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImFVTR0fqpSATTt9ibinMukRCJYLE7KRbVYnY7pwQ3qm/dJm8IF9BSSEQH5xhAnz69EZy1RamldoTSsu1YIZP+Jmae9qJGHIjYR4UMbhku4SSAFveMa5/tbkM5KJLBG3WGo49m8ys/wCHicN8Ebhve8HhLIDgN4xsJB75xaySWeSV6VTCJhEwiYRMImETCJhFFK3HKpZ5wxR7gEi4J/jTP5Zg/wARijm/NPNLLHSg8eZafOMj4Ct22JpbZ6YHjzTT59/zrrmZhZZMImEXyP3qMcxdv3A+FBm3Wcqj9IkRIJxKX7pjeHsAfSI5wlkbDG6V/gtBJ8i76ankqqhlNF9skcGjxk4/+qhhJSDiVfu5F2bxOHi6i6g/QUTj81Mv3E0y9ilD6CgAZrqaV88rpn+E45/nxLfVJTRUdMylhGIo2gDydPjPE9pXw51K4TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLlY6dmYkwGjZN6zAo9/LRcKAib6fnoCIoqB3+gxRDO+KpqIDmF7m+I7vNwVlVW6grRiqhjf2loz5DxHkKyPE7emm3hTlmbWTTDsBlUv7Cdj90wimU7Y3b7gJk7/d+5mIL/AFLN07WvHWNx+j4AotW6HoJsuonvhf1Hv2/Dh3+I+JZUg9h1mbMREjsWDs/YAayIFbmMYfTwpL+I7ZQRH0AAP4x/vczlNdqOpw0O2JOp27zHh8OexQ24aYu1vBe5nOQD7pnfeceEO04x2rvGZJR5MImETCJhEwiYRMImETCJhFEzqA8NYrqD8Mtr8U3VrQolitKkBadd3J8iu6iILYNLlUZqvDYGrUqjpauy4JrRz4yJFV27V4ddJNRVIhDbm5HtbU+kr2JasZpXgtd14PSO0HB7cYWqeVHSU+p7SY6Y4qGEOb1ZHQew8OztVC/FPm91L+jXp+ucNecPTe2bvnj5ql5PNNWb40SLybJBVmbsEnZlo09yr8FbKDc4lSSlnDiNaSbmtzjBuv5LkDFSTQQ9R6j0xo7lLibWU9XF3QWjpGfK0kOHj3hedrFqDVOgJHUs9NJzGeo48jgC0/AV8vM7qXct+sLpCV4EdO3p9chKfS9zS1Ya7r3LuKMSh4yOq9fscXaEa8vNt2x6Dr+GWn4Rou+lH04q6dtUDsm7QTriJuzS+kdOcm0MldV1cYOyekDzDOXHsA/y4ai1Pfteyso6emkO/qz5zjDR4ytgLghw8rfT+4cag4pQc63ts3T2kpYdk3Jomqiytmzrg/VmrfJRiK5EV04Ji6WJHRnmJprjGMW4rF84VBHytywa1i1bfHSU39FZ3rPyRwz2nie0r0byX6Tk01aGsqP6Q87TvGfmHDyKUeabW1VB7l9NORdU6ulExWhW7+aWD18Czk6hGLYR+jxNUk1e33lv4M9JcgluhEFwuxwZy9kI6w0Avd74lvvVAtZzu24KYeBguPaeA82/zrJvGuQp0dr+NiGVhh1bC/dvJSXjffUEpEjxwqCCKXuSxk3RwSYNkSeIpTEEwD2H1yHcsFLf6vVM1fUUlQ21RRsjik2CYyxo2idsZaMvc84JBxjIWV0vJRRW5sMcjDUuJc5uRnJ3cOPABSUzTylCYRR+5LVkJ/WL58mn43lZeNZpEQD54tgN7lIE7/QmVo6FYwfT5IfcDNqcj15Nr1lFTPOKesjdCeraxtsPj2mho/LKjmqaXui1OkA7+JwcPFwPwHPkWLeIdkEyFrqKyn9qO1sLBMR7/NVAsdJiAfQUpk2vw9O5h/xzbl5tAElDfox4QdA8+LMkfxy+bzYjRlVls1E7ow8fJd/2qaxCGUMBCh3MYewBnndrS9wa3iVOHODWlzuAXTdq7e0Px+jo+T31t2p60LLoHdxMXKLPpKzSrNNQySj6MqNeZS9pkWCaxRIZdFmdIp/miYDembV0ryTai1PD3RTROFP7Y4a3znAz2LQ/Kd6Ivkw5J3Nj1jdKakqZBlsZ2pJnNBxtNhia+UtyMbQYW53Zyuiaz5V8Nd+yydP1VyCpdmssmYWTKqWKOstGlJ5dYPCEdDRuxICsGsLtwUR7N2YOFDl7/N9B7SC78h+q7LD3dA1xMffbTHAluN+e9JIx17sKE6G9GHyJcoFzZZLPeac3CV2yyKZktM6QncGsFTHEJHHoazaJ6uK/bXxi1k8kllF4N3BORUEV0oR6oxbHP39fCyVI4aNy/wCpRImX72R+DlQ17YB3BUTtn2Nw59ge4frjZc7xuLivQ7bFY7m0VMLS0O394cDzbwPIAsN7q4uM4ejI37WLORct6+YzK6wRll5N2k29Vm1pZeIDri2Kmfy3iYdypAQFSlKmCgllnJ3y2VFdqd2ldaSQskqwH0c+GxtLuDqZ/Bu0SNqJx3uzzZJcWbUM1BbWWuvEUWe5nsBbnf2OGfGM+IhcFq7mDumswle15GHrcmzYeXHRsnORj9/NtWIH7NmQOSS7Zqs3ZJiCaPmIHMRMpS9xKUACQ6g9Dnydao1HLqKrbWQ1NQ/bkjhkYyFzz4T9kxOcHPPfP2XgFxLsAkkx2cMZG6Q9AUMIfqPc1d6dXnbvAujWKLX0norSf1f357U6s7a31zOmotFcOGsbP19+1Fq2jtgbRjGJyGaKKiLVUnj+cBw2NDyK8kGlrEKuqttEI2DfJVO5xvjdz7nM4DqA7Fqmn1JXVGpzQxlvcTSc7t/Drz1n4FYzxD31sh3uZlryzWqdtlftKc6gmSxyTuZdxUhExT+abu2T6QVcPkk1E406J0QU8o3m+IS+IoCHn/0RHJZo2m0HPqux0NLQXOgfCc08bYWyxyyshc17Iw1hIMjXh+ztDZxnDiDtdzRzYdwOAvn65XUJ2J0zuC7Le2nEKc729dt1UTU9GaXmHc2GCD5Wi7Tb7K+dQrKUhnToqFapblEhwXIRJw4SE3cRKU2ufQ2ck1n19Wyy6gY91uihc47J2STkNaNrB6XZ4b8LXWsr9UWqNraQgTFwG/f2lWd1es3q16KosNulqwHYlq07VmG3U4eOPGRH1bzlKYIX0kVFrOXakdHBPunQIIGWVMimBSCcwh4h1pryxVGjuUA1umYZBT0VdzsBO8gRS7ceXAbzuGTjepBYrjz9DHJUOHPloz48b/hVNfE99JUPktV4hyBkzPH1gp0smXuALAsxfJplAfpISWZIKeoeoE/xh7P5eqCn1FyO11YBvijgq4ieIIewnymJ72/rKTuIfHkcFeumgsr/AGtMxv4AHPmfT0FZVHEEbneIKzfLHH4ZAX6o2XS/tiRy/wAIDnOotlfSjNRE9o7QqMnik8BwK4ewTcFUKvaLvbpVrX6hSq5OW612B+JyMIKtVuMdTM7MvjpkUUIzjItkquqJSmMBCD2AfgOb0rpK66ruUdttsT3zyODQB0lxwB1byVa11fBQQmaZwDQMlYH4qcsdD829Tu958aLRK3rUyV0sVFjLm/qlmp7OxytWLHhMvYKMt0ZCz68Ki7kPdyOFmjfzF0FQKUSlAxpbyiclGoeTqeOlvUYbO+IPw1zX7IdkAEtJbtbskAncR5LC0X6kvDS+mOWhxG8EZx1Z34Uj0266v9rTMb+AM1rT26uqvtET3eILMvmij8NwCKN1kv7YmYv8IZSot9ZSf0iNzfGFVkscngEFYD5BV0svSk5JNHxvoORaqIHKXuoLeQVTYuW4fT4VFFEjj99IM9IehUv1bbeUZ1kj2jQXKkka9vRtwNM0bz2ta2Rg7JD2LQ3oirHT3LQ7brgd20FSxzT07EpET2eIksce1g7VClSElWwFWWYrkTAQHxGIYA7B6/cz6RbDhxC8MGnnZ3zmnChBzU4QcEt+wFv5U85Ldu1jUuP+ppASMqXsCKrsJEwkQo7kUoiswLysSCbm2XaxyCbRLxrCvIPl2zfxAUiJCZ611T90DQFtnQl9qcC0wsZguJzg5z2nPAAeZaAM+6iHs7NPK/FLwUC7lpFzCQjqRNLuYeIXeLKxsW4ljt2h5RePZHIkdwKSQrmIJ/AXxeEJCtyDON/FcRhVW7n07btXeSHTs0s/1/Jzczd+PbANPbUrc1LJzFmr8lBnWe1R9GHK2ZvXFKmaq4bmhy+A4sit1o4qiwMBUGKXymcJOdaNxU80truw2YtsmoZW08coIY+X7S4HcWuee9Zx37eG4x32/ClRW9uWqurEZTAqTLJE/lLN5DxEkkAKPhMCbwwecKhO32KwKfDt834hH2yObuO8Lhq/kG0RqyndcLAG2+5SN2mSQYNO8neC6IHY2T1wlnHPfcDKiAn4yyxiMrErgs2W7lMUwAVdusUA8xs5S7iKS6fcO4dxAQEBARKICNwCHDIXiLVOlr1o68SWS+xc3WR7wRvZIw+DJG7dtMdjcdxBBa4NcCBzWVUdTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIrG9bbjouuePtZtOxLKyr8ZGnk4QqrnzV3T101knxmjCMj2qa7+ReDHgQfLRTOYpCiYexCiIa1vNBPPe5YqZpc52y7xZaMkngN+V7i5HX1F30NQxwgvmiEkZ7AyVwbk9A2S1R1nup9rVnIHb13XdxnI8hxIMhIPomCOqUB7Cq3ZENLqGTMHqXzDpHEPiUo+gd0elqlzcySMa7qAJ+Hd863LHpqpLcySMa7qGT9ClZoflFq/kE3dI1N29i7LGoA5k6jPpoNZpBr4ypGfs/d3DlpKRpVjgUyqKhjJCYnmkTE5ANiK+1VVuIMwBiPBw4eLsPj8mVi662VNAQZQDGeDhw8XYf5GVI3MascmETCJhEwiYRUec3+UNssuz1Nb6ztM5DVujOxi369Yk30c4sdyIr4JDxuIxZBy6aQrgAaIJdxL7ymqoHi8SYlnVitUMVL3TVMa6WQZG0AcN6OPXxPZjtU1stsiipu6KlrTI8ZG0AcN6OPXxPZjtWPdV8F98bgNIWO1kW1+zdC4dBKX9CSGwzkkt4lfM+RVe0yCayxgMq6d+T4gP4kwWHuAXNXfqCjxHD9kcOhmMAePh5BnyLvqr3Q0mI4vshHQ3GAPHw8g+BY9fRXIrhffQclNJ1N4soKKEoz7yVJubFAwm8kTqJfJsw3EhvEKKxCPGvjAwkRU7CFw19tvdPjc9vUdzmn4x4xuParhrrfeIMbnjq4OafjHxHtU76P1P60eCVLsfXk22szZqfyVaYsxeQcs7IQRJ40Zl+yfQKSynYBADyHgD53cfscwE+lpec/4aRpiJ+6zkDyAg/AsHPpqTb/4eRvN5+6zkeYEH4FBq6bG31zM2IlBx7WTlwXXVXgKFCLnRrVbj0zgT316ddRuxA6BFCg4knpimMcwFASFFNIuegprfZabnHEN63nwnHqHT4mj6Ss3DT0Nop9txA63HiT8fiA+kqUNF6YFveGbOdjbFg4JAQIovGVRg7nn4lH1M2NIyIQzJouUB7CcqTsgCHp4g9cxU+qYW5FNG5x63HA8wyfiWMn1LCMinjc49bjgeYZ+ZWM6j4vaY0u2Q+pSpNHs4n4TK22yJtpqzrKl7friUgu3IlFlN2DumySbJCIAIlE3qMbrLrW1p+zPIj9q3c3zdPlyo/V3OsrD9leQz2o3DzdPlypB5jlj0wiYRMImETCJhEwiYRMImETCLXBvAvORfL2WjxUP5N02olWG6xRHxNavEv0YBu5AA+BmlaiwWMAfE5R7eo9x2VBs22zh3SyLa/WIz8orYcOzb7SHdLIs/rEZ+MrY7TTTRTTSSIVNJIhE0yFDsUiZCgUhCh9BSlAADNbcd54rXp37zxXnlFRMItTf2xv7WTov8O3WX5P8AyezYfJr7Oy/ojv3kSjWqvY9n54fJev/WlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCKJuzOBHBbdN3m9mbj4XcTds7Isvyb9UewNmcc9P3y7z/AMjRDCAiPlu12mnSs9K/JUDFNWTbz3CnkNGySJPCmmQpcjBd7tSxCCmqqiOBucNbI9rRk5OAHADJJJ7TlW0lFRzPMksMTpDxJa0k9HEjPBdE/UtumT+90cEv5InH/wDo9zu9P779+1f99J9ZcPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/8A0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/wD0e49P779+1f8AfSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/wD9HuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//wBHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//ANHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/8A9HuPT++/ftX/AH0n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP8A/R7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/8AR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/wDR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/APR7j0/vv37V/wB9J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/AP0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj//AEe49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/8A0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/wD0e49P779+1f8AfSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/wD9HuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//wBHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//ANHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/8A9HuPT++/ftX/AH0n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP8A/R7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/8AR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/wDR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/APR7j0/vv37V/wB9J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/AP0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj//AEe49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/8A0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/wD0e49P779+1f8AfSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/wD9HuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//wBHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//ANHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/8A9HuPT++/ftX/AH0n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP8A/R7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/8AR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/wDR7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/APR7j0/vv37V/wB9J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/AP0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj//AEe49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/8A0e49P779+1f99J9ZPS63+4Q+8b9CfqW3TJ/e6OCX8kTj/wD0e49P779+1f8AfSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/wD9HuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//wBHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4//ANHuPT++/ftX/fSfWT0ut/uEPvG/Qn6lt0yf3ujgl/JE4/8A9HuPT++/ftX/AH0n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP8A/R7j0/vv37V/30n1k9Lrf7hD7xv0J+pbdMn97o4JfyROP/8AR7j0/vv37V/30n1k9Lrf7hD7xv0KE/JPpN8EKu6G8VLg1xGb1p4ZNKYjGHGrTaLaCfD4UknKDdGllTbxb8ewdgACJL+noChClmenNS1lS3uKrnlNSPBJe7Lh1E53uHwjxHPnbld07fbNP6pLHUVTLPIQJY2SyBsL+Ac1odhsb+oDDX7twc0CI36QXgp+4r4l/wAnHT3/ABNyWd2VfusnvnfStFeqG/8A39Wf30n1l22i8ROJ2r7VF3rWnGDjxru7Qfv3yLcaLpXW1StUP8pxzuHkvkuwwFZj5aP+UImQXar+UsTzWy6iRu5DmKPF9TUSN2JJHuYeguJHmyumovN3q4jT1VVUyQOxlr5XuacHIyC4g4IBHaMqQ+dCxqYRMImETCJhFGDcdCXbu1rbEtxUZuuxplFEvczVz8Bf+Av/ALruQ7eYPb5qnzh+y9OiVm/aHBe0fQ+8qFNV0EehL5KG3CHdSPcd0kfHmMn7uPfzY+6jw1oyzvux6k37IVd5GBIyjuJlIwxCxdnanP5hClL5ZUZMoAcVCGT+Yc4lORUg9lS9vEY3W9sNREYKlodE4bwf58x6F0conIhdqC6u1lyZOMdYHmR9M0hrmuO9zqcnvS12/agdu3lrNppEYtdoXMVquzap3aGF2B0yCnYaudusi7IIABV1Y1ddJIviD5xjoriU3f5qZQ7BkTrdJZJfQSDZ9q/5nDPkyPKodZuW+ehkNt1pRSx10R2XvjbsuDhuPOQSFpa4fdYdx4MHBZ8j+RWnpFMpi29FmcQ+cjIRsuzUTH7hjqMfdzD/ALE5g+/mDk09d4z9pJHWC0/Pn4FsWl5V9A1TQ4V7Y3dT45WkeUs2fMSuBv3KLUdKqU/YkrO0mXcVEvXjCKYtpFU8i/SQOLFgK5WYN2oPHfgT8ahyFL4u/fKw6fukjwHxFkeRkkgYHXxyfIsxbNd6RvF1p7Nba1k9fUyBjGMbI4npJJ2dloa0FxLiAAD5dfBk2su6b5NzE9LqrS824fT8/NOEjORKquqHYE0PNRKBPNVIkiiU5CpIlAC9ikAM2HTwMjY2CIbMbRgeJbA5Q9dUHJpptt1kh5+V0rYoYQ/m9txBJy/ZfshrGucXbDsnDeLgR2V9oWxJCIx8vEPCB8PeAdsVR/gIVF4n3/hPneYXdBC1TbfRP6TnaBdKCvp5D7nzUzR5S+J3mYuFU0peCAIlQjVRD4FTkSAJv4PNImX+MQynNPUji9EZyayOAfJWMB6XQHA8ey5x8wK73pbemzeNd8YFK/lS15B+2La6O4eGcw8rFLnId0o1beaqybSgNlBUbO0exiqAAGEyYnTNi7jbIK6IskaBPjvXdIPRv6R1j58EbQoa6xazszLvZpWT0cwPNytBBy0kEEODXAhww5rgD2cCtkpi9ayTJnIsViOGT9q3es3Cfqmu1dJEXbrEEewiRVJQDB94c1i5pa4tducDhRBzS1xa7iDhfVnFcUwiYRRP5RcJ+O3L+vfI+5KM1fTTRqdrAbAghShtg1gDeMxPkixpIKqLM01VBP7i9Tdxxzj4jtzGABDN2fUF1sUvOUEhEZPfMO9jvG3r7Rh3arCuttHcGbNQ3LsbnDc4eI/McjsVTTWi9R7pduEy63VkOb/EZkuQhaOqlIH2VQogTh4W8QxbFmZ6DSap/NBSOLLwoFKosqxZmOBgmrqnSmsBmrxbr4R4e7m3ntO5pz+Fsv4AOdhYERXiyH7Dmpt4+5+6aOziR5MjsCv9r0i+l4CDlpSFd1uTlIeMkZGuyC7R0/gXz1kg5dwr1zHquGDh3FuFTIKHQUOic6YiQxiiAjrOVjY5XMY4PY1xAcM4cAdxGd+Dx371K2EuYHOGy4gburs8i960vEt3AM3EnHIOx7dmqz1sk4HxepeyB1Sqj4g+Hp64EMrm7bWuLOvBx51byV1DFLzEs0TZ/al7Q7zE5XIgPf1D1AfUBD6c4K6TKImETCJhF0hfZNEbbFj9SL2iJT2TK1CRvrCnGcf6MuKfFSzGDezxW/bsVknKyCaJRMIGUMCgkAwJKiS5FJUmlNcGO7ka8MLujaIJA8eBnzdYz1maITCnLhzxaXY6cA4z5/53Fd3y2XYmETCJhF0vYVyZ0CnzVqeEKt8mtv7Eaibwe+yLg5W7Bp3DuYCrOlS+MQARImBjdvm5e2+jfX1bKVm7aO89QG8nzfCo/qrUEGl7BUXqcB3Ms71vDbkcdljfEXEZI4NyehVF2m1z1zmXU9YpBaQkHRzD4lDD5LZLxCKbRmh3FNq0RAexEyAAB8fURER2xS0sFHCIKdobGPh7SeknrXhO9Xu56guD7ndpXS1Tz08GjoawcGtHQ0bvLknruXCxKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwilLoDXMdJpnu0yiV0DR8drCM1SgZArhsVMy0ksQe5VTpKKAREB9CHIY3YRAgl8Y+if5WLrZ5m8nlgeYTPTCSrlacPLJC4NgaRvaHNbtSkb3Nc1gIaXh3qn0PvJvbrpG7W96YJRFOWU0bhloewAumcODi0nZjB3Nc1zsEhhbL7PCS9hphEwiYRMImETCJhEwi6xabM0rbAyyhiqPVimKxad/nLK9u3mHAPUrdIRATG/xB6iGZyxWSovVWImAilaQXv6AOofhHoHlO4FZmy2ee71QjYCKdp793QB1D8I9A8vAFRbWVUXVVXWMJ1VlDqqnH4nUUMJzmH75jCI5vWONkUbYoxiNrQAOoAYA8y3PGxkTGxxjDGgADqA3AL1ZzXNMImEWKttyos6+hHJm8Kks7Ap+w9hFqz8K6wB9PquZIB+6AjmDv0/N0ghHGR3wDefhwplomjE9zdVOGWwsyPynbh8G0o2ZDltdMImETCJhEwiYRMImETCJhEwiYRMIvYRJRT+1kMft/eh3zm2N7/BBK4OexnhEBfgpqAbwCQwG/vew9/wCLKbDgcYOVUPaRtAjC8zt1yB3OkcofdMUQDOTopGjLmkBcWyxuOGuBK9Oda7EwiZVF7fIW8Pi8s/h/vvCPb+POXNyY2sHC4c5HnGRlerOC5phEwizFri8rM3KcFNPPFHrB4GDlycRFmuHYE25ljD3K1VD0DxD2TN27diiPaQ2e5ujeKaod9iPgk9B6s9R+BQXVWnWTwm40DMVLd72tHhDpdj2w4nHEZ4kDMhsli1gmETCJhEwi8ikMb7Eom/gDvnINc7gMqhc1vE4QxTF9DAID9/BaW7nDCBwPBeOcVVMImEXkUxiD3KIgIfSGcmuLTlu4qhaHDB3hdgY2mbjgAGz1YgAHYA8Zu2Zmj1DdqIYglcB41iaqx22sOZo2k+Je59cJ6QIJHD5YxRDt28Zs7avU14rWbE8zi3xlddNp610jtqGJod4l1kxzHETGETCP0jmBc5zjtOOSsy1rWjDdwXjnFcli3aOp4HaUa1bSSy8dJxorGi5dqQiqrb3gCecg4bnEhHbRUUimEniIYDFASnL3N3m2itc3PRVY+aja2ajmxzkTiQHbOcFrhktcMkA4Iwd7TuxibtZ6e7RBspLZW52XDozxBHSOzd4+uGlj4tbGiBUVhVIqztyCIpgzdBHSAlL+yO0kvIblN2/YpuFBH6PX4+g7Ry16Sr8MuInopTx2284zPY6PLsdrmNChFVpK5w5MBZK3sOD5nYHmJXT2l53Rq1wmycv7NDpkHwpxtiarO49QhfiRqjLJLoAiYA+ybmL3+IG+nM/Pprk71rEaiGKjqHEZMkDg14PW4xEHPZID2hWLLhfLS4Mc6Vg9q8EjyB2R5ln6g8nLNOPG0XL0xtKLKmKmLuBcrslA7j28QsXZXyapx+nsskXv8AD4BArnyB0czi6x10kfUyZgePfs2CB+o4/PlWa6dTM2q6JpA6WnZ+A5+MLLrvcmrrdWrizQknEk1i3EtSbehFlYTSkDNiy8uRhJQIiQfFZyTZJ2HiSUEhij6CACAgEdHIlrqxV8FxozTSSwyskaRIW72ODge/a08R2+VYyy8r2hNXd2UNqq46h1NK+nqBG5shilA76N+w47LwDvBwQd3EECG3HJ68jtvwDduBzEkEJmOelKAh4mgRbt54jB+xKm5ZJHHv8A3vb45tXldpYanQdVJPgPhdE9meh/ONZ5y17m+Vc9MSOZeYwze14cD4tkn4wCrTohRJJ+3UWABTIoUxu/3AH1zyBbXxx1rHy+ADvWyq9kklK9kfhkKn+0dKfePIrmRKbz5D7D1jY9PWXZD2ZmqvVrjeRvZdZxqrktPocSk4oMdGxpEYdqxjVzIyKZ0EBWVSVMsBTG9yWnlT0tR6diorQ2V1ZHA1rWbLQC/A2icOPF2Tw39XV8cdUegv5Vdc8s9VrPlGrba/SdXdJJZRHUVBnFGHO5inYHUzGt2YxHEcSjZbtOa4uAJjF1quL3GjjNbOPrzj7W2OsrLda/cXd215ET0zJEYMK49rKNLuRG01KSknCrzyr+SbCYFCIujRvmEKCpFzn2LpG7V95txqrhHsOJ3AjoXnr0XnJlyfcmWo7VTaEDKepnglM8LJHPDRG6MQy4c5zmF5dI3iA7m8gbQeTeFx7nrpbOLPG+1bJXeO77YNRU+Sn5CSE5pSVBxGpmiZmUUV/Xl5KZhPdnThU/z1VljHN3Ew9/FvLZS2+l1dOygDQzb3gcAcd8PI7Ix0L7F+hSuuo7zyKWC4aodI+7S22JznyZ23tx9jkcTvLpIth7nHe4uJO8qTOqn4oTTtgYf1t+yE4F+6u0OByen/YVFM8wa9pRLbI6sDv4pcfqvGD/AIg1bh1tTCS3R1I8KKTH6rhg/CGrL8Nq3WS1gTmnVAoZX6ahnS8w4qtfB4Twd1FXCsgoxBcvhABMY4n9O3cRzs5ONRazuN/pbRHdbn3DttHNCqn2MZ4bG3s47MLTl4qDBQPdnoK1TfZu1FuQvJfrMdR1RuZVPb26ndN1i9IiIA3g7Jbr7taar7URADJtYqDUpiKCRfsUkigb4Fz3f6JC4x2XRNs07I/vXlgeSd5DQ1mSe3LyStSaKh7rvEtW7hn4zk/MpgcedhwOsNtwV+sraSfMoVrYDJNItJFZ64fykHIxLVMgOXDZAhDHkB8ZzH+YXuIAIgADmOVnSV211oep0rZnwx1VVLAC6UuDGsjnjlcTstc4nDNwA3ndu4jfDx3mAqm+v1tDZvKDll0uOMutdfjsm+3XZi+3mOkHM4LaNsqEnbqfStfwcpMqIEb1+AWbU60/KcmokVBq3cOXKnhTROI7F5LdH2zk10NHaGyMLKeMumn2dgyO3ue9wy47s7LQSSGtaOhaE1xO6ou8dNH3xb0dZJwPiWeephpXri8a+Ne2ufto6m6KVl1O5q9hvXH3VmkoOjaYg4S03SApwxOvrNKyc8tf2tck7I3EpbNCJO5FkRQVFzLlKkvd2jUfJzq6vfQ291DV1rScgta5+Rx3ObnzKxrYL5a6ZlU6dzW7u9G4D6fKFbL0vYmY3/xt408/t3BXKEWd0wtsa2+EycTBmmYxrNw9ivK6S6gt67VFGsW4mCFUV7IkVIACKRPGbQ3L1fo7g48lun43yXGukjZM4DvY4g5r+bb7Z7yGtOBshhdv2sAbIseoJH2EVVWe/Dd58XT5cZULtN8rOpT1wtkbgneC++ozp1dOLT11ea1h9+foWROyd+cgLVHoN37k8LGWheOQrLIkU7ZvlkmbyIUh0ZJskstJrmXRbUfo3kw5EbBBLqemZX3+RgcWudssb14xxAORlwdtEEgNChQuN71LVPbRPMVKDxAyT/Pkx2rG9/5JdSjowdQHhZpLlXzGU5/8LecVsCgRdsv2uYGlbM1/YC2mnVCySrZ5GO5yZQc0N7sWCfmItLyMdMRa7lJNm0dlIsnnqjRvJ1yuaHqbrY6GKjuMUTnNMZ3ZDS4NI3Ah2CM7IIODkjINqy43iwXNkFTK6SFxAOfHjPk8e9Su9pYecsdX8Edobg0xy4Y6R0kxozzSe49Coapqdrn+SH6P1rr+tnkIhsKxJupGhMoOjzEmuoMYmm5Vbg5/XPH5IpwX0Mlo09SXWsoZqQSXiKXaZMXH7G1mdwaNxJdjeezHTnKa0qKuSCOVsmKdzcFuOJPb4l6egpwN518bePfEOx7D5vxc3xLt2iP0VoDhfGaEolekKpP8gGQbPYHsu4/IXvs++gpC5LulyLKkMDgSNg8DZAqIZPl71Lo2+1x0k6lD9QmZrefMh7wNdhzQzgc4xv4b+neujStFcaWL0wEhFJsk7GOORuOVgHj9yq6gvXX5N8uadxA5jQ/Tx4ZcTrLGU6PmqPrStbN5Bbmdzcna42vWmTVsEtESFXipVKnO3pzMHsc2YouGrLypJwVw7Rmls5L9EcmunoaqutzbjdnsDnl5IY3cMhowQQMgbwSTk5aMBY6e93O81bmRTGGAHAxxPj/keXipNdPo/WP489QbdfD/AJoWy48uuFUJSHM3rLmrbtXw+v2/1SlgqfaYtszsDA6rqRI8Sn30NKxsg8mBbSscJ2bwiCSxXGvOV3TfJtqTR8Vdp6CGn1VLK1jaaI7Uj9pxaW82OnIDmlrRkHBBJGMpYrhdrfWvFfITbWNLnSPwGtAGclx3AdeTu+P5OePPbktvLmlAdJjphq0qI3oyqRdo8oOTl8hULTVON1CI0i5BslDVV61fxs5bzsbBFqCL1q7a+8zEezIkCqy7phMOQTkKh0FT+qfUDB6eyxlrI9x5prvCLiP+Y4d7gHvW5BJLiGxPXGqaTU9J3OzafZWP2urnnNzjHA7AO8ZwXEA7gBtVj9RBHqm9F+mac5fyvUNdc59LWjckHqjbmndtacqtDScSE1XrLbGxK6tHS9weREPMRdMkUiuox3Guop4DYRTeoKrEJ6aZFTVLS3YDfEtZwW+zXmB8BpmxHBwRxHb0fDlXcbv1Nofkfr+Lpu3qO42DqG4Fquw29Sd2K31NN8ZSPCVr55lSk2KvP3hWJJMFfdVl1WwOSEV8AqIpHJHeefQ1B5vjvC1KLhU6Vu0nchAeCW8Ad2d/EHq48fOVFAvS06UAAAG4U1sR7eo/op79Dv8Af9NrAGXPpzP2eZZn1ybp1j3o+heX6lp0n/3FFb/Gnv7+lfK+nM3Z5k9cq6dnvR9Cy9pfinxK4vyVpluMul0NRPbrFsoe1BG3jZtgYTbGNdnexpXkTc7pY4oXUc4VU8hyVErlEi6pCKFIsqU9pU18tS3Zfw8QWBvera69xCCpIMbTkd60Y8oGfhx5guy3qgRdyZKCKaLSaSIIspMpAA/jKHzW7wSB4l2h/h2HuZPv3L9IDjXsDvGpJyacqd75Prk0NfJPp17vs1MTkYJ3vizuZKOORgPxsv6C2L0VNWzWE44bmRM2V7lK+jXhTGZPkSmMCaxBIYoHD4+Wsmb7odxARKNuC6Mr2ne9O6G5aNNxVTZBNBgmGoiIEsLiBtMIIODw5yKRvQDgODXDO0HvCtSApoy7Z3CLm7AZUwe+sAMPp/b0ClcFAR+6iBQD4jnaJWnjuXmTUvobNY2oPnsM1PcqZuSGj7DNj8h5MZ8kpJPBvQsxtnLd4gk6aLoumy5AURcIKEVRVTN8DpqEExDlH7oDnbxXn2so6u31T6KvikhrInFr2PaWva4cQ5pAIPjC9+FbJhEwiYRMImETCJhEwiYRMImETCJhEwiYRRw5EWF28c0utGdqKMIKIkpJFn4xFFs9nZVZN2qBO/hKs4bxCHi9O4lIXLB0bW1D5QO+cGgnxDd8a96ehqY4cn8sjxjNwlAPW0Mi4dm0XDx5VjukeAOlLBqqmWi5fVdLWG50+BsbsSzRYtvCrz0S1kgbxjRi0T9WYOgL/ZRnPiMXuJQAfAEKrtQ10dW+KHYEbHlvDOcHG/PzYW062+1kdU+KHYEbHkcM5wcb8/NhV53ysXHhxyIQLDv1l3NUkmViq0ooAtyWSqPxVKRB8RIAAUnzUriPfFKAFFUioE9PCOSKnlhvNu78bngtcPauHV4txHkWfglhu9v78bnghw6nDq8W4jyKyJ/1OtNIlKEfSNkvlPCUVPPaVliiBxABMVNQLG7VUKUfTuKZO/3MjTdL1p8J8QHjcf8AtUebpusPhPjA8p+ZfXBdTPScg5I3m6tsGvpqGAPfRYQsqzRDv6ncAzmivgKAf9TQVH72Uk0xXNGWPjd2ZIPxY+FcZNN1jRljo3dmSPmx8Kmbrjcur9uMjPdeXSGsgJJgq6Yt1ztplimYQADyEG/Tay7FMTD2AyqBSGH7ERzCVNFVUbtmpY5vb0HxEbj51h6ijqaQ7NQwt7eg+IjcVwWzuRWmdOrEZbAvUZDyqiZFiQbZJ9MznlKB3SVWiYVq/etEFg+wUXImmfsPYw9h7dlLba2tG1TxlzOvcB5zgeZdlNb6yrGYGEt69wHnOB5l0eqc0ONNweJx8fs+LjnqpwImlZmExV0DGMPhIHylOx7GK7nMPYA8/wAX3s75bJc4W7ToiW/gkO+AEn4F3S2e4wjadESOwh3wAk/Avt5U7sQ0vpWdtcY8RGxTyRK9RzpKJqgpNTLdUUZVASiYiqMRHEVegbsZM5kSEH7MO9LTQmtrmwvH2Nu93iHR5Tu8qpa6I1lY2Jw+xt3u8Q6PKdyqw6fukjbL2o42PYmx3dZ1sshKEO6AVU5W6ujHWhUjmU7iuMV4Dv1RARMVYiAGASqesq1DXdy0nc0ZxLLu8Tenz8PFnqUnv1b3NS9zxnEsm7xN6fPw8/Ur5cgKgy4Sw1uvW2IdwNohIqwwr4ngdxUyxbSLBcA+xFRs6TVSE6Y+pDdvEQ3qUQEAEOyOWSF4kicWvHSDgrsjkkieJInFrx0g4KhDaenFx7sEkeQi1bxTUlFBOpF12eZLxnzh8RwRLZIefeodx+xAq/llD0AvbsAZyLUlxjbsv5t56yDn/CQPgWZi1DXxt2XbDz1kb/gIHwKTWntFa10ZCLQuvoMGRnpk1JeafLe/T80qiBgRPJSRyEMZNEDm8tBIqTdMTGEiZRMYRxlZX1NfJt1Ds44AbgPEPn4rHVddU1r9uodnHADcB4h/JWX8slZphEwiYRMImETCJhEwiYRMImETCJhFrhV53+gnzHbqzn6y1qW6HrKRXW+aUsG+nnMerKB4u362MLIe8k79u5RD4fRsqQd3WUiPi+AEeMDOPOMLYcje7LRhnF8II8eM484wtj3NarXiYRMItTf2xv7WTov8O3WX5P8AyezYfJr7Oy/ojv3kSjWqvY9n54fJev/XlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvndtGsg1csXzdF2zeIKtnTVwmVVBw3WIKaqKyRwEiiahDCAgIdhAc5Me6NwewkPByCOIIXVPBDVQPpqljZKeRpa5rgC1zSMEEHcQRuIVb+7ePElSVndkqLdxKVA5jruGqYHcSFdARExyLh85V1FJh9gv6mTKHZX4AofYtl1BHWtFNVkNq+APAP8AF1O7Ono6h5J5ReSqs07I+72Jr5rCcuc0Zc+DrB6XRjofvLRufw23RdyTLTCYRMImETCJhEwi8TFKcpiHKUxDFEpimADFMUwdjFMUe4CUQH1D6cLkx743iSMlr2kEEHBBHAg9BHQVge6aWZSArSNVMlHPDeJRSKV+bHrm+Ig1OHcWJzD8C9hS79gDwB651OiB3t4r09yd+iKuNqEdp1uH1dvGGtqW752DgOcHCZo6XbpcZJMhICw9CWq4a2kVY9RNZFMind3CSRTi2U7j6rIdh/WjKAHcqqJvCfsAj4gAAzqDnMOF6A1JojQPK/aGXWF8ckrm4irKcjnG4+4fu74N4OilG0zeBsOJKztFbvqLxEoyRH8Q47B5iajcz1DxfSCK7QDqKF++ZIg/ezuErTx3LzHe/Q268oKgttDqWvpM965rxC/H4TJSGtPY2R47V0LaOzomxRBIKvncrIruUl5B2qgdukdFuPjRbJJq+FY4mcAU5hEpQDwB279x7cJJA4YC2jyK8jN90lfnam1U2GOojhcyCJrxI4Ok718jnNy0YZtMaA5xO24nZwNru2kK+eNrrqZcJCReccFFDxB2N8nswOmgfsPqUFnCipvuGKBR9Q7ZyiGG561rf0SWqo7vqyHT1K/aprbEQ/B3c/Lhzx1HYY2MdbXF7dxBWbM7V5yTCKL++oZRKUiJ4iY+7u2Yxq6hQ+aVy1VVXR8wfoOsg4EC/dBIfuZ0TDeCvaXoYNQQzWWv0xI8d1QVAqGNJ3mOVrWP2R1MewF3UZB17rG+P/UB1RA6yplN2QlaIew1KBjq4vJtYksxESTSGbkj454mszdGkiuVGDdPzyqNw7K9xA5wHuEEuOnquSqfPTbLo3uLsZwQTvI6sZ4b1vausVXJUySwbBjc4kb8HfvPEY49vDzCT8Rzg4vTBiJpbRaMlTdg8uXr1siikEfh43L2CRZAH3wVEAzFvsV1ZxiJHYWn4jlY59lubOMRI7C0/PlSBqOwKLfmp3tJuFatjZICiupX5qPlRbeL4Fdps3CyrRTv+xUKQ33sx81PPTnZnY5h7QQrCWnngOJmOYe0ELt+dC6UwiYRdB2jbfqHoNnsabhBs/ZxTlOGO5RFyiacdpi2hyqNSrNzukQkFUzKEKoQRSKb5xewiF/baQ11dHTYJa5w2vyRvd8HDtUc1dfotNadqrxIQHxREMHtpHd7GPK4jO44AJxgFan03uHmTxompaV3ZC/phtYvpN9Ju9hV0hkrFDJvXSrpwvIGTbmWZIIisJhSkUToAYSpJPwIUADfkdJaq2NsdEeYmAADDw3dX+XvV5PfQ6Y1g4zUE76S+P3ubKS4SO6TknvnOPFzTtHeSzJU1NE8ytf7URbpat2nJw86dMVD05zMPaxaW4kIKqxCxAPEyySaBA7qKsjum5Q+J/ozD19lMZJrIGPZ7YtDh58bvLgrBVNLrLSR+xzVcFODufDLII/OwjGepwB7FK9PdG1kyeAt9sglAO3dR+dU/wD88VA6gj/jzDmzWonJgj8yN5Qtbtbsi51eO15J85yV+hunaxREQvtk7j6+r85g/wARTAJQD/FlPSa1e4R+ZByha3Bz6Z1fvyuUbcgNwtBAUrxIH7f+9LKIeh/jB5HLgOdbrBaH8YG+QuHxEK9h5UdfQeBcpT+UyJ/ymOX1TnM3YVBrc3bbVPQQwNbi3kxLPZKEaEKkyYIHcLiBI0Y8yqpyk8JEyfPUOIFKAmEAHoGlLZUSCOJjw9xwMOPT48qQ23lh5QJqmOljkp6ieRwa0OhaMknH/L2PKd2BvWrfY+oFuqb5rNeaqb0iFxh7K0Xg64CrhOCa0FggpDl12dEq6p04WTrS6zd6KZgMo4dLOQEFj+MNkx6Zt0dgOn8HuZzTl27a2yc7efbB2COwAcNy3Oy63E1TLhM5hrw0Z2QQzIGCA0uJDDv3bRODxzvW2jrHqBxWyKdWb1F0xu/r9pimsoycMJ8yC6BVi9nDRw2WjHRSvo90Q6C6Xmh5ayZiiPcM1JVaJMEroROQ9pxvbn4Q4bj4lEJeXStttdJQXa1t52N5a4smI8oDozkEbxvGQQVIavcq9XzAkSlDzNZWN2KJpOPF0z8Y/ACOYpR8oBO/7JRJMA+nsHrmGqNLXOHfFsSt/BOD5nY+AlSu1ctmjK8hlYaijkPujNpuex0RecdrmtWeIK01qzoe8V2eiZpICgY4xr9s7MkA/QsmioZVAwD8SnAoh9zMHPS1NM7ZqI3sPaCPN1rZltvVovEfO2qpgqGY3829rseMAkg9hAK57LdZNQR5eXpu4Vg6AwclVOyVGdniJnAQRcHRMhENFRKPoqDddZY5B+BTpG+kMnOkqFzQ+vkGA4bLfFnLj5wBnsK808u+pYpX02l6V4Lo3c9MAeDiNmJp7dkucQehzD1KEeTRec0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwinZx3fJutf8AupRDzI2akWypf2X68Dd6Q4h8fCYHXYB+6UfuZ82PRVW2Wj5UO7Hg81V2+CRp6O8L4SPGDHkj8IHpXvL0OddHVcnvcrSOcpq2Zjh098GSg+I7eAew9Szvnmtb6TCJhEwiYRMImETCLgrJNFgId3JimCqiRSJoJD3Ap3CxwTSA4h2EEymN4jeoD4QHt69sytltpu1yjos7LHElx6mgZOO3oHaepZK0W83SvZR52WuyXHqaBk47egdpUWpGSeyztV8/XO4cKj845vgUofYpplD5qaRAH0KAAAZvWjoqa307aWkYGQt6B09pPST0krdFJSU9DA2mpWhsTej5yeknpJXw5dK5TCJhEwijxuRcxpmJbd/moxhlwD7hnDpVMw/4wah/FkT1C4mojZ0BmfOT9C2hoSMCgnm6XTY960H/ALlh7I8pymETCJhEwiYRMImETCJhEwiYRMImEUHOqvyi25wi4Kp8h9HK1dC9qbvoGv1FLbXkLNFfIVkgrvISBCxy67cgOxcQCHgU8XcoAYO3rnqX0PGgbDrGsnF9jMlMyAuADi07W00A5HYTuXlr0Q+v77o6jgNikEdS+cNJLQ4bOy4nce0BSY3LydoPE/gHQ+dHIU7J05sOhtSWuHqMaKMO42hufZWuomxxFEq7YQcCzSl5lyuu4OQi4RkQ3cujEOm3MA56l5EG3XlEnttMwss8U78uO/Zja4439JxgDrOFgarlwdauTuC5VLw+8SwMw0btqRzRnd0DOSeoZWAenJsbmrvvjO35Jcz1KNWybkUbTeiNY0+iI1J7FazEF1Wl4sjhw8fyrkl2FYh4ZuoYO0Sgm8Mdb35PycHy+2HQ+mJYrPpqItrIx9lcXl2XdDQOA2eLj1nG7ZOc5yA3/W+p4ZbzqWUOo5D9iaGBu7pcTxIO4NHUM79oYmsnGv1S+NNoucvx8RUzCGeYWUdVINpkbi3xL08+spYzsvkaHeNe9hEvH75Fimgr5ypwIBPAPi7iPb4fw52UtDUVNS2mY08444wuuqrqempnVL3N5toznK6BrLbulNx7V3ZpnVN7bXvYHGuSgITeEdDR8oMbRrLPylrh0qq6m3LNvFyVhjZGlSCL9Bmq4Bisj5SxiLAZMu0LvySaksFppL3cYSyjq97N4JLQGnaLRktBDhjawT0DG9avs/K3pu/3arslumD6yk3P3ENDsuGyHHAcQWna2c44E53CJ7flFutbrTPen8BqobRTfjeXaKbMtYQ+q/6ox140somGzef7wLP5RXEfK8vt4Pm9836eSbTp5HxqBsL/AE+47W0cY28Y2eHD4VoEcrOohywHT7pmCw8NnZGc7G1na48foU8JKMeMnTgirVZIhFTlATkEA7AbsH3s8Z1lHPTzPa9jg0OI4L2bR1lPUQscx7S4tHAr402btb+1N1VP9gQTf8GW7KeeTwGOPiCuH1EEfhvaPGV7jRciXt4mTgO/w7pmzsNFVjjG/wAy6xW0juEjPOvWqweol8SzVZMv98chgD+Mc4vpaiMbT2OA7QuTKqmkOzG9pPYVJvVYzDurpmfCsuQHa6caZTxHVFimRIhS+IfnGSI4BQpO/wAADsHoAAExsLaqajG2HO747PXs7vgznH/0WpNZdwwXcin2WnYBfjcNsknzluyT27+OVkpRq5SDuogoQPumKIZmn088Yy9jgPEomyeF+5jmk+NeBEVVPsEzG/gDvnFsUj/BaSubpI2eEQF7RZuih4hbqgH3RIPbOw0tSBksdjxLrFTATgPbnxr0AQ4j4QKIm+529c6Q1xOAN67S5oGSRhRD6kW8Nm8Tunnyf5Nam+SGmyNT16lydVc2SGTnYVNxO7So1SfC+iV1EUnhDRVgXAoCYPCoJTfEvrunke0hSaiv8dNd4nOojtbQ3jOGOI3+MBao5UdT1Nisr57ZI0Vfe4O48XAHd4iV37hvs+5794V8T99bCNGuL9uPR1Ev9vWhI5OJilZ6ww6L6QPHxiR1E2LUVlB8CQGECh6d8xXKtpuj09qWahtrSKZsh2RnJA6MnpWR5Nr9U3uwRVle4GoLBtHgCfEs/wDlKAPh8Bu/3O3rmrebkBxg5WxecZjORhfhkzk+yKJf4QyjmOZ4QIVWva7wSCvDOC5JhEwiYRMImETCJhF70YMtgH5NWZIv0HAgRVs5QTcoKFEfgoiqQ6Zy/wAIDmStkVbJVs7gc9lRnc5hIcPERghWddUU9PA59TsmPG8HBHwqCexWi28NtyfErhPFRUDbogyaXJbkvEILfUromBcKKovKlVCsXDeNltsypUlUCJtxIoxUIdMh01k3TmM9saCp77p+yNuuqquafnG/YYZCHSPPQ4vcC8N8Z38fah3zc5ZeU+7cqWrp+R3kVc2CWE7N3u7M8zb4iSHQQFpDX1j8ObhpBjILQWvbJJT4/kuJOsaREz21emDdme2LNoQyetuTWiVLMtYf0b2MOCr2TkRcmTEiWzU1FHSrB4wQGPeqpKoMA8xBZm6ndPqCske2mv8ATinjmbmN+/AzwyMnA694I3ZAByNH0WhbRoiV+tfQxXJtzu9iIpbvbueMguLY8ue4nH9K3vMUkTTG9wc2DvmPillFxkT0PtKipbu0k4fyKsiKsNaYqwiilbddWFHyzzFMn4ZEpCw8i0VAvc/Y4OkfCqkqdE5RHzRy1M1eZxQV2y2ztdtsbEDsSdTy4kl2MnA3AH7nIyvohyAcqmieU/TMeotOyONWfsc8UuBPTTDG3BKz7hwPTvD24c1xad8iU0VFFATIA+MR7dg79+//AA/HPOrI3vfsNHfr0W+RjGbbvBXW936f2ZtTRGwdc69vT/U11tqFdSr+w2r6djF66MZboCckTpvq6s3mUAkoeMcMzeQcomK4Epu5BMA7m5MZRpq9xXS9wOkoG7WQQCN7HAHDt24kHybt+F549EFpy88pHJzcdIaKuXpbqOpEPN1DXyRmPm6iKV42oSJBtxsfGdk7w/B70kLWN3rx12j08uRes9hcrKNQeWdPt7p5YIp3O228SNZ2MWuuIss2xkpJZaEsTa019OQZio2lWsjFnK5TBRB8gJih7ctV2oNQW7ui1SFsRGNwGW9mN483wL4X6+5OtV8gvKBSVXKfRUl+ppnGRpkmnfFUiMt2w55LJBIzaZlsrJIjtDaZK3IW0ywv9b27SKDtuleaSm7GqMHa661XRSbOI6PlWCK5Id22bmO3bPYZQTNV00zGTTWRMUoiUAEfBHKra6y2aonirHbT+cO/rB3g+Ub19/ORHVll1ryfWzUVhbsWyro45GNwAWAtGYyBuDozljgNwLSASF2GkOBbWqFUAe3jdC3H74OkVW3b/wDi5pLU8XPWGpZ1M2veuDvmWxNRxc9ZKhvUza96Q75l1zqRbt/S3dOnm5u1J58nStQ447LZ1V94/L92vVygXFEoCni7lERC7WZh2KAgY3fsAgIgOSH0MVhF31/TOeAWMkDj4md8fgBXmTW1V3PaXgcS3Hn3Ksf2Zyka90h0gdRvpe9UKvWnfGzdu7sskRKW2vR0u1O4swawrhpBq6kEXCQv6XrCNdpFMX+0OCD6CIgHpD0UGlNS6vroYrPE+SmijDO9aTvyXHgOtyhuia+it8bnVDgHuOd58nzKwN1wh0jfb87mKNtdkLNZ6MxJ1KqydasgR5XDnxK+4rtHyq8ZGmXP2TKsiuCYj4QN2AChA6Dlh5T9IWyms2orVDUVbA2JtTIZYy4NGAZGgYe/A74tcza4kZyTtGK+0tTC7mHNcQ3rVInHCpQm9faqN2S8Amq+oHTp4qKU6ryjxX3wE7U7o9aoc1HLKAQqKMkS3b9tokKUpCh8nqHACm9A9Da51NX0XIh6aXJzW3KuYM7I2WgOLngNGScbLG8STv3krT8ANz1c5x3tYfi3fGSpHe1Wbmd0HpZo6miFVnFg5Rci9Wa2LDtPEd9I1+pLS23HyqSBP1xwklZ6HCNxKUBMKrxMO3YR7aY9CRbHVV2rb7Pv2I3HJ6C47PyS5ZrX0wZTx0rekj4N/wAeFK3qO67svFH2f7eujtbprBNaU4H0bSLw0T3OqrW4qv0rW+0ZI6iHqoRzTlZd07W/ZEMooYfURzI6PvNDqLl9fUVBaR3RI5mesbRZjxENA8i6bhTS0elQxg+4APwZXt9nYgaV+oxcNEdauo2QScMtqPLytHqoqvUtivdy31zZmc8VMRWRlGHmIIJkWAp/k9NsJe6IpiOC9FDpzUl/1UyOkY91IQwDjjGy3h5c+VXOiKyjpaEmQgSb/jVWHP8Ako7qndfPgFxF0q+b3zVXTcfOd1cmrzBKkk6pVLI3u9Mu9+pD2XZi4YqOlv0M6pV1BSOZVCelnDVQpDsnAk3DomjZyT8jVTW3g83WVERDGncSXMLWYB/Kc/8AJGelR+5yG/ajZHTjajY7efEcn5h41kr2rOzymytY9PTgtV5AGtn5fcx4xVEqRw8w7aotYvW0ai8J4gD3Jaz76ZOClP2KosyAQ/tY9sJ6Gmmjljuup8Z73A/WJefgZ8KudZvLXQUX89XzrY03/t/TvB3Qtp3Dsl0/qOjePdNgEJNWEh39hew1WjHENUIRswhotFV+/FFR01RAqZBEC/OHsACIeaazTWo9acrjqWjx6YvncW7TtkZGXnJO4bgVM4q2jttgD5PtIaM4Gexa10f0FOAXPasx3Ul6ZfMHkVwmLvR3c7lWrHTTOApUPOs7lOxVnUiaoMrr/ZtEQC4wTsyseSzA0ZlTKDZu2RTImX2/p/VWrqW5RaM1LQx1VS1jWukB3FuyO+ecOaQARk7Iyesnfq64U9rjpnXWnmMcRduHTkncGjjkngPLuA3cb7P/AM0uaHJVxzE0Vyg3055P6y4t7KqdM1dyBeKfKC90euJvYMRKot7ws1ay+x6/LRlSZTTBzKmdSbNB8TzlhTcoETnsulNN0FwF4o6SGK5ObjaDeA6dkcGZzg7IbtDccrWetLjVz0VPSTTyCmL8mPO52MYLsb3bJ4ZJA6OtV09LzhJSuorzf6xOydwcieU+l9y0Lkk/bR8Jxq3Gjp6zSNYuO0d0pWJpalHFYsMpO1mtPqZDsGbVH3dCNMmUqoGFVuBJTNKYYG7ABGOnxK5uFW+322J1Oxr27AAyMjgFIvlJ08OlvE8itK8Ad68uuq3vneO3HMVcarqgd+1zbNWpR1iTbFlcL+3n9enaUwzKtpyr47kEjPEIQi6/YEVieb0tnmEBmDWBoHVhY+K6XBttkuIigjYxpJ3EZ8W/fvwPGr+LM6brPytWTdJpHxqCEfHs0A8KDRiySI2aNUSj3EqTdBIpCh9ABkTmfzkhceK0Hc6p1XVulecuJK65nSscmETCJhFxExAQ1gb+6zMc1kEQ7+DzyfriIm9DGQXIJV25hAPUSGKOULQeKz+n9Uah0rV926eq5qWoOM7Du9djgHsOWPA6ntcOxYStOjWBmy7uquXCLtMplCRb1UqzZx4fXyUHJgIs3UMH2IqGUKJvQRKA9w6nRD7nivR2ivRK3NlZFQ63hikoHENdUwtLJGZ+7fGMse0fdCMMIGSGuIDTj3XV4kaXMBCy3mkhl3nuz9o5AxDxTox/KO7TKfsZHyjh+vE+BigI9vEAZwY8sODwW1+Vrk2tPKLp/wBUdj5t2oIqfnIJYyCKmMDaETiNz9ofancWuIGdkkKY2XK+fiYVEwiYRMIuEn7DFVmOUlJdyDdsQwJkApRUWcLGARIg3SD5yqpwKI9vQAABERAAEQo5waMlSPS2lL5rK7Mstgh52scC4knZYxg4vkcdzWjIGeJJDWguIB6ZA7cp086KzK4dRThQ3gQLLpItk1zCPYpSOEXDluQxvoA5yCI+gdxziJGncth6n5B+UDTFEbg6GGtpWjLzSufI5g6SWPjjkIHSWNcAN5wN4ydnNaaTComETCJhEwiYRMIvlevWsczcv3qxG7Roio4cLKD2KmkmUTGMP0iPYPQA9RH0D1wTgZPBX1tt1bd6+G2W6N0tdPI1jGN4uc44A7O0ncBknABIitSarNchN1QVXYFXIe1zqLdVQoeMYatMwFaQen+KYfJkK2UVEPQFFQ7B844AOKrqttLTyVT+DRu7TwA8pwvpvpOwU2g9G0tkjIcaWHv3e3meS6Rw6cOkcdkHeG4HQtnKPYNItgyjGCJGzGOaNmDJun9g3aM0SN2yJO/cfAkimUofeDNUucXuL3b3E5KjznFzi529xOVHzf3F7W/IhGHVtxpiJnIEiyEZYq64aN5ErJwcFVo14R8yftHrAVg8whTJgokcTCmcoHUA+Rt91qbcXCHZLHcQeGevcRg/z1Yv6C51FvJ5rBY7iDwz19GD/PViP0X00NCMwAX89sqXU/ZAvOQLRD/wE2NYQWKH8KpsyD9T3B3gtib5D87lfu1HXHwWxjyH53Lj7P0zNMyTNQKtar1WJLwCCCzt1FWGMKft6GcR6sdGvVuw/QR4l6f73KLU9a0/ZWRvb5QfPkj4Fyi1JWNP2VrHN8oPnyR8CgNsfh9yK0LMpWSsNpeyMY5fz4y660UkzSseId/Cq7jWHgsMMsVMfnnIVVsUB7eeb1yQU15ttwZzUpDXHi1+MHyncfj7Fnae7W+uZzchDXHi1+MHyncfj7F9Wm+HW6uQU/IWS7KTtKhHblV7L3S7Rsi4nJ18ufxqfJUXJLMZCZXVOIio5UVTbk7D+uGOAJjStvNFboxFBsveBgNaRgDtIyB4uPxqlZd6OgjEcOy9+NzWkYA7SMgeLj8a7byF4CWTTtNXvVTtLvYkZHukCTcWjV1I6WiI5VNbzJn+xZWWK+j2ixCFXECJmRIp4x7kIcxem3agirJuYmYI3EbjtZBPVwGD1da6aC+x1k3MStEbiNx2sgnq4Df1KFk5sO32Sp0+kTUw5fVuiDMfUywWOY4R5Zxdu4epgcxhMokU7YoJFH0RIIlJ2ARDM3HTQxTPnY0CWTG0evHD+elZllPFHK+ZgAkfjJ68cFMbj9zlDQmv2FBjtSRs0ig9fyclMFtjiIfzMlIL+JR47J9T8oiVRFomi2TAPgigQB7iAiOGuFi9MKg1Dpi04AA2cgAeUePxlYivsvd05ndKQcAAbOQAPKPH5VJCO6pkEqomEtpqWZIiIeaeOurOUUIX9kKaTmtxBVRAPgAnJ3+6GYx2lZAO8mBPa0j/ALisc7TLx4EwJ7W4+cqw3UG36Xu+ltbxR3TlaNWcrR71k/QI2lIeVbESUcxcm2TVcJJukknCagCmoomdNQpimMBgHI7WUc9DOYJwNrGRjgR1hYCrpJqKYwzgbWMgjgR1hZRy0VqmETCJhEwiYRMImETCJhEwiYRMImETCJhFRr1J9Ynre14XZLJuJYvYkOm3kFSF+aSzVhFvHr+YJfmp+9wZ2QkAewnOkqPr2HtO9M1XO0jqZ3hRu3fku3/HnzhTbTtTzlKad3hRnd4jv+PPwKz/AIo7R/Rc0VSLM5X8+bYMfqXswmN4lRnq8VNi4crj6h5sq0Ki9EPoByAenwCLXal7jr5Ih9rJ2m+I7/g3jyKNXSm7krnxjwCdoeI7/g4eRSLzGrHJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//0JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF+CACAgIAICHYQH4CH3B+9lU47jwUZ9kcY6dcDOJSuGLUZ5XxKn90QA8G9WH1EXMaUU/dDqG+KjcSAHcTGTOb4yS3alrKMCKo+zQDrPfDxO6fEc+MLT+ruRywX9z620kUFzdknZGYXn8KMY2SfbMIHElrioI3vVt11y6FGyRCibM6gptZln4ncO8H18IIvSEKCahwARBJYqS3b1EgB65OKG6UVxbmmeNvG9p3OHk+cZHavNGpdF6h0nNzd3gIgJw2VvfRP8TwNx/BcGu/BWPMyCiiYRMImETCJhEwi4OcrcHZGwNZqOQfJl7+Uc4CRwgJviZu5SEi6Aj2Dv4TAA9vXuGULQ7ipLprV+pNIVndunauWmlONoAgxvxwEkbssf2bTSRncQd6xC+0JCKqCaPnJFkmI9/KcoN3wF7/ALEpyizN4Q+jv4h++OdZhHQVvu2eih1HBCGXW20lRKB4Ub3w57SCJRnrxgdQC+yH0ZXWLhNxKP3swCZgMDYSJsmigh69lyJGVXOTv9AKFAfp7h6YETRx3qw1B6JfVtzpXUtlpaa3l4wZAXTSt/ILg1jT2mNxHRg7xmtJJNFNNFFMiSSRCppJJlKRNNMhQKRMhCgBSEIUAAAAOwBnavOc00tRK6onc5873FznOJLnOJyXEneSSckneSvPC6kwi4+Uio6aYrRso0SesnAdlEFQHt3D1KchyiVRJUg+pTlEDFH4CGCARg8FlrLfLtpy5R3eyTvp7jEe9e3t4gg5a5pG5zXAtcNxBCw2+0NXVjmOwlpVkBhEQSVBs8TT7/sSd026olD/AFRjD9/Oowt6F6CtvontWU8bY7nQ0NS4Dwm85E53ae+e3P5LWjsXXXPH9cAEWdnRUH9iRzFnRD+AVUnzgR/9UzjzPapZR+inpXEC4WaRjekx1If/AIXQs+UukOYPYmoJdhZ4iTewz1k4KMfZa3IOW5kF/iCRlk/d3KILFL2MRUoJql7l+cHcM6JqdkjDHM0OjPQd4W6dFcqOjeUQOo7Y9zLg1m06nnaGybPS5uC5jwDxLHEt3FwbkZvM4a8mDb/pTxhZTNkdj04GrewlbkTbpTke5AxGFlatSeFNEzlRE6TtJMPLScFAxQIRZMhddXq2el84dFnuZ/DsPS36OzxEq9u9t7gmDo89zv4dh6R9HZ4ipl5hVh0wixxtXXjbZtPd1pZ4ePceejIRj0oCdNvJNSKlQFyiAgKzZRNc5Dl79wA3iD5xQzI2u4OttWKkDabggjrB447d2VEtbaVh1jYZLPJIYpdoPjfxDZGghu0OlpBII44ORvAVVV1olloMsrCWiNOzX+eLdcAFWPkm4D4feWDrwgm6QMAh3+ByCPhOUpu5Q2jR11NXxc9TODm9I6QeojoP8jK8Uah03eNL15t94iMcu8tdxY8D7pjuDh5iODgDkCM0Xx20xBbJbbagaFDQV4atZFsWRh01I5mc0qiLZ49PDNVE4gJNRsoqmLkqJVjlXU8ZjeIO2WdXVT4O5nvJi3bjv4dvHHYuuXUF4ntxtU8730RIOHbz3u8DaPfbOcHGcbhjC7Dt6S2VEa7sUhqCAjbPsRukxGuwsw4bNYx2oaSZlkBdKupOHSEEYoVzkJ7yiJ1ClKBg75wpmwOna2pcWwdJHHh4j09it7THbpbhHHdpHRW8k7bmgkjccYwHfdY6DgKDKHNLkBRA8rdfE64s0UQ/sux0tOWUiCeH7PyknLGZizgIdxD/AEXDsAfT8QyxtVFNvpKlh7HYz8x/wqbO0dYa7fZrrCXHgyTZ2vgLXf4FIbQ3L/V/IawSNVp0bcoqfiIJxYJBnZ4hgyTRZNZCOjFiFdR0xKonXB3KJ+EgiUxigYeweEQyyrLZUUTBJKWlhOBg9hPSB1KP3zSVzsFO2qrHQuge8NBY4nJILhuLW7sNKg91MeQXcY/j9WX3oX3Gw7GVbqfE3zHdcrK3hH6A8Ei4IIfH3UQH0OGZew0XGtkHY35z8w8qmvJvYfCv1SOtkWfM9/8A2D9bsVPGSZbcVsXTR5A/Is5IaFsz7wxljVczlCVcKfMaWBNHzZmBTMcRAiUyzQ95QJ3KQHKCgAAqOA7xy/UW2wVkY75u53i6D5OHiPYtWco9h56Bt9pm/ZYwGy46Wfcu/VJwewjoaradsbSrGmaNLbDuISY1+FVjknvyQzK/fAeUkG0W08tsdduUxTPHZCiInKBQHvkbpqeSqmEEWNs549gytVWq2VN4rWW+j2e6Hg42jgd6C479/QCoWJ9U7Qse7Iqxr+4yLInAyL5jB1VuYhv79JQ19buiCH3fCA5lHadq3t2XmItPQST/ANqnEHJzqSB4ngnpo5m7wRJIHA9hEe4+IqYWhupMhveWd0igXrZyEuyg3M44Z2Rl5K6MU0dMGCyxZhJ9LgmcjmTRIUAcAYfF6fD0wVbpSkpQJ54IcE43cM+Ld1dSv7rdOUvTdAHVVzmNI5wYCJi92SCQA545wbgd4O7Cy47drOV1Xj50ou5dLCou6drGVXcOXCnqdVdYxlFVllT/ABERMYw/SI5VrWtaGsADQNwHABasllmqJXTTOc+Z5LnOcS5xJ3kknJJPEkr15VdSYRMImETCJhFjna21KdpqkS98u8gDGIi0/Cign4DyEvJKlOLKGiGxjpi7knxyCBC9wKQoGUUMRMhzl76enlqpRDEMuPmA6z2LI2u11d4rWUNE3ald09DR0ucegD/IZJAPZalZY251at2+HOKkTaIKJsEacRKJhZTDFB+2A/h7gChUnAAYPoMAhnCWN0UjoneE0kHyK2q6aSjqpKSb7bE9zD42kg/Euw51q3TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIpKcbLADOwzFcWP2TmWJHrUoj6C9jBOJ0yB9BlWbg5jfdBEM8jei40ua/S1BquBuZaCpMUhHuVQBhx7GysY0dsp616Y9DTqEUeoazTczsR1sAkYD7pATkDtdG9zj2RhTPz5+r2omETCJhEwiYRMImEXGTMU3m411GOu4JOU/CBy/ZpKEMB0lifQJklCgPb4D27D6Dl9ba+a2VsdbB4bDw6CDuIPjBI7OKvLfWy26rZWQ+Gw8Ogg7iD4xuUWJqGewL9WPfE8Kifzk1CgPlOEREQIuiYe3iTP2/hAQEB9QEA3vbLlTXWkbV0pyw8R0tPS09o+EbxuIW6bfcKe50raqmOWniOlp6Qe0fCN43FcTl+r5MImETCKOO4g/8ARijzfQMKiH8T5+I/+vZENQ/0tn5sfKctqaFP/lco/GD8hixLmBU1TCJhEwiYRMImETCJhEwiYRMImETCKpz2hMP/AJEwkP3OVOoP9+qbSz2/6FD7fVfo5+WxeHvRYfaaX8+PkPUEeJD2a6+HKLRdZ2ouhA8Eelzxq0jFG0i9mGSU7tmzQdTr1NfyUnCN3Znj5rsy51FQZd8kQyMVVmLSN8aD6QK4V9J6zuzdD6aq7vTt2rjKXYcBwJzgn8kHcDxd2Dd5t0ZaHa31JSWiofs26INy0niBjIH5RG/HBvaVtUkfpW+4oIPfIj4hoKbZBqimm1Yx8c0KCSLdu3SKRBq0aN0gKQhQAhCFAAAAAAD5nvr6jV+q9q4OLucl6Tv3lfTGOgp9IaU2be1rebi3YHUFr+8Yd89bfqxuOTe6en7tLj9xo4+aTt0hUtc61v8ArulzVn2k6bR6k/D19SdumqNmyBbQ+rIs1JF4q7g4tN7JpJIEKmCyjf6EUHJhyd6boYLZX0YqK10YL3lzuPAkBrmgDOcbicDeSePz2uHKhyiakrp7nQVZp6Jsh2GBreH3IJc1xJxjO8DJ3ADhMfp3cweUnUn6c9/2jp82otTc7KJsN5pljabbEu2uonlshhoNtQu0pXfkO8LxKEzR7OuzcNCM3iZZdsookkggommjrLUfJ5o/Rev6KsqI3usc2XbAPfA98A0HLcgPDTxzsnG8jfszTvKHrHWmgK2ip5GC+Q4btkd6R3pLiMOwSzaHDG1vGAd1OPS8ofVxkecPVVaaD3hxSq+yatyhZtedsvfod45rOxrqnurfKEs+0kijp+xHYRK9mY2hZEFGsD2bPGgeWXw+WhvPW0+koNNQvvsT320xjmg3GR3rdn7pvRs8CeHn0Zomn1bPqWaOwyMZcxIedLs4PfO2vuXdO10D6JKcyLjymrvtKTiI4M17X8zyJ2XxiqeuNfyu1DrBrrX7Kd00V/b9l2xFBq797j6PTod+9TRFJwCjkiQA2eG8LJzw0y20ycn8Lq3HpWGkuHWNs7vKf5HEc9TG6xcoE7aLJuhcA3sOwN/kH8ngc4ak5M9UTjF1R9SdPnqYbD0xyDrXJ2lv7FrfZ2qqdUK9GxKq8dc1q3I1ySqWtdSv3RT2qjuYWWjZuKO4Q89N0gqKQJmc651vya6F1Jo+ovOnoGxVUILshziHYI2g4Oc7oORjHDB7NjaH5Stdab1jT2bUM7paWYhuy5rQW5B2S0hrekYIOezt7j1K+YnO3jF1COG/E/hey1laXnJTW8cnH0PY1TiH8PI7FsN+2BS2U5O2pQradhKvAtWLJ+9K3dIkK3j1REQA5xHCck3Jfo6fSktzvdOH1LJ3d/tEYY1rDjGdnOc7yOnsGM5ytcqGsYNWRW2yVBZTPgb3myDl7nPGckbXDG4Ho88YdqcvevDwQ5r604W70neKHLHYvL2txUVx6koenQEBrWrWy/WJ/SIGeZ2Sq6703ZChru1NfNmGdgYvmysaUDgr2UBYuzGcnnJndqA11NRtjp4SS4hxJIaMkHLnDeOrBWsn8ofKZaa4UNTWOfPKAGgtaAC7cCMNadx68hZkgeQvVh4V9S7inwx6kOztD8j9Xcy3jCAqFt1BTKrAMqxI2Gac1RiatzUDq3T9gLMVa3nYEkWsxHyDdaKelOit5xvGlG9S8mHJ/qXStTVWOmEFRAxxDmucc7IyQQXOG8ZxjBBx0bjItO8qPKDpjU9PBe6gzwTOALXNaMbW4EENadzsZzkEZ6d4nf1kuc+/+FjHijxn4VVytOeTnMjZq+uKLZ7NFN5qKoUdHzVIqcYDONk+8D8v2q2X+Pbt3Ukm7YtWjV4ZVuc5kjpwTkh5OLBXiqrLs3apKTADAdnPhHeRg4Ab0EE5G/jmRcqHKBfKWWnit7v+MqiXFxAd1dB3ZJduyCBjhwxD60cjOr/03udHDXjT1KN3aZ5Q6i5yWFrr+oXrVtVhqY+pdsf2Gs0lcY59WNb6icedU7XeIRZ8WQjpBs8h3wmRUQcgYENi6r5M9IX/AE3Vz2aCSlrqeJz2kPeQ7ZBdghz3cQCBggg44jcYfpLlH1PY9R0kN4kgqqCeVrHB0UYLdpwbkEMbwJBOQQRnGDvGX+tPzt5S9OHUvHbZfH+0xpXFy3ZNUq8xForcHcAsEGxryU60jGCtjYS60K5WMyXSBdsQTh5oCID4SgOruQvQVnuxr/Txjp3Q7IZlzu9JLsncd/Rx6vGtn8u2sa+1ig9I+bpxLtF+wxo2hhuBw8fnUWebnK/2hrp707WvOnkZeuJ89x6u2yK1CXPiNryoVZ6vqRS2sZGwxeubzZH2r4nY7JY8TEuY8ZWMuM8RrKEKVU6hTJ+bu+m0dycX1k1po4GmpjaQXhx2geG0BtFvHfvbhaMqdTa+sj4blWSuFPIQQ0tGyRxxnZz2eFn57s+pLzkhuDHAO181adXo60z1nhtestF1q0lXJCyVx223avqyvZUmDps7cRlcrqjuXdtUF0VHhI8zYiyIqgsnozR/JbTV+tZaCs/oUDnF+OkNOMDxnA7M58e3tT8olRRaTjraT+lzNaG563DOT4hk47PKNcHnnaevtG9JK9b15l7B47bV4kctabqY1m1fAVCqVfcvHaBvN1pV81TcJAaVq+itW6UtNx8XFu2jucsy7UJZJFdJF0Kizb0tYrZpG23I0VkibFWxZzgk5wCDxcfgA+nQN4uGp6+hFXd5HSUsmMZAGM7xwAHx/Rdprza154/ezrao33q9+xi9i6k6elFudOkZOKYzjBlNx1bi/dl3UTJJLsH6RfNHumqQxB+kM09fNO2/UXKn3HcW7dKZe+GSMjHDI3jyLaFnvtbY+TruqhdsVIj704Bwc44HcVmPidyN3Dt3o7QXNG6TMO93u+4nb324tPNK5Dx0Ma5UJrstWuvArLRsnDFatj1hp42/leUr4B8QD4h7xO9aCslPyjx2eCPZtjpohs5JOy7Y2htE535O/Kk1p1nd59Bvuk0mbgIpDtYA74bWDjhuwOhdX6QXJ3cfNDp3a15Hb8mYif2bZr1tKBk5OErsRVmCsdVbg+hohNOHhGzWPSOiyblKY5SAZQfU3cci/LdpK0aZurYrRHzdMY2nGS7eRv3kk71IuSPU1z1BbnSXR/OVAe4ZwBuzu3DAVieaCW6UwiYReQFMb0KAiP3g75UAncN5VCQOK9gt1wDuKKgB90Sj2zsMMwGS12PEuAmiJwHDPjXqEBD4h2/hzr4cV2L8yiL746PXknSTVuQTqKGAoAAdx9R7ZeUNFNXVDaeAEvccK1rKuKjgdPKQGgKGO3t8y24t7RnT34mbHrFY2tZkpVHdO8HEwxTJq6uRLcVrTUdZNxeN3du26Ef4yKpsDCpFCBygdFZJ06i/YfJxyWU9hom6gvkXOT7IdHERxJ4F/U3PQePTuwHfM/l09EXcOUTWvrD8k1whpLlMXsr7ltj/AIWJg+zQ0g2gZqzZyHc2cxbwC17ZJKfocm+pxqjbeD/CK2MtLcVNJtHj3nJzkevEjkQAyRU7XWqza0yoEt+0bcVAWzp02HwkL4GbMqTRIpTbYpaCeWp9N7yOcrHH7DD0AdBI6AOgeU7ytBXK7WeKzVHI9yOVDbVyd2thdfr85wySR9miim3c9VTY2XvbuAxFEGxNAMfNEXTj9si5qWbpWxr7RnJjj1Fu4OF03sCVTCC546KggB7LqzxVFmiQbVcqJLvBRVOV4mQUVAVL5JFozM1tK6WAwXXD6aTftDjE7oI7P57DrnRV90rX3n009D419p11ZozGyiqH/Y7/AEDO+fzgyB3UcOfskh4Gy4OGyHwSMTVPtxSb6gHT/hF4DesC4GA5rcKZ8FIt7fHsWo4GfjJKABu3Wj9oR6zd0rGSaTUhpcxFDFTLIFfMXcNuVvppqY6a1Nh9vePsE/tM8N/teGRnd4sEbotN1rLtVv5feQFjqfXFM7Yv9gflhqiwkyMfGAC2qaQ90MzWAzEOIaJxNDLN7Qe5tY8iaXDbe1g+VWh1HfybaazJkI2tFCtDUCDKVO2RYGMpHysec3oPqk5REqqJjpnKYfLmq9B1WjdQNkqG5oy7IcPBc3PEH5ujpX0M5JeWnTXLRolt507KRUYLJoH4bPTTgd/DMzi17TwPgvbh7CWkFa+W1pzmX06uZBtqTg7U2ro6KvNjnap8vWq6Surb3rq0llWg1x9KCtLQ1etUVBTBkfLcInWjZJum5IisgCJlfXdoOmNZabZDC2AtkiaHtaGhzHADoGDxG48CPKF8d9bT8t3obeWqTUNwfdqzT9PXzSU7pZqh9JVUsu2Obc8l8bJWxP2S1wLopWteGuaGF3ycsN/b16vl/wBTUjQHHOy16iazJPIxyakgeeZNZu5KQYWOz3u9jEQlXrUOzawDRFsiqYBJ4FDAdVVwREl/bqGyaItjxJK2KmHfEuPV0AcSewBYnlM1xyiei51XbqDSdjqTBSB7GBuZGh8xZzktRPsMiiYAxoaHHd3x2nF4aNgLVWsm+i9H6i0ehMJ2BXWVLja/JTaBFCNZSb7qyE88YJrAVdKNWmnrgWxFA8ZG/gA3zgHPDvKxqan1NqWWrpftO1geIDAz24G9fbP0PPJxPyW8mFq0dUyCWqo6VrZHjOHSOJfIWg79jnHO2M7w3Gd6yHXTCSwQZg+iYjR/xe+I9w/xhmm7y3atFU3rppPkOW5Ls3atdS3rgk+QV2nl1xQ1Jzi49XLjBvZe5p6qv7+qvrS2othJWJuR+o2zxNxhWZpVSOlAIxJYYNouoTyu5xQL6h9MU5KuUys5NL0LzRMjfKGubh4JGHDZJwCN+CceNebr7ZY71TdzyEhuQd3ZvVMv1qr0h/T/AEN5L/jqa/8AErPUA9GVccDNNTZ/Jd9dQn1uofbv84+hWGdPvpNcMemNPbOsvFuK2MSa21FVeEtD/YtzTuC7eKqjyYfsmcIZKFhwjknruZMd338zzhbodvD4B8WpeUv0Q905QI6amqmRMp6aRz2hjSMucAMnLjnAG7hjJ8mesukYLS572Fxe8AHJ6Asl8ZOn9xy4kbx5VcjdUpXt9tnmPcD3bcU7d7SnYkPlVa0264OWdSaJxUcWvQzmZuS4mbAZYoJNmpCiUEQ8Uf1ty637WWmKPTNUIY6GjiDGBjS0uAY1gLyXHaIDeO7eXde67tul6W3VslazaMkjsnJzjeTu7N/wBeHMHp98cedVn432rkGle5Jbi1fneydcQNatKcFWZKyvJOnSaprrFmi3xrExKaktkSJAq38Ldw5IBv14RL08nPLdeuTu01lstbYSKyMNc57SXNADwCw7Qwe/J3g7w3q38rxpmmu9RHPOXfYzkAHAPDju7FNOwMoS3RNirVthYuzVW3QstW7TW51i3lISw16eYOIubg5mMeJqtJGKlo10qg4QVIZNVJQxTAJREBgdt11dLXqMahpZHNqmyBwIOCCDkEHrCys1rgno+5HgFmMYVBI+zbcG6/P2x1pPkb1BOMmvr3IrSNr0jobkq1rOsJMFSeWMeo1nqBZ7O9jxbfrAhISb9UEAAhFCAADnrGl9F9VvomC50VDUV8bd0j4yXZ68B4aD+SGjsUCfyfMEhMMkrYieAcMfF8eVadw44N8Uen7rR7qvifqmO17DTjprI3KyOnj2xX7YMuzSVSbSl3uk0s6m5o7QHKwtWvmJx7Dz1StG6BVDlHQ3KZy4al5QpcVsp7mbkNY3vWNB9q0burJOScDJOApTZdM0Vpb9jb354k7yfKsA9R/pO8VuqTH6mHkDN7dotv0i6sS+vNg6WtUDWbOwbWk8I4l4mSLaKldIWSjVH9cZuUTA0SeNVkhFBwmVRYqkm5IPRA3Hk0opre2OKakmIJbIHEAtzggtc0g4JB3kHq3DFnqDScN5kbKS5sjeBGOnxgrNenuDui9ScPZnhLbpzZ/I/TVphb1C7Em+SV3NetiX6Lvz5++miWa4xUdVTIjFN3hG0WsxRZLxrdm2MkoDhLzxtLvy53S56+j1hbIoqevDowxkDCGgtwAA0lxcXHwgSdouIxg4XKHTVNTWh1DUuLoA1xc556OJJO4AAeYDyqgNDoRcEaoW00yi8k+oVB6HsEw+kJDj9FcjoaK1NOg78KDpvMwkdrJpIScc+aokTH3hyd+KRSgo6OId8+mtjvV0ktNPUXyKBt8fC0y7DcBriMlgO0c7GcEg4LgSAAQB4zvHKRRiumitTA6gZI4ROfkuIG4P6MbXEDGQCAckb7MtJaw0xxb1pX9L8bNcwmqtY1x0vINoGFF46dSkw7KgR/YbLOyrp/PWixyCbVIiz5+5cOTJJJpeMEkkyE7KislnftuK1tdtSVt0qRPM4kjh2dgHBQh3v0m+Hm/N7zvKCGv/ACc4p74uILnv124obYZ6yUvL1+DcsxLTbWSqdpFnKzhWqZ3x407FF85KLl0ku4Ooqe/gu72RiN4DgOtSm28oE9NSNpahrJGNGBtDO4cOBHDtWZ+LHBPiTwmk7XcNKVe3W/cl7bLMrryD3ZbXOy90WRg5VSWdsVrQ8ax8dDtJBdAijwsYxY+/HTTFz53lI+Xb1VylqG7G4M6hwWLves6u6RcwMNg9q0YH8+NSdUUMqoZQw9zHEREf4cxhOVB3EuOTxXhlFxTCJhEwiYRMIopbzgAZTrKdQS8KEw28lyYpfm+/sQKTxHEPQDLNDpgH0j5Zh+72t5Rg5617j9DRqg3HTNTpmofmot823GCd/MTZOB1hkofnq22jduzlzXd9hpuDiWDqTbIzzdskycM3SoIuHKrcPJIsgKvhK6M5TIBxAgiIGEQEA7Z2seCAOlaH5WuTDUGm9SV90oqOaTTEszpo5Y2l7I2yHbcx+zkxiNxLAXgAgAgnKyjnNaUTCLipmbiq+yPITD1Fi0IIE8xXxCZRQQESpIpEA6q6pgKIgUhTG7AI9uwD2EgDJ4LOaf03e9U3FtqsFNJU1zhnZbgBrRxc9ziGsaCQC5zgMkDOSAcVPN61JDxlas5p6cAHwGK2bN0DiHw7nWdgsQoj9PliIfczrMre1bvoPQza7qdl1bUW6mjOMgySPeOvcyLYJH5wDt6VgqZm7PtCwN26Tc6pxMckbFthEWzBAxi+YqoobsHfsACsuft37fsSgUodJLpHL0zp7TejORfS0tVNK1kYAdUVMmOcmeAdlrWjJ45EULM8T4Ti557nP6OmWDBu6hXZJdyRAgyDEQK3V88C91Tx6hzFIuiBu/Yh/Ap2D08Qj2DmYiBu3la80t6JTT90uktFqKB1BRulPMTAl7djPeidoBLH4xlzdpmSc7IbtHpba6bCqZPksJGUjipB5ZGcmzSWMgUvoBESSjVdREhfoAnYoZw2nt3LYtZyd8lOuZPTo0dFVvedoy08rmB5PS800jGvcekuye1e4b9snw++jLy4JF+cK3uaQNQ/2Qe6e7eH1+Ah2xtv45VuOS3kf2vS0UFBz53bHOu53yHnecz4jlcwG7bv7kLXxxQriHb5RFh/Zgf6oEwWBh4v/hHb72V512OhYA+hx5ODcRWhtcKbOe5+f+xeLa2Ofx/bZ7VwjbYt9jnjaTXmJJYio+cRB+BjR7xED9lCkQMUiPlGEBL4kvCJfoEB+FNt4OcqR1nJJyX3e3zWant9HHJGNgvgIE8TiMtJeCX7Q8LZk2g77ppHGYddnWdkhmMyyH9ZeIgcyYmAx265fmOGygh2+egqUSj6B37dw9BDLlpDhkLwBqzTVfpDUNVp64j/AIinkIDsYEjDvZI38F7SHDqzg7wQPtfyUfFoC5knzRg3AfD57xwi2S8X0FA6xyFEw/QAeo5UkDisbbLRdb1U9x2emnqqrGdiKN0jsdeGAkDrJ3BfJGWGCmhOWJl46ROmHiUTaO0FlSF79vEdIhxUKTuPxEO2UBB4FX950pqbTrWvvtBV0kbzhrpYnsaT1BxGyT2A57FyqiiaSZ1VTkTSSIZRRRQwEImmQomOc5zdilIQoCIiI9gDKrBxRSzytgga58z3BrWtBJc4nAAA3kk7gBvJUPti7BfXOQ+RYfzvkNNyVFq3RIcV5hyB/Am4VTKHmHIZTt5KXb09DCHiEALbPeXHA4L37yS8ldt5PLV6otQc36pHQl0kjyNiljxlzGuPeghv22XO/e1p2AS65Xg1xlR1DUSbEs5EXGwL3ENFkyFADkrFYeFRftohJTt86RkRBJZ6cPmlMRNIvomc6mvb/cnVVQaRm6CJxB7XDcT4hwHn6d01rr7DeoYpqEk257Q9hwRthwy12DggFpyAQCM7wDuE+cjqxaYRMImETCJhEwixfYtJadtqyrmy6toE08XMYyr99U4NWROY3qYwyPuQPvEYfiPmeo5dx11bCMRSyNHUHHHmzhXUdbVxDEcsgHUHHHm4LF0hwu4wSYmM51JDJib4/J8rZokA/wBiWKnGZS/4gDLpt7ujeEzvKGn4wVctvFybwlPlDT8YKhfzN4r6H1Jpd9c6LVXFfsJLDARjNU1mssmgdN84V97QBrNS0imcxmqJzAPbxF8PcB+OZuy3avrK0Q1Dw6PZJPetHDxALMWe6V1XWCGdwdHsk8AOHiAXa+l0Zb6gtpFMJ/dwt0MZIB7+WCxoY4OBJ9HjFMqXi+8BfvZ06qx3RF17B+NdWpsc/F17B+NWjZFVGUwiYRMImETCJhEwiYRMImETCJhEwiYRMIoNdQ+vNJjjZNSi6RTOKnZqrNslfD89JR5KErSwFN8QIo3nzAIfARAPpAO2e05IWXNrBwe1wPm2vmWb0/IWXENHB7XD4M/MsI9LeZXXqe3K8Y5hbRdirEyin3HwlXnY2UZODgHwAyidcSAfu+EMvtVMAmhk6S1w8xB/7le6mYBLFJ0lrh5iPpVqeRNRdMItTf2xv7WTov8ADt1l+T/yezYfJr7Oy/ojv3kSjWqvY9n54fJev//RlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF8r1kzkWq7GQaNnzJ0mZJy0eIJuWzhI32SayCxTpKkH7hgEM5se+NwfGS144EHBHlXTUU9PVwOpqpjJKd4w5rgHNcOotOQR2FQ62fxSYPwczGtlSRr356qlZerGGNcm+yEsY9VEykeqYe/hTVE6IiIABkihkvtmqZGYhuI2me3HEflDp8Y39hK0FrLkSpakPr9IuENRvJp3n7G782872Hqa7LM8HMAUF5iGla/IuYibj3UXJM1BTcs3iJkV0jfEB8JgADJnL2Ehy9ynKICURAQEZvDNFURiWFwdGeBHBebK+31trq30NxifDWRnDmPBBH+R4gjII3gkb1xmdis0wiYRMImETCJhEwiYRMImETCJhEwi42Ximc3GPYl+n5jR+3OgqHp4i+IO5FUxEBAqqKgAcg/QYoDggEYPBZiwXuv03eaa+2x2xXUsoe3qOOLXY4te3LXDpaSOlRVipTZnHu7NLNVZZ5BybU6iTCZZlBSNmGBzkUVj37ZUFGrxq4BIorNFymADFKYA7lIfMbV0kVTGYKhodGf5yD0FfSHRmutM8pFoE9ve3ulrQZqdx+ywu8W4lufBkb3rh1Oy0Xb8XOYlU361Srk2m0qu0GjYVHUD5xgjbCmgn4nEjV1lzmVUAhSioqyUMZwgTuIGVTKZQNf3WzS2884zL6Unj0jsd9PA9h3Llc7RLQnnGZdTHp6R2O+ngezgpn5hFhkwi63aalXrrErQlljG8mwW7iUqpfCs2W8IlK5ZuSeFdo5TAR7HTMU3YRAe4CIDc0tXUUUompnFsg8x7COBHYVib1YrVqGhdbrxCyald0Hi0+2Y4b2uHQWkHo4Eg1v7g4/T+uDrzET589TxOJgfkT8T+IKYfmJTKKRQKCQd/CDkgAkYfsgTMJSjsS0X+C4gQzYjrOrod+T9Xj1Z3keSNe8l1z0k51fQ7VVYM+Hjv4uoSgdHQJANk9IYSAY85IFqpMIvjLHR5Hp5IjFmSRUR92UflaoFeqNxOQ4oHdAQFzoidMo+ETeHuUB7egduW07Gzk7PUuZkkLObLjzYOcZOM9eOGVgmf4q8erTNytjsWra9MTk2+cSUrJvjyizp6+dqCquuscZAA8Rzm9AAAKUOwAAAAAF4y41sbAxkhDAMAbvoWcg1Rf6WFtPT1UjIGNAa0YwAOA4Lgh4X8XhER/QcrXqPf0XmwD1+4ASoAAZy9NLh7q74PoXf6sdTffknmb9VchEcReOEBKxs5C6qg42Xh37STi5Fo8nEnTGQYrpuWbtuqWV7prN3CRTlH6BDOLrlXPaWOkJaRgjdw8y65dWainidBNVPdE9pa4ENwQRgg970hSEfMGEm2UZSTJpIM1RTMq0fNkXbZQyKhFkjKILkUSOKSyZTlEQ+aYoCHqAZZhxactJBWAZI+J23G4teOkHB84XijGxzdL3dBgyQQAPCCKLVBNIAEOwh5ZEyk7CH3sFzicknKGSRx2nOJd15K+FlWa5GyK0vHV+EYSzhuZo4lGUUwayK7U6qax2yz1Bum5VbnWRIcSGMJRMQB7dwAQqZHubsucS3qzuXY+pqJIxDJI90QOQ0uJAPXgnGd6x7u/TsJvWgPte2CasEDGPX0dIne1twxbvjOIpx72ySWF+xkEVWYOykUMQCkOJkyiBy9vXvpKp9HMJ2BpcARv7fMr+y3eayV7bhTsjfI1pGHgkYcMHgRvxu8vBQnHiVyt1mHj0nyqk5Bk3+czruwU35o9umT4N0Unv1bQ6hjAHxBk2II/Ht8cyvplbp/6XTgHrbj/SfhKmfqr0tct15tbWvPF8WMnt3c27/EVIfjrJcsVZazRHIyEpzaJi49geuWOv+4C9sEg4crkdeP5JmFmiLVm2b9zFUj2aonVIIdy9wCyrm27Za6hLtoneD0Dyj5yo/qCPSoiil08+Yyucdtj84YAN3hNzkk9DnDcVlbcW6qHoqtR9s2E+eMIWSnmddbqsGKsk49/etH74hjNEB94M3SaxqpzmIU5gAA7FHvltS0s1ZIY4AC8Nz1bv5Kxdos1de6l1Lb2h0zWF5ycDAIHE7s5IxlcBS+T3H7YPklq+2aa5cr+EEY6SlC12XVMb9glEWMkTJqmAfiBUh7Zzlt9bD9sjdjrAyPOMhd9Zpq/UGTU0swaOkN22++ZtD4VnUhyKEKomYpyHKU5DkMBiHIYO5TFMHcDFMA9wEPQQy0WEIIODxXVbzeKvreqTV1uUq3ha7AtDO375ce49u4ERbNkS91HT54uYqSCJAFRVU5SlAREM7IYZJ5BFEMvKuqKiqbjVMo6NhfUSHAA+M9QA3kncBvWtjye5K2jkddzy733iJpkKo4bUuqCr4k4xkoYAPIyAJmFFxPSZUymcKB3AgAVIgiQgCadW+gjoYtkb5T4R6+wdg6F6K01pym09Rc0zD6x+DI/rPUOpo6B5TvO637pxbG+rPj42rLpfzZXWs7IVs5Tm8S5oZ8f5cg3BvuIkI/WaJB6dis+30dxjN8g5qt5weDI0Hy8D8WfKtTcodu7jv5qWjEVSwP7Nod64fAHH8pT8zDKBphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXZabOGrdqgJwphKWPk2qrjt6CZmc/kvk+/0eazUOX/HkR19pxmrdF3PTjgHPqqORrM9EoG1C79WVrHeRSbRl8dprVVvvjThtPVMc/tjJ2ZR+tGXN8qs+Ae/qHqA+oCH058ciCDg8V9RQQRkcEwqphEwiYRMImETCJhF1W3VtGxxaiIFKD9sU6sev6AYqwB3FAxv+ouPCBTfQA9jfEAzPaevUlmrhJk9yPIEjese2A628R5R0rN2K7yWmtEmT3K8gPHZ1+NvEeUdKi2YpiGMUwCUxREpiiHYSmAewgID6gICGb1BDgHN3tIW5wQ4bQ3grxyqqmETCKPe5Uu0rDrdvRSPWS7/APYnJjCH+LzsieoW/Z43dbCPMf8ANbO0I/NFOzqlB87f8lhvI8p2mETCJhEwiYRMImETCJhEwiYRMImEVTntCf2phH7/ACp1B/kptLPb/oUPt9V+jn5bF4f9Fh9ppfz4+Q9Qd5W6ftvSG2P05Orxxjg1Xuld58duPdM5a62hv7DiXVusmmqYvfoiTIQpWjVhu+BjTzLBwqRZNldohV6r85Rokb05K616upK/Sla5rpml4x0gbRwR+QcDxHC8wwi6aSqqDVdG1zYnBhz0E7IyD+WN/jGVtG02462t1MguTGu5wbXpO0a2U3LW5+KTAVpGnpwS9jVS91MYDM5tmg2UbOmaolWaPUlEFQKoQ4B4Km5Nq+0co7bLI3Y2pw0Ho3u3Hxb856t698Q8pVBd+Td16jcHlsBcR07m5Ix17sY61R5wZQ6w3W5qewOVqHUwlunpx3Z7OsmvNXa70zSV5l81QrMfETMkV2rB2zVko+hoprPN255aXn3rx69SdCDZs2IiU3u50WntJintLKfnqlzANp3EnhknBxnqAAC8HiXUOrDUXZ8/M0zXk7LeAHHAGRnHWTkr3+y2n78KuQByvDvvFzNljBIHKZNR6A6p1gPvZyGOcxDufsxATGEBN8RzVHL7kV9rI3bv+5bY5AcGhumd43fJXLdGxJyr1EfaERQKofw8zlBU8Hf6eQ3LzsJu33ew5z5ZmTP5PbRzYJPMx5x+aiXDkZfDHyh3cSEAc9JjP52Ve9kJ0vajHygh4VkeE6RkziH64kY2m2CQmIYe4kMKShiiIevhMIfARy/D5IuQsOBIfsf/AJVWBZHLy6uBALOc/wDyS8+oQsov18OjYZU5lDfUc6DucfEPb6s9n+nr9GOTp75OSi4F5JP2T5DVTlGjZHyr0DWAAfYuH5blznUFRUce0S9H1BE4JqKa3dJkP6gBBNad3h4vT19AH6MyGiQ48mlxaw4dtSfIYsbrl7I+Um3yPGWhkZI6+/fuXP8AVSiisuvL0RmZnK7kFX4eYoobwm+dsyRKYE/D6plEA+6Ih93LnQ8Zj5P7iwuc4/ZN5/ICxutKs1GuaCcMazHN4A7H9PWvv6zKKaHWf6CaCJATTJutkBSh3H47x1h3ERMImMYfpERERzs0IP8A8yrm0cNmT92Vba0e6TV1BI85eXR59+FIvrH84+aOr+RPDTpz8AbVXdWb95rTq6kvuexR0bJHpFUcWMlVjEYcJeIsUfFIKHbS76Wfpx7uTbtI9IseUHCvcMZyZabomU1ZfLgC+NryA3o3DJJ6+IAHDjlX3KDf6t89NaKLDXuYCXdO84AHVwOTx6lSr1FuGfLPiV1Eeio35Y9RjYHPay7K5Z1SQgYy7VaYrTHSxYPe3G9rOEq4y2x7v8ox1+dSyJTnSZw5SfIRO6aniAEdow1tHcLJWuoohFEIHjd094/sHDy8Vr19LVUF4oxVyGSTn2Hxd+3tPHycFNP2lshFNXcFEVCFOkpzbYEUTOUDEOQ9fMUxDFH0MUxREBAfozTfIbuku2Or53LdfLkMx2nPb8TVnL2l925X6ZOziqrKHL+mD0380xxEP+eM8Ienw9MxXIzPLJrevD3Ejm3/ACmrKcs0EUWiKAsaAecZ0fguWAvaJpSSkuhzw1ZoJJijG7V4juJJVEFCmCOLxd26zSFcAU8Al+U3LYO4h28Qh6d+whPdB1Qk1xdIXY2gJPH9tatea4t4p9F22qYXYeY8g8N8TuH8lT76ztnaL9Cbka1MwMSun0TxUSh3h3KRmi5FtwaELXzoAVEqQiZcUTJgTuAiAeHsHqEY0bNXv5UqiOWN4iD5d5Jx4L1IdXW+ih5NKepimY6Qsi70DB3lvaViCwWBmPswSUOKbgroOmXVigcSJiibtW4g3oYFfGHp/qcvWVUZ5YTT79vnT4vBParGS1zjknFeCzmebG7Jz4Xix8Kyj0/3LYvs5FaA66aXk9PvleqqZU3lEImlHbuOocVFPCmJSFKImHv6dh7/AAHOF8jc/lYhwD9ti+JipZw5vJnJIR3nNS/G/j1eVdM9nXD/AOQ6aS/2097/AOcaVyA+iO9k4/zTVL+Qj2Pk/OOVx+eWV6MTCLyKHiMBQ+kQDKgZICoTgZUJedvPyucII+rVSuVCM2Ju27Qh7LHxM+6dt6jTqwLx3GsZ6ypRqraVmF5eTj3CTVg2XaGMRuqqo4SAqRF/UPJPyS0V+ovTm7k9ybWA0cXHAJ3ncAMjoPV14+e3otvReTci1ZDpPTFPHV6vqYed+ylwhgiLnMa+QMLXyOe5jgyNrmbmuc57e9D4STnUB6qmtdZVnkfsnjbr5PQdtPFLRkvKa5k42EVjZwSjDuTqxV3Lbq8xnklSfJr6SKDZ2KiQpCuChAPvGTkz0FVNdQshAmaMHDu+HnBGfIvGEnorfRaadtNPr690FMdI1LmljpKVzYi1/gHvJhNG1+Rzb5O9dluztZANpXF7kxROYul09u0yGcVOXiZhWrX+jvHhJFWr2ZBo2flBjJFQZjLQMoxeJrM3QoIib9cSMQFEVADyzyscm40dVialO1QyAlpxjxg9o+g9OF9MvQxeiHt3LxpI3aOI0t4ppeZqYC7a5uTZDgWOwNuN7SCxxa05DmkZaVm5JI6xypplExjCAAAB3+OaWjjfK8MYMuK9SPe2Npe84aFH/lHus2sa2TQmsoqev/K/kJAS9S1Lr6ky60PYqyjOsXsYttOwT7NVJam16qF812k7UUQFZVqcSqJIIunLb0xyO6BkbUN1HdQ1lvgcHEvG5xHBoB8Inp6vGQD4d9FXy3R2m0nku0cJ67lKvsL4KWnppCyWFsjXNdVyyNIMEcQ2nNeS3aLDgtYySRlV+rOG2g9P7AvvT35eytW13yk2IpUdj8c+Yev7o8lW0RYZCKUb17X0y0dOYd7VffZ33wvuz1FgewCuXwqpLFhnSnq19XLNG2upcupgCHMI4jrHXu8ePOvmHYeTTSemrzWcjnKO+Ci19WGGot14p5i4Mkc0iOneCWOizJtjZe2M1G0MOa4U0h7WXWNgvGmFOj3vg8dxi5I6qsbu78eLHEOFYTR3LFd6o+PFMbu4RQQbztgsQgcIeZOQVjuUioqIpyLVZk54841kvpnD9kgcMO9szxdg6R828X/pFWXXTJ9DhqwssWtbfMZ7dIwllDdi4u2GzkACSSTfzMxGS4BrmiaN0UkNuJPBW+a+vlr5B8sJm5cUtKcUbkgpdbgKjmv7EsuxK+5SeRWuNPHbnBxL2OYcAl4ZFiZZuVusQ6B1BUIYt3U1bHsENOBJLINw6AOt3Z2LWvJ5yUXaz3ao1hygy1On9L6fqRz02+OolqIyCymo8b3yPOPske00NcCwu2gRcjSrC1pWxtodXvlE0ccZqpda0jUNQcfqqUsfedqQThqoSsy+1o1FRsN32RbW6Ca7FkqBCtSIJO3CiTZmRQIPd3G5tZpu2gSyNftPkPgswd+yegDgT27IySvX2k6iPS94uHooeUgPsNtqqbmKG2xd7UVrHNIifVsBHP1MwAdFGcBga2WRzY4g5c9xd1BsJ1tPb/NzbkInpS18imqBYPjlUhNFxEDVCe7KRVp201Ik3Cf2pKpoe8qnURRVarO3SqxCLujNWmmeV7WVpis7NKUTm1EkJ76U4J2gMbMZ6G9fXgAbhk+hvQs8kmr6nW9z5eNWQustTfWfYrVDljGQEgsmrm4HO1bgNre1rmOfI54a+QxxTijbfORPcGT1VMvcfmgcwB2/xfRnmug1Nd7af+Elc0eMr37W6ftleP8AiY2uPiC9z+7WCRSBFd6p5QB2BMphAoB9wC+gAGd1dq2+XFuzUzPLfGV00WmLPQHNPExuOoALqhzmUMJjiJjD8RHI25znnacclZ9rWtGy0YC5mtJmWsUEmUBERl48R7f3pHSRzj/iKUcxd5ds2iqPT3PJ5y0gfCrC7vEdqqXH3B/ySApWTcjCVaDfWi32CBqFYi0gWk7FaJiPgIKOREwEBV/LyrlpHs0xMYA8SihQ7jms9P6B1FqR4ZbYJHl3DZaST4gBlee6u60lGMzOAx1ldU19tDUO3kJBxp/b+q9tIxHh+VVNZ7CqN8JGeMwkJ8oHq0vKlZeNQBKHmCXuIdszl+5ItY6dg7ouNJPHHj7qNzfjAVrSagt1Y/YhkaT2EFdzcnasGy76TfMYpg2FMHL+TdoMWTfzlk26XnOnSiSCXmrqlIXxGDxHMAB6iADD7Ppe73yq7joInvqM8ACT5gshUV1PSx85K4Bi4z6paP27/og0T4d//StgP/Qhk69ZXXGztGklxj2jvoWM9Ulszjbb5wvsZvouUbndw0vFTbNNc7Y7uHkGkk1I5TImoo3M4ZLLpFXImsQwkEfEBTAPb1DvBb7pi66dm7nuUbo5cZw4EHHlWUpa2CsbtQkEdi5Nswcux7IpmN8R79h7AAfSP3s6LVp663mQRUMT3k9QJXKergpxmVwAXFMpCIlUlloaah5tFsoVJyrDybKTSbqmL4ypLKMl1yJKGL6gUwgIhl5fdI3rTuBdIXxFwyNppGfOF10twpqz7Q4OHYcrkW7VZ0cCIkEwj6egd8xNutVbdJhBRsLnnqC75p44G7UhACxo53RodneU9XPN9aVa7QWeFjktaudqUVC/qyJz+WRgnTlZ4liO9MoIFBIG4qCb07d82i3kP1463embaKoNLs7W1zb9nHXnGMLBnU1rE3MmRm3nGMjK9W65Fet6+sZu5kXTxBKIR+JTCMkum1cAUfiBgZHVMH8GX/Ino6ev5XbXb7hGeapZnVLwRw7nY6RmR1GYRjy+eF8sGoBauTa41VM/E08bYG4/6zgx+O3my8+RVyZ9Sl86UwiYRMImETCJhEwiYRMImEXBWKuxloi1omVSFRuqJVE1ExAi7ZcgD5blsoJTARZPxCHqAgICICAgIgNHNDhgqTaS1ZedFXqO+2N4bVMBa5rhlkjDjajkbkZa7A4EEEBzSHAERhtemp2BQWkIpwScYoAZRRNJIyEkgkX5wnFsBlCOCplD1FM3i+nwAHft0OiI3jeF7P0P6ITTOp6mO1XyJ1tucpDWuc4Pp3uO7HOYaWFx4B7dno5wnGew6s2e5Tctq1Y3Rl27gxUIuScHEyzdYwgVJk6VMPiUbqj81M5hEyZhAoiJBDwVjkOdlyinLbyL0ctHNrHSMIiq4gX1NOwYbIwb3SxNG5r2jvnsGA9oLgA8ESZ9nrJC1poZ5Mv0WhPCYUkhMBnLkxf+ltmxe6q5xH7gdg+IiAeodxcG7yvLemNH6j1jXCg09SyTyZG04DEcYP3Ukh71g8ZyeDQTgGINqskxsqytkGTZYUjK+5wsWBvEKZDm7nXXEB8sFlQL41T/AGJCFAO/hL3G2c4yOXvnRGkLByO6PmqbjNHz4ZztXUkY2iBuYzPfFjc7MTPCe9xOztP2RmWN0PX00ERlZSVdOwIQVwZqNWzQVe3zyplUaLrimBvQBE4CIevYPgHaIW9OV57u/ontVTVMgslFQw0O0dgytkkl2eguLZWM2iN5AaQDuycZOU67VIGqtzt4Vgm283t57gxjLO3Al+HnOFRMoYoD6gUBAhRH0AO+djWhvBaR1ZrnU+tqptVqKqdNsZ2GABkUeeOxG0BoJ6XEFxwNpxwMdjyqiSYVckcF+CACAgIAICHYQH4CH3B+9hASDkcVwY1esi497GuwYuvF4veBiWAr+P8Av/N938fj+/375TZbxwMqTDWusW0vcLbtchR4xzfdU+xjq2dvGOzGF1fZFLLb4HympEyy0b43EUYfCQDj4QBZiYw9ikTdEIAB8AKoUoiIAA9+Mjdpu7ippyQcor9Ban5+uc42KsxHUjeSN/eTAcS6Mkk8SWOeAC4jEZqterHQTyUci3TMVU5yrx0kksUGj9MPL88EynRVTVACgU5REAOAB39QAQ6GvczcvZGtuTLSPKiyju1RK8PY0Fk9O5h52B3fbBcQ9rmnJcx2CWkkjIcQfFnGXXZ0qo48S8gcpvCs+dnFCMjyG9QSKJS+UgUO/cEkiCcfj4R9RwA6QrncLzyc8jNkZSYipIiMshiG3UTkbtognaeegySuDR4O2NwXssdKtWvHTOSFX5hTlO1mIpRbykHIf9JVOZNJRBUfoAweFQoiACPzgA5rmb11aR5RtEcq9FUWhsf2QtIkpKlrNp8ft2gOc17R0lp2mOAJDctcfdP7RtlojUoVwdsggqBEnQRyCiTiTN3ACkcCKqvzVDAHdNICFMPxAQ7AB0jnDCt9LciuhdF3d+oqVs0tQwl0fdD2uZTjpLO9bvaM4fIXuaN4Idlxz3oHTjx3YYFSVbinNz8kxi4pmcndSLRkHCbdV84IID5brylBHsP9pSA3i+cIgXjK8UtO+pk4MYT5h860pyucprdc3an5O9Iyl1plqWMnmYd0zy8AMYemGM9853CRwBHeNDn7D7Zui0bt2jcgJN2qKTdBMv2KaKJCppED7xCFAM1A5xe4udvcTkreEMUcETYIhiJjQ0DqAGAPIF7s4rsTCJhEwiYRMImETCJhFW71OGMm40xTXrYVDRkfsVn8ppE7+AFHVen0WDpYA9PAioB0wEfgZcA+nJNpdzRWvafCMZx5xn+exSLTbmise0+EY93nGf57F7emXIQy2lLZHMyETmmGw3ziaDxeJVdF/BwYRTofpIgZNmqkQvw8aJx+Jh701O14rmOd4BjGPITn+e1NSNeKxjj4BjGPITn+e1WO5GlHUwiYRMImETCJhEwiYRMImETCJhEwiYRMIoe89TAHFfZICPYTuKSUv3xC+1g3b/1Uoj/izM2D2Wi/W+Q5Zex+ycfid8lyin0rwH3XeJu3oK+uAAfuiVO8iIf4gMGZbVfGD9f/ALVlNT8YP1/+1W3ZEFFEwi1N/bG/tZOi/wAO3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//9KUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFjPZeqavs+KFnMtwbybdM4RU82TIEjHKD3MUvi+b70yMcf1xA4+A3cRKJT9jlyVtulVbJduE5iPhNPA/Qeoj4RuMP1fomzayouYuDNisaDzczQOcjP/AHMz4TDuPRsuw4Vb3+gWDXNgXgLA3ApwAVmL5EDCylGQmEqbxmoYAESCIdjEHsdM4CUwAPx2dQV9PcacTwHd0jpaeo/zvXjDVGl7ppK6Otd0b33Fjx4EjOh7D1dYO9p3Ht6Tl6o4mETCJhEwiYRMImETCJhEwiYRMImEXwScWwmWS8dJtUnjNwXwqoLF7lH+9OUQ7GTVIPqU5RAxR9QEBwQCMHgspZr1dNP3GO7Wad9PcIjlr2HB7QRwc08HNcC1w3EEblEq306d1jOMLFXX79u2av0XsJOMllG8jDyDdQF2xVHKHlnQdInIBklS+ED9vTsICAWk0LS0seA6MjBB+Ir3/wAlPKxbuUWgNvrxHDqaJn2WL7mVvAyxA5Jb7dm8xk8S0hxuZ4pczqvtWrhB7Nn4Gq7Fr6CKT51LP2EJF21p3KilMRh3arZqlJCcQK7aEEPCcQUSL5ZhIlr27WWWkl5yla59M7hgElvYezqPn38ZZdLPJSy7dM1zqd3DAJLT1Hs6j5+2d7dwg7QSctV0XLZdMqqDhuoRZBZM4dyKJKpiZNRMwD3AQEQEMwBBBwdxWDIIODuK92UVF4KJpqpnSVIRVJUhk1E1ClOmomcolOQ5DAJTkOURAQEOwhlQSDkbiFRzWvaWPALCMEHeCDxBHSCoa7X4sNJRRzO63FtGPjidZzWHBwQjHJx+cYYhwPzY1Qw/BFT+x+4/NMkUOwzC1aofEBBccuZ0PG9w/KHT4xv8a8/635FYK1z7npHYhqTkup3HEbj/ANJ3/LJ9o7vN+4sAwYPT9ZsFWfHjbFDyEM9IJg8l+2UQ8wpR7Co3UMHlOUR+g6ZjEN9Ajk2gqaeqZzlO9r2dhz5+o9hXnC6We6WWpNJdqeWnqB0PaRntaeDh2tJB6CuDzuWNTCJhEwiYRMImETCJhEwi4WdrletLE0XZoGFsUYc3jPHTsWxl2JzeExPEZpIIOG5jeA4h3EvwEc5skfGdqMlrusHHxLugqKimfztNI+OTra4tPnBBUXrnwV4xXTzVVdcNqy9V8XZ7TJCQrnk+L4+VFtHBq+HYfh4mZu30encByEV3r4vu9ofhDPw8fhUmo9b6lo8AVBkYOiQB/wDiI2v8S7jx943Vnjo1tUbVLNbp6KsjqLcIsrU+aPfkUsYR+UEY/wBwZxzQhXJpAxlDFQIY/gL4hHwh26q2ukri10jWhzQeHTnz9StL/qKp1C6KSqiijljDhlgI2trHHJJ3Y3bzxKgHzq1ty525ZDJxdDcyOo6wuopW4iqTcZKvJFyBDJHsU3CkdN5p5LuUjmKikm2VTZoiJCCJzqqK5m0T22mj754FS7iSCMdgPDHl3+bE70RcdJ2qnzLOG3aQd+57S0Ae0a7BaGjpJILjvO4ACpayVC2U16Mbb6vYarIgHf3CxwslCPO33fdpJs2WEo/d8PbJIySOUbUbmub1gg/Etq09XS1jOcpJY5Y+tjg4ecEqfnTM2N9S+7paiOl/Lj9lVtwg3SE3hIexVYF5qNMbv83/AJzmkiAHxMc5QD7g4a/Qc5SCYeFG74DuPw4UE5SLd3TZWVzB9kppAT+Q/vT/AItg+RX55DVolMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRWjVZ0Z9Wa69MPczyCiHRhH4iZxHt1REf4RPnxp1nRNt2sLtb2DDILlVRgdjJ3tHxL6naVqnV2mLbXP3umoKd58b4mO+dc7kaWeTCJhEwiYRMImETCJhFFO3titbNNIkDwl9+VVAA9AD3js47AH0AAq+mb707M6eyU0jt7uaA973vzLdthldPZ6eR2880B73vfmXW8zKyyYRMIsI7nb90IB2Aeiaz9uYf+zEaqEAf4PINkb1EzvYpOouHnx9C2DoKXElTD1tY7zFwPxhYFyLLZCYRMImETCJhEwiYRMImETCJhEwiYRQx6nXE3ZnPLhQnxs1HZNd1e3p7mo2xjyWzpiwQlbGHq8Jco162I8rNVuEkMkqtYkRSILQEjFKcTKFEAA3prkC5SLJoasmfe+d7mfCWjmw1ztraaRuc5oxgHp8nV5l5fuTe966pIWWPmu6WTBx5wua3Z2XA72tec5I6Ovf1y4m9PUnbXDSC4Q8gE4+fp8hxu11pK6PIJQ71tG2akUmvQzC701zJsmaoyFUuEAhLRC7hskbzmyRlUgATpjcN5ZPS/lHl1BQOd6XvqHu2Xbssc47nAEgZacHBOOg8CrZ/I16YcnEWnq8N9MGU7G7Td+HtaN7SQDucMjIGekb8KG/SN4o8rOBWp9o8XOTuwdHbi42zbuck9TGoFsvj63VI1tO5jr3WH0LZ9fVxhG1K5MXPyn5LWSX+TpYXQlKv78osnsXlD5XNFXesob5ZOebdoXDb22MDS0b298HuO007vB3g8RsgHXXJ5yRa1tNHXWO98y60zMOxsPeXBx3EbJY0bLhv3O3EcDtZEKOOnTX6vfFGr7i4Wca+bGhKVwU3ncp+Qm9iS7FWU2/Uqfbo1nVbdJVSAc0daUrWxrBRo5Bo4bx8uSP97QKs2kGKpzug2nFy1cnFzpYrrWF4uLGjvCAcO4+FnBbngTg44t6FquXkU5SLZVS2qjDDbnuPf5Iy3tbs5DiOIGRngelTX6QfDDb3TQ0tuHTm3Lhqu5p3LdyWzKdI6wsFonUkYs9Uh6y5QsA2aj0kzSTElfbnArdNwkbxG+eXsADo7lo5WNO6mqKJ1kMh5gHb2w1u/II2cOdkceOFvPkW5J9Raap61t7bGOfI2NhzjuwQdrLW4PiyowxvAHqe8b+c/K3knwQ5O8b69qPmZtCU2Xs+D2ug9Xnm6djvU7sJ7Dva481RemBJGozFwlm8PIR7wTrtHI+8ETE5ky7Ko+WLk4vejaeg1E2Y1EEDWFjQDlzGhoLXbbeOASDjB3b+J1nWcjnKPY9Y1Ffp10Ip553vD3E7mvcXEOGw7hkgEZzx3cBNCc4kbLL1m5fqNNbTrD9BJ1oEmqG9WJN2UdnlmiUNnVhdHg/qPCsBFi/bifzAmRV8rsPl+L5oQi78sWl3cmr9MQc76abW7vW83s7e14W3tZx+Dx6VOLRyO6obylM1PUc16V7O/vnc5tbGz4Oxs4z+Hw6OhcJya4kbU3n1KOBnNSqWjWUbrPivBqRd4gLHN2VnfJZZSwXCV8VUio2oS0E/S93sCId3cmyHxlOHbsACbHaL5YdPWfk8rrBWc96aTF/N7LWlnfNaO+JeCN4PBp+jI605HdRXnlDob/R8z6WQhnObTnB/euce9AYQdxHFzVmbkhwK3Xu/qmcBOeNYtGrYzV3GGnniNh1uyztoZbFfvV5rYsmBanDRtLl68/RTa25qUwu5VibzSKh4exSieT6U5T7LbNC1lnrOd9M5y4swG7A2mtADiXAgjBzhp+iBaw0DdLrrinutHzfpZAGtcSTtHZc4ktGyQQc7t43fD2DmzwV3RyV6l3Tx5q0ez6tidXcQ3AONjQ1snbTHXiWTJcHlhONPjIulzUDI9mS4B/ZsnHh5gCHfw/OG50xyoWW26Qr7XVibu2YP2C1oLN7cd8S4Eb+oHcsbqDk7u1w1RRXClMXcsRbtgk7W52e9AaQfKRvXSOoFxYvnKrqD9NflZr+8aviNecL9iN7VsyNuMpcY+2TbBDY1PtyiVFj4Wj2CJl3Qx9eWIAPH0cmKxiB4/AInLjNK8tGlrRpm4WutdL3ZM1wjLWgtyWFvfEuBAzjeGu3b1IdRciesLpfqG5UcUXcsRaXhz8PwHA7gARnHQXDf8HxdWjgZu/nJsLiry64K7ooutuWvEGyO5CqqXZ+swhZ+INPRVrgVEH6UFZ2rSZq9ijVx9wk488ZLMpNwk5OQqZU18zyXcrun6eCotl1fmjldkObglpxghwyDgjG/iCOG/Ij3KTyVahE8FdRxOZVRtwQ4EBw4gtdggkHPYc8d2+C+1ekv1euU/Kjh1zu5b8o+K1y23ovb1GsM5qqKfWqqUvXeqtU7Aot/rETrwarql9ET9xuEyWxLzBXZG6aRiR4BIOyKGSj9k1nKxoSgt9RR0jpSx0TgC1rd7nNI35cMAbvh3devKXk11jWV0FVUtj22yNJBcdwaQd2GnJ4/Bv6pW9WziVtHqA1LjlX9Q2jWdbdaX5Ct9tWVXZE3ZIZs/gm8cLMzSBPW6jblHcsZQe4JrlbJCX/poD6Z595LuV/Tul5bibvzxZOzvOba13fZPHaezdv4jK9K8qPI/qLVEVuFo5kOgf3/ADjnN73A4bLHZO7gcLvXVp48bC6gXEe38etR2Gg1q3zmz6HdUZPZMtPQtZCNqrmTXfIne1us26TB6sV4XyigzEhhAfEcvp3xfJfyrWPTWqqm53fne45Y3j7GGudkkEbnOYMbutZXlQ5KL7qXStNbLPzXdkUjD9kLmtwAQd7WuOd+7cu18q+L0HzF4GuOEd5tEbWZ9PV+rYis31mi5loesbT1VGQQw06kiqkxeva5ISEQsxdj5STk0U+WEhCLeAA5ac5ZaK0cok16751rmlfkbgSx7j2kbQ3HjjIxnC46j5Gay7cncNm71t0hijwd5AkY0dgODvHDODnGVUPd+nL1t+RnDJvwZ3/zH4sMtCafhKo01fEtHUu9m9prUF3HR+vKvfb5Dapb2tGg0eAKq6aqvG7l6q8YsUl2qxgK8ZeivXj5L6Kf00p3SGpl8IhoBGeO4uAJJ6jjjv6D509ZvlQrKf0rqGMFNF4ILiQcbhvDSQAOsZ4bukW9UzjkLzpu1fp8bZtcQzkVeJjbjnbLtSFHs1Bxc+nURg0LTXwmGNcfzUdETJEXaaTlBkd0RLyzgn4hEPOVfyv26PlR9U9CHOt4nBAdgOLOBBwXAEjPScdq9HUHI/cpOS31MVxa24mDBLckB/EEZDSQDjoGVVRpjp79aiqcR7p03JDmHxVo/Dh1X9iwrC1QyU3ZNlzNUuKs3PvNUQMqtQI+erlGv9olFSTR3Yi6jo+RdkbmeIAEet6Jl5YuTCSaO9gyOr8DcWgFvDee+wSBwwTns4rzpFyOcp8cMlkLY20GTvDiQ7sHe5AJ45Ax28FY502NCbe4FcJaJxk2NbaHPXSnXnYlgPKaxmJ2dqDuKt9hPOskhXtFVqL9Z2kZwoVUp2PhJ6eA5vo8tcu3KTbNW3llTp58opmRtb34AyRnPehzhjqK9Q8h3JfW6asklJqaKJ1Q+RzhsknAOMYcWtcD143eNWP1ra8c/wDLaz5CRjsexQdp+I0esb7p+/iUaCI/3wmIHxEwfDNL0d9hlwyqAZJ1/cn6PhHatl3bRlVTZmtpM0PtT4Y8XQ7yYPYVlpJVJdMiyKiayShQOmqkcqiZyj8DEOURKYoh9IDmda5rhtNILT0hQp7HxuLJAWvHEEYI8YXtIbwmKb7ggOc2nDgepcHDLSFg/anDvinyMuCd43LqFa9Xf5Hjq6lMBfNlV8CRUWZwZg0JG1a3wsUAIHdqD4vI8ZxOPiEfTtuzSfK9qSxW1lltxBiBOyNhjiCeO8tJPlK8rcqPoT+R7lO1I/WOtbe+ou7oWRueKqriGxHnZGxFOxgxk7w3JzvJUYOsNzAqGruOctxDh3EfMbL21H1JGer7cybhrq/WtfmYeyRi8kn3UI0n7CvAtUI5oYvmpsBVdm8r+xBX9E8ldqvkxk1FenPzNnZB6SeJ8QXib0b/ACraO09pQcjel2wyXWdkIla3BFLTxOY9gdxxJIWNEbDvEeZDs/Yy7jOj5pO1ap4p2q929o4inG/rdFWGow7tM6Tk9HrEY4jYayKIKARVBOyyEo9O3AxeyzJFBwQTJrkHIN6IO90kzYLLCQ6ojBLsdBdjd4wAD5cLYH/6ufk8vWndGV+srsx8NPeKiN0DXDBMEDXNbLg7wJXPfs+2Y1rxlrgVLfkFyFPow1V1jq6rl25yw24As9R6kZGBZNimr5yamwL+omsgEHRoIEFVjnWVb+9+7qACiSCTp02hPJjyZC4N9Pb0eas8W9zj0/gs63Hy4z0kgHffoifRDv0Q+HQmhoPTTlTuneUdGzeGA5Bqakgjm6ePBcS4t29lw2msbJJHg2Ljp7h3PG1trM7XlZ1buVjUsjdbvIFK8gNUwDwqCi01MrHQSRpmpqYgmmZiyFNqMqLVFVRFJokyZJ+j6WBt4azZb3Npim3MYN23j43HpO/GTvJJJ8VyvrOSWsktFqe3UvoodSt26mpf30dHG7BL3kgCCkgAHNx4Zz2wxzmNibFE2EV2tHTcirZP8Md5z0ruDZOy5V1L756jxXiD99S+SAn92hkqoVZJVd3qGqrOXLCSBNwRkJVO5yHBMzltMY460RiopwGRMGGRdbO3tPR0/EdBXa4cisNym5NdWTSXK+18hfX6j2g50NyzhnNZBJpIiXMlw4Mwd4OyXszTJRo7RGE6a/Uom0IDcsAgjJcD+eEat76yuDJ75KdSauraos3+X2c/7u2Q/X3KZ5I6ZGzk6EygyeuOoHm811AMxH7ZH1de7+fNkCSzQ+n3NciXLbKIdSwgOsV9adpszXY5oGXI5xsmGt75wMhAY8sqWRSv4uA2G5pu47Ey6yO0JyfuHCelxEtx40yrAi+p2/HSr5eMjNuw8gQEGO3by9WBm1bFfpNlS/PcPxILOUKj01dPJPSbFnwznjhz872jpb1tHi8nELlaL82zask/8TVbLUV2lqZj7dRGPahr3bRaysY7c2snJ2GtEgaeL5sc3OGy81prDZfIDZcRzM5nw3yXNxgHd8ZOMbw53MBo2AcnScMbhcWDhJIkrtaVIki4MZwiRRkoUiihElkmrWM0Lyha+odK0L9O6fftVLhiaYeE89LWnoaOG7jwG4ku9nci3Izqjlb1TT8tPLNAYmRHatFodkxUERILZ52kAPrH4a7vmgxkNc5rXtiip5byMi5knKjhwoY5jmEfURH455Jrq6eunM0xJcSvozR0cNHCIogAAFx+WSu0wiYRZR1FD/KtxZqHL3QjyHcqGH7HzDgKCBR/1QnV8Qf7ActKtsVQYrfIQDUytZ5M5d5MDHlUL17cO4dPyNb9tlIaPEO+J8wx5VrDcLdNwvtCPPrnZuLnda7dcuM3CPazLWHHvhRD3GeqNKYtpSb2BDxNtvUfWpGJmRfniaIKsg6QVQeTUs7VRUcpx0elHn933dnrQ8n9NDo+lablJE0yShgc5ztkEnJB3ZPeg5DQOGSSvGFOfVBdXuuDzzIccNzgAZ/nPX4tyxD1geEHHzp189+ljOdKeFf6A5ibh3CWDltOa3uNrl4+eqBLTR4eCs1grkxOzTuv1ayuJGSiJRuoZKFnY1B4KqI+5vFD5XQ1/r9YaGrZ9cxA0IhdtGRoG7ZJPQBluMgje04weC6LnSRW+5xNtjvsu0MYPb8/DtVk3tSVqsFq418SeB+tlwJsnnvzE19r+Jjw8SgSlbqD+NSVbmbJGIoqRHaF6qCoj9iAJiHxEBLqz0O+lqGivNy1Mxg5mCNwaeovJzg/kNcPKs5q6ullp4aInvnEZ8n+ZC95/ZXujEnYl6O1sm8Ja5RbYDSNdQ5D1tSzE8hIBXdu681qgyDMhuwnMApFKUB+5kk1Xywa5sckslNb2uoWZ78xPI99tAKyodP2yqaA+UiU9G0PiwrhOFPCHQPT20k3458co2zR2vU7hYrw5PcZwljschY7MDBKReSEsRhGlcARnFNm6QeSXwIIEL69u4+D+VXlHuPKNqVldemMZMxjY8NaWgMaSQMEnpJJ7StpWKzw2eiMVMSWkk7znef/AKKhvq8a46rvIutc9bba95xnCfpccX9X36xVmFop0kd4cv3VQ12R4nBzK8NNnmWlOvWxwXhS/KL+GjBj3DdX5GlhAVze3+QOHk4oLPQw2cR1Wrpo2ulJGRCS7wWktADmswTs7RzkFzfBGtNVOvEtRK6oJZb2khv4W7id/Anrx4ulZf8AZWtFk1d0nYnYzll5ctyU3ztTZSLtRPwOVa3U3MVpmIZ9+wGFkhK61knCXfv3M8OYBEpgzVXoxLhFV3mktce+eOBrcdReS/4Q5uVneTyJ0dNJOfBc4nzDHzFe7q6co+Q+++X3HPohcFthv9Vba5EsE7pys3rXFHJJ/UGjjR0pOvK7Ev490yfRMrIUmDfTEgVJyxdPWysVHouSElV+0y9D1yWWrT+mTrm+wNmqMfYGOAILh91g8Ttd63OQCHOxkDGO1bfJ6ut9LKVxaz7ojq6vNvPkHWsGcqfZZuBFr4qXmicFZOSdc2KP9TB4LZuw+QMnMtJ+abWeJRtyO3K/DspiuV9KSrhpFREYqDjl0ZJNv6imCqamzKPlevNBdnO1LSPisWXYcyM5AAONnONrfjOTwWEk0/TS047ikDqrduJ+PqVrOqqRyD0nwN4p6L5W3OJv3IaiVj6m9hW+EnZKzsp5OoPJiLq7k9kmY6Kl598lTXkWk7eOkCruXiSiignMInNrjk8m0/qflgvurNNxllripGRjLQ0h9Q9r3d6CQMmCTAB3NPRnC19y41NVbtE2yxVjs1M1W6Q4OcthYW+b7M3yjsXS7LY6jr+h3vaexZ9Gqa51lU5683qzuWsi/QgatWY5xLTUmZhEM5CXkDtWDU5iN2jdd04OAJopqKGKQfScML53hjPCK8z2y2T3SobTU4zI44H8ncoN7E6u3Su1bQtebCm+U7ezRm0o6TmaZB0vX2yZW5u4OIsUxVH01NVJ9VIqZpsaadgXaTU00nHnkk0RXZFcICCg5NlmnJwd3lU2g5O7m95Y8BuOJJGPOM58mVlrX3UE6d20ePd05UVnlXSI7S+tpiKrmwpG2tLDU7XU7LPNnzyv1x1QZmIb3OYmbK0inh4tKLYvwlAZOvdBWFs4BPi60zteG44rom0Bc4qgQtbtZ4YIx5+A8uFiTQnVt6ZfJ7aELpTU/IN612TbJFOFo8bf6BdaHF3eccK+SwhK/YJ+HbwxJmWWEqbJm9WZuXy6hEECKLnKkNZbRNGzb44XZXcn1xpKY1AAcGjJwckfz2KwCQZLR7tZouUSqJGEogPoPcB7ZiHNLTg8Vr2WN0Tyx3EL484rrTCJhEwiYRMImETCKLu0tZvkJI89WY5Z0yfGFR8xYImVWZPRHudZFskAqi2c/ZD4AEEz+L4FEoB0SRnOW8F7V5E+WO2VNnbpjWNXHBcaYbMM07g1s0X3LHSOIaJI/BG0Rts2cbTg4nqEVri+Wx37y/bvWpTiALSdiUcJqiUP71Jz437gfD38PYng+6YPjnEMe471Pb3yu8mGhaHuO1y0072g7FPQNjc3J63R4gZv8LLtrqa4jCknSteQ1LSFRv3fSqyfgcyi5ClUEo9hMi1SATA1biIdxABMY37Iw9gAO9rA3xrx/wAovKvqHlDnEVVimscbsx0zCS3PQ+R24yvA3AkBrfuGNJcXd+zktWphEwiYRMImETCLr8pVa3NLFcysJHPnBQAAcLtkxXEpfQpDrABVFCFAPQphEAyha08QpVZdb6v07Tmksdxq6akJJ2GSODATxIYctaT0kAE9a5dozaMG6bVi2bs2qQdkm7VFNBFMPj2IkkUpC9x+4GVAA3DgsDXXCuulU+uuU0tRWvOXSSPc97vG5xJPnXtVSSXTOiukmsiqUSKJKkKomoQfiU6ZwEpyj9wQ7YXTBPPSzNqKZ746hhy1zSWuaRwIcMEEdYK4dlWa5Gr+9R8FEMnPqIOGsc0QWL3+IEUTSKdMB7/ABAMoGtHABZ+5ay1beKXuK63OvqaP2kk8r2HHW1ziHHtIJUweJ9QNN35zZl0vExqMedVM4h3IMvKkVZMydh+abwM/eVPulOQg/SAhGdVVfM0Apmnv5Xf4W7z8OB51sTkQsJuOp33iRuaahiJB6OdlBYweRnOO7CG9islzXK9cphEwiYRMImETCJhEwiYRYC5R0dPYWgNo10UgVdEq72eiw8PdT5Wq/hsUemkb4kO6cRgIiIfsFTAPoI98jap+57hFJ0bYB8Ttx+PKv7ZN3PXxSdG0AfEdx+NVc9Mq4LRW3LhTDqCDC3U00gCff0PL1eQbqMx8Pw9I2Xe+vx+H+KU6ohD6Nk33TH48jhv+EBSbUkQdSMm+6Y/HkI+kBXh5BVCkwiYRMImETCJhEwiYRMImETCJhEwiYRMIoFdRuwIxHHVWKOoAL2m51qJRS7/POVkZ5YVT+H4+WmEMUBH4AYxQ+kO8g03GX3Lb6GMcfPgfOs7p6MvuG10NYT83zrGfS8hFW+vdnWIxBBKWuUXDpHEOwHPAwpXioAP0gQLEX/GOXWqXg1EUfSGE+c4/7Vc6leDURR9IYT5z/krQciqjKYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//9OUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItZDfftW/Tw46703Tx9u2muaEpc9FbZ2Npy3SdW13o97WJGz6xuExSZ59XHstyLhJV3Au5WEVUZquWTNwo3MQyiCRxFMs7o+T681tJFWRS0oilja8AufkBzQ4ZxGRnB34JHao9NqWhgmfA9kpexxacBuMg4OO+4LE31430yf2i+dv4suP/AOc9lx62t991pPfSfwl1+qq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/APnPY9bW++60nvpP4Seqq3+0m8zfrp9eN9Mn9ovnb+LLj/8AnPY9bW++60nvpP4Seqq3+0m8zfrrGW1/a0elvs+quYVzovnQ3lW4HdQEofWGgPFHyQE7FA5icnDKCxdgUE1yABu5OxgDxkIIZK1aG1DbKoTNlpTEdzm7cm8f3XEcR9BKh2t4rHrKyPt8zJG1rMugkLW95JjpIcTsO8F435G8Daa0iF31y3wU/an5af8AkJp7+njJl6RVfto/O76q89ethf8A3aj9/J/CT65b4KftT8tP/ITT39PGPSKr9tH53fVT1sL/AO7Ufv5P4SfXLfBT9qflp/5Cae/p4x6RVfto/O76qethf/dqP38n8JPrlvgp+1Py0/8AITT39PGPSKr9tH53fVT1sL/7tR+/k/hJ9ct8FP2p+Wn/AJCae/p4x6RVfto/O76qethf/dqP38n8JPrlvgp+1Py0/wDITT39PGPSKr9tH53fVT1sL/7tR+/k/hJ9ct8FP2p+Wn/kJp7+njHpFV+2j87vqp62F/8AdqP38n8JPrlvgp+1Py0/8hNPf08Y9Iqv20fnd9VPWwv/ALtR+/k/hJ9ct8FP2p+Wn/kJp7+njHpFV+2j87vqp62F/wDdqP38n8JPrlvgp+1Py0/8hNPf08Y9Iqv20fnd9VPWwv8A7tR+/k/hJ9ct8FP2p+Wn/kJp7+njHpFV+2j87vqp62F/92o/fyfwk+uW+Cn7U/LT/wAhNPf08Y9Iqv20fnd9VPWwv/u1H7+T+En1y3wU/an5af8AkJp7+njHpFV+2j87vqp62F/92o/fyfwk+uW+Cn7U/LT/AMhNPf08Y9Iqv20fnd9VPWwv/u1H7+T+EthzMKtcL45CPZyjJzHyDdN0zdpGRXQUDuU5DfxCUxRABKYBAxTAAgICACAgHceCyFrulwslxhutrldDcIHh7Ht4gj4CCNzmnIcCQQQSDFeb0jZUJRdOD92fRRxOo1cOHaLddInYTFbuUz+ETLFH5oHIAkN6CPh7iAW5idndwXtzTnokNH1Nljm1Jz1Ne2gNkjZE6RjjwMkbhkBh8IteQ5u9o28BzuSoe3958dpZMtbnZmAbecKq1dkhGSqcqHi7qieMXOtGLGUARKZdsJHBQEfCoUfXMdWW2lrBipYC7r4OHiPzbwtw2e+aT1xRd22Wpgq4gN5YcSMzwD2HEjD1B7RnqIV13FjlnXuRUc8injBKs7Eg2ZHcxX01zLMJFh5ibc83X1lf7IOxK4VIVZBTxKtTKEKJ1CmBQ0Eutoktrg9p2qZxwD0g9R7eo9PZwWKudqkt7g4Hap3HcekHqPb29PZwUvswyxKYRfG+jo+UbmaSbFnItT/ZtnzVF23N/skXBFEzeg/SGc2SSRO243FrusEg/AuippKWsiMFZHHLCeLXtDmnyOBCx+/01qqRAwOKDWSeLv3FjGoxhvX4iBo0Ghij/AIZkI7xdI/Bnk8pz8eVFqnk/wBFVeedtlGM+0jEf7vZWP5LizqN+JhbR8zDeL6I2bcqAXv/AHoSwSnb/gy/j1RdmeE5j/G0f9uyovWci2hakkwxVFPn3OZx/e84uoOuHdIP39ytFqb/AHPevkl52/h8qPZd/wDey7bq+tHhxRHxbQ+crAzcgenHf0etrWflc074mMXBq8M4wRHyL8+TD6AVr7dYf8Yklm4D6fezvGsJPuoG+/P1Ssa/0P1Gftd0kA7YGn4pWr4j8MC9h8vYwgPr2A9SAQ+8AiWyh2/h7ZzGseun/af6Fbu9D4Md5dt/bTf/APQohXWvM6pZpSvsZ5jZUI1UqAy0emdJqst5ZDLpFKY6xRO2VEUziQ5yeIo9jD9Etoqh9VTNqHxujc4Z2Txx0efjwC0RqG1U9kvE1rpqqOsjhdjnWAhpOBtAbzvactOCRkbiurZcrCJhEwiYRMImETCJhF8MlGRsyycRkvHsZWNdp+U7j5Jog+ZOkhHuKbho6TVQWTEQ+BiiGcmuc07TSQ4dS7I5ZIXiSJzmyDgQSCPERvWG0uNOhmtlhbhF6tqlfstfk20xEylXYmqqjZ+0MQySh0K6rGNHSR/B2USWTUSWKYwHKYDG73Xd9YYzE6Rzo3DBB3/HlZc6jvjqZ9JLVSyU0jS1zXnbyD+XtEdhBBHQdwXVuQ2mNpbTXq0prLeE9qORqyMqHuUUhIDG2JaTOwMAzSsfMx4qJtCsCgkVVu7IXxnECAJhHOyiqqenDm1EIlDsccZGOrIPX2K6sF4tlsbLFcqKOrjlLd7sZZjPg5aeOd+C07hv3KN4RnUu1581pM6q3S0Q/tCTwIxg7URL9iRdRZDXbgyoh8fE6VN3/Zj6ZfbVhn4iSI+X/V8SkXOcnFw8NlVRvPHG0R8BlH+EeJTH0XaNr26jjKblpDCgXNOZkGKkFGqnWaHjmxGvusgmc0jLB2dKqKgHhXUL4SB65i6uOmjl2aV5fFgbz19XAKIXumtdJW81Z5nT0ewDtHjk5yODeG7oCx9vnlvrbjtY63XL1F214rZYtzLIPK3Hxj9uxboPPcy+/kfTEWuHnKEOJfKKqPYnqHqGd9HbZ66Nz4S0Bpxvz9BV/Y9KXHUFPJUULogI3BpDyQSSM7sNcPPhcZUudHF+3GSRR2YzgHanh7tbbGTFcKl4vh5sm/Ykgw7D8ezoe30+mcpLRcI95jJHYQfg4/Au2q0RqakyTTGRnWxzX/ADtf4VKKEn4KzRyMvXJqJsES47g3lISRZyscuJe3iBF6wWcNlewCHfwmHt3zHvY+N2zIC13URgqMzQT00hiqGPjlHFrgWkeQ4K5bOC6UwiYRfogIfEBD+EMqqrxEQD4iAfw/8A6/dyiov3CJhEwiYRMImETCJhFZ9TEDNafVGpw7HbVqCQOA/EDIxbVMwD/AJc+OXKBUsrdeXusjOY5bvWPHidUSOHwFfUbRdO6k0daaV4w+O2UrD42wMB+JdlyIqTJhEwiYRMImETCJhEwiinb1yubPNqFEBAH6yICHwH3YQbj2+6HdLN96diMNjpWHjzIPvu++dbtsMRhs9Mw8eaB9933zrreZlZZMImEWLNvETNWGxjdgOSYail90TGbPSmKH8JO4/4swl/ANECeIkHxFTHRDnC7uaPBMDs++Z86jVkNW2EwiYRMImETCJhEwiYRMImETCJhEwi8gMYv2JjB/AIh/wZUEjgVQtaeIBX54jCPfxD3+73Hv8Ax4yeOd6YHDAwvIVFB9BUOIffMYf/AGuci954k+dUDGDgB5l5g5cAHhBZUA+4Bzdv4u+V52UDAc7HjXHmoiclrc+Jesxzm+yOY3+yMI/8OcS5zuJJXINaOAAXmCyxQ8IKqAH3AObt/F3yokkAwHHHjVDHGTktGfEvEVFB+Jzj/CYf/O5TbeeJKqGMHADzLtFJQSeWqDbOT/rBnxDiUxuxFDoEOuikYB9DAqskUvb6e/bL62t5yuijee92vi3jzkLD6gkfBZqiWIfZBGR2gEgE+QEnyKSmydmQuoWFMbq1W37U2rtiwL07Ruh9cox7rYu3bc0YGlJJtFfLL+KgKzUKpElGQsVkl3bOEr8aXznS4HO3RX9RcmvJjX6yqOcdllC3Be85wB85PQOnxAkeOtfcoVHpWDYbh9Y7Ia0cSfmA6T/kDinkIHNTTUbx/c7333wh4nhyi5E634x601bCcf8AbfLCVb7F2w3nnVWhbduCV5IcWY2bIn9T5m7w0VUGSJVlOybhUgkMb1XSciui4KTuadkkpIwTtBufEAN3lJXnSXlc1aawVdO+OMtdlo2S7HVvyOHYAuM3FVN7cZnsM15i0bWaWs7TNxdWguXnHlxaWWoIK22F8hEViA33qi+vJy56Da2qccJMo2dSsFurIvnKDZ/IRqqyAL6k5QvQ326WgkrtKufz7GkmJ3EgcdkgAE9mAerJ3Lc/J76JC5RV8dDqprOYe4DnW52QTw2gSSB+FkjrwMldOmoyWqUwuzOo5ZPGqpyAokoogqUxR7dynIJTFH+Ac8KXKhrLJXOppC5kzHEdIK9126sob7QNqGhkkD2g4IBG/sO5e9S9W9VqdkrYJFRuoQyagHVAyxiGDwmKLkxRc9jAPYfn+udLrrcnsMbppCwjr+fj8K4t05Y2TCdlLEJAcjA3Z/J8H4F1UDnD4HMH8Bhyw2ndZWY2WnoCAc4fAxg/gMONpw4Equy08QE8ZgHuBjd/u9x7/wAeNp2c53pstxjAwvYLlwIdhXVEPh2E5v8Azuc+elO7adjxrhzUQ+5b5l6/Ebv38Ru/3e49/wCPOG07OcnK57LcYwML2e8uO3h85Xt9zxm7fxd8589LjG07HjXDmYuOy3PiXrExjfZGMb+ERH/hzgXOPEkrmGgcAAvHOKquwQdom66qB4x6oml4vEo0UEVWa33fMbmHwAJg9PEXwnD6BDLumramkdmFxDeo7wfJ9GCsZcLPb7ozZq4wX43OG5w8TuPkOR2KUVNsqFujk3SSYIOk1QbPWvi8Xkr9gMBkxHsYyCxR7lEfvh8QHJvbKttxjDmjEmcEdR+g/wA8Fp+/WqSyVRiedqEt2mO6x29o4HyHpUK+fXUUgOHEavqvVrZrZOSk5DNnqr2RaEdVvUkTMtQcR05JtnBBQnrY9ZqlXjo4QM2SIYjl54k/LbOvYvJByU001NHqK8NBhO9jfbY3ZPU0Hd1n4V8uPRg+i/PJ1LNyeaIIk1q+Mc5IRmOjZI3LXEHdJM5pDo497Wgh8mRiN8YOBPSg2HuqQbcwObLOwTMVapEbnWNb2pV64tm05B8oEglcNmqOjC+YVF4ocqqEecQdSxBAyoIsvAR5ujWep57DazDZIturwWt2R3rMbtwG7I6OgLyd6HT0MdZyi31nKHyySS+lk0gqG08ziZ6xzjtc7Ul3fNhcd4Ye/lG92zHjnL1rCjLtnqCjxiVi0aAkg0ZooFbtWrRuQqTds2bplIig3QRIBCEIAFKUAAAAA7B4U1JLe5bobhdg/aL899nr7V9sNPU9lprW222jm2wMjDWtaAA0AYAAG4ADcABgBV53iCs/CXkLc+d+vq4+3DqPaUcziOUNVcoEsO1dWw7VZBT9EDVc9ICpLfURG+QmeQgwXIzQQQIUQI0SbLRXp7Qmq7drHTcWmJXtguULAIj4LJMfcuA3bR9txJOfCztfOvla0FqHkA5Va7l6stNLeNG3TAu8ThztZRMyD3TSSPy/uZmAZKfaDGNaG97C2N9N1K0xVb4zz+1+WlDk5/e/APnnXlIzfWxqNKSLrfWhPqmM/jy3Gs3lHvcnFGjn8oqk5jXJxUjV0gZuUQWQSK52jaat00cdnq2iG60u5rSAGPA6McNrG/I4jeNxONHantdFomuuPKpp+Wa88jGsYiK+pge51wtxmLm89HP9vNO1zy10bzmJw5qRocxofUbPdI3eb3flYouq5mDv3HrYcG42RSeVySpEdSt9ONfJcyltuM0moZlAzlaZOSEeRhlQXVcGL5PiSOChZYLlCIS+QFs7Tgs6drqHWD1ryxV+h31VLq6C02CWKr0dWRGpguoOKQUYwXyzPzsxviaQHxE7RdjZy05FnMJo+i826FrrjnUrTLVzpt8JhmnNq5dbCOwNsHcVyi2cge0t9Tz9sQeM6Fq2JByqZQyRQjmzNFADpn8lskXDT3GO3VGZd9znxiNvBoPAuA4k+c+db/t+iKHlYsdLpO1zSQch2lNszXipLefrJmNcZRSSTBzYKVmSXEfYmsDMg7LGjCfHTjhuXmpt2q7m3tvy/wCyOLPFqbc1DjtsGSbv6RcdzR1Ksp14GVryRRbz0SzXXjWykzYnCqku4O2SZpODOEVF2MY1zrm16MtcjWbAu0rM7Gc7JI4u+ZvDpxjje8h3Idrfl/1rR6i1RdK6s5MdPzmGhq3B0E1ayCXLDDwkaCWtM9S4mYlrYmvMjS+K72fl1pmRcPFjiYVVDGDuPf4j3zwHeblLdK59VISdokr7f2q3x26jZTxgDAC4PMSsmmETCJhF3PZu9NV8IOMO0uVW8pF1Ea/1fWfqwsxo9BJzNSarh20h6lUIBous1QdWO12CUaRrBJVVFIXz4gKqppgZQvRobTdx5ReUCGgth+wwP2QfuRs75HnsGDwzlrRjfuPn7lM1LC2STaOaaEFje133RHjO4dgBWrdx+6VXL7qc7PtPVV0ttZp0PqzykRlLXQ4LjfL7qt+59xV2xySkobZ21AhtxagrMC22O5EsgT5I+TmsoB/fzxXiXI8d+/dRcpukNANp9KXt7q6qjaxh2g3ZGABgZDiSMcDnHDa3EDzvSWW4XYvrqYc0wkndnPzfz0LuHSM1urwW61+6+EPNCk1bk1zNtOtZTZOneohKXHZ182ZPVFeno2VeEmY3Z1pszOquJukA/aryDBFlLNXDFeOVcyjB2i4JZ8rFVJe+Sx9409KYrdhpMQAaC0ux9yBnDiNxyOncQuywsFNfBT1bQ6bfh3HfjPT2Kc/VT6T/ADE6jvUl4kbKg9rJcf8AiPx81weMktqUi6GZ74gLnMzlnsF4l9XwqTESw1knmDavRDGVVcAEYq2M+8C/kkbqao5L+VjS+huTyaK6NfJeTM52xsd44YaG7T+GB3ziMdOOnIz17sVddLu10BApg0DOd445wPMqket10PuJHTZ4cwPOThrs3kDrve2q9167YDP2raYzktb3NsfP0gsEVMR8NXpmv7EhJlslJpPI9dFAWyTsDNxOKaqW2+SflaHKhJUUdRTx9yhh3bPelvAggkgg5xg//XAX6wGyBkjHnbz178rb64Y7Sum8+FXDzd+ySFJsXb3GLRmyLyqRqmxTe2u5a1rc/OyqDFJNFJk2mJF+o6SRKUCpJrFIHoACPz09EDZbfYeUCspLWA2nbO8ADoG0d3k4eRba0nUzVVpjkn3vLB8Xzqo/2oLeB9QdIHYlRQemaynI7b+otMMwSU8LozBlNu9xTopgA+MrRxE6oUaODdvCJHflm/tgAO/vQeWeWouk11myWQwuIzwycMHys+RRXlCqGsgbA3GXOHwb/mVsvTu0Z+ly4M8K9BLMwYymu+O2qY61NfAKXhvUlVo6ev6vlCAGTFzdpZ+r2H5weP1ER7iMB5Y7l6qOWE0wO1EKnA/JadlvwALKadh7i09t8HbGfKRlaYnCbibt3rHdYfqqb1X3zsbRXHGKvd11dt68aokWsTta96nlb2rVdT6MpVpkGb9GrtZ6h6SafLsiki48MTHjHnQO3kzkH3RqfU9p5LtAUclTGx74YGCNh8HbDBtOI8bifGc8RkawoqKe93WRrCQHOOT2Z3D4FxHWf6cmr+hLdOE3NPpvbT3HQb3N7MsFbf1K23MtmUkH1SYQVibOWDqOioKSkqpZWqy8XZIZ8L1i/RdIplImmdVNTo5ONb03K1p2pbc4GGlI2XDG4h2R0k7xxBGCCM8eHO8Wx9gq2cy87fEeRbinJyZUk70xanbnZGjoFgDmOUUBQzGRkCBIvWxzl7EMq3BwmkcQD1MnkF5HtK0+nLPXVcQ311xleD1xRYhYPFtNkcOxy0Ty6Xx911TBRZ+x0VGxhH/UkzI4+PZcxp/JVH/XM2uGmukbvwiLkGM1vO3aw0bAuPF4VFBnbUjd7O0SDuHmfKFBoEugcP8Aqahh+jN92WPMu11ArEcm9Ht1hqCNzGk/N86nX0ueJGqeDvGnjzquj60rUfsu46rotm5CXJ9CsndvvOxLdWo2Yt8bYJp03UknNbgJJ+rGxkac4NWbBuQoJ+YZY6nbVVcjqvYYe9BV9etQVUt+FLAfsTXYx0biqCOiHxh487m5udT/AJtONY1Ca1brjk1c4DirSH0IwkNe1V9edk7JtTSxQtbWQPCJzGttepRTCDU8o4MEJpY6IJqlRULfXCodBTgDwiFKNW3aW2WpjWEid7d58gz5ys39d+p1vfHP3opaprleiYjdl324+WuV4hGDVhakdYL7R0y1rLmTkmiSb6Rj6j8g2d+z84x/cvLceR285QBpQSONK57+AC4aXrJ5bJLU1O9oaePiJPzLYC2Aui4tUqdACgn7yr2Avw+zNkVnOZDjrWibo5r615bw2iul50rHJhF+gUw/Aoj/AAAI5VVwUEBD0EBAfuDhF++A/bv4Ddvu+Ee2EwV45RUTCJhEwiYRMImEX6ACPwAR/gDvlVVBAQ+ICH8IdsIvzKKiYRMImETCJhF5AQw+oFMIfdAByqrgrx7D37dvX4dvpyiK2PQ1CNQNeRjN2j5U1MD8uTYGL2VSdPU0/d2R+/ziiwZETTMXv2BUDiH2WarvteK+4Oew5hZ3rfEOJ8pyfFhe4OTLTB0vpWGnnbs3Go+zTdYc8DZYfyGBrSOG1tEcVmfMMtgphEwiYRMImETCJhEwi8yJmUHwkDuP3M7I4nyu2WDJXFz2sGXcFAHlZzHo9ApslV6K8aXe12+uKIx0pDOW7+qQ8bYI4QbTas01UWZyqx2LsF2qDYypT/NMqchRKB5FbdP1b5mzVQMcLXZwdzjg8AOgdZPkz0ZuzW51c9tSSBTAg9rvF2dvmz0Q+6aetpqV2bPbPVarI1qqwD6DbvjkMVF9Y5wzQoMW5zABV/cokiyq/hERSFVHuAeYGZPU1UxlK2lB+yvcDjqA6fKeHlWb1HUsbTNpgfsjnA46gOnynh5Vd5kGULTCJhEwiYRMImETCJhEwiYRMImETCJhEwiot6jO4mt32bFa2hHRXMRrNB2nLKonAyS9vl/dxkm/cgiRX5FZNkUP75NwdwQQAQHvPNN0RgpTUyDD5eH5I4ec5Piwptp6kMNMal4w+Th+SOHnO/xYVofE3WK+p9DUWsyDcW069ZKWaxInL4FkZixKDInZuCfsXEWyUQZn/wBU3+nItd6oVdfJK05jB2R4huz5Tk+VRq61Iqq58jfAB2R4huz5ePlUj8xixyYRam/tjf2snRf4dusvyf8Ak9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/UlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/wCrPydeVWEUps10vIKYRMIuOlIqPmmK0dKNEnjRwUSnSVKA9hEBAFEzfZJLE79ynKIGKPqA4IBGDwWWsl8u2nLlHdrLPJT18RyHNOM9bXDg5h4Oa4FrhuIIUV67Ybhx32tE2qvqeCSrz4zuPO4KcWM7CuSqN3LF6RMSeY1kGKh0FylEDJnERIIHKQwYytpI6qF1NN4Dh5uojtBX0o0Xqu18oulIrpTloke0NmjB3wzADab14z3zCfCYWnpIGwfovkHr/fdZbzVUkUW00igQbBUHjlH5egHfYoKkWbh4DvI4yg/rDxMvkrF+PgUA6ZNaV9uqLfLsTDLOhw4H/PrHR4t5sa2gnoZNiUZZ0O6D/n1j/wCpzplgrFMIuGlLHXoPw/LU7DQ/iL4i/Kkoyj/EX++L72uj3L6fHOxkckngNc7xAlc2xyP8BpPiBK66vtLWTVMVnWxaI2SKAiZVe3V9FMoB8RE6kgUoAAffzsFJVHcI5M/kn6F2CmqTuEbyfyT9CxJbOYXG6nJqmf7WrkqsQDeBrVDuLasscP8ApRFa6hIs0zCIdu6qqZA+kwZeQ2a5THvYnAfhd78eCruK0XGbwYnAfhd78eFCnZHU+bJisz1Lr07gQ8RU56+uPJR7h6dyVyDdmWUTN8SmPIpG7fFMB7gGbptLE99WSY7GfWP1VmafTR41Unkb9J+hQ/t3OjkfcWbuNdW9hExb4pk3LCBr8SwIoib7Jv76o3cyvu5yj4TE947HKPY3iARAc3TWW3UsglYzakbwLiT5ccM+TcuVz0bZLtROt9YJu5pBhwZK+MuHSC6NzXYPAgEAjccjcsRM93XRuYouAin5O4eIq7IUjCH0+EzRZuBTdvp7CH3szYld2LVdw9Ddyd1bCKTu6lk6CyYOAPaJWSZHZkHtCkXRrk2usOMik3Mzct1xaPWhj+aVJcCEUKdFXwkFRBVM4CAiUBAQEPo7j3MdtDK8kcpfJ9WcnV/FpnlFRSSxCWGUDZLmElpDm5Oy9pBBAJBBa4EZwO6ZyWu0wiYRMImETCJhEwiYRMImETCL5XjFlItztJBm1fNVA7KNnjdJ03UD4djorEOmcOw/SGVBLTlpwVzY98btuMlrh0g4KwdbOLnHi7FVCwafox1VgHzXkTDI1qSUEfiY8nWhiJA5/uGFURDLuO4VsXgSvx2nI8xys1S6m1BREcxVz4HQ522Pev2h8C71rDV9M09UGdGoUYeKrrF3IvUW6zpw/cGcSb1Z65UcPXairpyYplQTIKhjGKkQhe4gUM6qiolqpTNMcvIHwKyudzrLvVmtrnbVQ4AZwAMAYGANw693SSVGvfvJvZOhb2ko/wBIzds0r8ix6j29QKpjvmEwos6PJqLCkL2PbsWzcUUk0HxY86ixVDlXMQxAC+o6CCsh3ShtVk96ekdHb5s+JSOxabt19oSGVrIrztnETuBbu2eokk5JLdvAwNkHKyrp7lBpTeINm1IuTMJ9coCaozvhhLSkft4jppxjtTwyflF7eNRio6RL39T986Km31dJ9tYdj2w3jz9HlwsZddMXqzOzWQnmM/bG98z3w4eJwaexYz58dRnRXTjr1VZ3GryW3d4X+JVsFP1FCzTauIs6wm7XjiW+82ddhMHrsC8kmjhuyIgxeOn67VYpCJppqLJ3lDbefHOP3MUt0rok3aLuupOxTecnxKu7jx7RPp3ZN7jqTyQ48F0vW594Rgw2jQ7svboysuXJ/JZnt9ZmoKGeBBgocPeZFo+UO2KAm90OXxCS/ls8bm/Yj33apZcOTiikgPcL8TY+64Hyj6FyXKjk5tp9vOtVx4sem66q17rMszrkS8E/y2lDzzGQbSljlEfAEx4/dwVSQJ2ZpdiiUpzl8415TWmCmgefCncwjJ6MjoHR4+PxLvt2ibdabfNkCa4SQvaXuHg7TSMMH3I34z4R6wDgXl5Cl5/TCJhEwiYRMImEXYanBLWayQsCiBhGSkEEFRL37pNfF5jxf09ezdoQ5x+8XIvrbUkGkNJXDUtQQG0lK97QfupMbMTPG+QsYO1ykWk7DNqfUtFYYQS6pqGMdj7lmcyO/UjDnHsCtAIQqZCJkKBSEKUhClDsBSlDsUoB9AAAZ8b5JHyvdLIS6RxJJPEk7yT2kr6kMY2NgjYAGNAAA4ADgF5ZwXJMImETCJhEwiYRMIuJm5lnBx6754qmQCJn8hIxgA7lcCiKaCRfsjmObt37fYh6j2ABEMhbLbU3SrZS07SckbR6Gt6XE9AHwncN+5X1ut9RcqptNA0kkjJ6GjpJPQB8PAb1ElVQ6yiiyhvEoqc6ihh+JjnMJjGH+Ew56CjY2NgjYMMaAB4huC3mxjY2CNm5rQAPEF685LkmEQR7eo+gB6iI/RhFgW5vnN7mWlcrpDPGzFYwnWRAVCOnxw8sRSEvcDpNidylMHoYTG7dw7CMfqIqi+1jLfbwXgHo6XcN3YOvtPQtj2OCHTdA+63UiOWRvA7i1g37+1x3kdAA6cgRbnt/cPKlb1tdW3l/x1rt/avPkx/WpPa9QbrxMqU4oqRU49GTGLg5NFcvgUbvF0Fkj/NOUo9gzZ9N6HrXdTQCubSy7JbkDGHEdjT3x7MA5UFqfRCaFpq/uF1VHtB2Cc5aD2uG4duSssztafQQoHVFJw0doIu2L5qqm4ZvWblIq7Z20dImOg5auUDlOmoQxiHIYBARAQzUN907ctP1TqS4RuZK0kEEEHctvWLUVt1BStq7fI18ThkEEHj4l1zMCs8mETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuQiUxVk2KYGEomcpdjFESmKIHAQMUwdhAQEPQfoy7oWc5Vxs63hWlc/Yo5XkAgMPxL7Ii4816nsznNzB4hcedccv8AZnFp1qrh1W9N327T1HvLTWYaH1Jyy2pNaWfM4yViJm4324b4i0JiNdg0dzTKnxhGi6q7Zuzc/WXkltkNt0JRCPfJKwvceJJyQN/YAPhXyX5V691drquGA2KJ4Y0AYAGATgeMlaVXWL68/KHqUXTj1FXHTDTibOcO9hW61sqlBT9lkJ9Lb4SdYRaTNpZ2mEg30JYtduago3atjtwVbKvHQKfON4S7JWuFtZdO7rW9Q7rcqW7RED0w9EuuM9ghJHXfJLdOyNmbBR0zD1a0Q54611oGwVEXF1t8vByB/dq7GrqOwBwkd0uyamF6QizbqFewPuN2tELfOPLVbtZ2PdXHKwW+SP5stcn3FbfOzeNBrjMOBExnUvbU9TlkXaoiJlnDk5x9TDnza9EpZKW16zlkpWhrZC1+B1vaHH4SV9JfQ1XurumjIo6pxc6PaYCepji0fAAuazzWvSqYRMImETCJhEwiYRMImEWStW2ZGu2RMrxUqMfIgRu4UObwpIrpm8bRdQR7AUpTCYgiPoUFBEfQMzdhrm0Ne10pxC7APUCOB+byqJ6xtD7raXcw3aqosuAHEg7nAdvA46dnCj/yv6W0Ry+3tZd6ueSJNbGskTUY8laLqYbaLL6lqvE1wq5Zsuy6yDj335M84ABqTy/H4e5u3iH3jonltslp0/T2qthcZIWkbQeMHLiRu2d3HHE/R8X+Xn0Cl75VOUyv15R31lGysEI5g0RlLDDDHCfsndUe1tbG14DcZxvxk48/UfL78P1STYvb/a5tX9P2Sv19tJ+4H3zfqrW3/wCz45Sf/wBNqr/403/+wUxeJXE+a4lR20WFg5DT+/z7DWpqrB1PV6UgD1ctVJaiuSNiyd6uwuQmRsaYn8Bm/g91L38fiDwaW5WOUazavp4ILdTiJ0O3l2QS7b2McGtxjZ6zx6On176Fz0Omp+Q2W6yX6/TXoXLubZD4nx8xzHP7WNupqNrnOeGcbGNgZ2sjZlpEyy0asIgBVEFCmSXQVKVRFZFQokUSVTOAkUTUIIgYogICA9h9M0raLvVWqqbUU7i1zTncvXV1tVLdaV9NUsa5jmkEEZBB4gjpBUFrFAWXgDYbTuXTFVX2Rwh2K4eOuTfGJu0Qlv0LvldH3Od2hq2EegdmarKMjiExDmAGhWoCmoBWYIrRfsfResqHXdFHRVsgi1JEBzUucc5jg1x9tngeOeHfZDvmFylcm999DReqvV2kKR9x5D7i9zrtaQ0P7i5wbMlXSRu73mNn7dD4AZ3rsRBj6bi2fCdvb68o20hy1+pvpJ7ZTcbx2HRmdgMzcV4kOdV7P6/rlokkAdVfXFgdGOvLoOnTdSMVj1EXbdRykCik7dqWenzS1VM52oWEMacbnZ4OIHFw6MA7WQQccNYw8iFJeaTunSGp2U/oZ7i11fUwCXZfEGHakpopXjMVNIcumD3tMJjcyVjpGgu/GzZPn0nB0SiQbzTPS50y8bwter0K3eVOY5VTFTeeBBo0QL7tJxGoIiTbCY5zCDl65AyihhkBEYmKan1PSaDpH1dW9s2q5mk7yHCEOHE9BeRwHAD8Hw5pozRlZ6JWsp9P6fp5LR6Ge0SCNjI2uhfeXwu8FvB7KJjxlzj3735JJnJNLPlddg1YRsBARrCBrUCwaREDAxDRCPiYiJj0CNWEdHMGpEmzRm0bJFImmQpSkKUAAM8aah1FXX6tfVVT3Oc5xO8k5z0lfUbTGmLVpe1QWq1QRQUUETY4442hrGMaAGta0ABrWgAAAYAXGZHFJkwiYRMIuwVaLCYn4xgcviRUcAq4D6BbNyiusUfueYmmJf4TZib7XG3WmeracSBmG/lO71p8hOfIsXeqw0FrmqWnEgbhv5Tu9HmJz5FHLrN8L9oc/OnFurjlpJ7Hp7YcydIv9IgZaTbwkTd5PX9mZTy1IeS7xRGOjHE9GpLlYLOjpsySZG3vCqCHmLpyz0MGu7No/VOb04MppmuYX8dja4O6yAcZxvwTjJ3Hytre2VNxov8AhxmRpBx14/nzqsTh51eOZ3HDirpniduvordQ668mOPGsqfpGrra41DPpae2ND61rzGn0yxS98XgXpKkm5g4hqSRdx7OejTLJqukVipKA3S9X615NNCa0v7dUvvNvZRl227MzCRnecDaGfES09GOuB2283S20poRTymTGBhp+j6VI7pY8BuV6nMrfnV16lLCtVDlRvuv/AFDan4/ViTaTcboHVqraCjEm8tIMHspGo2NOqVlhEs2rd25VQZneryCp379VJrAOWHlf0padPwaD0pIJaGMgSSdDtnO4cMjJLicAEgbPejJy2ntPV89W66Vw2ZTwHVnr8m4Dz7+EJuQ3IDrM9M/qr723efQPKfqKcBdzIToa11jQLBsq40TXcNb3tYsTQK9GVSv7FZ6rvWuZmHcRCKUlDJtpKLcLg2OUHJF0p9pa18lHKJye0lA51BS3NkbRI4iOOUvaCCXE7Je1+do4J34zvGFiq6e+2i7SSgSvgJOyN5bg9XHBHBevcmnOo/7QrsfSNS5GcVbp01Omhpu6obKuFV2lLPw3zuy0NmjmLIWOrs3XadYWMievSLthFuV4RlEwreVevBdSzgGzQOQvvJtyE2CobZ6qGsvcjSGiMtIHVtFpcAAd5G0XOwBhoyRQ0t51RVsNQx0dMDvzx8mcfFgdvBbYTKLg6/EwdXq8UygqxVoaLrdbg45IG8dDQMGxQi4eJYIF+agyjo5qmikQPQpCAH0Z81tb6lqNVX+a6VDi58khdk9OTklbltlEyhpGwMGABha3HX04scjOc/IzpV8dtcaV2Fd+OsJvBa7cl9hwteeSFDqEBZrrraqA6s8umT3NgpW6HH2V0qQ4iYyL0nYA8QAb3F6HHV2ltJcn9yrq+rpobk2PvI3PaJHljHOAa0nJ2nFrRjpC1lrC311fdoYoo3uhJ3kA4GSBvPYMlbOqkkX5e979PACoCH3AL4vgH0AABnkGr1Q2TlA9OXHMYmz8K2CyhItPc48LZWkXxynOor0BuYvOGltOnPu/nHxP5R7RW2Fry86Nh7dLKtkmM7b5GlSpbFTqJsZjGTbqvW40bO1+YbMnZXrIjhmsZsTxvfpdVz6D5Y9IUoqa+nilbG3aa97Q5jsDbGy5zSRkbnDcR25A0xG26aeuDyyJ7mlxwQDgjo3gHyhSeheNHODq78xNKc7+phx/V4V8JOHKhrPx/wCH1tkXEls/YtzUl4ieKe8RsvGQkywaWGxQEV8vOZaJhvfI6LaxrONEizuSJiIrxpXRVuj5POT+aOq1JXu2OcZgsibg7crnNJGImbTgGl2MEk5w0292qpoqWbVGoAY7bSs2tk7i933Mbc9L3bLd4HHqyRbhb7E7tdilJ16fxuJJ4u6UH17AZZQx/CUB79iE79gD6ADtmxqKjgt9HFQUwxBDG1jevDRjJ6yeJPSSSvGd4uc95uc1zqjmeeRzz43HOB2DgB0AAKmLrLaA3XzBsXTX43a81VdLppI/I8L5yUucPDOnlSotcCXo9NjpKySJOzZqRnTrHanCgGHxlRIHhAfH2yWWuaKGB7nOAdjd1lbO0RcKC32ueaaRjZg3vQSMnAJ3Dx4Vzm+tiW2va+5C3zWcBMWzZUDqDZslq6r1toq9m5+/tafMnpMNDtG4eYo7f2MGqRPCHzfF3+AZj4JGOrA55GzlRW11UE+omzVDgIjIMkncBniqt+iBxru/EbpxVeh7Ypc3rva2zt0bL2te6haGJ46zQgndROu661lmav6+1I7q+vWj9BMw9vKfAoAAKg97q7VDJZA1hBaAOCzWvLvT1tWyCne18TQBkHIPSd/lx5F0ub0funcHtBtG5JW7VV0jONnEvi6asa22bLwzhtQLdb5ChTviYQMmt2bv5WMuW+pRQAIHj86DOYO5UQHLltRFFbtkOG2ejp/ncs3FdqCi0hzUcjO6XjBaCNob+keIfCrZZNyLt+7cCPfzVjm7/wAI5G3HLiVpeZ/OSuf1lfDnFdSYRV3dWXndsTp28f8AR9y0xRtfbE3FvLdKevK7Vdkx1llYZzWWFYlX0++j2FUtVPllpxOxvoJqgIuxQKR6p4iGMJBLm7bQx1ILpc7IHQtlaM0xS3dj5a3aELW/ckA5PDiDuxnoVjG/71q3iPq2X3fytvlZ1vSabEx5bTLIkcglO3BVj4z1bXteUcPpyxTU1IILFjo5Ezl0ZIonUN5aaqpehtA6WfYjHe5VhDpWauujqemaeZDuJ6s9J8SrU4Mcy+cXPi2WDc8Nx31Bxx6eSMs7b62te1YC9zfIncMYxEWfiqYxexoKlIIOHKJ1Hcx8lOYmOVOLFqaXWbuVk7uspKSmi2SSZ+zGPiWd1DYrDZaDmy577jjgC0NB6z3pPkyCexWZC0XcrKA2QVVDxD28BRH0zBYJ4LVnNue7vASF4rR71t6rtVkg+6cghgtI4qjopGeE0hfORJRQeyZDHH7hQ75TC4hrjwC+okZIKepGa5gD7iY5UNcehcxDKeDSvmVRVRN4VUzpmD6DlEByhBHFcC1zfCGF5ItnDgeyKKio/cIURwATwVWse7wQSvYsweNw7rtlkg+6cghlS0jiquikZ4QIUKuphy+nen7wftHJenwFMs+wlth6+1xr6B2C1mntSkZy0STmTmCSjKuztZmnZmtGrsu4QKg+Q8LhEhz+NMp0z5S20bal/wBkzsAKc6N09Beagiq2hAGknGM9mMgjiR0KYlJQ2JO6h0xbtkwETCbJuOpteW7YkJV2EkxrkHdLJUYias0LCNJeSmJVCKiZh6s3QBy6XX8tMBOcTd8tauARTFsedgE4WF1DbW0VwkgpQ4wtcQM8cZ3ZxgfAvpOmdMwlOUxDB8QMHYctOCjpBHFe5Fm6cf2huqr/ALAgjlQ0nguTY3v8EEoszdNv7e3VS/2ZBDBaRxVXRyM8IEL1poLK/wBrTOf/AGICOUwuIa48AvpLGSBi+IrNwJQ+kEx7ZUNcehcxDKRkNOF8wpHIoBFCGIPiABAwCA/HKYwuGyQcEKHXIncnPim8sONWoOM/Fyn7C403glEcch9/3SAssiTXLWd2FJw9wQr7yG2NUmaEhV6BFlkgBxHvyHcPES/OADphmaanpHUrpJXYkGcDyeLrWxrPabFLZJaqulLaxodstBAzhuRuLTxO7iOCtr0JqX6sbwrZHzUTVKrPCLgKhO6MrMpCCzJgXuHhVRam8KzgPUPCBCCHZTuEF1Jcu46c0sH9JkGN33Lek+XgPKehZ3kq0T6oL/6b1jP/ACSieHb+Eko3sYOsN3Pfx3bLSMP3WP8AYfuZrPBJx0r16v3sIfEBypaRxCZC/QIcfgUR/wAWVEbzwBVC5o4kL9FM4fEoh/iyropG73AhA9p4ELwzhhVXn5Sg+vgN/FnYIZSMhpwuO2zrC/BKYPiAhnEscOIKqHA8F+AUxvgAj/BlGtc7wRlVJA4ryFNQvqJDAH3wzm6GVvhNIXEPaeBC8M68dC5KjP2gHqLBwO4WyNKoE78ncjuUKE5rjWp2LnypemUwGiSOzNnpGSMm4ZOIWHk0o2LXIciyUvKIOUvEDRYC7Q0NYWzP7uqG5ibwz0no+lRS/XAsHMRHviqWfZ09vUHmJT3nCLeFhWa3PQ8c9vGq/LcFby+wtQKyCATFIQkFvGoV3ruekSqAJRM4NCPyJNyJpsFFk5fquGaGidWUjQZens7cfz8xuNL6lqLc00ec58HPAdfm6P8ALB3UarUa3RYGOqtShWNfr8Qj7uwi45EEW6BPEJ1Dm7iZRdwuoYTqqqGOqqoYTnMYwiI6FnkllldJOS6UneSpPJNJUPM0ri57uJK7DnSutMImETCJhEwiYRMImETCJhEwiYRMImEUQeY3Iwug9dlTg1Uj7CuYPIyppHAigRSSKZAk7M4RN3KdOJK4IVAhgEqjpVPuUyZVADM2a2+mFT9k/o7MF3b1N8vT2eRZa0W/u6oy/wDo7N7u3qHl6ezyKtHg9x4kdy7EHZ1yQcO6PTZgJR25kPGuNuuRVCv2sadVfxC9QarqFdyBjCfxgJEjAPniJZPfbi2ipu5YMCd7cDH3LeGezqHn6FI71cG0dP3NDuneMbvuW8M/MPP0K+zNfqDJhEwi1N/bG/tZOi/w7dZfk/8AJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/wCrPydeVWEUps10vIKYRMImEXWLXUom3xox8mmIHJ4js3qXhB0yWEO3mImEBASG7AByD3KcA9fUAEKOaHDBU00Pru+6Bu4utmeCx2BLC7PNzMB8F4HAjeWPHfNJ3bi5rowylAvuv36c9BOn3ijVfeGVgrbp0zkmBid/C47NVEpBiqQvcROmJiF/v8tJYA5pa8B0Z4gjI8oXuHRvLbofWYZRTSChu0mBzFRgNc7qjl+1vydzQdh7uhimlpPqPXeotkoPbsSrsOLRIVNrYmCjWOtzYpA7FI+A5E4yeKBSgAHP7s47iJlFVRHsEXrtNQTHnKM82/qO9vk6R8I7Atg1mnoJTt0h5t3Ud7fpHwjsWPt3c7dv7YfLQ1FcSGt6kscW7WMrjpX6qZUph8BTylgakSfEUWAR/sdl5CQFN4Dit2A43VBYKSlAdMBLP1kbh4m/OcnxLnDardbIHVVe5myxpc57yGsaBxJydkAdJd8CjKjq7Yk6dSReslQXdGFVVzNSCYPVzm9TKLlVVWe+YP0+YUDZIGwuAw0ANWvbpy7cmNplNM2uNQ9u48xE+Ro8T9kRuHa1zgvtLpG7GHsIRJA/vjPzCAf+qNzm/wB7K807sWFf6JDk4a3LTXuPUIBn4XgfCufYaDmFBKMpOxrUvxMDFBy+P2+4ArhHlAfv+vb7+chCekqL3T0UdgiaRZrZWTv6OefHCPH3hnOOzdns6Mlwmm6dEiVV0g4m3Bew+KSUD3YDB/es25UUTEH+9V83/wA5zETR2rTupPRB8oF9a6ChkittId2Kdv2QjtleXPB7Y+b+nIxGMVHNzeUyYMmqCZjmBJs3QRSSTKJjGEpEykKQhQ7j6egZ2YAWo5LnfLtVt56pqqiuleGguke97nOOAMlxJJJx41DG1zbu/wBoTQh48hUTrmZQzJs3SSWWIJvVy5MUpO6qwE8ZxOPhSIHbv2KJhtXHbduX0N0Ppyh5LNFuqdQVTjUNjE1XNI9zmsIH2uMEnvWE7DQ0bUrznBLmtEqaDUE6ZApxwqFXfOFReSS5O/lndHIQnlo+IAN5CCaYFKIgAmEBN2DxdguGN2W46V4i5UdfS8oWp3XZrDFbYmc1TsPhCMEnafjdtvc4udjIaCGZcGgnu2clrhMImETCLlYRgMnJtWIfFdQpP4xAP/a5zY3adhd9PFz0zYx0lUZbj9oe4y6H3rvDj7NcSN83Wy6K23sjUU9O1mx035MlpTW10mqU/mGTRZM71rHybyEOqiRUAOUhwA3qA5Io7Owxh7nYyAVuGi5OqeWmjllkG09jTjHDIzjipIcCesnw16iG74/jTWarsbjzu2ypShqFCbd+QV6teZCIZOZJ7WIi0Vx88cMbeEYyXcJM37Bqk5KiZJBdVyZNA8f1Q+LTVmmvckc89NA3ac2FrXPA6w1z2Ajr77dxO7JHJ3JVPXVDaa3TQtlecAyFzRntw15+BXiF4w2IhzEd2SGQMURAQQbvnPb/ABqJtBH+IM8h3P0XGmaKofT09ouD3NOO/fDH8DTJ8amFJ6GTUEzA+oudEzPtGSv+MRr3/pYpL/37WP8A8SnH/n5mK/8AGJaP/Q6n/wCSz+Er7/wvXP8A9Xg/uH/xF5J8W59wYSt7PGKG+4Zg7J6/+Cqp2zLW30WFpuUnNRWOtLvwZo3f9rVaVHoZrtA3a9NqXyxSD/uK4UnHCwvGqL6HtdRlmLjzPd3rV48WZr+UodFTyXLNm8RUBNZMxDeER8JiiA+oCGZar9FPpS1zcxd7Td4ZRxAbA4jyOmjWP/8ADXqmZu3RXC2yN7TM34onrjHHHXYKPfy1IB3/AOo8kuXv/B70xbZdU3oreS6f7a26Qfl07D+7mkWNqPQ48ocP2t1vl/ImcPlxMXBudGbOb9xCvEclD9k2loc/8RDvk1R/9VySUnokOR6q3OuronnokpqofCIXN/xLBVPITyoU+8W5sjetk9OfgMod8C4Bxq7YbXv5tPnDdv8A3nZmefxe6CuA5JqTll5K6z7TfrcPzkoi/e7CwFTyWcotL9ts9cfyIzJ+72lxKlJuaXcFajZ0+3x8cDKl/wDXmgenpmbi5ROT+cZhvtneOytpj8UixMmh9aRHEtnujT20s4//ACa5CEoFnlZFuxVrU6VNwYEzirDSAJ+E4+EQN423h7CA/Tl/T6z0dUSiKG7Wx0h4AVUBPmD8qkGjtUulAkttwa3PE08wA8uwqhOOrDix1KNr8w6fr7j7edQX/hRtyH1zcLjXHEUj9Vk8/s+0IBGYYQUA0Xjk0Pf9VuVVRdtivDlcEAFSmKYQm1x1BRaZpYqq619LFRSjIM8rGNIwD3rnuGRhw4HG8da2fHb9ZWaGJtA2e4McO+i5qSUs3DcdkF44kAZxu4dCoy9oR1XsLXfUAdTFqj7ChS7xpnTbrVL+cSfiVeuU+ixFEsEem9eEDzpBpd69IuXafiFUoviKnAAXIY2VsV4tV6oRV2mop6mnyQXQyMkZnjjLCRwPDKnVkgqqe2RsrYJKep74uY9joyCXE+C4Agb927HQqOmzZy9ct2bNuu7eO10mzVq2SUXcuXK6hUkG7dBIp1Vl1lTgUhCgJjGEAABEczKyq2YOQDCSrlb0TSbKp5l7o2kNTVK9nFUF1yW+ua/r8RYUXDkBEzlw3l2apDqiPiVOUTj6jlyzwVaPwXFbPlYgLfL0mp2xStTpmNhrEDPpPiRjtZqqhLxTWQSXBwkkdLy1U3AGAREO4Dmho+UHQc9xltUN4tvpjFK6N0RqImyB7HFrm7DnB2QQQQAcFedbloLWNv2qia114oskiQQSOYW9DtprS3BG8EngvUICAiAgICAiAgIdhAQ+ICHxAQHJcCHAOactKh5BacHcQvzComETCJhEwilXxqq6aqs1b3CYGM2MEJGiIdwTVUTTcyKod/goCKiJCiH7E5w+nPFPoutYzQw2/QtK4hkw7rqAPumtc6OBp/B22yvIP3TGHoXrD0M+l4pZa3WFQ0F0R7mh7HFofM7x7JjaCOhzx0qXGeGl68TCJhEwiYRMImEXWZy3QcB3I9dAd0AdwZNQBZ0PcO4eIgGKREBD4CoYgD9HfM3a9PXS7YdTR4g9u7vW+Q8XfqgrMW6xXK6d9TsxD7d25vkPE/qgrFMttSVc+JOJaoRyQ9wBZXs7dfeMHjKVun3+4JD9vu5PrfoOghw+4PdM/wBqO9b8HfHx5HiU2odFUUOHVz3Sv6h3rfg74+ceJY3eyD6SWFw/dru1h9PMXUMoJQ+PhIBhECED6CgAAGTOlpKWij5mkjZHH1NAHlPWe071LqelpqSPmqVjY4+pox5+s9p3r48uF3phEwij5s24yYyTytM1BaMWxESPDpCJV3p10E1zJnU9BI2KRUC+AO3jEB8QiAgARS9XCbnnUcZ2YgBnHE5GfNv4dK2bpGxUncjLtONuocSW54MAJGQOl2RnJ4bsYOSav+rBvK9cc+nRd7PrGRfQFu2tsWoaPWtcOqo2mavWbZEWyxWd7GvkRBWOcTEPTVYj3gglVSJJGMkYioJnL6c9C5p23XG8yXCra18lPEXtBAPfbTWg47NrI7QF5+9FFqK4W+zx26kc5kdRKGOIJHe4c4jy7OD2ErRTz3wvBS2/vZ/t5XvanGXkNpG6yT6dr3Hexa2l9ZP5FZZ4vAQe1UL6EvSmzhYxhbwUdLUP35k3ARBNWQdeHwk8JQ8keii09bnWqnvbWtbWuLmuI3F2yGkE9ZGcE9WOpetPQv6huLLrUWRznOomhrmg8G7RcCB1A4yB15U/+VPN7iXwRLrEeVFku1d/Rda2t5TBqNIkrgVyhTFq+hOi9Fgsj7kZI9maeWBu/meI3b7Ec8/8mvIjdOUCikr6d8bKeNzQS52N7gSMDBzw3rf/ACl8t9r5P66O31DJH1EjXEBrQRhpAOTkY47lGqudb7pHW+eja433rfqerLOkmSE/eNQXWLrDNw4UKk3GWk4xpNKRjQypwA7lZIrZAvc6qiaZTHDYlx9CtfIaZ0tHJFLKBkNDsE+LIA+Fa7t3oqrHNUtirI5Y4nHBcW5A8eCT8CtSNWUCD7+i+aylfUhPqlZTUO4RlI+UgDx/yq2lYl4zUVayTJ9HdlkFUjmTWTMUxREDAI+djoe5x6h9IJmObVc5sYO7BzjB6t/FeifVxbJNPeqCF7XUvN7eRvyMZ3Y47lGvjTyS0jzJ04+3px7lLHMUCNvMxrt47s1cd1h+WzQUPXZ2RQTj3iiqqjUjC0NBKqA+ExjGD9iOZzlG5L7tydzx0105syPjDwWO2hglw44G/LTu8SwfJzyo2nlEgkqbXzgjjkLCHt2TkBp4ZO7Dhv8AGsw5qlbWTCJhEwiYRMIvpbNHDw/lt0jKnH6CgI/8Gd0MEtQ7YiBJXTNPFA3alcA1ebtg6Ym8DlIyRvuGDtnKelnpjiZpaVxgqoakbULgQvjy3VwmETCJhEwiYRMIvpZrC2dN1w+KSpD/AMQ53U8hhmbKOLXArpqIxNA6I8HNIUkONPIen8R+VN6ntrTcdUePXONnrJyntGbdoxlQ1ry61bTmurAquwpt0ZKNrcZvvTVbrDatP3aiLU87UnMcop71JRqKv0/5B9ZUOodIxWsPb3fSgjZzvLCc5A7CSD1bl8v+XnRldp7V810LHdwVRB2sbg8DGD4wAR171reKezx8yettyN5odRnfFxLw2pO/7rcLRxQqWwKPISuyLtU40G9a0pI7Epfv0FJa3ohtdQMYgq6cgpOPDgZ0lGg2Mio43otFq2Po9bs3Z0guB27+CXNjWUi25Ncc90zMRxB1VXHKMgny9ieQQTVt1tHaJsJUkW1wgnO0oq0OLBL+EiVNhTi5nCRxWi5CdNRUQUkD6mpc1lPG0uc4nAAHEld1PTz1c7KamaX1Ejg1rQMkk8AFkqrUuR1NqDWepZ6eY2m5VqKlJvZlni01EYqzbd2DZJrY+37JEoLAC6ETYNn22WeNSKd1SN1iAcRMAiPy75c9Xw6r1dPU0pzTB2G/ktGyPgAz2r6ichekJtKaRgp6kYqXM2nflOO07yZJwvDNILeCYRMImETCJhEwiYRMImETCLlGk3MsCAmxlpNmmHwTbPnSCYf+AkqUv+9nfHU1MQxFI9o7HEfEVZzW+gqXbVRBE93W5jSfOQvqNabMf7KwzY/eCUfAH8QLgGdhrq08ZpffO+ldIs9pbwpaf+7Z9C9ra32hocDoz8qIlHuBV3izpP0+6i5MskIfwlyrLhXMOWyvz2kn4DkLhLY7PM3ZfTQ47Ghp87cH4Vlqq7XSXErOzgm3UHsCcogmYEDj8OztAniFEwj+zIHg+6UoB3HPUN9DvsdbgH2w4eUdHjG7xKFXnRj4wZ7RlzemMnePyT0+I7+08Fnuv2JJIQcMnLV+yWKKaxU1EnTVdFQolUSUAoqJKJqEEQMUe4CA9hycWW9zW6obVUcm4HOWn6FrC92OOugfRXCLBc0gte3iDuIII4FQOn+n3W5G+SMDV9t2ik8L79Pttlba4pwT14whJ7ZEIqmMbH1t428Bq/r2xHU94k2SKiZklGKCaBRArJSL9QUfLrSNsfOVUIfqONmwyU4Pekb3O6S8cB0HJJ6Q7513j0EDp9avobPdaij5E66oFXW2eNzmtfVRkFkcLm7o6WXO1KwOBaY2NjBHNOpp5rrsGrCNgICNYQNagWDSIgoKIaIR8TERMegRqwjo5g1Ik2aM2jZIpE0yFKUhSgABnm3UOoa2/Vr6qqe5znOJ3nJOekr39pjTFq0vaoLVaoIoKKCJscccbQ1jGNADWtaAA1rQAAAMALjcjikyYRMImETCLK2p2gKy8i9EO4NGJUSj/eqO1iiA/wAPltjB/AI5Atf1Gxb4aYcZJSfIwfS4KE63n2KGKnH3cmfI0fS4LPhDmIPiIIlH72atimlgftxOLXDqWsHNa4YcMhfcEq+AvgBc/h/hHM6NV31sXMiofsY6yrXuClLtrYGV8Z1VFB8RzCYfj3Ecws9VUVL+cneXPPWVctjYwYaAAvoRkHbcOySxyh9wBHMlRagu9vbs0kz2N7CV0yUlPLvkaCV4LPHLj+2qmP8AwiOdFbeblcDmrlc/xlco6eGH7W0BfNmMXevcVdUhfCU4gA/QGXkdwq4mc3G9wZ1LrMUbjkjevUIiI9+/r93LUvcXbRPfLngAY6F9iMi8QL4U1zlD7gCP/nczVHqO80LObpp3tZ2Eq2ko6aU5e0EqHfJm5O3b+IqSbk4oNkPliSKBx7KOXAqoMUlA+63bkOft8BBYB+jPcPoU7BU1Vvr9eXUmSqml7lgLvuY2Br5nN7HvLG54jmnDgTnyD6JPUeK6j0fRnZp4o+6JgOl79pkTT+Q0Od/aA9G6Keevl5bX3JSL1BMUklzkIIdhKBh7CH3M5bRxhdrZpGjAO5elJ24RUFVNUxVB9fEA9h/3u2UBI3riJHtO0DvXku9cuTAdZU6hg+AmERypJPFVdI95y4717DST0yQIi4OKQfAniHt/F3xtOxjoVTNIW7JO5fDlF1plFRe1BMVVkkw9ROcpe38I5UDJwuTRlwHatbDrs76ia91NOmzS5aiW7btM4c0FbmBsDW9EapPZqdaMLe+2fc4J0VXxIxkWGvuOrJ1LSCpDpxsK4VdeE4JCQZhbY9ik6iV6I0bScxY87g6Q4yfMPhJWX+Fup5zrxW+b6nHUE2RU75pjU2yp+iaQ4Ba+kZEKHraVi0ouYBXbTFcrZV2ylWD1m6OAis7tglKL1wjGtiRBlZMKKIiId8elctQ3IadoT3GzEr+Lsfz/AJfCthV9Mmk1I6JZNWkVCRjdpFQ8LFtUI+KiYtgim0YRsbHNE0WjFgxaJESRRSIRNNMoFKUAAACKySvmdlx4rQ9ZX1FxqduZxJcVW1uqz9WLf/LlfibwXoafEjRVJrSc3sHnlujTS9uhbbJA1iFZGE1E3uUFJ0ud91dTpGLZqm1UePnDR27K8as0PGfPUdNSsgEsuHPPRlbW09ZbJT2xtZWbMtQ77gHh48b+3szwyo7Jb06kXBfqp8Zen1y/5G685v6x5YUUllr9yjdNVHUt6oqUirfohnIkaUuMjjIqxdioh1HZHziZauIlU5kTt1yiCVzPSU0tO6RjdlwCy91sForrTJVU8XNSsbkbyeG/G/8Ay3qSXWO5dX7p9cHnu59QSULE7dt266JqqhPpyCjLMzaDINLJcbK8PBS6Lhg8S+pelOm3jUTMVFR0mIdjiQcxtso45pDzgy0KG6M09S19W81bdqFgO7hv4DePGurR2q+vXyo09RNi1Dkrx04Q299qyqzVQ0O51NVrxsTYU0nVGK/1QbzuFopdiresLTsCYKo+GChI5RhAt3qTJ2mK7dcQyIZQRy81s5cpg2n0tTVxoDFtyk8STgdgwejhkr29Fjm3uHqT8Vrjcd5wcCXbOotrjrKZuVWhUK9E36Pd1uHsUbMPYNj4YiMs7M79ZB8mwTQZGTBuomikKhihY3Kijje0xbgehRfWem6WlnjfQjZbIOHVv+JdWsnMLlhzL5abb4WdL6c1hqSkcYxSjuUPObZlVa7GYV+5qvn0QWi6lpMi2kK1NyCcvEyDVNR+2XJKLRjxVFRo0bJuH3fDRU9LCJaneTwH8/z82Vt+nLTZbc2uvA2pXDIZnHn6fo8fDoWteQPUT4m9TfVHAfmRuWqc2dM8jtdOLfRt61nTdf1hP6+kFWd8CLTlW9Kh4yLbCNk1+5Zv2D9xJADJ81dtnaYlUaG5zwUk9KZogGlvau66WuwXOySXChY2OSPqOc8N289RzuwsBe0kT8vZpLpo8MabTpTaU9tPek1smS1VBvUo+Yu7plIVPWevK3HvFk1m7F1bD3KxsU3SxBSaiAqG7kA/bnaYwyJz1daEpG0tvlndgDhnsG8/MpDdQxfr3af4+7T5zuuaXFyit9SNYu33TiNp3S1Pm63Tqa/nouFWiYXZezqJZJu/zFeSlkhkSOVmjdRNBwdgsJgRTU7WCinkMezl3WshTjTtzq3U3Nc5N0uJO/yA7lY7wU3POcy+GPGjlFeYaDpNk2nQpOZvjZh44ysspWnWiy02xWBkWRcrmiK9Lr1VWTRTWXUBq1cFIKpwJ4xwtZRhlVzcfD6VrPUeno4L33HSAlhcMDp3jOPhwoF6i5AdQXqu3bbLnpu7A1zw34P6YubrWKXLW/avjNtbO3temDdu6lf0PqJbWjitxlYbx7xq6AqxGT1s0et1VHYuVzsGWUZR09LGDKNqQ9HUpzS6ctFjpWur4+eqnAZGcAebef53dJ4HQXJ7njxz6o7LpTdQjYmuuSo7a1fI7K0RyEp9FgNdT4tWVQtt2jSz0NVYmAiQjZFlr6ci3LVy0XfN5ZsidN8u1P3UpV0dPJTmaIbJHQuGoNOWuqtLq+ij5uRgyRxB4deevPzLnetLzf31wRqPEKpcX1GZ918kdw2SDQjPqLgr9NzVTqjWswy9egICeaPmfy7YbXsWKTZH8vzFVkBTIIlFQMt7ZRRSNc+UZAWH0Xpuhq4ZZ65m0xu4byN/Xu6gF9nLOk9eCM0vuTlvX+WHF/jqvpzXVw3VI8LaBq6obFawVBo0E+t1grE5u3YFJsyt02TGVKMWK7BskhCPZJI5WKqCR0zhdxMoDJzIbk9ZUiooNLyVRtzItuThtEneewA7h8Kk90yuUNv588KNLcj9h1eFrGxLDN3ClXNKstXDGtTsxSLG6gxs8DHunDtaPbTbIiKi7cFVE0XwLkSEEikKXFXGlZDUBrPBKgerrFT2+6Nipftb8EDqz0Lp/CbkhyJ5c9ZfnTxGYW6GjOHHEegN49aNaVKDGyfoqNXOuKfJx7q1+5jMKKL2z6rliJHWBNIrEiYkMBBAeF3fDbLQKkN2pzw37uvzcOH/ANNj2jQFNdKGCkcXRTuw6R+/IbvOGt4bRGAM7hvJzjBkB1H+c/Irjp1Lek505eHtgrlMjeQtlTs3IdtI0yvXCXface7DhotR5FOZ5k9XhX7arUS7uFHSPgUXX8BjGDyQEI3aLPTV9rqbrcwXzkHZOSMEA9XRvaAOjC2sxsNi7nslmaIqKIAYG8nJ3kk7y4nJceJJyVa71GeRz3h7wS5dcmYRyyZ2jUGkLxPUJxJN0HkcTZT2NPAazB+ycgZB8zUv8xGkVQOAgsQwk/ZZE9PWmK43gQPGYQ/f4hx+BSW5Vj6ah5xu5+zu8fQsI9F7d/JLlT04uOHIzlfYoyybi3S2u1xduIeqwdPYNah+iDZ4OhIIQ9fZsY/s+qMM0fir4PGcXnqI9gzI6jtNFBeW0lG3Zi3DGSd+N/FW1rrZ5KEzTnL9+9UScJOpp1luppyc6hOp+IU9oWraL11uWTreseR22KBFu6voDVxbzsdjWGkLX69EGmN07lu9Yho1ViSUVVhmDdm8WfEAXLMQmtRZLBaaOKWrZ34aMjPhHAzxO4Z6lgYq+5Vk72Qu3Z3buA+crk2XNPrD9NPqy8OeEfODkrrPnbo7m3OVeCrlnhNRUjWNmqv1a3JxQFJpgjSapVX8FK0uznavXjN4rORLqEOYrczdyYxmqps9kutpfVUkYjc1hIwSeAzjeTxSGur6OtbFM7aBIHnV6XVf6l2selZxiebwuECrsLY1vnia/wBD6fYvhYSOyNivWiztNJ27SbvHUXUq4yRF3KvSIKmITymyRTOnbYh4Jp3TBuda4Sbqdh3ns+lSG53buWAbO+R3AKs+n6D9pw3TrlnyQm+evHDjXtGZhi3in8E2nGyizlHjUXbb5Tjta7H2ZY4OeuNcnHyBitHge+Tqkcqft78moU505oBpWGoFuEW07ONraOc9e4j5vEsDm7vi7qL8DjjC6f0HOqtzk6qHK3mNN7rQquvePehdcazhW2mK9TYVurV92XZwnFvDfV04ZqXCSjEnOsbW4TZO3axkSyKJDmN7uQRsNW2O10FtbJAzE5dxyd4wejh0joVzZbhV1FWWyOzGBw7f5ypldSfkN1YJPkdpbhP0xNEuqb+iLFEn9t8/Nr6vmLNo3TrRYs08LX4OTk4KXojiyRkPAmcuzPWkuDlw/ZRzVsDpRQ6dlpaz2k0Tq6vIc7O5gO89p358XDgSu+711Zz4p6fIbje7G5Vb8quUHWd6M/KHgew5Lc49b9QfRvL/AGufW9hoTnjtr3UNrhVGFh19D2g9adUiGYzZJBOP2IirDuQkl2QvEPLdRvgMQFJY+y2a50cnNw808NOCCT147OjesO2vrqSdu0/baTvGFt7WqerVFgrRdbnNx9aplJgZm2W2xyy4NYqArVdj3MtOTUk5N3KgwjIxmqsqcfsUyCOafpbU+puvcsQz32FNpaxsVHzzuOF/J76qXPWydRbmXsnfz08gy1+3XCi6Qqr4wlNU9QVh28TrDZZt41CtZmxLOnE1KEAxylk5JchDCkRMC+grfRR2+kZSxjc0b+09JWu6iZ1RM6V3ElRj4t8j9j8ReQep+SGppAGF61Lbo+zxaap1SMJlkn5jOfqs0CBiKrV+3V526i5BMolMozdqFKJTCAhcTRMnidDIMscMFdbHuY4Pb4QK/rf8auROuOXXH3U/JfUj0XlE27UmNmjkFFUln0DJCZVjZKjMih3RJP06yM3cW/KURIV20U8ImL4RHz3qa0Ptde9mO8zuPYti2qtbVU4P3QCzXkYWVTCJhEwiYRMImETCJhEwiYRMImETCJhFrz807TK7U5Rz9djzmdEgX8LrattBOPhK6QMkk+S7B3KB3FnkXPce3fw+EB7+EM2LZImUlqbI7dtAvcfi/wAICn9mibS2xsjt20C8/N/hAV7esNfQmq6DV6DX0SJx1bim7HzSpgmd+97ebJSrgA9Bdysgoq4VH+/UHt2AAAIFVVD6uofUSeE458Q6B5BuUHqah9VO6eTwnHPiHQPINy77luuhMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f//WlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMIsc7g2xQtC6n2ZvDak4as6x0/Qbds7YdjJFy82eBpNFgX9mtEwWGr7CUnZY0bCRi6wNmTZw6W8HgSTOcSlEipKhPag+h7YJmIgY3met8ozcmwiGHv3HnlBFMffZJ0kya++SknphpGxrXz1y+Y4cKpIIk7nUOUgCIEV/eEVKnIL2h/pBcXN0bE4+bt5Ymq22dUWFaqX2tx+kOQ1xbQViaoN13kUNjpWqbDWJB0x94KmuDV4uCK5TpHEqhDkKRWT8VuU+i+auhaJya413RTYWlNl/VR9RdwVrVsp6kv9RtysWv7H4q7eIOt2iO+T7ZVX7UPemSPnAh5qfjROmoYixrzd6g3ETpza2rW2uYu20dSUW43Rtr6syRaje71ITFrdQszYSMGtc1zWLbY/dkYiAcqrOzNCs0DAmRRUqiyJFCLq3BXqd8IOpRFbGmOGG60tvNNSyFbjdhJqUXZNAkK65t7aYdVo60TsuoU+TeMphKvvgRcN0VkBO0VIJwOQQAinvhF07Yl+qmqdf3raN8kxhKNranWe/XOZKxkJM0RVKdCPrFYpMsbENX0rICwh45ZUEGqCzhXweBMhziBRIoGcGerj0/8AqSWW+1DhpvNztuw6ygomyXZgvqzcOvgh4acfuIuLdld7MoNOZyIuXzU5PLaqLqk8PcxSlEBEizTzD56cQeAlAa7L5d73pWlqzKLOmteQnVZCUtdueMk0lXrKl0StMZq7XByxTXTM4LGx7kGxVCGWEhTAIkVLEN7W30X5WypwLzbW5K9GqOvdxuUzoO/KVpNMTgUHijeDazVtBr2Hv6RYqgAepO/phFf1oDkXorlTrCC3Pxz2tSdyausnmkirnQ5trNxRnbcEhexL8ETA7hZ6MMsUruPepN3zNQfAskmf0wirp5ZdeTpX8Hd52rjdyd5LvNc7lpTOtyFlqSWk9/3JOOaW6uxlrr6oWGiaus1Zee/QMw3XEqDxQyXmeBQCqFMQCKPsZ7UX0M5R82j0+bJmijtUqKbiT47cqI9iQ5x7FFy+c6SI1ZpCI+qipiJl+JjAHrhFc9ojkJo3lBreH2/x32xQ9z6ynTrIRt013ZI2zQZ3rUEhfRTtxHLrGjJuNFYpXTF0VF41ObwrJEN6YRZiwi8TnImQ6ihyppplMc5zmApCEKHiMc5jdilKUodxEfQAwio+1z7R90ads7fpOiqFzDbzeyNi7CgdW02NU0pyFiYSZutosDarwEcS5zOqI+ms2MnNvEkk5Bw/SjwKoChlwS+fhFeHhFS5yM9oT6R/E7dmwuO2++Ur2kbf1ZMIwF6qieiORdoJCyy8axl0mpZ+o6nna3JgaPkkVPG0drph4/CJvEBgAiwp9dNdDD92fIfyauV39CGEWRtm+0hdG7TsxXoDYnLR9AStq1zrPbEE1Lx+5LywPaFuGiQGy9eTgrwun5Bu2NPUuzsXgtVTkeNBW8lwkkuQ6ZSLHP1010MP3Z8h/Jq5Xf0IYRSY4l9dnpbc5NvttD8YeSbvY+1Hlas1vb1lXSu/KYRSvU+ONLWF/wDLd81hWYAgsGBROCRnQLK/YpkOb0wijP8AXTXQw/dnyH8mrld/QhhF7EfalehouqkglzOkDKrKESTL+lr5Wl8SihgIQvc2kQKHcwh6iIAGEVhfOzqh8H+mo01k+5obkcaibbicW5rrtRDW+1Nh/Ly9FTra1pIYmsaTclIn5NTtseIC9BuC/n/rQn8CngIq8Q9qa6GAiADzQfgAiAdx41cr+wffHto8R7B94Bwis24fdRrg9z7i5eU4g8k9c7sUrzdF7Yq9Bu5KEvVdYOVSoNpOwa6uEbXb7BxbpwbyknTqNRbqKgJCnE4CAEWSeUPLvjPwr1i73Hyo3RSNJa6auSsEZ24yJ0nEzKnRVcEg6rX49B/ZbjYFGyCipI+KZvXp0kznBISEMIEVGDb2tfouL2wlcPuHbzSIO792+rxzoHYv1JkSE/gB+dq3jnF3Bn2+d2+RhWAv/S+/phFsC6P3rp3krq+qbq0HsipbZ1VeGJpCr3mlSzeYg5RFFZRq8Q85EfNZScY+QUbPGbgiTtk6SOgukmqQ5CkUAuPvWw6afKXlCvwz0byGdXPkc2ldgQq+v1NPbxrSRJLVzaYd3hv9V1r1vCUowQzeAdmA4SIkc+V2QMoJiAYisD3dujW/HPUGyd8bhsBqpqzUdNnb/sCykiJufPBVOtMVZKalCwlbjpeflRZskDH8hm1cOFO3YhDGEAEiiVwR6pvBjqXfoqfpLd0ONvfoK/UP+iV5+tdr68+p79Ef6sPqO8H6J9Hpvyx8rfUHK9/cfefd/dv17y/MS8ZF3jmd1DOGXT4pUfe+X2/KbpyKnDOk6xESfypPXe4LMQT99JT9fVOOnbvZk2Jl0iuVmbBVu0FZP3hRIDlESKnCte1sdF+fsyMA/wBu7gqMes5BuFwsuhb8espgY4EK5WJW2lisyTYe/cRGN8RS+pgDCLYF0hvfTPJTWlc3HoLZ1L29q62tzuK/d6FPMbDAvhRP5TtmZ0xVUFlKxrgBRds3BUnbNcpkl001CmIBF0HlbzG4x8HtVPd1crdyVDS+uGjokahM2dw7Wfzswqis5SgKlWIZpKWq52JZq3VWLHxTJ48FFJRTy/LTOYpFRvC+1s9F6Vs5YB5t3cNdjDuvdguk1oPYClYBPxgUHhkIJlNW4rUQHv6xXmgHxIHwwiv80LyE0hyj1hXt0cd9pUvcOrbSmqaEutFmms3DuF2xgI+jXRkDe8RU3GLG8p4wdpoPWawCmukmcBKBFA3iP1sOmnzp3m9428XeQzrZG5Y+Cs1ld1JbT28aWmlDU90zZWF39UN91vWKyoLBy/SKCZXgqq+LumU4AIgRZx5x9SThX036nSrpzL3fGagh9iz72t0hv9TF4vNisklFsPlKXUjalrms220KREM2OiDyQMzKwaKumySqxFXLcihF3vh3zT47c9tPIb94uW2w33UT6fmK1E3Ob1ns7WTKek4BRJvMqVxntKn0yVsMTHPlDNFJBkguw99QXbAsK7ddNMira5Z+0d9I7h5epnV985Kl2FsetP3EXZ6loyn2La31OSLRUzd7GzFtg2ievW8vHOkzoumBZg79osmZNdFM4dsIss8Duud00uozbw1lxy36l+i8q0dv2eodmVme1rfZpkxbqPHq1Va2NojB3RZkyQVcOG8M/fumzZE6yySaRRPhFbrhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P8A1Z+TryqwilNmul5BTCJhEwiYRMIsfT2sKdYFzu3McLN2oImVcxioszrGH1EyqQFO1OoYfUTin4xH4iOcDG0+NbW0xy0coGlaZtDR1YqKBgw2OobzoaOgNcSJA0cA0P2R0NC5GtUOs1QRViY8PezFEpn7o4uXolH0EpFT/NQIYPiCZSAb6e+VaxreHFYnWHKdrLXAEN8qj3ADkQRgRxZ6CWje8joMjnkdGF3DOS1+mETCJhFwFrSVXq9kRQ7isrAy6aQF+yFQ8e4KQA+nuJhAMo7wT4lKdDzw02tbRUVGO547pSudngGidhJPYBvUXtIrtEboJHPlgq5iHqDET9u/vfmtVjAkI/BQzNFUPT18PcPpy3i8LyL2n6JGmr6jk6ElHt8xDXwvmA4c1sysG1+CJXxHqzg9AxMDLleA0wiYRMIvsYRz+VdJMYxk6kHiw9kmrNBRwuoP0+FJIpziAfSPbsAfHLC53W2WWifcbvUQ0tBGMukle1jG+NziBk9A4ngFe2+3V91qm0NsglqKx571kbXPcfE1oJ8Z4DpUrtR6Algm42Yt7gsaikqRVOHanTXfKj3KIA7ck8bZoQfTuUgqHEPT5g+ueZ9Q+iesbrxHYdCRGrnfIGuqpAWQt34JijOJJT1F4jYDggSDcvSGjPQ/XdrRedYSCmhaNoU8ZDpXdI5x4yyMdYaXuI3EsK1uOhvs3W+putb19VL3smg6zayPIrdkfCOr5cq/UG0ioy5cbdOszjXNjko9N84boCUxyJmOcpRAR9B756D5QYtS3bQFG+xFzrxJBE4kDedqNpdwG7JPAAfMthWZtBR3J8U4ApGEtAJ4AHAG/qAXUusFYNI8n+vR0gYXhlYaHs3kZV9ka2neQd50rKQtrSjarTdw1S7V9W72OoLPWDuW15r6uWWSkE11lHbWEVblWAqJkCD16SZe7TyZVp1mTzjaaXc/pBjIxv8AbEgDtXZXmmnvUfpdwL28PGPiWwv1ZOo7Velpx0r3JW1amnNxxVp3XWtNo1ev2lhUXrN7ZadsK4pTiknIw82gq2ao0BRAyAIlMYzkpgOAEEDeGuTzkdp+VjU9fE2dtLDGx8gcWF4JD2t2cBzeO3nOejt3bOu+oXWGiicWF7iQMZx0E54HqXdOoVzbr/T64ZWzmVY9bS+y4Sqra1RVokPYmdck3Y7Is8DWmxiTb2LlWqQRSs6VU/dubzSpiUPCIgIWGhuQwar1rLpeWcQMj5zMhYXDvAT4O0OOMcd2V23PU/cNtbXBu0TjdnHHt3qmvrndRjZzTpdV9vqziXyIeVPnJxD1huOY5G6/cWRShcXo++zGubOWnbOuNdqB4tNzYIeWNECZaRiyPSvPD5ZiKimb07yK8jNj0vqipqaieCWtoap8bI3NbtP2dpokDS4kDpG44ON+QoTqTUdVXULGMa5sUrASRwGcbs//AEWBenv1odl8cellU3Ny6X/KJPU3DbifrWbT39OLTVL1ZvGPd7a1fp1stre0TurfqceruP0TvloqbeQfGNFxLxQO5EzqEkfKTyC6c13qM1zqyKG4VMrtpoaHOB2XOyRtg/c4O7ifIrOzaprLXR80I3OiY0YOcDiN3DtWwNB89dZTHTQDqcqVmRZa3Jxll+RK9ANNMlpor6Frz5841klYQZpR6s6tbWBoJJ2LciRnRinFModyh5Lk9D7VN5ShosPzB3QGc7snGxx5zZzw2O+2c9melT4asYbN6ZY77Yzs56erPj3cFHPpDdXnWfV5h97O6Lp6xaWnNDSevG03XbJcYu4OJuK2O2tx4eaYOY2EggQRbvKU8QWTFNQSmFMRMHjABzfKx6G9uh46Se3z90w1DnNJDCzZLdnce+dnIdu4cCrWw6xNzMjZW7DmAHjnOc9g6l3viP1MqtzB57czOEFF0xYIljwucTMJdd3u7fGyEBYbjDXRnRj1djVW0Gg8jHDiWbTQlVVfK9iwygeDuoHl8NSehxZYdH2/UD6prq2t2PsOwQWh7C7JftHOO9GNkeF2b+VHrA1VwlpAwiOPPfZ44OOGPH09Crg2R7RdOy+49+664IdMjkDz115xikpKO3Fuui2yWrdciywjuVYSMvExNZ05tlRWuvF4J+pFunrti4kmrJZdNqCRDnJtfTnoTrE2zwT6irmQXCdgIZsB2MgEAkvZvGRkAYB3ZWBrNeVRqHNo4i6JpxnOM/AfIrhumf1AdKdTTjxCcltJxs/WGra1ylA2Br+2CzUsev8AYEEziJSRgHj2OUUj5iPdQ88xfMH6HgI6ZuyeYmg4Ku3R0vq/kcqeTHXdLDtNkopHNcx43BzS7HDoIIII6McSCCZHb9RMvVrkdgiQAgjqOFRZ7N96cw/aBh+5zKqP+drmbnof0UG7k5tRHRAf3cKiWifZmf8AK+dy2FeUHErjTzW1yhq3lDqmF2dWI12tJVx24XkYW1U+WXRIitKVC3wLuNsVfcuCJJg4Ig4K3eETIRyksmUCZ425M+W7UvJ1Js0EhNK7G0w72uA62nd4jxHQRlbEvOmqO7jMg+yDgRuIUHtAdDPplcbLQa9UrTFitl3bic9dsuy9g2S0O6Y4N85N/VGLVeHhI6ZaHApm0go1WftTkAyKxBEwm2/ffRg6xq4WiziCmmG/LY2uz4xJtjHZu+jAU3J/QMce6C57T2kfFhQu5YdE24z8tLXjj3tMtmWdHVdq0LaqiTGYEwkMqqnD3iJZEi5BZw4HwooPmDAiRP7Y8OPcR2FoH0bFFMW0PKPbjA7h3VR5ezjxkp5HbbQBvc6OWUk+DEBuWGuvJrK3Mtnm2h7STcfI8DB7AWt7XK5bSUnI6V4fa0kN0NFqlI6e0JXSbIbulmb1eINrelN2thUFdg6csXynlwiihDILHTW8QCQwgYM8baypqfWPKxcafR7hVU92vkvchAc0P7rqC6IYc0OaMyAEOaC3G8biti2577dYYX3Ac26npW85wOObZh3DceHQd6xzrjllwh5SNW/1NbN18/nXpCFCv2Z2Si39JYwfPboxs6MNNSBm5/Qx2ZnLYR7djmKICOw5tOeiK5E5yYYbrT22M52of+LoSOtwbzsDcjhzjWSAdAOcQ642nk019GRc4KOapcPCcOaqB4njYl3dji3xru1j41JKCdxUZ7yymDxEYTZRUT9Q7gCckzTE4E+goGQOPb4mH6dm6S9F3NG1tNri2bZG4z0hw7ywSuwT0ktmaM8GDgNMal9DLE8un0jX7GeEVSMjyTRtyB0AGJx63Hpw1K6a2PEmN5lbcPkg7+FaKVbyJVAD6Sot1TOw/wDCTKOb/snL/wAk18aObu0VNMeLKlr4C3xvkaIj+rI4dq0vduRflJtDjzltkniHB0DmTA+JrHGTzsBXSXlbsUcBhkIGaYgXv4heRb5sBe3x7isgQA7ZsSg1bpW6kC13O31JPDmqiGTPi2HlQes01qO3ZNwt9bABx5yCVmPfNC4XJAsImEU6OOaqZ6AuQnbxo2GRTW7fHxmaxypRH/4UoX+LPm76K+GWPlPjfJnYktUDm+ISTtP+Jrl7u9DfLG/k+kYzG2y4zB3jLIXfJIWe88zLfyYRMImETCJhFh69XxZostCwinlrpiKb5+QfnpH/AGTZqP7FUnwOf4lH0DsICIbF0tpSOojbc7m3MTt7IzwI6HO6wehvAjecg4M901pmOeNtxuIzGd7GHgR7Z3YegdI3nccHCRjGOYxzmMc5xExjmETGMYw9zGMYe4iIiPqP05s5rWtaGtADQMADgAtigBoDWgBoHBeOVVUwiYRMImEUeNuwSjeTbz6RBFvIJkbOjAHom9bk8KQnH6AXakAC/fTN97Inf6UsmFU3wHjB8Y+kfEtn6IuLZaR1tefssRLm9rXHf5nHf+UFHXcWl9bcptDbE417bVesansBm0OwscWmirM0y2QzxKUq9uiE1xTTXcw8o3IKqBjpleMzrNjnKRYwhsTkg5R5dBXxtU7vqV3evbnAc08R84PQQD2KK8r/ACcx69sbqVve1Te+Y7GS1w4H5iOkEhaxtg9nd5rs7krDVe88e7PSVHhisNjOL/J19iSMOoPkO5uruqy7tce9Ih2Fdu0bSREz9yprLAAHN72puW7k+noRWuqix2zksLSXeIY73xbx5F4LqeRPlAgrjRtpA9u1gPDgG+Pf33wHyrYh4YcP9fcAOPy2mKlYwvl7uc4jb9v7HIxGMbWOxIsyx8XDQEcoqu5ZVGqMRUSZFXUOusu4cujgkLjyEvHHLhytx64q20VuBbbIchgzvOeLj0ZO7sAAG/GT7E5D+SSTRFI6uuJDrnNguPQMDc0dgz07ySTuzgVe9c2DhrJy96GldsMNFWCAsO+5mFnYGbYNJSFnYiU3RxlYScPMRj5JwxkouSZODouEFkzpLJHMQ5TFEQH0h6HUuZoGqfHufxHRvDHYXm70Rey/X9MyTezgencXtyrE+tvwc4P1jpwcur7PcVON2h7HriAipnTuxtaal15qm3ttlLWqFjqxV42Xp8HAPp1ncFXJo93GrC5bqNljuPKBVumsllNA6h1vW6smo7u2T0tDiBtZIAGeGVitfae0RRaThrLQ6P0zLQTs4BJOOOF2To6r3CR6TXEVfYhnitoDRu1WTE0oCovfqDjr/tCO1aT9e9fcEtatYkrLt833EqPh9M1zr+Kh9eaIU4bzhki2se2LWbXlznPblbH0BLXeszKagu5sRy7Ofahz9nyYxjswqDOkN1WuEPA7pqyWtd9q7Vue2LRyl2vdWWudL1CFs9hhqGfXelYhlbrO8tVso9bh4eSmIx63bl9+UdqGaKm8kEwA5ttcqvJW7lHmj2ZGRc3EG7T84PfOOBgOOd/Vhal5KeVVvJxDJtRvlEkpdssxkd60ZOS0Y3deVsUcXOR2gecunm+8+M89OSlTJY3dQsletsOnAXakWpk0YyKsDaYds+lmCTlWMk27lFdm8esl0lf1tcxyKFJ4d5SOSG7aEuDKWfZfFKMsc0ktcM43EgHceIIB8hGfcfJvyv2rXlvfVQbTJYjh7HDDmnGd4BI3jeCCR25BxGLlJ1YeCfDfbEhoS/N947m3DX2Td3dKlx7oUBcfqGO4jUZoWNjlLVd6LFmk2sKuRy4QYqvjMynAjkUVAOUmxtF+hrumobPHdqySGnhlGWc4XAuHWA1rtxPDOM8RkYzrnWnolLXp68SWijjlqJonYfzYBDT1Euc3eBxxnHA4OcSU4p8n+N/O7WLvbfGC1S8xCwc6jWrnU7ZDfU5fKJOOWwPmLCzwhHckyBKTYiKrV4ydvY9z5apE1zKoLkT1/wAo3I3d9CVkcVQGvp5fAe05a4dODgHI6QQDwPAgnYHJzyyWjXdHJLAS2oi8Njhhzd27IyRg9BBI3HfkHEfN0dVjp8caNp710lvK27Lr2zNBQMRLT0MwoiUmhdZOdSpjqKqeunZJ9Es3ZXMbdkXhiuyx7NFozdqquCFRDxz/AEz6Gm73yz012dLA2KpbloLnZaN+9w2dw3dGTvG7q1/qf0S9osd4qbQ2Kd0tM7DiGtw47tzTtbzv6cDcd/XnnVPK/jZtfhkh1A15my6n4zhFXGck5XaUXGsbVDR9M2BN61XSewNOm7o3dy09aITyItkwdPHL1R23SITz1QSCLXHkKu1NrL1IUzo5qsbG9hOzh7BJnLg0gNae+JAAwegZMqt3LraKnRvqvqGyQ0nf7ngbWWPLMYaXAlzh3oBOcjp3CBtP69HTJuVrr1WkI/k3q6BtMseFg9x7M1VWY3Uzlyi7IxXeryta2PabQ1im7lUgLLmiRBqUwmcggUoiGyK/0Ktzht7paWenlrGtzsNc7aJxwGWAZ8o8q1vQeirtk1wbFVQVEVG52NtzW7IHWdl5OPECs5dWvm7r3p+8cbZTjWe/1jkVyA1nfkuNdwocJGTEXEWGtuqo3ey8rOu5FMsGQGdpSM0cot3Ru4icnhMUpsch/JBFU3mauvEcclLRytD43/dE7WBs43jvd4J7N6cuHLBLTWaKhs8kkdVWROLJGfcgbOTtZ3HDt2B27liHov8AP3QvLnTWheHSdg3Da+XlI1Vdrpt20XyMNIwtgXa7GdOX0infpCyyc5YpRw3ubARO4bkOcwKAJvmAJpHy38jjKqrOobc2GKkklZHsNw3B2cDZaGhoGGdGMdSjnIfyySUlINPXJ00tVHE+TbcS7I2skucXFxdl/Tnxr5bD14+l1Vae9nzu+Q1ssjC3zFSc63qur4I91RRgGrBxJ29wE9foKrM6gVWQK3SWWlE3blwksCTcxEVDljtF6FO5vAFVUUzSWg52nEb+jwM58mO1SKt9FbbGEmlp6lwDiMbLQcDp8PGPLnsVhnFff+g+cup4/d3GWzSc9T1J91VLFB2SKCButGtTNszfL122whHUg2avhjpFu4SWaunbJwisBkV1PCcC6e19yO3fRV1joagB0Uu9r2klrhnG44B3HcQQCOrhncOgeWO0a1tUldTktli3OY4Yc04zvGTxG8EEg+fHCaD5KaR5O7W5PaU1P9Wpr3xDv5tabiCy11vDw5LMS1XqnGCsSCMtIKTLD5Y13I/rp0mw+V5RvD3OIF7dU8jF40vZaG81bonQV0YewNcS5oLWOw8FowcPHAnfny9WleWiz6nvVdZqVsrZ6GQseXNAa4hz25YQ45GWHiBuI8Q8tdck9IbW5Xbp4VVD6th3noGqJXLYRJOuN2dQLDKrUlAgws+SWcuJFyKl/YfMM1RDsKnzvmB4uy68id5tek6bVczojR1LgGtDjtjIcRtDZAHgHpPR5Ou1ctlmumrKnSkLZRWUzSXOLQGHBaDsnaJJ78fcjgerfgfePVJ6f/FvcW79Bb8t+x6xs3RFRgLVPx7GiklY+3uLTE0Ccr9R1+8RnU1Z22SEVsVm4FJwkyaoN2rxZZwmk3MoM10t6Gy7X+y094MsLYqjOyC47QALm5cNnAGWngSd48QhOqfRKWmwXqos4imdLT42iGt2SSGuw07W84d0gDcd+7Kzpxv5E6t5f6CqHJLTcRd4GgXWTtUZDxexY2BiLakpUbLJ1eQVkY+t2S2RCCbh9FKHR8t8sIomKJgKbuUNScp3J7Nye3l1nqJI5JWta7LCS3DwHDwmtPA793nW3OTHlDh5QrMLxTxyRxOc5uHgB2WEg+C5w6N2/wAyy5mrltFMIucRkIt9AztNt9egbtRrXGOYS10y2RDCw1eyQr0nlvIqbgpZu7jJNg5J6HSWSOQfuegZMNKazvGk65lZbJXskac7iQofqvRln1bQuornEx8bhjeAV8dXrP1BxacBp/lrzl0NS2yQIMNb0jekTfqVBtAAALFVNHkbr/ec/S4JuX5raPh5BiyZJ9k2qSKZSkL6etnorbpFSiOugglnA8ItIJ8ey5o+BeYLl6FG1y1RkoZ544CfBDgQPfNcfhXhBV3X1ItMpsWKG97G3JNxC1fld7702HbNxbfUrzhYi7isQVqusjIp0CnOV0k1FYOst4WFUVTIoZoKhQPmuNecv+pNXQOomP5miP3DO9b5ek+UnC2RoP0P+mtIztrXt56tH3b++I8XQPIB2r0uXKrtY66xxOooImMYw9xERHv8c8+zSvnkMkhy4legoYWQRiKMYYAvRnUu1MIvrZsXT9UqLVE6yhh7AUhREf8Aey4gpp6l/NwNLnHqXRPUwUzDJO4NaOtdpX1/a27b3tWJdFR8Pi8QpHAO3x/vfuZmpNLXyKHn3wPEfXgrCxapscs3MMnYZM8MhdPVRUQOKapDEOUewlMAgID/AI8wEkb4nbDwQ4LPMkZI3bYQWlevOC5phEwiYRMImETCJhEwiYRfbHyL6LcpvI90s1cJGAxVEjiXv2Hv4Tl+xUTN8BKYBKYPQQztimlgeJInFrx1K3qaWnrITBUsa+IjgR8XUeojeFMeDkwmIeNky9i++tEVzkKI+FNUxABZMPpEE1gMX/FmwqafuinZMPumg+Xp+FaKuNJ3DXS0h3828gHrGdx8owVymdys0wiYRMImETCLO+pW/hi5V12/tz9Nv3+6DZuVTt/AAu81VygTbVdBB7WIu984j/sWtNcy5rIIPaxF3vnY/wC1ZZyAKDphEwiYRMImETCJhEwirY2dMfLt+tEgU/mJfKizJuYB7lM2jALHIHJ9AEUTagYP9ln1x5HbD6muTKzWtzdmbuJsrx0iSoJneD2tdIW+THABfNHlQvPp9r+63BrtqLup0bD0FkOIWkdhDA7yroebKUBTCJhEwiYRMImEXYaqyGQno1sAd/G5T7h/4Qf+dzsjG08BXdFHztSxnWVRZwOexHJL2i/qX8jZ6Oj7Rr/jFrKf4+wzGSbIScInPtE6fx4cR5m7gizJ1FT8HR7oosmYDkcC8OPYSGMGS6WTuWiZ17vpXoKsqm2TTsJ3bWB8PffOFB+1fK/s8PVILZ4NrNyPTK5uisZ9DNAeyberVgkt5kjEM0jGcKu79xonbADiO8XnupSpyINxV95fLnQ5Ax3Clx93867Gml1ZZCN3PY8zvoP88FtN7T2DrzR+nNncoJWQbXDUuudP2HeTCRq79o9a3iqRdVWtsGWryiQrsHYXBqCCTBcBMgcXSZxHwD3yPRUbjVcyd29ajodOSvvgt8ox3+PFv+ZU58DdBcyus9pZDmtyq598mNAaR2Ve7rXNMcYOEV5R0vB16r0mwO6u6eW+yfJ0+pYF/l9i7bpJSjB/InRbg5F8UrhNuhn5DHSARxtBPWVtmqfS2JsdJSQMedwLnDP8/AOxQv6felNWzntDm6E9P7v3pyX0/wAEdJ7Aa1bb/IjaKe4rZJ280DD6hs0LH29vDQcWrXIfYG37L8jotm/kHJHqPEznMoJ851j9ijJOASrjUFSYLA97gGvkAGAMcd/xBSi61jRLkTz16OHBApU30RbNxOd3bVhDgC5HtEd3Wswnvq7UfEUxWFM1/c+3jASnBQwCIAUwjbW4c3Svl6VhdItFHZaiuPEg/ACfjIV23L/ejjSXHTmLyGCRM1kNWaG2xZK04FYU+9ySqcq0pDUivf8AWzvrc6ZIFMACIGUAQAR9BxlIDNW5PDKhWn2vuOpQ5xy3nN/iByfgVVvQ3qUtxe6GsxtmCYilf7/XuVfKKLaCgB3y83WIObpdF/WzAIqkkIrUMe5bk9SmTclH4mHMpVOa+sbGeAwFOL5NFUahgpHnvWlo85z866f7MjrtB50yNh3KuKlmLpsflrsL9ECV8/3mWSWrtH1q1goaVceM7g/kNZFaSTBYfGJpZQ/qBwHOu7tkeWtbwwrPX0NXU83DADsbPzlWaag5paU3NyU3bxD1VP2217H45J/+3cmWdfVNrSClEpGMh3FaRupXp2b2yozL1w0MzKkCnnxj4A7g1UHMZJRzQQiR5Gy48OlQuq09crbQRVU7gI5CAG577r4dX0jrVVT5UOSHtQMYn3LJ1vp6cQhcrE7FVjCTcjRVnKS/f1TCSibzyibj4w7KldRZQ9QR9MxnmLbnpP8APzLYQd6WaP2s4e8fGfoaswe0GbnW1h0otvRRXx0JXkVtvVemmBiKiDs7RGfcbanAIUBE3uzmE1au0XN28IkdeAfU4ANnZ27UpkPQCo7yfQumrpKp2/AJ+b51l3ltXp/hp0F9iavqqLhhcNScDKFqSbFkUyL1vMXWHp+vtsS6fl+FRo4Mtbph4c5RA6JhMYB7l753RObNccnoJ+DgslSTRV2ryXYIDyR5AcfEFC7pXdI20bF6eHFraWt+qR1DNLQm4qtLXuU1dx53YrS9R1WzvbZOxc+zha9HoCklKNn0SKUiooYyx36SviEOwAF5U1Gw/YLA7xqRXi6ilqRAYI5M9Lhld54OcYuD1o6htz35rjn7zN53cneGTCz6ruFl5CLSVyp9ZVsTC9atThora0zVG6VkQaJSdg+S0I6UWaKADhykBkwE5retnkjp9ktDWuWJ1Lc6qmtIhdFHHHPgDB39B8Ho6MrrXJny+SvtJvCDUQgR9T+Feg/0Z7a0N2XLDXxKHum2oSWEg900VFpmUoJC9/CYglKcBEfAAcofsNuc/pP/ANF228+l2kpKjg54Pw4b9Kmv1k91r6f6W/Nu4kfmSmdi1OL0hBpCt4DSH6MVsh6RZ2hB79x8FCk5dcxfXxERMH0iIY+1NMlTtnoUR0NE6qvLql28Ak+b/PCn30X+ONY4vdLTh1NbFbpRTGo8cmu7ppB8iBQg19lIy+9bfMS6R/VSQiD25dEhT+iJW/cPgmJI7f7jJU3htspj90A4jp6Nnxdfm687ptOmKaorJdTXRoeWHEDDvA2d3OkdJyO8zuHhcS0trU9k3r0xsvWfUY58W5mdG2cwuZMqR0u6EVHK6NTbSuzJVy3XMHc7RxaN+PUFDlHsquyEDeqYduWuZmxQwUTeAH+Q+JSnT8ZfJJOeJP8An8669qqQZ8pPbBtzyMqumZnwa4iP4zXiL4wFUWfJa7oFQsCDJuqPqo3sPJ6xrpgTuIpJCsHb17ZExPg0iI4R372/Gc/EArUPbJeS5/gtP8/Gsk+1xcqITWXT+qXEGGlknu3OXm2aYT6iWC5VppTVWrp1rdZSccMEBUdEbvNlRdbYMynIQrxU7jyhMLVUoYrQ1rlhkkrZhjjjxn/LKvNQVbXtbAwq5fYjxl01eknZ/k5wgwccL+Ay0FALoKFKV7dtVaSJX62Ca4eEDvrDd45uUFRHuo4c+MR7iI5jIv8AzPVWeLec+DP0K7d/wlnx07PzKs72UzRQah6RNHvThkDWa5L7m21uJ6usn4X60VEzTbTlfTWUOHne5HZasO8bFEfB4XxlS/20RN2a+q3Pq2UjTuAA8p3/ADrhpyENhdMRxz9Ci7scf03vtdmo6kP+ilR6dnFFOxzzEn66ybz7qizVtjZUTB4k03zK8clq0Chw9QUjk0h7GKPaQQf+X6RLj4Tx8Zx8QKx0g7pvWBwaf5+ErEvX7vVcJ12+iRVN7SLWJ4206d1tsB1JWRdJrS2tosfI4jG0OJ5y9MSMQiG6Wv6v8rKLiCCUefxLCCXcc7dLtD7JM+D7c4uHb4O74zhcLscV7GyeAAPj/wAltIc9uauoOntxp2lyg3NZoWNY1Cty61Bq72SQbzG09injXKtO13UWPmg8lpaySxUkzigUxGTPzni5k2qCypIdabFW1N8MkudgOyT2ZWbrLhBFbw1mNohUDeyU63Ci9NvevKTYK5GstyM5J7IvszZnCPlkdUPV0DFQIyC/lEExyMrt9VahvAAlADiBQ7gPeRayzVVUNA3qG7tJ+jCxljHNQyVJ/nCw1whtXNX2jq7cj99zvOHkBwZ4A6j2urqPU+hOIFla6z25czEiWdkNKbH2agk+fGdFq8xFLvAeN5eOcv3iyTJqySamM4ykkFLp6jZHFE2ScgZLt4z2D/6KzbJNc53Oe8tj6goAWnhpptj7SjwE4Sae5NcrOWNZ42zcTu/cczym3ghvE2vNoa7YWDesvR666Y1mtRUGwGE1zVUZZHylVVpR6DRwJTtvLLkpapzLLJVva1hMZwAMcdw+NWzIQ6vbC0lwDunfw3rcZ6k/D/YfPfjLZuMVI5Fjxqhr/OQ47JtjbWKuzZO00eJWUklaI1aJ7H1sMIympxuyVfOAcuBctGx2hkvJcKiOpLFfaW13J9VUM2zvA34wT08Dnd9KmtfQS1VK2KN2z17s+TiFp4bY9mp11qK6v6RPdQ10vIMWsc7MsnxOSRKolIs0naYgkbkyqJfCCgl+yHv27/T2DaNHqakrIBPG0hpJ6eryK0pdE3GrhE0bhskno6vKpVsfY+YuQZM36HUhOKD1q3do9+H4d/KcokWT7/8AuUfx8BwzFu15bWktLDkHr/yWLdp6ra4tJGQepXzdJvpmbA6XOutladf8tB5HasuVkZXSp1d5pZTWDjXVtUafJ1pfRMoO3tjlfxdtYtGIrsvd25EXLIF0zgZZcFIRqvUVHemM5mPZkbkZ2s5HRu2Rw8fSs3aLbPROJe7LT0Y4fCrYcgCkSYRMImETCJhEwiYRMImETCJhEwiYRfM8eNY9o6fvnCTRkxbLvHjpc4JoNmrZIyzhwsobsVNJFIgmMYfQADvnJrS5wa0ZcTgKoBcQ1u9xWulpMFNu8yavNopKLEsG4ZHYapDlHuVnHTMheFvOKPoUhUGXYQH0+j72bHrsUdldGfuYQzykBvzrYNbiktDmH7mEM84DfnWxtmtlr1MImETCLU39sb+1k6L/AA7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//15R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCKvDq6faqepP+Ahyy/wAxV6wi/j20biy8v/APkHy1hWzhy7468jOPuuLaRDzBSbUffNP3CZCdfB6pFRirzraKYJj6GFSaAPUPsSL+tH0+eoVU9kdF3SvUC2PM+/MKBxGl7nuuSF0QHTq48dq1OVrb6vdXxHSezFt17Iqt0jgY5veEgDx+IomIv5WFy1DeOQfEPmF1StqHcO7JdeemudWtJjxLCyntg7sq++987tcFA5hAHMEaIrfg8QnMCUwYPT4iRf0z/ZcftFHBn/dM/lh8gsItY72njZ1s6jPWL4e9KzUUoo4ba0kaDryX908TlpF7l5MS1YmLZOyaTcwoOY2g6mRr7tZQ4iZj/ogUfB+uAJFiPoO2ma6SXtDO8unxfJd8hQ9rWnZfFlJ7NKEQSmJaAk1tgcab+7SSTbFUk7tCsEWDECpgXvbh+YUB7kIv6ZeEUQOoT/pBecP4IHJb/MxdcItFL2IIQDkhzuERAADR+qRER9AAAvk93ER+gADCKuCnmtftIvX+awO2blZE9B2jYF9WiWUXIHSPQOI2lm0/O1+nVIFAXawUvd4yMbNnT1FESjPz68gdMwiYgkW+1s72dvo87H0jJaQa8KNV67arV5eFgdla8YvILclYfg0FCNsrbZyrx7a7FMxbkCOPDOOJRo8OTwu0XCRzpmItJb2fPkHuDpa9cK5dO642x1Jau2ju3ZvEnacGCjhKuP8AaWvZe0QeqNpQMSqqdNvLP7VBJRySwH/XIaeWA3mGIgJCLpHtBdNrexfaXJTX1yjQmahe9k8FKba4czp8xLLVuz680pCTkaL2McspJmD6LfKpea3WSXT8fiTOUwAYCLZX6rPs7nRL0L0+eVu76npknGW86p0tfrvrvZrTfG65YptjQFcfyVCpq9e2hs24VeykvtsbM4cGBWXyg6F55bNVJwYhwIqufYgnm4h2zzqj2p5w/H8mu9WvJ1NUzk1ab7iUsswhVDsSqd2aU48pSU0DsUeyqjdBv53cpEOxF/RAwipV9oQ5pfpHOlLyZ2FDy3yTsjadfLx11Gomt7u++rjcrd9X30pFLgYDIy1P1+nOTzcwAPZWKL6evoRfy89i9PHbWiOmlw+6oSMhNxUbvrkdtzX8MLYpmI1Rlr9CHU1BaY92mUj1CYtFtoF+N4zGKQreHYqo9/NOYSL+u503+WkZzo4K8XeVses0Ue7h1LXJq3t2Pg90itlRCatX2nAtwT7FBGA2PByjInzSiJEAHwl79gIv5q/PrWmqNy+1R3TU29o2OmdMbH55aKpm0oqWn5KrRcjQ7DG6xjbMzkLJDSsFLQTRxEuFSqOmz1qsgURORUhgAwEW5r+oEezaftC6Q/lnb7/OQwik3sL2eDoz7nkK1Z73w6jLW9r+uNZ6yrUmlvbkoxRb671TRYHXmt4ZAILc7Bm9QgqPXGLQjtQqjp2VEFnCyyxzqmIv57NU4QcXJL2k51wNe6tRW4nJ85blqEmpvquvqaJddRR50GFc+rJK0k2EJW4M0/7KGW99N4fnLD3HuRf0YePHRG6X3Bi9SnIDivxcaaq27EUS71yOt6O2983A7eGs0E4YTjIIW/7StdcVB80DweYdmZVP4pmKPrhF/OH9m24r8GOXvO7Y+suoHAUqx6WiOLN9u0Axve1bPqCHT2VF7S0tCwjpCz1S8UCSeSKdbsUuUjE71RFVM51BRMZEh0yLeSiehT7M9ISsYwhNPcfJGZfSDJnER8dzc3e/kH0m5cpIsGbFihyUWXePHTo5CJJEIc6hzAUAERABIqgPbk//AElemp/3Qcs//M7jphFNzpk+z0dHjkh0yeIG8t18U0pTaG1+NdEvOxNkIb15DVl24skzX030vZyR8VtphTohQi3dby048jAnh7Cj5fcokWqZ0eaZI6b9pD1tqzhRdpzYuq6Ly03prmIvEU/SlGl54r1lzfoewWOySUMkhBTkJJaziwfFdgmRi5fFbOG5SnFuBSLMftX+5b1sTrQSmot0y1tjtBaMp2iq/r6Nj/MFu2oewKZUb/tK61SLX8Ua6skpZ56Sj1XflmO4NBtmyhjEaJkIRbXsx0ceg71BuCFv1X0/apxGe3N1qeQNpbe2rrchN7QpGxE4Qx6PP7bskZJS+03zRKxg3JYouwoLOhbqOETNknIE8siyl7PL0jOY3SKqPJLWHIbd+ndqaw2tP0C763rWqpbYD9KlXeJYWOF2DLum1zpVSbNQucIaASOZuZcxxhk/EBOwCYi06eh9fqLrP2k+0W/ZF1qWvqmw2rzuQfWi72OHqldZLv4bbTNii7m554wjWyrx2sRJIp1SioocCl7mEAEi3k+sVy64oW7pWdQSr1Pk9x5s9ln+J26IqCrte3TraanZqUeUyTRZxsTERtlcyEi/dLGAiaKKZ1DmEAKAjhFrdew6SLKIj+qnLSblJlGxbLhhIyDxcfCi0ZMkOXbl25WN6+FJBBIxjD9ABhFTtxYrNn9pM68D6W5GWO0jpmxSt72XPV1lKOGj2kcXtVqq/UDp6pnSOKdeQk3EpDxD9008lYXUq+lAEXqpjHIt9Lefs6fSI3Loqc0pEcOdV6eduK66iqltjVkMtXdsUyaBmdGHtBboR6abuTuKd+BZRtPLyTR/4RI5IoBhHCLTH9mQ5R7j6f8A1gLz02tg2N0vrbcN/wBxaFv1UM7cKVqA5CaSJaiV2+wbFY3dlLS72hu62uZMpBeN5NuLkD+5thRIsXddXb20Oq119YXhFEWt8y13r/feueEupYvxqOIemzE9ZazXNzbAcxZVCNFpZW+vZBV45AoLKRMMyQOYwNidiLcw5FezV9Le9cLrZx41NxXotF2fB6vl43Ue8ogVmW40dnRsCuNUs912Cd0g9uycpZEkjSrSWMrHLN1lSJJNgBEyJFXH7Mb0weq10xd38gKryv19CU3i3t/WLecbtIrcOvL4iy3xUrNXGVYkWNcq1lmHsYaboMvNoSDtNEhXHuLEi5jeS3ApFrI+zqcltO8PeqLv/knvu1tqZqnU3Gnk9ZrRMLeBR2uVO1U5tGQMGxMqieYs9ml3CEfFsUzea9fuUkSfOOGEUkuP2meUPtXHVTt2+90BY9c8LNQP4xnYix7pVSM1XpppIu3tM0FryQUSBjI7c2QUq7uXlAT8DdRZ5JnSKknHxyhFubdcqcnuDHQx5QxvDmA/Qrba11LrTTtEY68brRga01hbdkUDVdqd14WJgkI1aI17Yn5SP0zg6aLH99MqB0zKARab3ssWoejttSU5BteoQXQFj5Dlm6jH6Ro3J6cgo2gyVDdxr80+6o0Hc30fSrhe3FhKUjtBcryRaM0W6jNNMijs5iK3jmt7KvseW51UTmJ0lNpcd+KtBgA1vtCv02yWLaDdGp7sqdhey689rgtQpl1YMqBMsWEQ7SaA+Imm8VepJIpMxQTAi3gi+ISlE4FKfwh4ylMJigbt84CmEpBMUB+AiAd/uBhF5YRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/qz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhEwiYRfggAgICACAh2EB9QEB+gfugOFUEg5G4hQz2JUHlFsCUlFmVRjHbkXkQ6RESmYOUz+cLITh6kUbG9UhH7NPt8RKbtbPaWHI4L6Gck2vqDlM0q+0XoMkvMEPNVUb8ETxuGyJsdLZBukA8GTO4NczMlNfW9O4wCT0/gJJNBBrKoE7ABXJSgJV0yfEEHZPnl+gB8Re4+ERzvY7abnpXj3lV0DNyf6ofbo9p1nnBlpnnfmMnexx6XxHvXdJGy/A2wB3nOS1omEWb9YaakLuVOYlVVYqtAoJSLEKHv0qKZvCoRgChTJpIEMAlMuYDF8QeEpTCBhL515Y+X618nTnWGyMZW6uLQS0k8zTBwy0zFpBc8ggthaWnZO09zAWh+8uS7kYuOuWtvN2e+k0yHYDgPss5BwRFkENaDkGVwIyNlrXEOLZo1upV2pMwZQEW2j0xAoLKkL43boS/s3btTxuHBu/wAPEYQL8AAA9A+fOrNcaq1xXemGp62aqlBOy0nEcYPRHE3DGDr2Wgni4k7z7W03pHTukaPuLT9LFTx4G04DMj8dMkhy95/KJA4AAbl3eG/54tv9mH/CGcNGf1kpfzg+MLLXL+hv8S0B+GHSu4v9UnrG9bipcnpfbcRC6g5W8iLVVTamtVeqz9eUsfKna8Q+JML2Cm3FJ20I0ZlFMiaaJin7iJjAPYPr3qjXHqC0BQXssa8dywjBB9yaeghef6G2emt2lpc4O27f+sVkLmRxbkvZeeT3FfmFwl25dr5x337ZJfWO8tZ7niaJZrg6rVYd1yfsdTSuUFUayCkZaq7JOXEY4ZMo97FyUSmZdR6mp5YWWkdVW3lo0jUxzRc05zC3cTgFwIDhk9B4g5yF2V9DNpy4MLXbQBz5uhWle2AokR6XGqQTMB0zc59UnIco9ynIbR/JESmKP0lMAhmpfQ4Wv0p1PdKTqhf+9jWe1jP3RRQSdbh8kqQftKIf/INtx/8Aqfxa/wA62u8ckbSOVquJHRN86X/2Ai/VXV+fSyn1q8in4h8A9Ojg13L9Ho248dv+DMrpmsqPX0qqbaPMmoqMjxCQ/MumtjZ6mGPx32wz5lnXiDpY/J32dLUHHAEAeO9w9OJ/R66gYoH8m3S2v5glMfpEN3KZeLtpGTlPuHbzEgzC6j1jV2TlzZTySEUQqGgjo2Tja+DKuKO3R1OmC4D7JsHz9C1f4PmFKTHsnFU4yVtw4kNl3XnYbg9DwbZT/R91HyF6Q5de7opmMVwDBynLNYYTD+t+B4Vv9iIlD0a6wUY1yb84YlbTbZPR4PN583xZUPFXJ6WdyjwS/Hw5VnXAvXdH6PPX95D8XnzpvB6I2n01aLsWtigUrdGSldBamo85bLT8/wAojtVV5qXY7s5zAChjODGObxFUE2OvtHT6t05E+XDzHV8ePEuAH+Jq7qWR9BWODdwMf0fQVnH2U+my0rxo5o867+VGOuPMjlnbLDLSzxQCouatrxu/sLmXO/X8sAZk2BtGzpKGMIAAtBMYf73TXL9cpm3C16WtnhsY3AHW4hoGPyWNx41ItKQtMU9dNwJ+Lf8AGVFPgbzz3lGznIagezedGqu2fjdHbQENgbm3bve6mjtn3OOi0mbOaRd7o3HUY2qu3UCdFyhCI2KQfJMXSLp03bKuvKDc7LZLFTU0msrjtXQxgbLWMaATxADG99g7s7IGRu4KOGcOe8W6HEG1xJJ+M7lnb2QAH36WDmwWUjmsPIk5im9/hmB0zx8S/HX1eB7HMTILOEBas1yikmJFDlEhC9jGDsI6i9EMxhrbO/iRnf0+EFINIk83UD+eBXr9m+/04ftA34ZVR/ztczcwHoof/u5tf5g/u4Vd6I9mZ/yvnctpfPmMt1JhEwi9Dls2et12bxug7aOkVG7lq5STXbuG6xBTWQXQVKdJZFVMwlMUwCUwD2EO2c45JIZGywuLZWkEOBIII3ggjeCDvBHBUIDgWuALSN4Vfe4elrwp3I4dychqZvQ554Y51ZzVb9ejqeYp3Mot8gMir0xVdRQfEZRSMOoY3cRMPce+99J+iX5YtIxtp4Lo6uoWcI61oqBgcBzrsVAAG4ATAAdHDEWr9F6euBL3QCKU/dRnY/wjvP8ACur8ZOnAnxY2zE3Wj8lN0zmuIqNnGg6ctEkdWuyTqUjlo5i9lDQsjCwD4sMDgyySZ4Yf7JKmoUyZkw75LlH9EG7lM0tLZ71p2zw6glkjd3fCzErGseHuaznGSSt5zAa4io8AuaQ4OK6bPpIWWubUU1ZUOpGgjmnHvSSMAnBDTjiO844O7CmzvW17IpGpbtatRUMNm7Ih4xFeqUYzpFmSefqyLJqqmqus+jQBFkxXVcnIRYqqhEBImBlDFIbTmirZp686po7Zquu9LdPTSET1OC7mmhjiCAGv3ucGsBLS0F2XYaCRIrlPV01DJNQRc9Vtb3rM42jkdo4DJ453bt6rS1l1daezuDbWXLrTV94qXlYyaRX1nZSj+oKmOfyU3b1V5DQtihGLxbt5S/ub1iUnc6jspA8Y+itR+hUu0tpdqPkqu9DqeyjJ2YXMbON2S1obJJFI5o4t5yOQnc2Iu3KIUeu4GzijvtPLRVJ6XAlvjOQHAHoOC3rdjerMZ2ka+2tAtZuNViHyMwxSkYK5Vpdk8RfNnSQKs37eRYKHZzcc4TMBiiJzkOQ3chiiIGDVWiOVjlA5Lbt3IJah1FDJsT0FSX7A2Th7Ax/fU8g4bTA0hwG217QWmz1lyY6Q15ROfUQxRXF7cx1UIaJASNxcW4EzOtr8jBOyWnDhBi3VOWpk25hJdLwrIj427ggG92fNDiIIvGpxAPEkqBR7h8SGASm7GAQD6XaG1vY+UDT0OorE/NPJuew45yGQAbcUgHBzc8eDmlr2ktcCfAer9JXfRd7lsd4ZiZm9jxnYljPgyMPS12PG1wLXYcCBJHjHKd0LXCmN2FNWOlECd/j5pF2js3b/AFPkIh/jzyV6MOzbNTZNQMG5zJ6d56tkskjHl25fN5vSvoX7pmC7WV53tfDO0flB0ch8mzH51KzPFC9YJhEwiYRMIvWsY5EVTJh4lCpnMQv98cCiJQ/xmDOcYa6RrX7mFwz4s71zjDXSNDtzSRnxKGyhzqnOooYTqKHMc5zD3MY5xExjGH6RMYfXPSDGtY0MYAGAYA6gOC381rWNDGjDQMAdgXhlVyTCJhEwiYRMIuOlopnNRzqMfJ+Nu6TEhu3YDpnD5yayQj38KqKgAYo/dD17h3AeqeCOpidDKMscP5PjCuqKsnoKplXTnErDnsI6QewjcVGGb17ZoZZUU2K0izKY3lPI8gridMB+aZRsn43CBgL28XcolAfgYQ9chdTaa2mcS1pfGOBbv+DiFt236ntNexu1I2Kcje1+7B7HHvT2b89g4LqJnL1LxImWcJiURKZIxjkEo/SBiD2EByy5+oaNjacB1ZKzYhp34kDWnPA7j8K+bxCYwCYREe/xEe/051ZJOTxXdgAYHBUF+0N6/W21vPo6aqb2Z9S3GzNibG1+hcYxE7mSqa102VxzriVmj26b2NUXfQR5EHSRCuG5jKJAAKEEfEH0m9DlKIdCTyuAIYQ4+Rrj8y+a/ojojNryCJu4vBaPK5o+ddO5q+zwbV1Tp7Yu7aBz4n+XUtxmgpvcspo7fmvLCxgrVXNeRziy20sPIm3DeWrmULXYtwJYxVgiWUIAt/ekzHKU020/yr6cvt9fp+nYY6va2doEbzw6hjf41CNQclGorFYmagqHiSk2dotIO4ces5V8HTQ5gNOevBWl8gU6LU9Yzlcqd40zdNfa+j/kjXtXsms62mwbNaFCioqMDUX1SfRbxlG+JQIxNz7oVRUqBVT6Z1tpmSz8q9NXB7nwzvZICeO92/PaHA7+nj2Lc2iNTR3fkoqaHYayaBj4yBw3N3Y7C0jxcFX17KLW6rTuCW5diNqxAurltTlNaNe2ydeRrN29l9d0/V+q3UJTn6jhBQy8EhL3SZcGbGEyKpnphMURAO2xOVzVdwsl6oKKjdiN7Q4+MvcPiaFrzkj0nbr5Za+trG5kY4tHkY0/GSukez1QEdX7x1dKTWI9CLq9P5dVeKqldZk8uNg41pZN8xDVnHtw+agijGQ7VAAD/paBA/YhmE5fGOqrJa5gMzkOPnEZ+NZvkDkbS3u6Qk7MAIHmMg+Jfdr7mnwp6b3UX5huOEnGnnB1H+cG6LFZF+REbRm1atNO1tLuL5JWu70PWTqmasktiosoa2SaTGWROxfsG541m1B4ou3U8OwtM0l8uGlbf6cPp6SligjDGgEFzQwNaX7TsZLRnoO8nAzha81PV2Og1TcPSdlRV1Us8he4kFrXF5c4M2WZwHHG/IGAMnC6F0A7O4vfNLrLWt1qOf4+hcdwUu6PNBWZi6iJvUMlN7V5ASR9dzkM8iK8vGy9GUllo5RA7BkZsZM6fkJAHllifLpTxu0vQbRbI5kuA7jkbLckcdxwDxUt5CqiRuqa8NBja+LJb1d87ceHDJCaC01qnavtNHUEn9qUatbBb6T0Q12nRoG2w7CfgGmwE6jxeoUVYXUNKIOox86goa8SCzMVkji2f+S5T8KyCZy3t8v9Vpvkepq+hOzOYWsBG4jIed3vVZWTT9LqTlhqaCuAdAJnPIPA4LBv98rL+onXeIVv4LbYjeaFuvWmuLsFZK3ZptHQBKtA3Wx2ZrZjyVapdRhZOqWKClJO1W10VcyBmiRBWILpw5boJLuCefOQ3UGqr3rJ9dTNZPVOa4F0u04NbwLiQ4EYAwN/TgAkgL0Hy5ae0rY9GsoahzoKVjmuDYtlpc7iGgFpByTk7h1kjBKoM6l3Umh+S3SN19xk010w+VmsuJ2onmkI3SHL7bdZOWjx7LXiAVGKdu5ys64R16Fw2BDOHLVy4ZT/AIXjx+uIFOJxKPtG2W+WmuDp6mpjfVv2i5jd3HfgAnOB2jgvFtzuEVTQNgpqaSOlZshr3b+G7JIAGT2HpV7nLiZfPugdelXygPHMr01tKyD104AFXCz15rXWzxy5MqfxHFZZwInMbv3Ew9xzQenqyWn5Zaiij3U76mXI8rit+6io4ajkapq2XfUMp4sHp4NCy/0T51036Z3T0j0iIkRLrac7mKmQqh/M2nelD+M4F8Ru5h+kfoyPcql5rWcpkVvDv+Ga5m7xtafjKkHJXZqJ/JnNcC3/AIktfv8AE5wVYPstderFW1Zzm2ujXIZ9dLpyUS1NKzMhHNHrwaFAV/6ojVlNZyiqdKGlpS5LKPW5RBJ2ZBAVin8lLw7O5XtU19gdb4qI4Em8+cBax5IdLW+/i4TVoyYxgeYlfV0Lq/D6u6lnWt49Upi2htV1Pfh5CnVViBCRNXY1TdG469AxUS0J+sM0GFdnk2RgIBRMmzRKb+1lAvVyoxMuulbTcqgA1B2Dn8tjHH4Qu7kulfatVXa205IpxtjH5D3tHwFcr0YEy/qkHtA4eEBAvNBYADt6AH6Ybl2HYPufDMNyvtHqGsoxwiZ+6iWZ5IHH1c3o54yv/eyr2cGiFH2j/qtlEodg46RogHb0D/RLil8P48vNXtHrRW0Y3Zj+TIrPSDj67txIO/Enyoliei6a1Tt32pPme/2vR67sGO07x3pm3KlXLZEMZ+ufV1G6D4p0mEl5GDk0XMZIqwTa9OnjPzkjg3kEUHBABVFM5cpW32p07yOQXCiJbOIi0EbsZfIfmWKorFTai5Y5rdWgOgMu0QeBw2MY+FXiyz1oZRdlFxETAxhHjxdKMhI5nExya7pwou6WTZMEW7Yirlc5jqGAoCc5hEe4iI583tSaiuOoa99TcJHSSbWMuJJwOA39XQvpHpvTtu0/QMprexscQaDhoAGTxO5cJkbUkTCJhEwiYRMImETKoq8+rbzqu/BLQWtq5pRw2ht48hXlqTj7ysyZyTjXVDpqUKnPysKzkEXDElqsEjZGzVg5VSWK0RRdqlKVwVuqT2x6HHk0tV1p5NRXeNssURAYw8C478nrDQM46SRndkHxP6I3lKutrqY9O2iR0UkgJe4cQ0bsDtcTx6AD04I1Rad1BecNEvSGx4Dlfvw9sSfFfuXc/s+2W2NmVCqeaZtZK9aZOYr1mjVTfZtH7Vy2OHbuT0Dt7HqbBZKulNFUUlO6lIxs820ADswBjxjBC8d09+vVJVCtp6uobVA52ucdkntyTnxHIW7ZxE5Go82uJmquRxoSPrtznFZmm7MgYYipIZjsKoPfk+ZcwqSyq67eJsDNRrKN251FTtEnwNzKKikKh/nXy9cnlNpPUezbRiknAewdIDs7j4iCO3GelfRDkF5QqnVenM3I5q4CWPPQS3p8oIOOjOFm8Bobdy6j5fbWq4CVYKChIRE5sKoRMowcFABM3ex8hMN3bVYoGARIchTAA/DIJa+SPWN2pW1lLSTuheMghjsEdYON48Snd05XdHWmqdR1VXAJ2HBG23IPURncfGuZCpnexIz9dmIK2QYKGS+WKvLx0/F+aUpTmS9/iXTtp5hSnARL4+4AID9OYa+8n2pNPDauNPIwdrSPjWZsXKDpvUJ2bdURvPY4H4l1IxRIYSmDsID2EB+gQyEEEHB4qbghwyOC/MoqphEwiYRMImETCIACPwDv/BleKKU2qTrOKm0RMU39jvXrdPuA/YmV94D4/R4nA5OLEHyUTWY3hxA8+fnWndZiOK9PkBHfRscfNs/9q7yjMVR1YHtPaXKovLpGNvfJKmNbJCuLZHNQRbLi5fV1F6eYaIAg8RP41ESl8CxB79jFEZzLpW8Q0AuckMgozwfsnZPidjHwrXMepLXLWm3slYaocW7Q2h5OK+oQ7CID8Q9MjZGDhZ4HIyvzKKqYRMImEUldbtRb1VocQ8Iu13boQH49hWFAg/8AhEQAQ+8OaV1nOJr9I0bxGxjfg2j8LitQ6tm529yNHCNrW/Bk/C4rveRVRpMImETCJhEwiYRMIup3qxEqlSnJ0xilVZsVAZgPb58g47N2BOw+ogLtUni7d+xQEfoyb8m+lJNba3tum2tJhqKlvO46IGfZJjnoxG12OGXEDiQolrvUcek9JV1+cQJYYHc32yv7yIeWRzc9QyehVkmMJjCYwiYxhExjCPcTCI9xERH1ERHPsG1rWNDGABoGABwA6gvmE5znOLnElxOST0lfmVXFMImETCJhEwiYRc1ASgw8m2fl7eJA5Th3/wBSPfObHbDtpXNLNzEwl6iojcQeE2jODKvIaW07aNs3Kzcn7pE3zalj21P1CdlnMzDOrbIM0IhWoUSjINY35RvEkuYi6blUyrjv5gAHbMhVXB9SwMIAA6lLL7q6ovVMyne1jGMGAG5HV1k9S7xyu4xaN506AkeN/I1jYlaatYoS3V+z0t/ERN+otpglVSoT1NmJ2Bs8SwevYl27jnRXDB0iswerEEgHEihOFHXPpXZbvCt9PaoqbG/aZhzCMEHgfhC8NGcVNL6L4pSPCJa07Y3nx6lK1cqIeL3nY63OWeP15eWrhrLUSLsVFpuvDta/HmfOVYwwpHfRp3HhQcESRbJodklwc+oE4ADuz+Sryr1dLPdW3SNjGTDHg5wcdJyTv6D0Hq64H6f6KOmdJIy9IovPnqF13jTYZp1N2LjPUN4moNMs/wAoFSRk4u0v6XGwqcjHzTFumzkFGzFi/eNCFIZyAlKct868BzQSxu31qTy8okMsYc6CI1A4EjOPEDw86ltxU4E8V+DWzuQ20eN6F6invItzEEmahYJOpuqPrmvQMxNy0RTtWRsBSq3MRFaafLBG/hlH8w6URYNhOuZUqqqtnVXJ9SwRnGB8Kjl81pUXemZSuDQ1u/IzkntySPNjj4sc7M8PdJWTnNQeohP2XaclvfWGt3esKPV152pDqeCgHtduVbXdNoD6h/qsGWM1v8ssCgznkldOzHBLsAFDg24vbTGmAGD09Pxrph1fUQ2Y2hjWc27i7ftcQevHQBwXdeTOi6Ly+4/7N41bTs2wKpr/AGuatltUrrGVr8JcDtKxboO6M2DKTs1XuEUgzfS1ebkdlMxUMq28aYGL4xEOmlqnU0vOjBPasZY79JZq3u1jWufv3OzjeMdBB6etZJ01V6foLU+o9FUFF881zp3XVa1hAJWY8fJykzX63DIQovLSozjoyJkpefTRO4kTJM2zZdwuqJUUyGAhUtW+SfnuBzlcq3UNRV3I3AnEhdndwHi7B0dKqwjeippLXtrv8vxX5vc6OGmutrSJ5K/6V0Ntw1fpz0qnnk+TIh2i2ayCUczauVEGnyr8suGyKh0wVFIwphlW3gFn2RrS4Kcxcokb4AKuGOSZo3Ejp68fRhWB8VONHHPgxrYNTcZ6W4r8JISpJ+6W+xSJrDsPZNjTTMiWw3q1KotlJN4kkc4IN0EWsezBRT3ZsiCigGx1TXyVDwXcAohetVVV2qBJIRsN4AcB4h/JXSNG8O9J8duRfKPlbS7NtS07g5bv1new1L/O1OUr1aZLWJ1Yxr2vmVfo9XlYqBTcKNm5U5B9KLA1jmpRVE5FFFOU1wfNA2HADWjoXdc9X1FwtkdtLWNjjAHe5ycDGTknf4gOPix8HL3hZo7nXE6Ug98WTacdAaL2GrsyArOvp2pREFbrAoSNRI2vjey0e3upOKRZsFW5E2K0csCL5yAqiJiGT40le+laQ0A5C6rBqqexxSMhawukGMuByPFgjr6c8FLm8Gq204W9UfZdfY3DX2zK1O0281aU873CerFkYOIuZjHB0FUXSIOWTk5SqonTWRP2OmchylMHTHUvjm50ccrG0t7npbiK6M4eDlU91Lom601vCT2udP8AUd6jGnOOdmkZKRl+Puv90tYKtnJNj/oywRdMYltDHbySH6wso5h3C7lApSuTuBATGzHpw0jLmNLx0rYXrhwSRh8tPE6oA4kfyfhVj/G/j5x74Z6sjNJ8ZdfNaLR2kiabmXa7pxMWq6WRZFFu7tF0sr0x5CdmnKLciZRMJG7VEhUGyKDchEi4uprZKl+07oUIvepaq8VAlmPet4DoA6gP5yse634eaT1TzI31z0g7LtOx785D0olAtra3ztSf0at1lL6g00WNIiIqjwk/GGRZa2impTvJWQMDZExP2YjnZJcXyU4p8ANCvKvV9RU2hlp2WNiZ0jOTx47yOnoAXdOQvAPVnVDoVU4u7ouG3afQIzY8btmRd6enKjX5t28rMBZoJujMvLhRb6xWhyN7YuJEiNUjGfC3OJ+xPCOOlvYslK+qw0vxgA53kndwI8Z7AVneS41tbqFlso2tIkaTI4gnYjbgucMEYJwGtJyNpw3LL/XK51cbOFnTZ5RaTa7i1jVd8Xbja80zprQbK4wf6LK9f2nHq6kZWGFoLd8e0sqvWqy4kXRZdVukxTGMOQqwrgRM2J0rR1NyuYuswcYtonawcZG/jwznC9O3eaGkpO4oiAdnGOnHDgstdCTjVN8S+k3w91fbYNzXb7O0qW3BeouQbHZy7Sc3LaZvYzCPm2ShU1mUzBVSfjY1wgoUqqB2XlqABymAMPrm4tnuhbEQWsOPNuPwq+0/SmOkBcMF2/zrDHNDoNaQ5U8wEeeGrOTXJrhXyckI2KjLpfuN9saV1xavkevtai3mUXAINJ2uWJ7UmKEY+UaP/cX7RuTzmZlTLqr3Vp1x3JQijqY2yMaN2fi7R/Pi6azT/PVBnicWuPHC4iw+zocFrtcNA7R2XtXmBtjcukdnR+2bJuLaO5oDY2xuQ8/DS1PlYGvbys1813ZpR5r2tEqJmkbC1pWtN2zWVfiJjuVyuU+b9fysY+KGOJrHNIAAIDePDBG/f054eRcW6bY5zXSOeXA5OTx8e74sK0vmzxQ1/wA8uMm1eKG17Zsela73A3rTK2T2ppatwV6JH1m5V67JMIqVtlTu8I1ay0hW0Wz0FI1YyzFVVIokE4HLFrXf5bbcO72hrpN+52cbwR0EdfWsxV21tVTdzkkN3cOO7zruXGnQdA4n8fdMcadVmm1teaN1/Xdd1V5ZnMc+s0pH15km2NN2V7ERUHEvLFOugUeP1WrJm3UdrqGTQSIJSFtrpeJbnXGslxtF2cDgOwdg8q7aOhZSU/MM4AKLnHHplcf+M3NLlTzyqFv3Db968vCOGV/JsOwUqUqFShXM/HWAa9rmOr2vqtPRMMkrBxzYhJKTllQaxzcoqCcp1D5it1XUV1uithaxsTMDIzk4GMnJI8wCsYLPHT1T6oFxe7rxgeLd9Kpl6o/Knpicr+o1BdJHqacfGuv6xR4ZjcNV86bPvImqGlRm9g6uhbt8mQr49XYsoev2mRQCBcml5lxBuZWNSMqh7wk3BKf6ZoquktAraSTaL85ZjPAkdfHp4dKjl2nhmrTBM3Ab91nrCrA6lfHHpA8WtA/pV+mu/V559R/lUtB6C0oo03ePKu0aS1zZJRme/uYBvXX6+sdcP7JVGisE1ErRpNEayyroihGCDswyGhqK2TanrgIoGbzu2Qcded/zLFzxQNxHTnbkO7jlbi/Tw4ksOEfArjRw+kyxM241dqZtA7D93TI8gJy+XBzJ2/bKjUi6QA9gpS92mUFHzSeJVqcvjDuIhmpNR33n7yamE96127xDgppa7dsUIikG8jf5VUPSfZptLaP2Xe7HxO6gfUN4h6m2dKFkLxpXQW6iU1k/ZpqujtYBncGUalKLRUOg9Wbxysu2mJFo3VMUXShjHObPjlAjkgAqYYnzAcSN2evH0YWO9TbmSExPc1h6vpU1eKnRI4QcLeYMhzR0OO24rYDzUx9SNaRYbdXbHrmNaP4+rNLLfCqPaUGz5rZ10fVteQl5aVs0h72+mX5/KKRRAjfEXTW1RX0RotloaTkkA58XHGPJ0ee9pLBFT1AnycgcOj6c+VWpWuyR1QrVitsyoZOKrUJKz8kcnYTlYxDFd+68soiUDKii3ECh3DubsGQONj6iZsbPDe4AeMnCk8MTpZGws8JxAHjO5a6UUxvvM7kSoouQE5C3SZH0uq3D+wajS4v3ZqocgmKBRQhokqSCQm7GdOjEAwioqIjsZ7qey23A8FgwOtzj9J39g7AtgvdBZ7fu8FgwOtzj9J8w8S2Q2rZBk1bM2yYJNmiCLZukHcQTQQTKkkmHfuPYiZAD/FmtSS4lx4la8JLiXHiV78oqJhEwiYRMImETCJhEwiYRMImETCJhEwiqM5/cqHTdeU0DQ3YIkFukjsicbnHzTg6TI4LT2KpBAE0jNzkNInARE4HBt6AC5TTDT1qBAuFQPyB/3H5vP1YllhtgIFfOPyB/3H5vP1Lt/Ty44SdQYu92XRgoxlrLF/JtIi3aYpumdddnScPZ9wioHjQVm/JTI17gU4NCnP6kXL26dRXJkzhQwHLGnLj1noHk6e3xLpv9wbK4UUJyxpy49vV5Ont8StEyKqMphEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//0JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCKvDq6faqepP+Ahyy/wAxV6wi0UvZruKaPN3pe9dTi6DJJ/NbUpOiGlGRXKQySe0K1X94XPVDxTx9gBNhsmuRSxuwlN4SD2EB9QIqxdHdU97qToE8xum4vMumOythcrdatajHrnWbS8fpTYUa7uO4Gseip4PKiIi26JQjpJIS+Z4r0ICAgcRTIrcupXxC/SY+yc8AqDKRfyZfNmcsdS8h9mEURBu+Nbd26g3/AHFgxlUPCUyUrVqI4hYNcpu5imi+w+odgItj32dba9N0P7OXxq3dsSRCJoOoNe8y9m3SSHwd2VXo3KLklZp1wmVQ6ZVFiRsYp5ZO4Cc/YoeohhFobdN/qwad0N1cNm9UvmrrrZu2LHaZHeOwafWtXp1WQe17bG5JFaMTeLKXOw1tilVqjruxzUYxSREyqJztPLIQiPoRcJ1g+qHpbmr1IdfdQ/hnRdp6QvFdgtPzlhDZjWpJTC+6dJTyqtOvsUtT7PYG6zZKqwtfZiRY6SpFInuAmKcPCRf03ZvrG8D9W8Q+KPMbkVuuJ0prTlxQqzateOpGuXy3pmnpWpRtnsNNcmoVUtCzKYqaz1Vm6K5IgHvDZUgCJiHACLtfJnkFpzkj0nuV/IbSd5j71pnYHCPk/ZqhemjKXiY+Xg2Wo9hsHb8GNhjoiZYkbPI1dNQjlsioQyRu5Q+ki0rfYlI1SU3z1AWoCqig70Nq+NUeEIJgbKSNys6aQ9+5S+aJEzmKXuHi8A/cHsRQC9lukk+OXXUreodqESrdykqjyQ4/KspI3uvuGya3FvJZ7BqHcAmCL5Zxrp4ySIbwnVcnIkUBUOUokX9XLCL+T7po6fK/2sOOsWpVCz0G86plv2RFSsQILs5Wj6Q2PO3qdsrVZDxEUiZKp68cvSqegHQVAR7COEXv9pG167237RJsbVMfNBW3+zZ/hrr1lYjN1XZYF3dNS6grbaaFoi5ZrOgi1pIq/lkWSMfy+wHKIgIEUqufvsmPJXipxF3hyfJzjrm/UOP9Gl9pzWuJDW9uqriRqVWR+ULlIRE5JbCuLNCTg6wk6elRUaFK5I3Ml5qYmARIr4/Y/ebEfyL4Y7q48qan1HrKy8VLzSlHsnqOmRtFQ2PXdvQ1gNAW++xkb3SmtkEktbybR9L9yC8ZIsyGIU6JjqEW3dhF/Nz9tL5pfV9ya4+8GKvLebAcfqSvuDZ7Nqv3RU2ltpJNvU4mVb+IRCQqWtIpN82MAB+sWs/qbv8ANIsP82+vJ01eRvR1jOlxrPjRycqj7WmsNL1rS18tEXqQkTC3zTK9dUb2+cJE7Hk5FNS6tY+Tbyq6KC7gxJpycCmObuJFa97FRzK+q/Q/JngtZpXzZjTlwj986vZulvG4U1/ssqNdv0VGIgb9aiqpe4Rk+V7lDu6tJh7j37FItdfqg8eWHLX2mXcvGCVs7ylRu/8AmfqHUb+3R8ajMvq00vcDravLzbSJcu2DeRcRyb4VSInWSKoYvYTFAe4EWwV9Y86W/fBtofiEqn9JGEW7zrinI6715Q9ft3ykohRaZV6chJrIFbLSKNYg2MIk+VbEUWI3UdkYgoYgHMBBN2AR7dxIv5hFH/uwt7/3y7YX/sSzYRf1CrZ/6Stm/wC5+Z/8znOEX8czoTdLmhdW/mBeeNWxdpW/UcHU+PFx3Q3s1Kh4ablXcpWdhaqpiEKs0nDEZkYOmuwlljqFHzAUbkAPQxsItyvRXsbXGfRe7tObtieZe9J2U07tTXu1I2DkaHQG0fMyGvbdEW1nFPnDZUXCDORcRBUVTp/PIQ4iX1AMIol+3J/+kr01P+6Dln/5ncdMIoOcOPZN98cxeGeheSMD1BoOlwm+dPVnY0TrCY1TcZSPgG9miiv2dZkZdns9Bo5bNjHKmoulGgUC9zFQHsBRIuZ9lN5FzHEvqhbP6a+z9QabC7XlTeetXO242osCbkgNmaAGfs1kpBNkgkjJTer5OP1/MHPGKpE7vmjNwQxATOmci2DuqHFez89VTkdA8IeS29S1nnxULuTQdCndZ1nZdY3HW7jJShhZ60c2yR1dN6uttbWnZAVEmsuZ4xbKuVlGa7VRwsqci18ub/sh/JnhvrnY/KHh7zCi9rt9I1iybTUq8xWpzSe4o6tU2KeTsyek2ytWe1wVitUbEMlVkymPXxdAQxEf14U0lCKyL2SXq68s+Xlv3bwp5TbAsO8UtWaka7i1Tti8PVZnYsTBxlwrdHstFt9udmVl7w1curkweRjuSUXkmvkO0lHCyBmybUi1ZuGHAeidTDrc7Y4h7IvFt11Ur7uvmBOPrXSG8O6sTFeivdj3Bii0Rnmj2MMk9dw5ElfGmIgmcfD2N2ECLYR52+yJcTeJ3C/lNybqvKnkRaLLoPQ+zdswVcsEPrVGDnJWi1OTsDGLllY6vN36ce9cMSpqiicigEMPhEB7DhF1H2Liqu73q/rG0hg4Bo+uVC4rVVk6McUytndhr3MmIbOBUDuKYIrPCm8QeodsIq8vZErZH6f6zEnrnYBTVu3X7jpvjTkTDS3hZvk77XrDRdhSsAoiqIGLJNYXVkr4kvsvEgYPowi/qiiIAAiIgAAAiIiPYAAPiIj8AAAwi/lAdPA5OVvtUzfYuqTFmqlaeonyq5AxczHD58efW8NadvbORnFXaXdErSUgWqJU1RECLLukyF7mUKUSL5rW6T4ve1kS03tEU4aLS6sQ26Reyoe7tYuqb62ySz1mxO1FvCCMazrOyWUgKw/NK3L5gdw7dyL+rZaLLBUus2K42iRRh6zU4KXstilnBVjt4uCgmDiUl5FcjdNZc6LKPaqKmAhDnEpfQBHsAkVcfDTrJdNvqC7TmNK8QOSSG4tmwFGldkzFZbao3lTPcKTCTdcrknOqzGxdZ1CAFJtN22Ob+SV0ZyczkokTMUpxKRfy4+lL09IDqe81uRvFSRnTVS1TOiuQl01NbDruk46u7bpdprUhSnVgbtiqi+q0k5VVjpRMUllCMHqqqBQcpIHKRXA+zddT67dKnmPsfpfc2mznWuqtnbhkak+LbRQY/oAcpGSrKl++TEh4xbJ0TZCcKziX7vzFGLZwjHSKaqTIXy6hF/QN52cmuG3Frj7O2rnhbapU+O+w34acsxbxTLJfapaV71Bzwnps5WqxWbY6ex0/BxL4ioLtPdDEIJDmATkKYi055j2Xbpd9TGiyXKPpLc17hrrV1gs9jh2cFYqHZNo6rY2SCWSLLVitFvK2rNu1mOYndJB5kk6sBigfumY5PCUpFQltOT6rvsw/NGralhuQ4PIdzAwW2oKpVq2Wa1cat4a1lbDNwi6Nn1jZE4tCJlV5CtyMc9EGjOajFQMswfARRu7UIv6vmkdmNd1aX1DuRlFuYNltrV9A2Y0hHinmvIdrfKpE2lvFulfKQ8xzHpSoJHN4CeIxBHwh8AIsoYRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/qz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhEwiYRMIugbQRjVaNPGkygZNBsCzQ3p405IFCpx5kxH1ATOVSkN29RTMYPgI5wkxsHK2nyL1F3g5SrW2zuxLJMWSjodT7JdOHDpxG1zm54Pa08QFhfQfvfy/N+ATe4/I5PeADv4Pe/fUPchN9HiBHz+33u+dcPE9WF6I9FF3D6l7bzmPTLu883181zL+dx2bfM57cKU+d68SLI+r6ItfLKiwOChIhiBHk25J3KJGhT9iNkz/Arl8oHgJ9JS+I/YfAIZqflk5Sqfkz0hJcoy119qMxUkZ35lI3yOHTHCDtu6CdhhILwRsnkt0HNr7UzKB4c2zwYkqXjdiMHcwHofKe9b0gbT8EMIVirVs3ZNkGbRFNu1aopt27dEoESRQRICaSSZA7AUhCFAAD7gZ8paysqrhVy19dI+Wtmkc973HLnvcSXOcTvJJJJK+jlLS09FTR0dIxsdLEwMYxow1rWjDWgDgABgL35bLvXIRagJPm5zfApwEf4wyQ6VnZS36nnkOGNeD8Ks69hfSvaOJC0NtQba6oPTO6pfVj3jpfpMcqeUNN5O8od/p1+cJojkQ0qLyok5G7HuNauNQs9R1dY42zw9ljZlNZq5ROZsu2ORVJQ5TgI/X1zdEa50Rb7dcbhR9zdxwFzeei2mu5poIIL+9c3eCCMg5BGV5+HpnbLnLNDFJt847B2XYI2j2bwV2jcGnesJ7Qfyt40w/K3hVb+DHDPQllUlbJHbApl41ugygJqQgnWxZYv6KrOAuW0NiWuGryMTDpx8WnGxoGKZQrdNR67Vxr79yccj+lp22urp3yhhLGMex7nvwdkHYJDWgnJJxu4ZOAe4Ut41DXNM8bw3O8kEADp48Sr0PaV+KO7+bHTXeVLjzSpjZF/1Lv2gbzV17V2Sspb7XVq/UtkUWeZVGEbAZ3OzkahsUkgVi3Ko6ct2SpG6aqwppH88eh65SbL6tawXWZkLKqN7WOeQGhxe1wyTuAOyRk7skZUu1bZqn0tj5hpcYyCQN5xgjh5VSb1D+dXUh6qnTHacZdU9JnltTZOmhp2R5SXp/ri8SyVpl6NKQsawrGj6G3pjO32ZaZux2k7JESScOYCJYqFXTUREz0vqCz2jROldQTXt1fRsnqNrGZYxgHeSSXYAxuG/efMoRUT3KupG03NSFrMfcn4sK9Pktx83bvP2dGI400nW9nHf7/p48VoQNRzkS9rd6Quet6dp6yWugu65PIx8pHXdmNResSxjlJJ0MkQGwlKqPYPOVl1zp6i5ep6qaph9LnVk7RKHB0Z2ttrXBwJaWkkHaBxg5zhTGptlXJpZrGsdzwjadnGDuwSMcc9nWsNez6czuStq1TqTgfvnp6cjONifFTjw/YLcidm1S/VLX96lKXdqjWK3R2kRb9bVxOHvMxXLc4fKtRl3Sgkg3SqaQpnMDbM8uto0zS3Gn1zR3GllrX1LGmFj2Ofslr3GTvXk7ILGtzs4y8b84BttL1Fa+F9skhe2MMJ2iCBnI3bxxOc8ejzUQ6I6YfMCG649Z0PM8et5xPT91V1I9q8wKvsx/p+/MtDO4uCQ/RH1+ovstzBEoUmWThqJB1pJNJ2JVXzlVv2MJvATcd25TNLx8nMmoGV1K65SW1rebEzDLtubskc3tbeQ5xcd24DPBR2nstabwKQxScyJic7J2cA544xwGFYt7URxc5ZXvcHEXldwr0vufb+xyab5McXdpH0lq677PsNe13sOoyNaYBJMaLCzUjFx0/VtxXZkR0sVJNFdUvgMJzdggfILykWK7WasobzWU0D46hkjedlZHtdeC9wzsljSQOtZXVNmqqeojlpo3uBYQdlpOPMOnJV6nTA4tH469LLixxVs8bIU2xrccxHZMW/j1WM7WNg7vaTN92LFyzB4Ru6Smq1a769ZqpLAU5DtfLHsBQANC8pHKXb6nlkbcKeRktBT1DWtcHAtcIiGggjIw7ZyCOvKlNms0rNOmJwLZXsJIxvG1v8AgytXvpf8p+p70hdR8hemBE9Lje+5t/2Ldl0sXH/bFag7Ez1KhbrrWazQk7dY7MamvKladWwy1OZzraWTlmjZVqdZs9cMU0hXR9p102kdVCl1I2404omMDvtjQcccEbWQ7fgtIyD0HgdcRNr6HbozC/nCSOB+jh2qyT2VTQ3InjDoPmFrnkvo/cemLS55HQVkiVtt62vVAJdmK9MJBv5upvLrBQn1VxaUjXzCo6aAqQAcJmMIeYTvor0Quq9Py1dp7jq6act2i4RyseWd83AcGuOznO4HGcHHA4k+kqGrbHPzkb25xjLSM7jwzxXLdAnQ+9tL8q+uDY9xaT25qeu7e5XViy6qn9l62uVEhdlV5vs7llILztAlbTDRTG4w6LCyxyx3Uco5QKi/bnEwFXTE0X9Enq3T9z5P7RTW2spqic05LmxSskdGebg3PDXEsOcjDsHLXDoOL7RtBVw3aokmjexu3uLmkA73cMjf5OtbIefOtbeTCJhEwiYRMImEWJdy6K1LyCp7qjbfo8Jdq+4KqLdOTb+GRh3SpPL+Uq/MtxRloCUIX0Bw0WRV8PzRESiJRlOkda6p0Jdm3rSlbNR17cZLD3kgBzsSxnLJWfgva4Z34BAIsbhbaG6QGmr42yRHr4g9bTxae0EKOnDLhefhwbZ0DB7eut61raZqOkNf0azGTFpr5qkm7UlfAZI4tHkvLvHZQXctkGKSyTdMToip3PmwOV7lfHK2LbXVtqo6LUVNC9tVUw52qpxLQziNpscbW96x7pC0ucA8NwFidP6eNg56KOeSWje4FjHcGDfnsJJO8gDIA3ZUnNhVGs31uWtP3zJrZE2TiVhhKu3GWat0lUWy70rEVCunEQLlZJJf08vxHKHiKfwCGH5LuUfUXJjd/T23MfNY5HtjqYjkRSje4N2sFrJmjadE7eR32Q5he04PlC0DZuUC0+llcRHc4wXQTAAvidwO7cXRuOA9u4HcQQ4NIw7pWh26mXyaTmo1VBgWBctgkSfrka9VPIxyjYWjkOxVDmSRObwiAHIXv4ilEe2ehfRCcpehtf8AJnbpNP1bJLmbnHJzB72oiaIJ2yc7HxaA5zG7QJY92CxzgCRpDkT0Dq/Revq2O9Uz46AUD2c8N8MjjNCWc2/gSWtcdk4c0Z22tJAUq88Ur1emETCJhEwiYRRuvdVXhJFZ83SMaJfKmVSOQBErVZQRMdqp2+wDxCIpiPoJfT1EBzdGlb9Fc6NtLM4C4RNAIPFzRuDh17vC6jv4ELbmmr1HcaRtNKQK6NuCDxcBwcOv8LqO/gQugZLFJ0wiYRMImETCJhEwi45/ERUoXwyMcyeh27ALlskqcv8AsFDFE6Y/fAQHOqWngnGJmNd4wCrqmrqyjOaWWSM/guIHlHA+VdEkdUVh4ImZ++Ragj3D3dcV0PEP0mSd+ccS/eKcmYuWxUUhzHtMPYcjzHPxhSOl1nd4Bifm5m/hDB87cDzgrWM9o8uUTx55DdHvaU0g7s0NqLYWxdmTEXFAg2lJWKouy+OtofRjIHSwNUn79pEnSSFRQEwUMHiEA7jnvn0PdKz1GVVC1wcSQ09HhNcN43rxHy9XN1VrCmuJYY8AuxnPguadxwPiC63yj9pO19yK03uXRvCzh5vJXefIqlWnU8dK2l1Bz56vC7AiXdasUrWajQCWSctts+RZRdGOREWiLd4qm5OK4JC2VkmnuSCyaa1A/U0ko2trawdwHTvJwMD+ezC6h5X73qXT7NMsiOzs7ORvLujc0ZOT5Vax0deNN04P9N+D1LuGONWdqXpTbG7L3UXJ0zP6Y+u0AziIGty/gMYEZ1pTapGKP249js3qyrY/zkTCOptf65tN25S6SmopGvp6csj2gdxIdk4PVlxAPA4z0rbOgNDXa08mtXVVsbmVFQHybJGC0FoABHXhoJHRnHEKLvswUqzadOScRWUKVQnMvZ65gEQDsmbWOjSgb+DuQcvuXytp4NV26ORwDhAw+TnJPoVhyB0U8+lLjLGCWmZ7fLzcf0rgfZ652Nj94dYhV0cnlueY1fcJeIQ7GTC6ciDeIPuh2UDJByy3KkpbTZHzEbL4yR2jZi+lYDkZtlZVXa9xwA7bHgHsO1L9BUT+nf1FtNdFbmP1TtR81Na7ha3DbO7E9g60tWvqaxn53YENDWnZ8nWo0PlmZgFRhNhRN6ZykG+KqdmYyzgHJkjgTvtOWiZq2xW+stcwFLzTDuO4d63I3dLSCCOjHStVRVjtJ3y4UdzhJqede3eN5752Dv6HA5HWsy+zw3u4be569X60berkhq7a+3LvAbftuvptq4SmabMT+3NtT1hqb2PepsXjVzWH12QZKJrERWQMQCHTKYBKWFctVPAdLUUW2BG2UAHjnDR29OMqXcj1wlp9TVk/N7Uj4iSM4xlx7D19SzLw4imkh7S31YIsz4U0j8UGiKTkqRTCc5XXDEvbyxUKH0D+y+jMHrkQS8i9HHt4Y4tAPWQ2b6CsxoqsnpuWCrqxHl42iW54Dai6cfMu+e0NcbtiXnpaS7nXTKRtoad5B693LemMHHulpQmvYyq7Lo8zJqxrQXSzmLgJK/sX705fEVq0bKOVPCkiocmufQ0Po7Vd56WaRnOzROa0ncS7aa7HlDTjfvO5bC9EbW1F/tNPURRPa2GVrnAHaGNlzc8AdxcOjgqverb1sNM8+emJQ+NfFPT+3okKqXR9r5NO5qoMIrWejq7R2zWo1qhw0vEyj9tJJT2y5GOSi3QpM0fcGRSAl5yx0m3qi0WGW23aauqZdrnSdhuePSTjxfz1+Z7vforjaYaGni2eaA23Y8gGfHj+eF027W8htfoVOazriMf2+wWnph6aWgISDbKyEvLmjdK0KadNI2ObFVdvpEGUct4GyRTrqKF8shTHECj5ut13oaTlzlbUPawd2SsyTgBxLm7z0b9y9JXK0V1ZyFxPp43PPccTwAMktAa7cOnvd+5YH9nm6hvHTd+nOL3AqHhNlw/IzQ2sL5J3I8tAxBdevoKD2Y6eJSMJZELArKLOXbG8sSmbLxqB0nCbgncxCJqqzPlO0HJPqSDV22zmDNGwjJ2s43bsYx3vHP8AlC+THXkcGm59JbD+fEMjwcDZxnfvznOXcMKpDoj9Vjj/ANOyp8sqxy1oe5jap2FvN7bdXbG1pSUbTEvdlVSLVaXjWsktIzMAxQnXldewLxn4VzESKc4uhRTUSUNsnWuiafV/cu24CWDfjPQenzg/zw1tovWtRpA1Ww0mKfdnHSM/DvH88bKOgI0vF42d1FepBfKZK0Crc1N9rS2ooqZTVRWewTq/bH2Jb141VdJv8rV2Ed3CJiW0giUzZy6Yu0ymE6BwDVXLbqW2WKgtunI5GmeHG0Ad7Q1rWtz1EgE4O/GD0hbW5EtM3O/V9x1HJG4QS52SRucXOc5+OsAkDI3ZyOgqLvGLnNpzpPdWfq1wHOKs7KqtH5Xbhndy62uFTqDizg6jl9pbS2NQ1kY4jhk4koS5VXa6qRXzQy6TWTYi2XAnZY6E8qrFRcoWirYaWRj2Rwx8CNzgxrXA9RBbw/kwKlvtbye61uYqo3Nkkmk4ji0vc5pHWCHcR9OO6dIzfjnffXU6kW6rBr61afPtLjpL2Wsa7v8AHnhrvDUUdh8bEKAtaIpQxwYTsvQSRb90kQ6iRFXggmc6fhObD8qsVLZeTmmpGuBhjnjjBB3Ehkmd/kPmWY5KZau88o1TVuaRNJBJIQRvAL48ZHlHnWY9CyzMfac+o67BUvkuuGlYbpH7h2MqXXfCQolD7o90DfxZF9XV1OeQemnyObedkHt2px/2lSjSNDUevzUwYPOMG0R2bMH1grenI93C4h8BVUEP8Zhz50Tb5XH8I/Gvo1Duib+SF6M6l2JhEwiYRMImETCIHplUVcHWC4ObB5u6D1fddGxo2jcfHZzbQV142VRSmL/r65JwbiYRrJXByJyNqq0nW0XDSPKYir9s6dER8xyVs3V9wehu5RrTb6STTl1lbC2Qgsc44aHDdgnoDh08AR1bx4f9EhydXavq49R2uJ0pjBD2tGXFp35A6S09A3kHrAB1Kabw35Y7AvaOsqnxw3VJ3tR8WPXriuuLVFu4pcVPKUUsK0xGMGdaYtTdxcOpBVs2bEKJ1VCFKIh7GqLrbKSmNZU1ELKUDO2Xt2cdhzv7MZz0Lx3T2u5VVSKOngmfVE42Qx21ntGN3l4Lew4GcZjcMOL+mONs1Kx05emclMXjaUhDLe8wv1e3N+m9koqJcCUvvjCtRbdnFlc9gB2ZkZcpSFVAhfn9yy66odY62hhoDtUMLmxtPWAd58pJI7F7+5G9C12j9EzT142a6ZrpHDqJG4eQAA9ZWuzTenlx26ivXl6nWnuRs/titUXXlev22oZxpyfqtcsbm0RF60pTmjJ+9ttIvkcpCHi7w8UUTTaJrCumkIKlKU5D+wpdRR6N5OqG6NYHRsp4m7OD0sJ6COr+ejx3Fp2TWXKLXWtzy2R9RK7ayOh4HSD1/wA8DzG5eJ7XoUdS3gFauKW49p2XjlzDtLCgX6i7MlIZ9Pv4RleabSdl160qVeDqlXtUe3idksZavOlIpu4jpNIfsxRBZS1pLlbOVXQ1U6qgaPsb8ZHgvDSWubneN437943cCrqrt1z5Ktc0zKWdx+yMzg+EwuAc1wG47ju3bjv6FtL3yvRVXdWmfstirtLptdMo4mrZbpqMrVZhWnnlRBzKzsy6ZRcc38xQpfGsqQviEA79xDv86n6Eu951DLbrRC+R+2QA1pcePUMr6MM15aLNp6G43eZkbdgElzg0cOkkgLGVGtumdupyxtH7+0dvFWBQBzON9P7ZoOy14ZAVCpAtKo0ufmlI9IVjlJ4lgIHiMAfEQDLjUHJLq7TdN3XcaWeOHrcxzR5yArfT/K1pHUlT3JbqqCSbqa9rj5gSuVemrUEaLLcbvTKN8uPDx8INytMFVyzL9MUgUZRIzj9iEi7TFwn3TR8Zw8Ze4fODvgtP6E1BqQuFrp5Zdjwtlpds+PAOPL1LO6g13p7TYabrURRbfg7T2t2vFkjPHo618K1q0eXYq+mW/I3QLzdTd8tFrababk1y42qnKtxMVaLPr1KxmtxZBExBAyItPMKID3KHbJXVciutaSgNxkpJ+5Wt2i7m3bOOvOMY7cqJ0vLVoqrr225lXT91OdshvON2s9WM5z2LtLOpS72SPGJtzAumYwKeIOwJgT7MxxH0KUoB3ER7dgzXdLYLhV13cETHGfOMYWxKq/26koe75ntEGM5zuWP4LZXHK2Wwmu6dyn413DZijk7EmtavvTVs/fzv0xEp2BKdE2l3YjPSHKICkDcVAEO3bNi1XIprekoDcJqOpbThuSTG8ADrJLcYWuqXls0RV14t8NZTGcu2QBIwknqA2s5XeSVqVPKfJJWygu/M8vy/CPi8Xft27fH45rRtnrnVvcIYefzjGFsx14om0XdxeOYxnK6RK7H451+3m1vY+U/Guu7QI8LGm1jO711bE7CLJGP5RY01Lf2lvZCvzK/NBEW3mCb07d/TNmwciWuKig9MI6OoMBbtAiN5GOvOzw7VrGflt0PT15t8lZTicO2SDIwHPVja4rJM03reroyYtG0LPUKTDRTOSMydXi0w9Oi5qaZw8nMs66zlpxw3aqSkm3iVhSST8xYxEznKQwEN269Ecmd1vuom2qaN4aD35DSdluQC49gz04GcBdmuOU202HTjrrFIwkjvAXAbTsEho7TjgMniehRa6MfUHa88ONdq2Rtix6N1rtR3yVvND17pSvWyOjbMNDh6LrabghawFhsDm2Wt+5kJqS82QSQTRcqIqAkikRLyyeh+UPkdpdJwwy6dZNJSRxgyOcMnb2nbTjstAa3GzgdHWTvPlzSPK1WavqpfVA6JlW95axrdwDABsgbRJcc7RJ6c8AMAZxoXA/i3Replu/nBW96TM1yo2Lr41dvWiFbrrd5GVWvOKtrSELMp0mPh0tixgGi6rFrlWduzoCL/AMXbwKogHC8ao1BJydQ2Gei2bXGRszbD95DnnG0TsHeSNw6PGum1aesseupbxDV7VweDmLaZuBDRnGNrgAd/X4lO5Qe6hx+6YRzza85eT2rfjNzAOxevOC5JhEwi5CLjnEtINI5qXus7VKmUewiVMvxUVP29fLRTATG+8GWldWQ2+kkrJziKNufGegDtJwB2lWtbVxUNK+rmP2Njc+PqA7Sdw7SpbMWaMezasW4dkWiCTdMB+IkSIBAE33TG7dxH6RHPPtVUSVdTJVTfbZHlx8ZOfN1LRlTPJVVD6mX7Y9xcfGTlfVnQulMImETCJhEwiYRMIoncl7GYBgKoip2KYqk4/IA/ZfOVZRxR7fQAlcGEB+I+EfoDPbvoQtJsIuetqhuXgijhJHDc2WcjtOYQCOjaHSQvJPom9SPBt+koHYaQaqUde90cI8mJSQfwT0BRNz28vJKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL9ABEQAA7iPoABhV4rtEfUZV80XkDlSZx7VIy7l88UI2ZtkCB4jrOHKxiIopEL6iYwgAZ3Mgkk8ELIU1rq6r7U0nKnjxJo0Wyq8veI+Yg7EtOu/k1u+gpNhMNWkdHGA6iAu49dwkmu8eHE6iYm7+BJI305CNWx1bpWQBp5iMZPa4/QPjK9PcjOmW2SgnulcALhVO2GjpbEz4QXvySOprCuUvXBThvt/dERyH2lxb0lszeVfbQzSE2Xfde1+3WaKSrih1q8LFzPM3yLdaBcKGVZKlTBVqqPmJmKfsOY63Xm8RU3cNG54i37gcceK23VUFC6XuiYNL+sqWisa/VMJzpmER9fXLOe03Od5kkaSVcR1tJG3ZaRhccq3USN4Tl7D9zMTNSzQO2HjvleMmZINpp3LjZmSh63GqTNmm4atxCRikVlZ+TZQ8ckc/cSEUfSC7dsQxwKPYBMAj2y7prRW1X2phPkXRLW08XhuC+hms0kmDWVinzGWi3qfnMpKMdoP2DtEREoKtnjVRVuumJgEPEUwh3DOuptlXSfbWkLnFVQzeAQvemkoqbwkKIj/BlrFBJM7ZjGSu18jWDLjuXElnq0awGqZLRWzWwiQuDVcs5FmsRUCp+aZY0IDoZMEgS+cJvK8IF9e/bMr6RXFsfPbDtjrwVZ+mNKXbG0NpRi5QcB+FfM9aCc8reMeqN2TFXZnjK9ZbfXCBb4aJO4VeHhY+4xKsbaW0IZ4udYWRXfuvnHMp5fjMJhv7fqS6Wdpgjc5rero8xVvU2qkrTzjgCU438DeEvD1y8kuL/FjSulZ6QaHj39tp1IiULu+jVBKZSMeXl6i9t7mLOcgGFsd6ZATevg7+ucbhqu517OblkcWdWd3m4KtNZ6SmO0xo2vhUsDGEwiIj3EcjLnOe7adxWWAAGBwX5nFFjLam4de6Yrw2TYNgbwzNQyiUczKUzqXmXSZQMLOIjEfE5erB4i+MwACSIGAypyF+dl1SUdRWyc1Tt2ndPUPGej+cK5paSorJObp25PT1Dxn+exUycked9r3LFydCo8Mem0KVD3SRO5Om8tdkaeYUwNXiqAnZxDFyJS+Y2bisoft4TODJmMmM1tlhionCondt1A4e1b4ukntOPF0qYW6xxUbhPOduccPaj6T2nzdKmB09ePVm1tDWLZl4jF4SaujFjF16FfJGbyjGtori+dPZJsoAKs1Jl4VAU0DgVQibYDGD9cKAYbUVxiqXtpYDtMYSSRwJ4YHiGd/b2LE3+viqXtpoDtMYSSRwJ4bvFv39qsoyMqOJhEwiYRMImETCJhEwiYRMImETCJhEwi42Zk0YSHlZlyAi3iI19JuAAewiiwaqulQAfUAEU0hzmxhe8MHEkDzrkxpe8MHEkDzrXX4xVMN9cnoA1zKWVbSc9PX+2prl81KSOyB3PKNnKR/ECrSSmjIorEEexkVDB94djXSX0vtbuY3ENDG9mcDzgZPjWwblL3DbXczuIaGt7Oj4AtjkAAoAAAAAAAAAAdgAA9AAAD0AADNbrXi/coiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9GUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wihx1EtS3zfnATmzo3VkMnYtmbi4n8g9Ya9gFpOLhUpu63vVNrrFXiVZiceR0LFJyE1JopC4duEGyIH8aqhCAJgItfz2WLpec2OmhUeacVzL1Ow1Y+2/Y9EyGv0WOxdbbBCaaUqM2s2siiimu7ZaUosWC1nZABXYoGW80RTAwEP4SKkrkb7LNzM2L1h7va6pp+AP08NlcuorZs7sRDZ+rY1WD0vf7TFbB2fX4rXzm4Ndhg4qZZmVgGCBYwTLGapKEEyBgWEi2XvaWOAXJvqEdPXXvH/h3rWN2DsOtcndb7CcVZS30XXzGPota1ruCtPnraSvU/V4DwMZG0x6JGqS4riVXuRMSJnEpFXjZ+nH1T6X7MZo/ph6i0I1ecr7Tc79U98VZHcmmIhrRtNzvJzc283DtteX+wGlPnnFwjV67HLNI986U9wl3aawJmSUIBFNPoW9C3UnEPgVWqfzn4ocedhcprzf7zsPZhdl6+1DvB/R0Hb9Cs0yjwd2dx9ujlYVrTauyklEGDszVKSlHfbxH8RzEX2dcnoZ6e5c8BLlSOD3E3jvr/lNTrxQ9iasNrTXeoNIyNxNGyqldt9Km7wzjaiyShH1Gs8k+Tbv3hWasnHsxN4TlIchFWDpboQ88eTPQjmOm3zDpsBoXkNxl5DzO4+Etsm9iUO/0+TgJ+Ok5WTotslNWWO8SMHCSU/drS2XUUT7tTvo10m3clZHRMRVg0/hp7VtqXhxbek5UOPsj+lmt4WqqHeNrXxvkCsaFepp1L3WowG4HGxkiw1AuT6UeLvGzgxXwISDlAvkkUO3Ai2u/Z5ujJLdIzjnsD9Fyw1y18nORMzWZ/bLmoKuH1TpdepjOXQoutoCXetWTmdWhFbLKPJOQKi3QcvX3kpEURaIuVyKrDrbezVb03Ryjd9RnpbXKHpPIWVtUVs296mdWkNayjvb8G6bSDbbul9hmO2g4C6TcszQeyLKUcRrc8mVaQJIAqudvhFEq6XP20jd+uZDjPMadc04LBDnp9r27AE4qa8uchCu0Dx8s4HaUZf29dhHLtocwqPq4gykS/ZNTlUEO5Fb57Pl7PGTpZOp/ktyTs9U2NzAu1YXqMQwppncjQtHUuWVau5yJgJqUYxzuzXqymaIpScqVs3QatUzsmfmIquXLsirN6rPRH6k3JzrwRnNrS+h4q18bW+0uHllWva+3tOV50WG1PXdUML26+pGx3yKuJjQ7qsPSlTBgKjnygFAqgHIJiLdL5Y6kX39xZ5LaIbJoqud1aA3HqVum4UTSQUX2Nrux09EiyqxiJJJGUmAAxjCBSh6iIB64RakXsvfSt6mPTI5G8kT8tuPTTXmnN46frrRvbYvcOlbyDbYuu7d73V419AUfYVgnytZKu2+cEHRWp0kVkSEOJQV8RSLdcEewCIAJhABECh27j2+gPEIF7j98QDCLRC4Y9DDnjyF64Wy+oR1SeNFLh9Aztw3FuGPpF12Do/dEFZpaQbGpWkNTTdPqlwvB3sRr+pSrR0mo9be4iFZSSUOYypE1CLbv/U4Onj+4M4YfyXNH/8AEbCLT/6eXRJ6lvTO658nyD0xomMmeA0xtfbev3Nojtw6cjXA8XNsunjqtme0qRvrG8rLaskhg37loSMFy8cV4fd0VAUSAxF7Nw9EfqTWz2jyI6gcFoeKecUmvN7Ru5F9jm29pxs8Jryln18NjmwpDq+I3syrEIJ12aBGi7V8v9bSN4i9yLfLwiYRaGlW6I/UmjPaPHXUDe6HikuKSnN647kJscNvacUeDryWPOCwm/qITvh72CqwPE/7E+Tfey+L5yQdh7EW9nYWi7+AnGLUgKOXkPJNG6YmKQDruGSyKJBOcSkIBlDgHcRAA+nCL+XPxA6GntNPAnZsvuTiPp9jpvZc9SZTXMtaYvePDWyOHlLmpuu2KTgzMbverNEpoupmpx64qkblcFFsBSqAQxymIrJP0Lfbg/8A3+pD/wAuunDhFYd7TT0s+f8A1LNWdPSN4yaoYbWu+mI7ci+7Af7I1VQfkacvNd0cgyVTWuttq0bMDJS9QlPF8miuml5ICbwFOn4iLYJ6W+kNlcaunXwz0FuOBSq21NRcfteUS/V1CYhrAjDWeBhUWkpHpzddfykHKEbuCCUFmrhZA/xKcQ9cItReB6KXU40V7RZIdQzVvHaOtnF2R5wXPcTy6sNy6Rh5M+r99PJxLaks2ps9sOJtovICM2NMCDI7JNd2dt4EimBQhjEWQOvB7OrzF3BzWX6lPTJk4uX2jYpuj3+46tJdITWuwqpuTXTWEbQW0dSWq0PoSnOSyIVlk+dtnslHvWkykdw3M7K78poRRw2sv7ZNzM1JPcUb1pRKi0q/V11Qdo3dkhxh1TLW2oyzI0XY2lgu6V4EGkbOMFlCSBau1aLukFFECEMkodE5Ffr7Pn0LB6RGuti3nb1zrmx+Ve9WMDFXWRphX6lE1tSIBdeRY6+p8nLMoyWsLiRmXPvsxJrNWablZu0QQblI0Fw7Iqa+kb0R+pNxX65crzQ3hoeKqPHR1e+W82jeW+3tOWR0eN2nDbFaUhf6k6zfJe3lGXXn2hTEFiB23md1gTAphKRbdnUt01sPkR09+aWiNSQaVl2ht/jPuLXWv68tKxEEjNW620iYhoGMUmZ99GQkWR5Iu0yCu7cIN0gN4jnKUBECLXx9lY6VnOPpl/p7v052oo/Vf6Nn6WD9Df3DZGstg/Lv6G/6Yf6sPN/Q6t1q+SPkv6vYvw++eR7x7wPlePy1PARRn6x3s1HJOy8uX/Ug6SVzi6juuZvKO3rZp49uaazskVudJ+Es+2ZpS+SSjOqt3Vum+7+Tipp3HIJSCrlZJ2qi6Bk2IoybMnPbN+Ues5fi5atNKUOGt8OtTL/suvl4u6ssU9XJBuePnAf7JjL6nHxLeRaHP7yrVkGTxVITJodynFM5Fdv7Pz7P5HdJyLte9N62msbN5ibPrKdRevagR44oem6Cu9ZS0lSqZJyrKNkrHO2STjmiszMKtWpBK0RaNEiolcOH5FHj2ir2di6dR25w/MjhrJ1WG5TwtYjansjXVrk06vC7ugq0QydQnIW3KEGPr+za2wEsaAyZkY6SjEmpDumRmJfeiKpHY9X9sc5H8e3PBa+afsLWhTVWLrHYGwF5vjHWLle6Gdp8kSMNdd0l2KJJqOk4kvkSjuLOSTmm3mEdLO/eXBVyLYE9nh6EMl0k6Xsfau9bXV7zyw3lDw9bsAUk7x5S9Ua6i3oTRaFX5yRYxj+yzE/OEbvJx8LdBoKrBo3akMm3O7eEVR3s+nRH6k3BLqk2Tkryf0PFa+03Iat3ZWmlpabe05cl1Jm4ztee15qNfpN8sFiTK9bMFTCoZqCaXh7KGKIgAkUp/aV/Z8tm8/bjROYPBSjQE7yaU+TqBvWgOrNUaE32jT46PURqGxkbBcJevV0LnR0WhIh4Vy5BaShztCpmKMaVNcikVqPp5c+uob0X7z02+q/RFtK771wSpR2heRo7B1luAbeFFOWT1dbrYhr29WWQPZKskxUrdlM993XmIR6R2i4VkVXSiBFQRxP4b+1UdGM2w9L8TtMV/aenLhaVrIdvCTOm9uaplrT7qyhVb5U4+zWuo7Jpb+Vioxsi5I9ZxRXaTdEXLY5kUzkIsl669nx6w/Vo5h17lN1pLlGarozAtei7FBhZtdyuy5nWtdkXcrH6q1VStNOpWh6yr75WQeEXev3jd8zXfLPjNH7tVUTkX9DOEhYmtw0RXYGPaxEFARjCFhYpikVuxjImLapMY6PZoE7ERasmaBE0yB6FIUAD4YRcnhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f8Aqz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhEwiYRMIsKb1dqI1Nk2IIgV7NNyqj9ApoNXawEH+FYpB/8HOqU975V6M9DLQxVGuamskwXU9ueW9jnyRMz70uH6y9Oh2SSVZk34eEV3swdE4h27giyatxRIb6QEFHKg/wGxCO9yrj0Ttxmn1jRWw57mp7eHtB9tNI/bI8YjYPG3sWfGLF3JvWsewbqOnr1dNs1bpF8SiyyxgImQofD1MPxH0APUfTLe5XGhs9vmulzlZDb6eN0kj3HDWsaMuJ8Q6BvPAZOAvO1BQ1lzrYrdb43S1s8gYxjRkuc44AHl8g4ncrGNbUZtQq23iy+WrJOfC7mXhA/5ofHIACmmYQAwtWhf1tP4dwATdgEw58oeVzlHq+UzV0t4dtMtEWYqWI/cQg+E4cOclPfyccEhmS1jcfR/k00LTaB01Ha27L7nJiSokH3cpHAHjsRjvGcNwLsBznZyBmr1sJMIv0BEBAQ9BDOTHuY4OacOCoQCMHgvvTlHyQeEjg5Q+4Aj2/4cz8Gqr9TRiOCoe1g6ASrR9BSvOXMBK9Sr92uHZVY5g++I5bVl/u1eNmqme9vaSuyOlp4t7GgL0pLqom8aZxKb7oDlnSV9VRSc7TPLXjpC7JIo5RsvGQvtNLPzh2Fwft/CP8A53MzJq7UErdh9Q/Z8ZVs230jTkMGV8nvKwH8zzDePv379/pzEC5Von7oEjue68q45mPZ2MDZXuUkHaoAVRYxgD4dxHL2p1Fd6xgjqJnOaOGSutlJTxnLWgFeAvXIk8sVTeDt27dx7Z0OvVzdD3O6V3NdWVyFNCHbYaNpeKbpdLv5ahi9/j2HtnCmu1fR5FPI5ueoqr4IpPDAK9ZlVDG8ZjCJvu5byVdRLLz0jiZM8VzEbGt2QO9X2klXxCeAq5wKAdu3cf8AzuZuHVt+gi5mKoeI+rJVs6gpXO2nMGV86jxwqPdRUxhD17iI5jqi83Grdtzyuc7tK7WU8MYwxoAXgdwsoHhOcTB9wc6ZrjWVDBHM8uYFybDGw5aMFenLJdqYRMImETCJhEwiYRMIqvubvBC8bou8JyR48bcs2seSNDhm0ZX/AHmekCVKci45R04ShUDF94PVVnZniwKgRNeLfeYYjtr+vKuA9JcjXLbZdH2abk919aqa5cntdMXy4ibz8b3hoMh4c8G7LcZLZo8AxSd62Mw3Uemam4VLbvap3w3eJuG98dkgdH4OcnPFp+6bvJWPOMXUukm91Jxt501cdD78jFG8Y0s0u3Th6NeVjm8hm5XceYeLrz6XEniQdIrKwcibuZuuiJkm5s/ykeh1ppLOeULkVqfTvQ0gL3QxkyVNMOLgBjblazg5jmtqYtwkY/DpBaWbV7xUelGpWdzXMbg47mP6uxpPQQSx3QRuCuDAQEAEBAQEO4CHqAgPwEB+kBzydwU9XS7/ALHoOq628uGyblW6NWGAf2TOWiXZQ7AqglMZNsks9VS95er+AQSQSA6ypvmkKYwgA5ixafvmp7iy06epKituT+EcLHSOx0khoOGjpccNaN5ICt6qrpaKE1FZIyOEdLiAPh4nsG8qtildV3U26eTutOOmiKvN3JlcpqYZzWzZwFq1CNY+Drc5ZHa1ZgHLY8/MGWQhhICr0kaVLuJgTVDtnoe8ehg1Ro/k3uPKBrapho5qSGN0dHHiaRzpJY4miaUHmo8GTOIzNnhtNKiFPrehuF5htNsY6RsjiDI7vQAGlx2WkbR4dOz4irXM8wKbphEwi9S6CLlFRu4STXQVKJFUVSFUTUIPxKchgEpgzsilkgkE0Li2VpyCDgg9hC5xyyQyCWJxbI05BBwQewrFkvquPcnOtEPDx4mETe6rkFy2AR/YpqeMq6Rf4RU/85OrfryrhaI7hGJgPumnZd5RgtJ8WyppQa1qoWiOujEoH3QOy7yjGD5NldQcatsaXcUVY10H0Am4VTOP8ILt0iAI/wCyHJFDruzSbpGzRntaCP8AC4n4FnotaWl+6RszD2tBHwOJ+BdUk6xPw5RUkIxyikX7JcgFcNy/c8S7cyqRO/0dxAcz9FfLTcTsUk7HSH7k5a7yNdgnyBZujvNsrzs0szHSH7k9673rsE+QLgcyqyaYRMImETCJhF+4Rc/HWN/GeHyBTN4O/h8whT+Hv27+HxFN4e/b6MkFr1LdbQMUUjmjsJWEuOn7bczmrY1x7QCuZU2DYTJqJJuAQIr28wEABLx9gEA8XgAvi7dx7d8ydTrzUVSwxyTv2T2lY+DRlip3B8cLcjsCx+9ZsJF0L18waOHRhERcGRKRx6/H+yEwIuHf/ZZEpJjLUd1SgGfPHp8/FS2CWelg7mp5Htg9rnLfenI+BdckKbEP1SKFVkWQJm8ZEmbsgJlH09QBdu4N37B279++dVYZK2QSzSS7TeHfZ+PKyVDdqigiMUUcBDuOWYz70tHwLlWkFFNPLN7t70qmJTFVen88fEX1KcUgKRuJwH1AwkEwD8BzvfUyyta2Zzn7HDaJOPJw+BWTqmYl3NbMTX8RG0Nz4z4Xw4XbVJNs5eRElIwsHKSsAbzIKVk4iPfycKp4yn8yJfum6rqOP4ygbuicg9w75KKHXF/t1P3NTTvbCRwDiB5lEKzSFlrp+6KiFjpesgE+dfW/s8lIqHVcHKKigiY6hSlKooIj4hE5wADG7j6+ojlhXamu1xGKmRzgOslXlFp620JzTxtaT2BfGpMu1EzJj4A8ZfCc4FKChy+nzTHAAMYPmh8R+jLWW93Can7me8mIdGVcR2iiin7oY0CU9OF646WeRivnNVTEMPx7D6CA/EBD4CA50UFyq7dKJqVxa8LurbfTV0fNVDQ5vaurTbdRtCvW1HioGsLuFjPnbGEiY6HYTTnt85R+ixbN0VX4gHzFzgJu/oYe3YS5a7611RXw95Uyc80YGXHeOrs7P5xw07pzTVrqdmpp4zSPO/DRlp9sOsdY8o37jFZWxzzKVM5VOs1kGqokOmYDJHROmPYUxIIFEnhEO3bt6Zqd97ubK41b3uFUDvznOVv6KzWqWgFNC1jqNzd2MYI7FlXWGxnLW4NnTlJi0K6dJryLls1bNVnqwH7iu9WRTTO5WHv9koJjffzYmltf3iovMAucznU7CMZcSB51rzVPJ/Z4LLUG2QNbUvB4NGSfJxVHfQh13tfQfEzlrRd8aUttAeXXltJ3aCrW5NcStfPPQoUmtMmNiiYi5Q7b5SjyO0FSJukkzkBQpgA3cBAPT3L1ylxUFLSt0vXQySOhy50MrXYOTuJY44PYeteX+QXkzluFXVO1RQzRxtmw1s0Tm5GBvAe0ZHRkK2uYtUtNHRM6W8JGxE0m6KfZNFBJIoESSRSKBSJJJkKBSlKAAAAAAGeHrpqC53efuitkc6TOd5JXuS16ftlog7noo2tjxjAAC+1O5ujfJZpCNh5heDW95hXUtGMpFzDuQMQwOItd4gsqwXAyZR8aQkN3KHr6B2zls5QdSWmnNLR1EjYSMEBxAPjxxWCufJ9pq7VAqqynjfMDkEtBI8W5fTM7Esc4cyj5z5ihh+cr/wBMN8PQx+3iMHzQ+I/RllcdZXy6N2KuVzmjoyVe27Rtjtbtukia1xHEALiVbXKrNhbHUDwmL4DHAA8wxewB4TH7eIwdih6d/oyxk1Dc5abuR8jjB1ZOPMr+PT1siqu62RtE/XgZ8662I9xER+Ij3/jzBk5OSs2BgYX5lFVMImETCJhEwiYRMIvuYyTyNWKuzXUQUKPcDEMJRAf8XbLmmq6ikkElO4teOpW1TSU9ZGY6hocw9a7i42bcXTX3NaYdGQ8Ph8ArKdu3w/vvuZIJdY3+aDud9Q8x46ysBFo7T8M/dEdOwS9eAuOqS6zi0xSqyhlDmeJCJjD3ERE5cs7HLJNe4HyElxkHxq6vsUcNknZGAGiM/EtViI5A80uOfXp6mVs4NcWY7ltsyfib7UrfryThbTON4LW7q56amZO5g3qVgrkg3Uj7NBxTLzVFzIgD8SiQTGKJfq7T2603TRFDSXlzW0JpoickAZ2Os8N2T5PGvlBUXG62vW9bV2ZrnVwqZQMAk42+ocegeVSmpXGHqf8AUo53cfOXnUt1dUeL+h+J0rC2Sg6hiEm8GEq/q9ia3NnVq3R3dtut2FxbrZFsFLHMTrpuRWOb+Qz9U0UEoDqjXehuT3Ss9ssM0clY+NzWtYdrBcCNpzgNndk4Ayc8RjetgaX0HrnlC1VBc77DJHSMka5zngtyGkENa079+7JOBjt3KdHWD4lWDmhD8XpvY3JPQnHDg5qXcBrhyrcbn2nP6xkbuzmJiqsWLSgKtKVY69PX2LojWyoQTV49YnUkJTwk8QCJ04FyB36lcyvnippprxPjm3MY1wDRtE7RLgQC4tzgEYA8RnnL5YKpj6CCWphitEGeca97mkuOyBstDSCQ0Oxkg5PmqJ35I9K7TXVb6Tts6NN+hmrW470q2oOR9Xok/tyXrjeGtGy9Z0JsdeQ2ko5dvT7Fo98nmDwrN24ZnCNTWMmRcxlFvQNxpKy56WuFJfowWupnkAhp3hjnDh0tcGkdOfg8/W2ro7Xqm31dikIc2pYCQXcC9oPH2zS4HsUyfae6oq70lwojK8v8k2OQ5Tz8HCTKSqrZeMeSlXYotHSTluYi7cW74iKvjIIHKZIBKICAZqD0P9LBRC6BgGAW58QLluD0QNVPWm1ueSSQ7HjIasJdcfpK8HODPBii734qVu/UbkDqTdms6vZdtvtmX2wT21DTcbYlJC12BhN2KQg6zcE7bDtZVs5gG0Uk3P5qQJGKZIUdgaM16dVXyrtEjRzMbHYGBjAIGOG8YON+Vr7WmgRpWx0l3jeeelc3Jyc5IJzx3HI6MK8PmVqXe/Lzp9WuiaS2LrjUW0N9aQ1bM27ZezbLOUWjV+lzTCrXDbvyrZKxWbU9ho+cqiT+PcG9yFv7k7WKodIgicPP+l4LPp7lfmdNTySwRzSBjWNDjt5cGHBLeBIPHOQML0Fqme8ah5IIWwzxxTPhjL3PcWjYw0v3gO4jI4YwTkrWF536D6IGhumJTKrx43/qq/dUfUZNPSVr2HpHZO3b5E7Rvzmcgo/dCNcsSzJprE9FgjSb2QgHKDWKfptIhqYPCuq5TX9aW+ovFVWufVROZbn7WGuDQQ3B2cjecndkZPE9i8k19PaKaiaylla+4MDcuaXEF2RtYO4EDiDuO4dq2EuT/IvYutehwtzNZzz1tui18C+Ms+rdGip0ZlhsPkbWtRUqTuMc8T8KrWcjprZq0g2cFEDoukyKAPcoZ5ismi7VLy0SxOiZ3JHUyuDcDGGbbmjHV3oGOrcvT171pdouRaKUSv7rkpoml+d+X7DSc9ffE561XVxV6GnBPbXSLrmyL9SbTL8ydz8b7jv2A3t+iHe2ilStctDztw1tCM6O2n0aDJVdvGt49vKlfxrt8+Fd2qR0gczYW227pymm368j0s1o5gvaw7h04B38f58+o7XyZC4aDk1UXHnwxzxvPRkjdw6P56M1dK2jag6ovRRqevOadVkt1RfGPaG063VF311vNal285q/Xb2V1lIvpyl2SuzEknTqNuU8O2aOV1WZmTdAFEjmSIYuO1HP6lOUWGrtrWxmvia2TDW7w5+HcQcEuYHEjBznrOclpyn9VfJ1NSXJxkFBK4x5c7cWsOzwIyA15aAcjGN24YxR7MbwO4g7D4ux3N2+amWneUmqOXWwaxr3ZZb7seMRgICE1jqx5FsTUqJtrGgyotnd0kziq9i3Cp/eQAxhBNICcuWTVtbZYY7TTnEFUwbY2WnILiMZIJHg9BCxXJXpmku0z7nOMzU7zsnJGCAN+AQDx6VITjuiir7V71FAEgeEOHtaWKHYOwHNqLhQIj/Gcf486dSRRScj0IwNnG0PHtSfSuywSSM5Upd/fZwfFiP6FsLL+i6of/BDf8OeE5t0rvyivY8X2pviC9OdS7EwiYRSA1vWfk5l8tPE+z2QTAGxTB85uxN2MU33lHQgBh+4QC/DuIZqTWl77sqfSynP/DQu74j7p/DzN4ePPUFq7V147rqPS6A/8PEe+Ptn/Q3h489QWUMgyhqYRMImETCJhEwiYRfgiAAIiIAAB3ER9AAA+IiPwAADKgFxDWjJKoSAMncAq59uWFCy3+dfM1iuGKCiEayVIYDpqIx6CbdVRI4dynRWdlVOUweglMAh90fq9yGaWqdI8mNtttfGYrlKx88rSMODp3ue1rhxDmxGNjgd4LSDjGB84OV/UUGpuUCvr6N4koI3NhjcDkFsTQxxaeBa6QPc0jcQ4ELGubcWs0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXcKNEpTVjj2CwgBFVkym7/cE4Z3QtD5A0rIW2AVFWyJ3Ala+3T74+u/aJ928jOQvMLYGwXvDvSO4ktV6J4b0S5TFHprVimzPOhadk/U+6Yy7iQRqyzM6r9BRvJy0w4WIm7aMmKLE0jr6llnoTLE3Lw3yk9Hw/AvSFutfcT6a1WxjRNKRtyEA7LR4TvIM4HDOBxOV9POPhhrbo8dX7pTR/SbsOwNXW7lfshhWd18YGOxrjfK0+1qy2Tryt/KNmbXCcsNnfUTYMDZLKm4+WHjtvHK1tV+yUarNjKJWVNUem9mlfcmjZDTvIAxu4jtG5TWWLuKuY2lJzkdParGPaibFaNp1bp09N/Wk0/iL5zm5lVdg6cwy6xHjWnU5aJpip5EEDB5MOnadwR0mY6nYg/Ihzd/Akp2wejqCOB09bgYaMDy7/m+FZC+VL5BHBnid/8APlXxuvY8enw3McP00nULMUv0jtfSX/tOO+XdbqqrpXOAhaWjsP0rogtEUwB5wgnxfQrUafqbUHRG6Xm4m2oj3/alP4r6t3pu9ittWciZa87CtRiWO9tIy0ztYrtWik2q8qs1iU1m0cgLWMQTEwKKEOoeFx1Hqov7TOGt2i1uANwA8ZPj8azzo/Si3ERknAJ39ao26V3SuovWY0FB9T7q37H2Xy+uXIKzbI/Qt0shs+76807pSkU6/wBj18pFQUHrSw1uUhHzmfqjtZFjHv2ce3YmQ94QcPFHCwzq7XF1i2KO2xBrN2SBkn+esqPUVMLhtT1TyXeNY94K6ZU6dntLdi4BcE9j3+b4W2jSFg2PyI0tMW6Su9c08/caklLLBt3yj1w4InPwWxz1VFjKuijLpxlmCPcOF/MUOrzvLYrhp41FW0CowNk4wc5+jO7sXGhL6a5CKEnm9+fMp5dWrl/yZ5Ic4tL9Drp8bJe6e2ntSETvnMTkfXDui2PR2nVYhSyq1uvv455HyUFPO6SkWUdqN3DF29GTho5s9Q9/dGLiNMWGmoqR10qmB7vuGnp7fPw8p6le3a4yzzCkhdgfdFQ85weyWasp/HZK7dPC88g5rnNTLVTp+EtW0Nz1iKY350pYWX1YT0pNJ12rfUdY4psutLRzyPdpKg4bAicqx1QWTzMGpBzrmVrAym37wCfg3+JWMlr7wOp3bUvjW0Zw8ieQlf4ncdK7yxfM5XkrXtR0uA3VLspVrOkmb9CxDeMmZpzNMRFlLScuo1By8cI9klnaqhiABRAA0/qaWjluUj6L7QXHG7HwfEpvamTspGtqPtmN6yhtTaeuNG62uW4Nv3GH19rHXsMtYLnc59RVGHr8Ogokio+fHQScLin5y5CFKmQ5znOBSlERABxtuttRcpxBTAukJ3BXVVVRUsZklOGhV2bg64PSX0RVtfXDY/NbXbaK2nAktNHaVOv7H2NZZSsrPnkc1sL6n68pdotVahJBzHr+6OpRmyRekSMZuZUvYRlcOhLrK4tLCCOOSAPOTv8AIsPJqKjYAdrcfGs21TqcdPG7cZ5jmLXeXunVuNtemfqZn9kys45racJbDNk3relytVsrGIvEfeJBiqRdpCKxhJV4icqiDdQhiiNvJoq6sqBT7BLz1b93XnhjtXY2/UbojJtDAVHCPP8A4VdTflMGv+PXLWqXS92CYLWNdUexVzZWuVHEAyVOUhqshsunVFGwuTtUl5R21jjOXvgBZTyvAT5syh07LZbZtlu9rS5+MEk4yeHmClVk1jZ44hTNcOdwSdxBccZwMgZ6gr/NH8N9Q6PKzkUIotvvDYqZ1LjZEEnLls7KACZSAjB8bCBIU/fyzpgd2BR8Jlzhmsrld62reYnnYh9qPnPE/F2LvrLxVVwxnYgP3I+c8T8XYpXZhli0wiYRMImETCJhEwiYRMImETCJhEwiYRMIum7GbqPNe3tokHdV1TbO3SD491F4R8kQO309zGDO+mIFRGTwD2/GF3U5xOwnhtj41Rn06XKaHJFgkoIAZ7TbU1R9fioRFo8EA+7+stD5O9SDNsJ6nt+hTbUAzbiep7Vf9mvVA0wiYRMImEWnH7ZBstoPDXj1qBqCSrweT1Q2JMqd+6jNJDU+9q7AIF7CJf7N9+kDqFEAMUEkxD0NmzuTSlPd89YfB5ksHb3zCfNgfCsJqmmPpE2rPDutjB/dyE+bAX//0pL+xwvmynTY37GFUAXbTnFf3y6XcPERtI6F44t2qgh8QBRWLWAP9gOaX5TKaVt0p6xw+wPg2AetzHuc4eQSM86nGk6iJ1PNSg/ZmPDyOprxhp8pY7zLbUzWqliYRavvs1n2zb2lz8O2B/KA5856csHsFRfokP7tq1PcfZCf88/5RW4fmWVmmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1AvbVvtWWg/w/9Wfk68qsIpTZrpeQUwiYRMImETCJhEwiYRMImETCJhF0291Mlxr60UCpW7pNVN5HrnARTTeIlUIUFQKAm8lZJU5DCACJfF4uwiHYeL27QwthcmWuZOT7VUd7LDLQvYYp2DG06J5aTs53bTXNa9oOAdnZJaHEiKCLm8axlDJ9nUWc5u50Fi+fFyRE/Txh9k2cl8I9vGQQUIA9u5R75b9/GV7lqKPk25ZrKJcwVsbW7nsOxU05PQeEkZzv2XgsfjOy4YKsq4i7Z1TOHdKWKTY17ZBPEi1ZzbhuyjFWJygU6tbeulSpOHi/cQWTOYrkhPmkKZPxnN5D9FG3lJuFJBQWmmfJoXAdMafakkdMDkd0ta3abEzcYwA6Mv757tsRtbheT7kWsnJ/cZ7s2V1bcHEthe9oaYYiN4ABIMjt4fIMZb3rWsBeHTandr6xrKQqz+wabEgAdwTeWOJTcKfT2Ra+9C5XN2+ghDDnjW2aF1pen83arTcZz1sp5S0eN2zst8ZIW4A1x4BYLn+bfHyEMdNtZ5Sxqp9wMnAV6VUL4g+gjmVRiWSoD90ipi/fzZ1q9DbysXIB01FBRxngZ54h52xGV48RaD2LmI3rGbnqI6rIqJWlMv7hEB7eYuhXWpxD7oJEnnQdh++YMmUPoSNcOZmouNqZJ1NdUOHnMDfiVeZd1hZ609yc1dul2pEVt7IxVjTQO5+pyxtUWMk4boh3XXj1Gzp8wkCIh3MYqawrFIHiMQpQEQ1byg8i2t+TmAV94jhns5cG90U7i+Nrj4IkDmsfGTwBcwMJ70OJwDxcxzePBSGzUy4JhEwiYRMImETCJhEwiYRMIvgbSsW8cLtGkkwdOmoiVy2bPG67huYo+ExV0UlDKIiBvQQMAdhy6moa2nibPUQysgf4LnMc1rvySQAfIi+/LVEwiYRMImETCJhEwiYRMIsL7f476T32Wsht7XFavSlPm2M/W3Mw0EXsY9YPEHoN03rdRB0vDP1WxAex6pzsXyZQKukoUAAJfpTX2sdDmp9SlwqKJtXC6KURu717XNLc7JBAkaCeblaBJGTlj2nOcfX2q3XPY7vhZIY3BzcjeCDnjxwelp3HpBVc3Ut51cj+JzdpE6u0em2rM23Qast+WMxLFVmkm4Q7nhY+tRRyJRM61EDCgaZXKm58BhSaLpkMYPQPodeRTk95UZHVWpb0XXGFxc62RfYpnMB3SOmfvfG77oU7SWZG1KxxAMS1fqW7WMBlFTYhcN07u+aD1Bo4OHRtnf0NIWq/trd+2972RS27f2DZr9OmFUEHE9IHWaRqSxgOo0hIhEEIeAYGOAD7uyQboAPqBO+fTPS2jNK6JtwtWlKCmoaLdkRNAc8jg6R5zJK78KRzndq0tXXGuuc3P18r5ZfwjuHYBwaOwABT16OEJ8q88Ndv/B4vqZqmypvxf9T8+lS1c8f3u/1QeH/ws0f6Las7l5EbhBn+k1VJH48VDJf/AMlnyKTaAj29TRO9oyQ/4C3/ALluWZ8jF6ATCJhFCDllylX1AVvSaMLNe/STQr16/cpJvG1VjVu4NlTNFPEg5mH3YTopKgZNNIAUUIYDpgb0ryEciMXKA5+pNTCRulYX7DGNJY6pkHhDaHfNiZwe5uHOcdhjmlryO2Nm1vPBV+xPLPkhXHbWYcXORkWj8TrpNbFCxzqIkkk1BIqDbuwbqEQKqAlEWiqQlEO3cPhnq2v5B+R+8QPt8Nuhhniw0up5pGyxkjI2u/cC7G8CVrs8cFdpjYehTN1Rz+rlges4XaMAnUXLo6aBbNELrPK6C6ggUDSDFwBpGHa+Ie3mAq8KXv3OJCgJg86669CreLVTSXHRNUbhCwF3c8rQyo2R0RvbiOV34JbETwbtOIaep0RHgqw9JVB0gmsiok4bOEiKpKpHIsgugsQDEUTOUTJqpKpmAQEBEDAP3M8lPZJBIY5A5kzHEEEEFpBwQQd4IPEcQV1gkHI4rFFv10k5KpJV9IqLkO5140nYiLj6RO0D0Kit/qPQhvo7D9lP9O6xkhLaK7uLoODZDvc3sf0uH4XEdORwnNh1W+Eikuji6Hg2Q7y3sd1jt4jpyOGDlEzpHOkqQyaiZjEUTOUSHIco9jEOU3YxTFEOwgPqGbRY9sjQ9hBYRkEbwR1g9S2O1zXtD2EFhGQRvBHWF45Vcl3yB17NzJCOFgLFszgAkVdEOK6pR+BkWoeE4lEPgJxIAh8BHIpddYWy2uMMWZ6kcQwjZB6i7eM9gDiOnCjNz1Vbre4xR5mqBxDSMDxu4eYHHThd2T1IwAv67MOzm7eoptkUy9/u+Ex1RAP8eRh/KDVk95TRhva4n5h8Sjjtc1JPeU8Yb2uJ+YfEvWrqNsID5M2uQfo81imqH+PwuUc5s5Qpx9spWEdjyPjaVzZrqYfbKZpHY8j/ALSuBe6qm0AEzJ4xfAH7AwqNFjfcApTgoj/GoGZal17bJTs1McsR69zx8GD5mlZOm1tbpDiojkjPXucPgwf8JXQZKGlYhTy5Ji4aGERAplSfrSgh8fKXJ4kVe3+pMOSyiuVBcWbdFKyQdODvHjacEeUBSekuFFXt26SVkg7DvHjHEeUBcZl6rxMImETCJhEwiYRMImEXT7NSIW0B5rpMzV+UvhTkGvhKt4QD5pFyCAkcpl+4b5wB6FMXMfW22mre+eNmX2w4+Xr/AJ3rO2jUFfaDsQkPpid7HcPGOlp8W7rBWG5HV1oilBXizt5RMg9yGbqA2dAUPpM3cGKTv2+gihxHMBJZq6mdt05DwOrcfMfmJU6ptYWetbzdYHQuPthtN983f52hdIlxn0TA3mUXzcxfmlI8RWR7gH955hQA5e3wEO4ZYVc9e7vKvbHjBHxqQULbY8c7QOjcOtpB8+FwWWCySYRMImETCJhEwiYRMImETCJhEwiYRMIuz00QCyxIiIAAO0vUf9mXMzp/deID0bY+NYXUIJs84HHmz8So+6esm4jvaJ+ry6ZuRQVPo/aSRVSG8ImKO5OMphKAgId+4ph/Fn0d5Ra2Wk5HKWanfsvMUIyPzb/oXzh5OqKKr5ZKmGoZtMEsxwfzjfpV2khMycg5U98errgK5u/jOYfTzB+73z5t1VwrKqY90SOcNrpPavpPSW+jpYR3PG1p2RwHYqIuscy1bduol0g9QcqbD8i8LLHKu5HYxJacc1mluZiT2DGQ1nNaJ5u7YBERSkW2g2UjIiugpFRb5dYi6AHOoH0T9D3DDByf1FTbg03IuwTxO5mWjzlxA6SvnV6IWaeflBp6a5FwtoZkDgN7yHfAGjPQF0Hqom6e9C6s3Rq0lwgoXGOlvNX8kdQ2Xd0xxsruv2Ua9Xu/ILSiFDgr5bKG2H6pbLW4WlPnpUX7py6ZN5kFB8PvZhPtmh9NpNN18t3LjK6CUNyTuAY/eAfH0dXYtS13pQzUdBFaA0QtniLsAcS9nE9PDp61J72lo5PqB4CgByiIczvEPYfoCIju4/wZqfkNc3N2AIzgfG5bY5cmuxaSQcb/AImrNHtMiqZ+mjeQKcphHkhqAQAB+IAW3+of4sw3Io9jta14aQfsT/lNWa5a43t0TbyQQOdZ8hy6J1xrDbYDoca8+ol8+ZtrJE8Q6xsZSNVVSMtQHdLayKrJ8qh4TFjXtyioZJUoiBFfGCZu4HEo53QcFvm5UrjNJsuqmc8WdYO3gkduyXLA68nuEPJdb4WbQpX8yH9RGxkA9m0GqF/VFqHR60J0P9RRHFupcVLLyC3xBceUaRsWvtKJdeTZl49Su3zcNwtVqU+Vti0vzDQLqImWx1mDdm8k/ksqCSYi3Lty1Pv01+mNaXC3szsjeB1AY4HrHiytRXRlhhsUIog017wNo7iesnPEdXwKwTlnTZHafs1daptbRPIy7LptcHb+CDQorKljdP1vQWz7WoCZO4iDGtUt8ZT0HwlTMPxD00raLlT0nLbPDM4AyTzNHjcHho8pIC3Xd7dUVnIlBPE0kRwQuOOppYSfIAVzfCXm9xbr/Q6oW3Z3fWrIew6M4fXbVNi1xK3muNNhk2ZQ61Y6XVqW3pjqSJYHMzenTeOUiUiNzFdNpFBQogmJjFy175PrlWcqEV+jB7j51ryezcT5t/mWJsnKDbqLkwksMhHdnNOaBnfk5A866J7OtTpSg9IeyPptus0T3Fs/kfsqtlWIYhnkEhSaxqsrpApgAx0VZzWb0pRD0N4O4dwy05TLtS+uLbqHaHOxtiDh1EvLhnyOB8qvOTO01frd3Gu2TzT3Slp6wGBvxtI8i4n2WDbmm0envb9QyW3dbQ23VuZN9k2GrZm612K2BLRVg1ZptKDk4aoyEg3nZiPlnNfkEkFmqCqZ1WK5AHxJHAt1y32CvuT6avpmOdBEwBxAJAw5xySOHHpUe5Ir1RUDJ6Koe1s0jjsgkAnIaNw6eC5Tjr2T9q+6ixTGD04dVknf7pg1Fwm9A/izI6ixHyPwgn7nH+KRWNhy/lRkcB90T8DFsJOP7er/ANkP/wAOeD5vtrvyivZUX2pviC9OdS7Ewi7tRq0NglincE7xrASLvBEPmrG790Wnf6fOMURN/qCj8BEMjOqb0LRQFsR/42XLWdY63+To/CI6MqO6ku/pXQlsR/4uXIZ2dbvJ0dpHapMgAAAAAAAAHYAD0AAD4AAfQABmkSSTk8Vp7jvPFfuETCJhEwiYRMImETCKuvZl5nbHap5M0o+LEN5B3HsI5J0smxKzaLHbJnM2IcETquSp+NQxgMImN279gAA+rPJByb6b0nou2SsoqZ19lpYp5p3RsdMZZWCRwEhBcGxl2wxrSAA3ONouJ+cnKdru/ak1VXxuqpxZ46iSKKFr3NiEcbiwEsBDS54G08kEknGcAAYwzcS1cmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRcFsfe+r+JWnthcot1zLmE1pqWJSmJg8e3I9mpl+8fNYmv1atsFF2ychY7RPP27FmkdVJHzlwMsokiVRUl9QwPmmAapTpa1VFxuDGw8c8egY6SqQOG/Si6kPKK07D6hnA3Z6fRX0ry0bFu1L0vGbP2XsCybQg5Vy+m4TYloqEXHQtVqtWtKkurIQiBvMNHN3qho5miwVbnXylfe7XSSCjqyJJBu4DGfL0r1Db7ZXGBr2nJDcbXAkfz51nfoZVJjojq8ctuKXUC19I7i6qmu6O8u1f5w2rb1y3S1t+tH8RTlzw1La3hsg5pLmY17sCNcNJFNIr48SLyLXLHgkdq5sdSve+yiajOzTHGWgY/neFf2prRX7E4zKOkqUPU06VfUG6hHWI0JuOm3iS4u8StCaTaUiH5LU25093s2KmJZC6zWwXusqShYAuMFf7ErdUoFpMrt2aUUWNLIonOog3I4xVmv1tttl2ZjmoLiS3B8QycY6M+VXldbqqqr8xjEWAM5+biqiutH0f6r0VdTad6jnBTl/yvjd2MeQVW1/bpja+w6zYLNZJKzVy425jZY2w1OlUVV+IPKOqhLw0qjKsZdg8N5gFIiqm6z1lvMF/jfFJG3m8cMbseXKx1fQyW1zXtcdrPlWztzn6nOh+N/S+1HvrlTqhbb89za0Xr+pQHEuvEUTkd13LeupY2Wt2tSgo3kXULTWrGxLt5SQFu6VaoqpIoouHrhq3XitusEjb++SmOzDG8na6sHd5VmKq5NNta2UZke3GPIqE+M/Qa63Ou9I3h5xt51I9Oev7Scyd8p/ByB3Xue3x+uVrA0IdGuWbaEcycpVO7ggRJu9kodvJuRFNIVnJ1EuycrlvtmfVCllxJKDjJAWGZb64QmZnesPRkqdvssEzoKSoPMagt+Pcjq7nhorb8dQ+bGz7ZfJXbFx2/YJmYvSMVOK3ewKLyEMgFuoVhQfQjRRVl76zK/Mu5VdiKWN1THO98Aa7NM7gOA6PmIV3aHRtbISPsoG8qknpgcXeTPWQ6kPU+5SVrklsLjBx7vuwLZUNwbd1Mogy3TcNbXXYC07QuOuq7e9KqFRhz0/XsOM5JEK4MlGxbJmqg4byCqRszcq+msdujMoBLWgAdGQOJVjS00tfUuDDgE7yuf6iPCmb9nJ5ocAeQHAjkvyDtFZ5FbDsMPftX7VtkPNy91Gg2LWSdsrNoUp1dpNevtP2HB7IBqCLuI99iXyBHKLkzg7dRt10FbT6itz+dY3ZxjxZB3jqXKpgktlS3Ycc5X9DCQICbpQoD3ADD/wAOaCukYirHsbwBK2PSOL4GuPHC1t/ast4jqTpDXCiNHRkZbkruzUOnGyKBuz1SMiZV9uaaUTKQfNBmohqkjRcwfNMV4VI3or2HYXJ3SB1Q6pcPBaT593zqM6nmxGIh0n/NT66cvSa4ecMOJurtRS/HrUtz2JK6wqx+RGwdnUOq3e1X+7Pa0xNc2U7M22Lk3SVJh35lmUXCgcsdHRyJEwTMoKyqt5X6jqpb4KaBxETXYAB3fyV009rhZbzLIBtkLWR9mG6f/GbkptXnNzFu+soHYei9dci5OkcUNV3WPCzaurEw+XmbW+ujilzhXdcmLhUNdT1bj4d06brKx6T5yoXwrCgonIdW3eW2UTWREid43kbjjx9pWMs1EyrnLnjMbVxfUQ1Nr279bzos0jTtAqWrNzyu2KjsLaU3ryvxVUkJag0je0XPwM5JtoJqxSey8DB64tZUXaxTKnRIRE5xSRIUmTp6h0lmkmm3t5o8fyf81f3+jgprxHDSjGdk7vH/AJLfMeCAuFRD4eIc88V5aap5bwypnTgiFueOF82Wa7kwiYRMImETCJhEwiYRMImETCJhEwiYRMIvUuim4RWbrFA6K6SiKpB+B01SCQ5R+8YphDKgkHI4qoODkcVrrcP1laby3oDBc4lM2sdpqzoDenmKO4GwQZSnD09QdqEMAf3xQzY95Ams8jh0ta74QVsC7ATWqRw6Wtd8IK2Ls1utfJhEwiYRMIv5/ftUluUudTfSArCq3iuWVTqjMoG7pooVLVO2q8qRH1EAIo9j1lR7egnUMP05uvQkPMxMb0mAu985p+IqmuIhDpCkb0mqY730cp+df//T5f2Oyff13jpumFfnBOB2jv8A2GjXzHEfCpa9T6v0HJS7JL6AWc13ZZFx7fZEaD3+xDMPyi2ymuvJi24Uozc7Nd8zgdFNcoWxxPPY2e3lnYZR1lWOmbjUWzlN7hqDi33azgQ56ai3zvfI0droa4O7RH2BbqmeZVvJMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP+ef8orcPzLKzTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f+rPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRZ31DpyA2M0l313iEZesETWjG0e5A5SO5BdHwru01UzJrInjUFg8tRMxTlWOBimAyY55V9Ehyv3HRUdJpjS0/M6hmLaiWQAExQsd3jMEEZme07QIP2JjmuBbKF6h9Dfo2oqbpNrWodJHR0wdDCAS0SyOb9kLsY2mRsI705aXuB4xkKPmyOn1cmEk4dawnoqfg1VDnbxdgcjFTrEhhESNxdlbHi5IiYennCZqYfT9b+IjhNH+iu07VUbINa0s9Lc2tAdLA3nYHnpdslwljJ9riQfh8APaQlH3XFdGhuAu8pFUpZFamQCPf56r+dcOz+H6RSSiI2QA5u3wAxiAP3QyTXD0U/JnSMJpG3GqkxuDIWtGe0yyR4HiB8RVedb2rOVe6cjAhSKWzZzxwYe3mNK9X0WhSfdAkjJP3oq9/ui1J2+5msrt6L2qcSyxWWNo6HTzl2fHHGxmP7wriZuoLKbXp/aQQR8teT2A9UEPVdadiEzgbt6iQjWuoJAAD8AEDf48hE/orOUuWTaihtUbPaiGUjyl1Q4+YjyKnOu7FXvtvXdp4t7jj3dfcvgZR79vY6FYXZCn+UGSChDKMn526bds4dMzmM1fJAVMFUjAYSFTWKA+sNBausnLdyeywXZkXdMsTqeugacc28g4ewOLnNa8YkhcS4tcMbRfGSO1pD271ZLqfmtqa/t2jGzvia8s5yJkcNJ9UpIBw47ACh46xD4WabcTD6A891UDv2AD9vEPjvXfocNd6VlkqbLEbtZQSWugGZ2t6BJT+GXY4mLnG9J2c4HS6Nw4bwpetHjR+2ReMXTZ60cEBRB00XSctl0x+CiK6JjpKEH6BKIhmgZ6eelmdT1THx1DDhzXAtc09RaQCD2ELrX050omETCJhEwiYRMImEUbuW9nm6loK8ylfdrx8ksSGiQftVDouWjSYnI6OfnQWIJToqrMnB0gOUQMQVPEUQMACG4eQWy22/cqlsobtG2WjaZZdhwBa90UMkjA4HcQHta4g5B2cEYJXOMAuGVS5r7WO0L0hLz+uYKVmVKsux+UloN63SlmCskR2dko3ag8byjgVwYrfObkUEok9e3cO/0Y1XrXRWmJae1avqoKZlc1/NiZjjE8RlgeHO2HRt2dtm6QtzndnBxcFzRxWTk79y5qpfkxWW3UwFP9aK3mGNmcrJgHoBEzS7NwuQpQ+AFEAAPh6ZC36W5A74e7I4NNyg79qJ9O0HtPNPaD25HjVMRnqXs+q/mHJfr6UjvxYv2fjYtbqml2D6ezJsml4fX7nbOPqf9D5R/YpIdLNPDD3UZP+NxOUxH2Lw/R85VU/5r627AjhT+IWWFB2Yvb+/+qKIcmHt9PfK+tZyG6g76moLTMD97zbHm7nlb8CbEZ6lyzPm7yKbeHzrdGSPb4++VStE8X+y+T4xj/vdssaj0NfJFNnm6CaH8iqqD8uR6pzTF3mH6gu5WRyBKwdEm0AEPM8cXLR7swB8fLXZzQNkxH7ooH/gyM3D0KHJ3UtJoam6U0vRiSKRvla+HaPkeFTmm9qlXq7nlre4Om8TeI5zruTcGIkk/cuyytYUVN2KALSqbdo6jPMMPfuu38hMPs1g7dx0Zrb0LusNPwvr9MzMu9EwEljW81UgdkRc5smB0MftuPgxngODonDhvU5Wzlu8boO2i6Lpq5STXbOWypF27hBUgHSWQWSMZNVJUhgEpiiIGAe4Z5mmhmp5XQVDXMnY4tc1wLXNcDggg4IIO4g7wV1L3Z1omETCJhFwFpqtZvFelqncq/DWqrzrQzGar9gjmkvDyjM5inFu+jnyS7VykChCmADFHwnKBg7CACF9bLncbNXxXS0TzUtygdtRyxPcyRjutr2kOBxkbjvBI4FdU0ENTE6Coa18LhgtcAQR2g7lrf83ei9IwBJfZfEEjych0yrv5bSUm9UeT0ckUx1Fja8m3ypl59skiPzYx8oaQ7Jj5Lh2oom3L9B+Rr0X9PXOi07yrlkNWcNZcWNDYnngO6o2jERJ4zRgRbxtxxNa6Q6l1HyfPi2qyw5dHxMJOXD82T4Q/Bd33UXEgDD3Q7qUi25i7HGajXkZIU3SdvZvmEk0XZSEZOLXugxSrB8zdJpOGTxBIroiiahSqEMQSiAD37S30Z10p5OSW3ijkZJBV3mBzXMcHNfGKaqeHNcMhzSdgggkEEEHgsfycQOF/l5wEPjp3AgjBB22DBHQeK2wM+Xq3emEXC2ScZ1ivT1lkO/uFehpSce+EQA3ukSyXfufCI+gG8luPb7+ZGz2yovV2pbNSf0qrqI4WflSvaxvwuCqBk4VE+r6tN8nd+B9UbhVQtglHtquLpI5wFrAMlE1HDNob1MgmKZ0I9r27gj5ifp4S9s+nmtb3beRbks/8oY0GkgZTUjSB307wQ17+hxyHzy+32X9LlckhjdyvOdU6pv4BvVX9agn9aaNEGLWBfRbJ5Et2jVEG7ZBJi5RVbkIgiUCk7F+aAemfMqDUN9pbq++UtZUxXmSRz3TsleyVznHac4vaQ4lx3nfvVtk5z0qqLmvx+our29ZulDYngmk/Ku4eVgU3Cy8am7BoZ81expHJ1V2YKERWKqkBxRD5nllJ2EDe6fQ38q2p9bS1undUSiqnpYGyxTlobIW7Ww5khaA1+CWlrsB/hbTnZBHfG8u3FTO4UWZ/ZNA11ORWUcrVyTmKyguqYTqGYMF03UeiJh/6WyZPyN0w/YppFD6M87eiQstLZ+VSrdRtDI6yGKocBuG29pbIfG97HPd1ucT0rrlGHqWeaHXWurzlPgp8/nPWxk3XYC++NDgg4MUPQAUHwnTW7B8BOUwgHoHpmdteo7raW83TPBg9o8bTfJwI8hAPSszbb/crW3m6d4MPtXDLfJwI8hC9EPRq7DKFXQaGdOSCApuH5wcHTEPgZMgETQIcB+BgIBg+7nbcdU3i5MMUsgZCeLWDZB8ZyXEdmcdi7a/Ul2uDDFI8MhPFrBsg+M5LiOzOOxdvyOrAphEwiYReldBB0kdByik4RUDwqIrJkVTOH3DEOBimD+EM7IpZYJBLC5zJRwLSQR4iN65xyyQvEkLnNkHAgkEeULFlg1ezdeNzAqgxXHuYWSxjnZqD8eySnzlWwiP0D4y/QAFDJ3aNc1MGIbq3nYvbtwHjxjcHfAfGVNbXrKeHENzHOR+3G5w8Y4O+A+NYZkomRh3AtZJoq1WDv4QUL8xQoD28aKpe6axO/wBJREM2VRV9HcYefopGyR9nEdhHEHsIC2BR11JXxc9SPa9nZxHYRxB7CAuOy7V2mETCJhEwiYRMImETCL1qoouEzJLpJrJHDsdNUhVEzB9wxDgYoh/iyjmteNlwBb1FcmSPjcHxkteOBBwfOF0aW1tVZTxGIyGMXN3/AF6NODcoD9HdsJVGnh7/AHCFEfu/cxk9noZt4bsO627vg4fApFRarvNHgOk56Pqk3/4tzvOSsUTmp5yPA60UqlMNy9x8sgA3fFL8f7Qc5k1ewf3hxMb6C5gqmxVMXfQESM8x83T5D5FM7frS3VOI6wGCXrPfM843jyjA61jBdBdsqdByiq3XSHwqIrpnSVTN/enTOBTlH+EMwrmOY4seCHDoO4qXxyRzMEkTmujPAggg+IherOK5phEwiYRMImETCJhEwiYRMImEX1sXZ2LpF0mPY6JwOUQ+6HrnfTTupp2zN8JpyuipgbUwOhd4LhhYlpHHXjdrHfO1+U2vdZq17kHvCFk4DaGwBud+lS2aLmZeuT0k1+paas8jTof3iWqUer42Me2OT3fwlMBDqFNtu9csWpb5piHS1ZKHWyDZ2W7DARstc0ZcGhxwHHiTx38BjUlk5HNNWPU82qqOItuc+1tO23kHac1xw0uLRktHADhu4nOUTGETCb6RMJv8Yj3zTxOTnpW4QMDHRhYp5FcauM3MzXkJrHlPq9DYkDVJRzNUyUazM3WLZTZR+gi1knFcs1efR8k1byzZskV40UMsxd+QiZZE50ETJ7i5O+V++6ALmUD8wPADmuAc12OGQekdBGCMnfgnOneUXkfsOvw19czE7CS17SWubnjgjoO7IOQcDdkAjBda6W/TAocVqdrUOLaTSe0renuzaLd1NmbZRupL08eU9+WbsM/GXWNVtKEa6okYZhHvyrRccKawtmyRnj0zjYN19E3qutimhhcxjJoywgRsI2SCCBlpxuJ38e3cMa+tfoY9J0U0M0we90Lw8EyPB2gQQThwzvA3cOzecyJ5F6K4/wDLplR47kfrxXYrLWdvNfKIiW3Xip/IdrFJJAJQT0qx11SS7JIlDyXYrt/T7Dv37660vyv6k0mah1plDDUt2X5Yx+Rv9u12OPEYK2Lqjkf01qxtO27RF4pnbTMPezB3e0c3PDgchcryL1Tpjl1rt/qPkhSFNi63f2OJti1cLZrdUxNPQQOwinwy1Jna7Nh7qD9X9bBx5R/F88puwdrXS/Krf9J3SS7WqTYqpGlpJa1+5xBO57XDoG/GVdao5KdP6stcdpuse3SxuDgA5zDluQN7HNPSd2cLtVprGrthaolOP2xaFFXXRk1TIrX0pryfVkXkc6qkE3YN4Nn8oC9LOISEKMU1WZyCbokg1dt0nKSxVyFUClr5VL9bNSHUsEpFc6QvJGN5cSXbsYwckEYxg4xjcq3TkrsFz00NNzxB1C2NrACTuDQA3fnayMAg5zkZzneoH07o/wDScpFb2DW23Fhazttkx0bETLu37R2nKS8NExVmhbc1YU+aZ26NlKmc83Xmgru2Sqcg6aEUaLODtF3CCu3an0UuqZWtMXNskb1RtwTgjJBBB48OHTjPDUNN6FnS0TnCUyPjcemR2QM5wCCMcOPHoyp+6/Z1HVFIpWq9f18kXrDX1Oi9eVaoSb6Ts7RnSIeMJCx9cePLQ9mJOaYoxCYNje+ruDqpB4TmMHfvpO5cot6uOpHallkPd75NsloDe+znIDQAPIAt223k5stu023TMUYNvbHsBriXd7jGCXEk+UlVzzPRg6Sdgtzm7vOMctGuXsgeVeU6v7Z2hB0JV2sqK66LaBj7Qi4iIxVYw+FmwctWiBP1tFNNMCkDd1P6KXVEVAKd/NuqQ3G2WNLvHwwT2kHPTlaRqPQs6XluHdDOcbTF2dgPcG+LjkDsBGOhWZVyXh6NHVSr0GuQ1Mo9Gho2t1Cn11g3jICvV6HbJs42IjI1sQjdsyatUikAoB6/Ee4iIjom7a9vF2vpvtVK91UX7RJO/OVva06Bs9psIsVLGxtKGbIAG7GFi3TfSQ6aumt4VLlVrDjgNI3RXZULrAOoXZG0G9QrlrkmLpN/IQtDNbzVVk1OEmsVOPBsMY2KYCot0ylIUvoSo5dtTXKwC1Vbw4SRNa9xY3acMDOTjOe3iekryt6zmnrfqGS4UbC1sc7ywBztlvfEDAzwx0cOxSihOK3Giscq9jc367rRWO5SbYqLeiX3Zo3S/uyTlWaRFKgm8YFMfWdxQYzy4vXkOl5zSLQXH3TxCcTKrGUjlw5Ur9cNPN03LIDbWHIbstBzlx8IN2jvcdxd09gxmaLk7s1FfHX6Jn/HuGC7adjGGjwc7I3NHAfGc5zMbxGMYf2QiP8AHmsHHJJ61sNo2WgdS8c4qq800zqqESTKJ1FDlTTIUO5jnOIFKUofERMYQAM4ve2Nhe8gMaCSTwAHEri5zWNL3kBgGSeoDipWVeDTr8O2YFAor+Hz3qgf9NdqlL5o9/pIn2Ahf9SUM0JfLo+73F9Wc81nZYOpg4eU8T2krSd5uT7pXvqTnmuDB1NHDynie0ldhzELFJhEwiYRMImETCJhEwiqokTCeQfnEe4meOjCPx7iZdQe/wDj759rLUwR2umjG4Np4x5mBfKC4uL7hO88TM8+dxXx5fqyTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIoW9WTglyF569MnZFG43w6tlv8Ar3aVD2iyobV03ZSm0o+osLExsNNgTvFW7J1MsI+0pyzdqooQzxwwSQR8S6iZDXlvu9FQ1raWocGve07+gDO7PjII+Nbx5KrNW1VJU3SNn/DR/YwfbPOHOA/Jbgn8oY6ceHGP2hZ9rvjHqbRmyul11G5HmlqbWlQ1O80tQ+O0qnUrfbaNXWFWYScfOSK7e21CBnvkxNdy2UrTx3EnXMgkm/IkVdThcdOUtdXd3meIQZzku/kfCt30t0mgp+5xG8yYxwWdujfwG5YocteVHV96jNdi9d8qOW0YSna90PHPEZFbSmnRUqgNWNkVRcv0Gc8FdoVeiI9mKx37CMjljPzA8fLN22M1JfqCKmjtVG4OiaRtHoOP/qSVdWu3VD5XVk4w88AoD3/qY9VvpYdT3lS05i6I5N8yOCu0LdfJDjatrOqIOK/RqTYbutb9dKUWxwlPUgZiZqdQdhXZiBln7R+iqkVwCoJlTF3lYLTY7xaohAY2TBo2t+/OMHIz0nerOSsuFDWP5zaLMnHVjO7C9e4Na85vaT97cfYjaHFjafArpU6At4bHsw7sK+r23+QNhXRBksatV55Hw7sz97XFHMPFvWbdaHgWshJPFZJ86VbRwVE9p0nRPbE9r6pw3AY3ePs+E9XSBjrLzUNc9pbCOtSW9pK4ecr7w86c3MXhpp9/u9n089myNsmeP9Oh3U1KkjG9k1Bb6hMV6iwyK8pY620X1KWKl2sag4fN2i7ZRNAzdNyoha6WvtJVc9DUvDZZOBJxnjuz5d3857rvbpodiSJpLW9A8i77Y/aL7ruDXp6twl6WvUCv/MmzQ5ouJoeyNIqQOotZXJ2gLNWZvmwI2ddupCqVuUUFcorMYVJ+3R8LpzEicTJ8hpqjgrzX1M8YgBz4W/8Anz+VcTdZ5KYU0Ubi/GOClh0H+mnsXpxcf9l2TkfYmFq5f8uNkhujkS/inzaVYQEh4ZNau0X5bYlKwsMrCPbJLv5J82D3M8pLuEWx1myCLlfD6g1NTT18cNP/AEePcD19Z8W4ebyC+ttpljp3Pl+2uWuB06uS3Kb2cjZPLThnyP4Bcj976cvu2z3rUG29J1SQkm9nUjGalXjJuDmFolerW6u3eqMYpc6Cci2k6+9QWQctTrqqJN5jW01v1JRse2VuMdfDsIWDp5am1zuaWHKsC0xxi5q9bXqKaH6h/OvjnYeG/CHh2o0meMHGnZIvi7R2Xb2E4ytbCw2aCmYuDlmcRNWiJjJKafPY1gyfx0VHxTBu9TM8kyYmvuVt03a3UNG8PqXDGR0dH/0HlPbe09JVXSrFRO0tiB6elbci6orKmUH4mHNJ1ExnmMh4kqfRMEbAwdC1dOvJoPenM3nx0ceNdO0ptq48eatvH9Fvkbsiva3uM9qqt1+Qvuv45VrcL1HQzqoVyUjKLSbEJEXrtE5glke4AVVMTba0jWUdDZJ53yMbNjc0uAccA8BxO8hQu9QT1FfHG1rizO84OBv6+Cvc6hl12FSODvMS06jp9zv22EePG1ovV9S15Wpy4XKY2FZKjKVumFg63WmUjOyyzOxy7ZwqRsic5UETn+aUomCLWKaCfULZZ3NbHtje4gDHHidyy9wjkjthZGCXbPAbz5lXP7OJxXuXEjpP6Wp+z6JaNZbW2Xetrbh2RRrtXJapW6Al564uqlW0LDX51nHzMZIr64o8GsZJygmqQihSiHYAEcjri5Q1dwbFC9romYGQQQeniN3Eq20/Svhpi94IccneN6qFs+v9tt/aUNzcm7TqXZFU01xV0YtGceti3Sg2yvUO6T0jXoKEfx1Msk1FMoSythm9t3ICHYLrpqIsVT+Lv3AJvT1NPLptkQc0ufHskAgkbunqOAPOuy32+pu2ojJKx/MMbjaIONwDdx4Z3krcTpFyidhVGuXeDU8cVaIdlMtAExTKIleIlUUaLiX0ByyXEyKofsVCGD6M0PWRvhqpIpPDa4g/z28VKZIH00hgf4TDhdpy2XWmETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1z6n2iuc0egh+tlb8mHUeQo/N8KSmxXLASdvo7pqCHb/FmyJu/sRJ+9c/4MrYMvf2Qk/e2f8GVsYZrda+TCJhEwi67brPFUqr2G3Ti5W0RWoaRm5BUxgL2bRzVV0oRPv8AZLLAn4Eyh3Mc5gKACIgA9sMT55Wwx73ucAPKuyKJ00rYmb3uIA8q/nNdf2Wdz3Fynzr83jfTXKOvyz0/qPjdyOu9yvHJvX1+cssYc3vplgjqjG3wWw4HkLFd8pbBHp6BjfBFWweaKVf/1PH2YQAr3TCf7WTEED6w6rEwtLP/AIC2p1+0Nxn1raiHN9Dc6FqRVP8AABFAvcQDLazZuuob1ol3fNvOk6gRM9tVUT5K+mI/CDqZ7R+WVhNW/wDltrs+r296bTqOnMj/AGtNVhtDUA/gkVDXH8gLdtzyst/phFq++zWfbNvaXPw7YH8oDnznpywewVF+iQ/u2rU9x9kJ/wA8/wCUVuH5llZphEwi6nb77RdfMG0pfrpU6RGPHYMGkjb7HD1pg6fGRVcFZNncy8ZN13Yt0DnBMphOJCGN27AIgRc9GScbNxsfMw0gxl4eXYtJOKlYx23fxsnGv26bpjIR75qoq1esXrVUqiSqZjJqJmAxREBARIvuwiYRYY2ByP48annE6xtPfOmNaWVaPQlka9sDaNHps4rFOlnLdrJpxNinY1+pHuXDNYiawJimc6RygYRKYAIvr19v/Q+2XriN1XuzUezJFokZd0w19sim3N62RL28SzhrXJmSXRSL3DuYxQAO+EWXMImETCJhEwiYRMImETCLH912zqvWr6sRmxtl6/oEldn6kTTY+63KuVV9bZRJZi3Vjaw0nZJgvPP015RsQyLUqqhTuEgEvdQgCRZAwiYRMImEXQb9tbV2qWsU+2jsmg62ZT0iWHg3l+uNep7WZlzJmWLFRTiwyMclIyJkiiYEEROqJQEfD2wi+q2bI13QntXjbzfaXS5G8Tbes0phbLTB117b7I7VQQa1+rtZh8zXsE25XdJETaNCrLnOoUAIImABIu6YReldwg1QWculkWzZukdZdwuoRFBBFMonUVWVUEqaaSZAETGMIAAB64ReiPkY+WZoyEU/ZSbByUTN30e6Qes1ylMJDGRctlFUVSgcogIlMPYQwi+3CJhEwiYRca/moeKWYt5OWjY5eTXFrGoP3zVmtIOQ7CLdim4VTO7XADB8xMDG9fhhFyWEXHLS8S2kGkS4lI5CVfpqLMYxZ62SkHiSPfzlWjI6pXLhNIAHxGIUwF7euEXI4RMImETCJhEwiYRMIvlevWUa1XfSLtqwYtUxVcvHq6TVq3SL9kqu4XOmiimHf1MYQAMIv1m8aSDVB6wdNnzJ0mVZs7ZrpOWrhI32KqDhEx0lUzB8DFEQHCL6cIuMk5qHhE0VpmWjIhFwuRq3Vk37Vgmu5U7+W3RUdKpFVXU7D4SFETD9AYRcn8cIuOey8TGLMW8lKR0e4k1/dY1B69bNFpB16f2MxSXVTO7X7GD5iYGN6/DCLkcIuLnJyFrMLL2SyS8XX67X4uQnJ+fnJBpEwsJCxLRV/KS8vKP1W7GNi41i3UWcOFlCJIpEMc5ilKIgRR2Jza4ZKHKmny54xHOcxSEITfeqjHOcw9ilKULWImMYR7AAeojhFIhvOwbyFTsjSZinVdWjvldGfbyLNeFViRb+9fKicomsZipHe6h5nngoKXl/O8Xb1wixvrvkBobb8i/h9Tbt1FtCWimQSUpF672TTbtIxscZdNqV+/Y1qZk3LNkZyqRMFVClTFQwF79xABIsqu3bVg1cvnzluyYsm6zt48drJtmrRq2TMs4cuXCxiIoN0ESCc5ziBSlAREQAMIsY653vo/cTiVaaj3LqnabqDRauJttrnYdRu7iHbvTrJMl5VGszEmpHou1G6hUjKgQqhiGAoiJR7EWVsIsY1bdmmbzb7Fr6k7c1jcb7UDSRbZSKtfarYLfVzQ0mnCS5bFWomWdzMKaKmViNHIOUUvIdHBI/hOIFEi7Vb7lUNfVyTuF9tVbpFShU0FZm02+cjK1XIlJy6QYtlJObmXTKMYJuHrpJEgqqkA6qhSB3MYAEi4ey7T1jTKYhse4bGodU145bxTptfLLb6/BUxw1nfI+RHKFolJBrBqt5n3lP3U5VxK48wvlibxB3IsVxfMjiHOSDOIheVPG+YlZBdNqwjIveOsZCQfOVR8KTdmyaWhZy5XUMPYpCFMYR+AYRZE2NurTenUYhxtzbWs9WIWA7xKBX2NfKtSEZtSOK2PIJxClmlYskkdiR6iKwIicUgVIJu3iL3IsWfp3eF/7rvjB+P3VP/GzCLJ2t94aV3GaYLqHb+rtqGroMDWAut7/U7waCLKi9CLGYCsS0oMYEkMc4938/wed5Cng7+A3YiyjhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCLzTTOqomkkUTqKnKmmQodzHOcwFIUofSJjCABnCWWOCJ00xDYmNLnE8AAMknsA3rsjjfNI2KIF0jnAADiSTgAdpKs7p9eQqtZhoBACh8nskk3ByfBZ6p+vPnH/w92oc33gHt9GfHXXuqajWusLhqaoJ/4qoc5gP3ETe9hZ+pE1je0gnpX1C0bp2DSmmKKwQAf8PA0PI+6kPfSv8A1pC53iOOhdlyIqTJhEwiYRdNvOv6dsmCWrd2gWU9Eqm80iLkpyLtHAFMQjuPeoHSeR7whTiAKonIfwiJRESiIDIdM6r1Do65tvGm6qSlr2jBLcFrm8S2RjgWSMJAOy9pGQDjIBFQSDkcVXLsnp5PCKrv9U25BdAwmOSvXDxIOEg+yFNrPxzZRJz379iEWapdgAPEqYe45690d6LSncxtLrmgc2UbjPSYLT2ugkcC3rJZI7PQwcF3Nl9so0K8fOU2vV1QiqpeWA+MTe80mYF6Rft6AqUaxJrrfOAPQDlKcPpAB9M3KzlY5ENWRNNdXWyXd4NZDsEdn/ExgeYkdRK57bD1L9BhzNJ8wEeSoAX0ACn2Z4Q7fc8J/D2/gx3V6HZ3fF2jcnst30J9j/B+BPqQ5hyHqrHb8W7/APvY7uqY/c9ffHJB+GPVB6Hyk8CbSzfyG0Z+Q0pmPsT9Drl82+eWH3WQfuoSNlMb09fgi+MbKeq7kAm711Rpsj8KOnx8LEzH2L8/9zJgfnD+mMaJE9REf0RVmgdvpN/bWo9vv5X/APp5unej1ISPP6AH/M5PsZ6llrj7y12TAbGiaptizuZSqSb88HKq2hFFKSrMicTt271WROgg+RTbyBSJuiOjGTSSE5uxTFEcgfKvyDaOuukJ77oSiZDfYIhNEKYkx1MYw5zBGHOYS6PLojGA5zg0d8DhcXxgjLeKuIKYDABiiBimADFMUQEBAQ7gICHoICGfPkgg4O4hW6/coiYRYb5B09e+aW2LWGaQrvnleXexzcoeI7iSg10J6ObJh/1Ry9jCJl++bNh8k+oItL8o1ovVQ7Zpo6sMkceDY5mugkcexrJHOPYFyYcOBVaXT/u5IHaszTXA9kL5AHBr2H7KYrAOpVsUQ+Hg+SVn49/j4gD7o9vZPorNNOumhqfUUX2211Q2vzVTsxO8vOiDyErulGW56lcjnzzVumETCLi3kJCyHf3+Ii33i+y98j2jnxfw+ckfvl7T3K40n9FqJ4se0e5vxEJkhdBnNIaesaSiUxrKjuhVASmcJ1uLZvgAfj5cixbNn6Q/fKoUclVs5SuUGzvD7fermwN+5NRK9nlje5zD5Wlctpw6SoPbp4CsVUHU7pZ4do6TKdY9Jm3p12rkAATeVBzjoxnDZYQDsVJ6dQhzD3FdMA7D6X5OfRT1UcrLXyjRiSAkAVkLAHN7ZoW964dJdCGkAbonk5HY2Xocoy6O5F37jrZHFStLOXf1Fs+VZz9LkvGjJQDoqgg4dwRHgk+T3ySgiY7cRK3dAI+LwnEqxNzcpnJFpXlcs7L9Y5KeK/PiD4KyPBjnbjvWzFmecYRubIMyR9G00GN3NzA8ZHFXF672pQtqxBZmj2JlMIlIQXjIp/IlotQ4f2iUi1vA8ZKAYBABMXy1O3chjF7CPz31dofVOhq827U1JJTyEnYfjaikA6Y5Rljx0kA7Tc4cGncLctLeKyFkTVEwiq1587YvEHa63ruAmpOAgF6shY5M0U7Xj15p0/lZaOTbO3LY6a6rFilE9yo+ICGUVETlMJUxL7c9CzoTTNzsdZq6600NVdW1xp4+da2RsLWRRSFzWuBAe8y4LsFwa0BpG08HviaCMniolQcRydh4iOtlVLtwIOTbJvmUxVX9jkWC7ZQO4HXPBunSSZQHuVQi4FEhgEpygYBAN83K4citwuE1hvhsHplC8sfFUsp43tcOhoma0nraWZyMOaSCCuZ2OBxlc0XlDyfgQ9wXvVjbKB+tilMVyDcvAH4dhVl4Fd34/v8Ai75jjyJ8il0/4qK10b2ccxVEzWeaKdrMeTCbDD0LpDCF33crzLbRr8Bsl3erHEIQU/cqjAzkQ/m4Zosk5aMZqQrTKPbyDdqq3J5XnicUwIUpRAAAMzE/rP6as8Wm7lLZIrPTSF8VPUzQyNje4EOdGyoe9zXOBO0WgE5JPEq1bQ0MdU6uZGxtW5my5wGCW5yAevGNxO/o4Lp1W6me1+O225zV+42VtbxUW5boN0NpoSi6z4gkL566MmskrPwKRzGAGyhjOmoE7iskkYvhDG6k9DnyacpNijvemBS09TK0lk9v5sRnq2o2HmJRnwtkMkJ4SKK1GsLfRXiS1XWOSmjGOblcMteOk7s4bngRke22SCFdnonljqPfrJl9TE23j552gCycA/eNFTvigUROrAybZU8fPti+Ew/rJgXKQomOkQM8Lco/Ijrbk2e6ouEPdNkBx3TCHFreoTMI24XcB3wLCThsjipRG+OaITwPbJA4ZDmkEEdhG5ZA303XdaS2yi38Qqjry3HApfUxyowb1ZVMoB6iKiSZi9vp75GuS2WKDlJsMk2Ob9NqUeImZgB8hIK7GeEPGqzunk5bJbetTZQCg4da8kBbHHt3EELFWzrol+kROUwH7fcTH7mezPRaQzP0BQzMzzLLszaH5VPUBpPi3j9Zd0vg+VXF5891bqLHLzUFh3Bq9GOqaZHVirc63sTGMUWSb/K6KbF+weR6Ky5k0E3ZknwKpCcxSmMl4O4eIBDeHIDr+08n+tnVd+JZaKyldTvkALuaJex7JCGguLMs2XbIJAdtYOzg843Brt/BVVQzrk/qJstEw7XbNMjknSrpRgSGnm8T70oUhVnRUF2SkcoKxUi91CgIHAoeoh2z3JcYORXX0za+4PsNxrHMDQ8zQOl2Rkhpc14kGCThpwQSdwXedh3Uu71/m3yFrTgEpSci7MmgbwqMbPXWCZi9vsiKLwqcHJeP751TCH+9kau3obeSa8xbdFTT0TnDIfTVDyPGGzGaPHiaAqGNhUu9a9QKlTq7aN2PXXlLdKmIl8txiqk5AeMRABVdoFRSl45IRH0AibwA+JjAHqGgtY+hS1JbI31mj6uO4wtBPMyAQz46muyYpD43RZ4BpPHrdER4O9T8jJONmo9nLRD9pJxcg3TdsZBg4Sds3jZYviSXbOUTHSWSOUfQSiIZ5WraKst1XJQXCKSGtieWvje0texw4tc0gEEdRC6uG4r7stkTCJhEwiYRMIvjfR7KTbmav2qLtA/xTWIBgAfgBiG9DJnDv6GKIGD6By5payqophPSSOjlHSDjyHoI7DkK4pqqpo5RNSvcyUdIPwHrHYchYTtGtV2JVH0CKjtqUBOowP8APdolD1EUDB/zUmAfse3mAH996iGzbFrWKpLaW7bMc53CQbmO/K9qe3wfyVsSzavjqCKa54jmO4PG5p/K9qe3wfyVij4eg+gh8QyfcVN1+YRMImETCJhEwiYRMImETCLg5utw1hR8mUZJrGAolScl/W3aH30XBeyhQAfXwj3II/EBy2qaOnq27M7QT0HpHiP8hZG33Wvtkm3RyFozvbxafG3h5ePUQo7W/XsjWvG8bGNIQ/i/5pKTsu08Q9ileJl9AL3HsChfmCPxAoiADErhaZqP7Izv6fr6R4/p4eJbRsep6W7YglAirseD0O/JP/ad/VnBIx5mIUnTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi+2NaGkJBgxL38T142ah2+PdwsRLv/i8edsMZllbEOLnAec4VvVzimpZKk8I43O96CfmU2ilApQKUAApQApQD4AAB2AA+8AZsgDAwOC8/klxyeJX7hUTCJhF37XEWEjZEVlC+JGMSO+N3D5orFEqTYP9kVZQDh/sMims640dldGw4kncGeQ73fANk/lKMatrTSWh0bTiSZwZ5OLvgGPKpJZpZajTCJhEwiYRMImETCJhF8r50mxZPHyogCTNq4dKiPoAJt0TrHER+gAKQcvbdRS3K4QW6AZmqJmRt/Ke4NHwlWtdVx0FDNXTbooYnyO8TGlx+AKqgxhOYxzD3MYwmMP3RMPcR/xiOfaxjGxsDG7mtAA8QXyfc5z3F7t7icnxleOclxTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIrcNDQf1M6pprYpPLXexhZxyPbsc604c8mQVPh89Ns4TT+8BAD6M1Xeat8l2mkadzXbI/V3fGCfKvc3JtaWWvQ9vp3Nw+WETO6yZiZBntDXNb4gFmb3914fD5g9u3bLb0zrNnZ2zhTTuSDOdnevmOoc49zGERyzfI952nHJXc1jWjDRuXvTeOEg7EUEA/hy5ir6qEbMbiAut9NDIcuAyvBVwst9mcRzrmqp5zmRxK5Mhjj8EBeCaqiQ9yGEo/ezhFPLCcxkgrk+NjxhwyvoM/dGDsKo9suX3Kre3ZLzhdIpYGnIaMr5BMYR7iIiP3csy9zjtE713gADA4L6k3rlMPCRQwB/Dl3FcKuJuyx5AXS+mhecuaMr0qLKKj3OYTZ0S1E0xzI4krsZGyMYaML1Z0LmvYCqgB4QMPYc7mzytbsg7lxMbSckb1+FOYo9wHsOcWyPYdpp3qpa0jB4IY5jj3MIiOHSPedpx3oGtaMAKrjqdtoo1N17MpzUa3szCeeRQwov2yUvI12XYrOVZAkeKpXbpjFycQkn5hSCRMzsQ7h4h7yzTFTUGWSE7RgLc534BB4Z4ZIPwKS6abiaRuyebLc5xuBB4Z6yD8CyF03bY5ntBPIF0cxxpd2m4ll4hEQLGSjdhYkygI/DtJSzv0+gO33fSx1LCI7gJB92wE+MZHxALq1FEI64SD7tgJ8YyPiAVgWR1YBMImETCJhEwiYRMImETCJhEwiYRMImETCJhFrk7nMfVHM20Tjsh0yQG6Y/YPYCj3FpIT0feUjEKH2RTNnwdu2bJov+LsrGD7qAs8wLfmWwqP/irO1g+6hLPMC35lsZIrJOEUnCChFkF0yLIrJGA6aqShQOmomcvcpyHIYBAQHsIDmtyCDg8Vr4gg4PFezKKiYRMIqtuprs2ThqrSNXRbhRu2uDl/P2UUzCQzmNgFmScRHKdvRRq5lHJnBy+nZRml9HcMlel6Vr5ZKp3FgAb4znJ827ylSfTdM18r6l3FgAHjOcnzbvKtWT2gTSjendIHSm2ZMpFLFsnnVrRGMDsAmi6jGaN5SIoogb4gtNyTYXKvYRKKKTf4GAwDPNMVxm1NLSN+1xUjs9ri+L4hu86inKXWGanjpW/a45hntcWP+IbvOv/Vzj7JNR4TZfSR5PUGxpnUhbbzS25CPjJdgXbleceOMZEnrQxgEE3se48C6Buw+FVMo/Rmr9Q6juOkOUC26ntJAuFCyKVmfBdsyyksd1se3LHjpa4hSSGwUGqdIV+nbmCaGsEkTscW7TGgOb1OYcPaehzQVs58e79YJuIndabFOUNtafdsqvc1A7glZ41VsKtT2JHeIRMeNusQj55vgZJ6m4SMUvgABsuVLTFrt1dTau0oD6h78x9RSDpp5A7FTQydUlJKdgdDonRPBO0SLXk21Fca+iqNLamI9WVle2CpPROwtzT1jPwKqMbR6WyiRhA2QFIfNVLZS1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/55/yitw/MsrNMImEX8r32gngh1P6ZrNpz66lnJFK7yd/5USWk9E8e2c2hY2ertZT1f2jd46WMnVfkzVtFdHjNfMEBjYJtIKyBXHvL98V0kZI5F/RD6Tv2rLpp/gAcN/yddc4RT/wiYRfzc/aVNRVPkD7RvwL0NfTShaLu2n8ItRXQ0G8TjpstT2Tyh2NTbGaHkFWzxJjKBDzK3u6xkVSpLeEwkMAeESKRXVz9l40dwb4n3/nP08N18iKPtTi5Ht9qTVct15jJRR9UK+9bDYrHQbnU61SLbRrnTotdWWBczp4i5bsjopkbqmKqJFd50Curspyt6TNp5J8ztiRkRaeHE1dde8g9vWAPdyT9UoVSr96gtoTjaObKquJmSpljRZPAbpKOZSYjXCqSIqOSJCRYoH2uzpsiqrYEdJc9HOkELmShOOSiPH2rjpVCxqI++Eaqyx9sEtBFzRZgdgxNFBMCgPiBkP0kWSust1/NF8M+GNNunG7YElZdzcwtJSuyOFuza5RIu7axXQjpiptXs3bkrK/jzxLlrG2A4EZPYxwoi+TMi7bkOkolhFFD2a7rrseY9cgOHvJ/Ze4du877ZZt07PkbpP1KvNKANCiSs5eMiGMrBPYiPhCRsWmcreOZQyDRIxvCXt3EcIpecs/amumZxU3bdtDtY3kZyStOr3snG7QsHGrXNRt9EokjAO/cLGwkbTddk68bS6tfe/rLtxGEexyS4GSF0CpDEAisx4z9U/hxy94dbC5v6EvknctQ6kqt6su0IX5DUjNl0J1rqpuLrZ6nZKZIOUFGlnTgG4LNClcHYPyKpqNnSqJgUwi7V08eohx+6nGg3nI/jWlfEtdsdgWLWq5di1tnVrB9UdYja/KyYkjGU1PImjxa2Vt5avngY5vGAlDwgIkU68ImEX8/wC6p+kdm9cnl91SNg6fsdiS1j0aOOxdcccjVlysklfOXFftjbZ25UYgUgOZ5Mqw2vrHWuzNUhweMq868ZSm8CpFtwdI7m4x6hnTz40coTPGri5WyiNa3txq38pIY3clCVUp+y0jskgAY5rK2aIWk2KJgAfkx+2OHcpymEijRtjr7cI9Ub/3zxRCo8ndn8nNFXSr6/JoTTGknOytn7js9ogJa1A20rW4SwitZo6u1uHVey8hImh2EekoiVRbzF0SHIsncHesnxk5vbsvPF5HXvI/ityqoEH9VMrxr5iapJprbMrUyA3MvZqzEt7FaYuZjmqL1BY6PvaT/wB1VByVuZsU6xSLqvKvru8AeGPIrbnF3fVi2XX9q6h1PVtsO2EPr9WyM74ldpilQdToOsiRMs4mrZsibd3pqoRh7k3botGztyu5SQbKKARQ+6g3JPpT81uFHAjk3zo0lyiT0/uHlkxpHHajycLN612zUt4KS2yKNHSGyKvVtixoRlddF15Irp+Y+fEM0XbKij4lBKQixv7Rl/ppvZ+f++v6Y/zi6hwi2ncItdfqfdLblD1ROePHSlbi2AvXukXrKgObDtfVtB2dJ1K/bd3gZa1OmxLHDR8YCbuuoClANEHCjhReOaFkTMhbOXorpkVWOtOPFO6QHtHXDPhz09brsaK48cvdE3C18kuMM1frBsCp1z5Jre4XUPdQ+XXj99HO2qmuWkkydPlF5Nv5DtAjr3GR92Aixdyt4+cEOVfXw6rrjqP8g5bRnHvjrp/h43rE+G+0tJQ43+86Q1a/RiEX71YyM3JPY8JAycc1TO6VUTOcCmEhuxFer0duAnSd0har1ye6avIewcg1J6mO9O3KV/TJN9316vx8nYK5cDR0nBIEIvVbOs8qTVREXZUVzNBP4SCRTxYRX5YRehyddNs4UbIlcOSIKnbtzqggRdcpDCkiZcSKAiVVQAKJ/CbwgPfsPwwi1B+PPs2xuWafIfkh117VatycuttbFs7qoudY77tLbXukNVhGsHVcRoHurWKYsloeXfP0m0a+bu4OOjmLNMjMRFwdUixZ0PeoVuvSHRf6nW17zsKb5A0Tp8X/AHvWuKWyb29fTSlzgqrruNl6DSHE24cqun9UQtElFrNyeeqdgwnQbImBsg2RTIsd8F/Z+dU9R/pvRvPLlPtfet36k/Lqr3De9K5FL7UsbBXVlofS84tplpEV9m4bQb2vJNYyNdPkV0fMapO1WsYowSQbHTIrjfZ6OdW8edfSNr+wLxLfV1yV0nM7P48zlntyyq694vGuoaKnteStzcndNXbuVf1C4wCMw7VcEcPnaa7pRUqixhAi13uT/GDqHaF6qPQp311EuX73ePIflXzVbtZ3U9AVdxGhuPtN1zsXj64g9d67jmwRUZIHeG2K4+V3CMc2RXWbJ+JR+qCkg5IrwvawHcop0xaTUYeUkYh9svmfxz18R1FP3Ec9MSYNdHp0UnDZRJUfGEV38Pft83v9GEUH6h0gfZn7/uUnHuk89bFat0rTKtbZa7g+fkVIT8rZUFhbrVmETbgdrOWVJyUyRo9mqu8KqQ5BT8RDgUi3PmTRJgzaMUPGKDJqg0RFQ3jU8pskRFPzDj2E5/AQO4/SOEX1YRVodUHWnUV3Rp6haj6c+4qJx2uGwNlN4Ld2+Lcy+UZ7WGkD1mxLT0zrVkVF65Xvz2bTYtGfu6BHJPPE6b2OEvvyBFQb7L9qyd0Fzh69PHyb2pe9zH0lvXjhQA2LsWUeSVpuL6FsPMBjLW2Y97fSQoStmetRdOQ85Y4nMAHVVMXxmIppc6ukPyC6onU2iZDmZdXZukrp7UjNXWejddbYnKvN7L3gs2glJWW2PXIZgycsUzSM5KEJJoP/AHxJjBM0Gxm4PXRjkUAOCWqIzphe0hTPTh4UbA2HKcMdqcTXu4twaHs10l77XNIbBJCzE5DSDJSVXcvImXOpFwZk3jo5ni7C3FQXVXKDUxCLYq0l1SuOm++oHyQ6bdLr+2We/OLlLG9bFnLDWqyx1hIQwOtdM/JqdgY3WUsUlIebs+OHwOYhkTwpr/P+YQFCKmaqezoSfL3kLyh5T9b/AGsz5LWO63mXHjnrbTG7tuwmpNFaX8549jocpntU1ZLxElCtTt2iTFkKkWUjRV47VfvXiqqRFhLoK7uf8beUnWM4r623RfORfTL4Ptkr1pK/2e0BsBjrd1Dtp1/Z9bUq7k8MU+iHUfESaXktDFj1lq4L9umkZ65UcEUf+lr0n9R9ejQG6Opz1N7XuDY+5+S+3NpQWkkats6wVevcddbUuUUrsEx1vDtTHjDnr9nTft2jSQQeRRGce2MZodwq7WWIrT/ZpOTW7rxpTmBwf5HX+W2rtfpqcqblxsQ2FPu3T6fndasJWxQNRazT+RcPJOQcQdkoVgaNVXCyh04pNm27iDfxGIrXOrF9qy6ln4AHMj8nXY2EWun0Uuh90m+UHSV4n7/5IcS6bdNmbEoF7lNh7Fk9h7bqz2QPGbS2DAISThat7Fr8XDmYQcQgkCrdNuBCogcR8XcwkWM+gbLfoc3br58PNCbKsW2+APHmSs5uN87JWFS31urSE603VFysTTbOmc8ZMMrBE11EXDlmItpA0SlIEABeKKLEVIfQuev+nnvrpNc9SvXUfpLnjd+RnAff7g6ygRcda/0RY5DXknLvFTA1io95NTlVe9jB5ZW9TfKiJRMY4EW7j7RByfsHG7pdbpgNd+9Ot2cr5Gt8NtJwsacCTE5c+QDhzW51pDCU5HCcuhrRCeXZqJfPI9SR7GKIgcpFSX7MZxpjeHHU26vPFuMeBJE0ZSuL+vZGWKdRQk3Y4VhYiWueT83sZNGds53bwiYAUqRVwIUAKUAAi3dsIv5htbrG/uIPMbqQ9bnjgM3aT8Kes1ym1Nyn1IyV8LW8cVto7PlC2B0UhE+xUo+XklWrpRYrojJ0/jpUE0yxKxzEW2f1491a35Hezv8AKbfOoLE2tmsduaa0TfqRYGvYoP4Cx7007IMwdN/EZRhJtAWFB41V8K7R2koiqUqiZygRQm67P9y3ap/2n+nl/wCuaqwikE89n16GDvhJBbE3Bx2pOk2Uhx6q1uuW+Utw7QqD6iyL6gR8xJX1KTm9huKoi7jXyp3gIPGbmPWOXy1GyqRhTEihV7PTxM051XukjQYbqSapW5N1ji1yZ3jrXihP7Gsew4t9HahfVDTsk6Qi39ftUHISsNH2w7+KaFdLOUo9tGEYoAkm1AgEUbbP0g+nAx9pZ11wlacXaqjxameAr7bcnqItq2SaHd7FSlb23Ts55g90NaiOioxTcvlFflbfrQfrfcR7kW39w26bPCHp9K7EW4daBr2kFNsJ1RLYZ4Kw3mdGzEo5rGaqldBcrRZAahDmt0j4PdvJ8fvRvM8XhJ4SKceEWoF7at9qy0H+H/qz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhEwiYRMIubrTlsyscA8edgaNJuKcuhN9iDZB8gqv3+95RByPauo6u4aUulBQZ7unt1THHjjzj4XtZjt2iFnNM1NNRajt9ZWY7jhroHvzw2Gysc7/AAgq0cBAQAQEBAQ7gIeoCA/SH3s+MxBBweK+p4IIyOC/coqphEwiYRMImETCJhEwiYRMIqzuYHFKSnZCT23rViZ8/cEF3cqq1TEzt4simAKz8IiQO7l0qkQBdNih5ipyiqmBzmOUfZnofuXSjtlLDoLWUoipWHZpKlx71gJ3QTE+C0E4ikPetB2HbLWtI7o5Md65Yx4s8upKluonW+zHir+nKqoRsJYXagmfVExzFRbtXyqg+J1XUziBfnD5jIn2IikUEyzTlv5AqPUcE+sNGRti1C1pkmgaO8qsDLnMA8GoI37u9mPEB5L3cnx53t4q34BAQAQEBAQ7gIeoCA/SH3s+f/DceKt1+4Relwum1bruljeFFsiquqb+9TRIZRQ3+IpRzshifPK2GMZke4NA7ScD4UVE/D9BST5LUNdIgJETc2qSVAgfNRSJVZ84EAPTsUVFCkD/AGWfTz0QMrKLkbukTztOLKaMZ4kmpgGfHgF3kV1J4BV72fL9WqYRMImETCJhFHLeXGXX+8EBeySalfuKCAIMbdFIpmdmImXsi2mGZhTRmWKXp4SnMRZMA7JqkKJgHb3Jnyz6r5NJe5qMir0+52X0spOzk8XRP3mF56SA5jjvexxAI5teW+JVXXzj5vbj1LfVPGllDx8ac6jS90V09FJqgA9xNJA18qShyGIAAqDggNjCPgBRQPj7i0vyscmHKzQektYYBVzAB1FWtZlzv+ntZjlOclvNu5weEWMPDvD2v3LNmrOoDbIQraM2nBp29gQCJjYIUraLsaZA9BUcsR8mGlTgAdgAvuQ/SYxh+Ottb+hTsVyL63Q9SbfVHJ5ibalpyepr980Q8fPDoDQFwdED4KsD17yM05swG6NausYSVceEpYCaP8hznnG7f2OixkfI+UFS9/UWplyfcMOeUtWckPKFozbkvNtmNCz/AJ8I56HHti+POwPzoYexdRY5vEblj3lLxtDe0PFyME+aRV4rSblKMXfgoWOl45yYqqsRILIpqrthTXJ5jdYCKAmYxymL2U8ZJZyI8sR5MLhPR3SKSfTVYWmQMxzkUjdwljBIDstOzIwlpcA0h2WbLuTH7PHgqyVdNcqNTrrjEV3ZUKVM4qKO6FIST9qqBf8A3YMrUHroPLMQAEfMAogX0MAeoB7QZyich2u42931dmqSRgNro42OH4IFUxu/PtcgngTxXdtMdxwss6R5l7MqVujaztaSc2SrupBGKk15tqmhY60dZYrcz/30Em7p0myUN4nCLsFVBTKPgMUwdhgfKT6HfRl+sE150NCyjvbITLG2FxdT1AA2tjYy5rS8DEb4tlu0RtBw4cXRgjLeKuOz56q3WEN3ccNKci68at7g1/BW9qRJRNhIOmwIT8MdQB/XoWebeVKRqhTD4uyaoJnEPnlMHoM60Pyla15Oq7u7SVfNTAuBfFnaglx0SROyx27dtYDwPBc071aVtBRXGE09dEyWHqcM47QeLT2gg9qoo2r0mNqaLujC7cZ9g3CToaM4xk5OsN1lnFkZMUHaSzluDJmdL5YVI2T8CCpG7lUynzjFRAod/fWgPRV6N1tbzZ9fw09vvjoyzaf/AEWUkYyHuyIwfumSua0DcHvJOIlBox9trmVNirJqem51pkiJLmubkbQB8WQA9rvylmKP5Tb/AKnHyVOn5xebYLsHcO/hb5E++v027xso0cJLvlisrF5goKCHZVwbt9z498hV8iHJVfqqHUFqpWU1U2VsrJqKXYYXMcHNLWDbp8bQz3sY8fVsLm2HeFC/jLx050bA2K5HXfJBpRZiOh3zp9ZWTN4aPYR6yiSJGTgGlfaoirJLCUpEvK+d4DGAOxBEJfy0a15L9M6Ta/Wdp9MqGapY1lMS3be8Anbbl+cRjJc7O7IHFwB1tJYNdP76a6sBzwaDj4GNHwKzSiaP6udIu9OPPcrtS7E1uNvrxLsweV+MGyBTzzDMthdxYvtVMljv0oXzzJpBLJ91fCAd/iHjy96z9CrebNVih0vdaDUPckpp3NlfzPP827mmv2a1w2TJs5PMHdnOOB50tt11TVMZlroJaTnG7YLRtbORtEZjG/GfuhvVuMpKR0JGSM1LvW0bExDB3KSki8VIgzYRzBuo7evXS5xAiLZq2RMoc4iAFKURH4Z5WpqaorKmOjpGOkqpXtYxjRlznuIa1rQN5LiQAOklTp72RsMkhAY0EkngAN5J8SxRpXkLpfkTWxtemdh1+9RSXlA/SjV1G8zCqrAIpN5+vSCTOegXCgFESEdt0RUKHiJ4i9hGUax0FrDQFw9LNX0E9FUnOyXgGOQDiYpWl0UoHSWPdjgcHcrG3XW33aHn7fKyVnTjiPymnDm+UBd8s1Gplzbma22q1+yICQSAWaiGMgZMBDt3QVcoKKtzl/YmTMUxR9QEBzGWXU2otOTCew11XRy5z9hlfGD+UGuAcOsOBB6QsiCRwVZPL7jHq3WVNDYVNXf1pytOR8OSrnXWk4iSXkCuVzgwVeqqSEaug1arLiAqrIiRPwFITuAh7Q5AOWjW+s9Q+pPUTYqyFtM+U1IaI5Y2s2WjbDAI5Guc5jBhrHgu2i53Bd0b3OOCoP8ADPqHuK5ygoXGg8gyc6etMzO1daXcAVZRHZFhSYkrQQ7wxhMjD/L8YEf5aYgku5lVVhAwETOOwvRFciFBfdFV/KNSROGrKKnikIbuD6aEv57baNzniJ/ObRy4MgawEAkDX0utaeXVUdopy00G+Nz/AG0p8HZPtQRsZ6S4ngATsgZ80VOkwiYRMImETCJhEwiw5saoJCkrYo1ICKJj4pRBMvYqpDD2F6QofBQhh/Xe3oYPneggYR2Po3UTxI2z1rssO6Jx4g+0J6j9z1HveBAE/wBJ35+221VZyw7o3HiD7Q9h+56ju4EYwlmzVsRPhlUUW+P3LLW3Im07YqdOcASR1lZ14pHzHKaxbVWUxIyb3OH8JU/HFOplBwj4Q8YpJ+7nOIe8EKGwdZ8nF90Rb7dcbm3MFfTh5wCOZl8IwP8Awwwtd0ZO2ADsEqEaU13Z9W11fQW8/ZaKYtG/POx8BMz8EvDh04GwTjbAUpM16pumETCJhEwiYRMImEXichFSHTUIVRNQpiHTOUDkOQweExDlN3KYpgHsID6CGCA4Frt4Kq1zmOD2EhwOQRuIPYo236gLQqqsrDonVh1BE6yJAE54w4j3EDB6mMzH9if9h9ib6BNDrpanUzjPTgmnPEe1/wAu3o6e3a2m9SsuDBR1zg2uG4E7hIPrdY6eI6QMV5g1MkwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRd51wy99t8UAh3I1Fd6p9Ph93QUFIf8AxgxP48ydnj5y4M6m5PmG74cKO6qqO57HN7Z+GD9YjP8AhypX5OlphMImETCLOWpWnhZS74S/250g0KYfuNkjKnAPvCLoO/8ABmruUGo2qmnpR9zG55/WOB8grW+uZ81EFMD4LHO98cD5JWXs14oImETCJhEwiYRMImETCLCu9LgjXKa6i0lShK2VNSMbJAb55GBwAJNyYvx8r3Y/kh/q1Q+IAPb0L6G7QdRqzX8N5mYfSW0ObUSOI3GYZNPGD7bnBzp/BjdnBLc6S5d9Ywab0XLaonj01ubTCxvSIjjn3ke12DzY/CkHHBxAbPpsvACYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF98VHLy8pGxLYO7mTfs45uHbv3XeuE2yQdviPdRUM4SyNhidK7wWtJPiAyrqipJK+thoYft00rI2+N7g0fCVdkyaIsGbRi2L4G7Jsg0QJ/eot0iIpF+gPmkIAZph73SPL3eE4knxlfROngjpoGU0IxFGwNaOoNAA+AL6c4LtTCJhEwiYRMImETCJhEwiYRMIui7OvLLWmvblfpBMF29Ur8lMA1E3g99dNm5vcY8p/XwHkHxk0Sj8AFQBy4pYHVVSynbxe4DxdZ8g3rvpoHVNQyBvFzgPF1nyDetenXWvdo8x9vzZl5tFSbkEnVjtFmmRcnjoaNIui2RQbN0AVOCZFHCbdiyS8JSkL2ASJkOYuxKmppbLRtw3vB3rWjiT/O8n51PqioprRSNw3vBua0cSf53kq9rjxoiB496+TpUPIOJt27kXE3YJ1y3I0UlZhyg1anVRZkVcAxZINGSSaSPmqCUCiYTGMYwjA7jXyXGo5942WgYA6h8538VCLhXPr5+eeA0AYA6h4+k71nbMerFMImETCJhEwiYRMImETCJhEwiYRMImETCJhFTt1MNPOkJes7siGhlGD9qhULeZEgiDWQaCstXpNx4QMPgftDqNDHHsQhmyJfslA7zPTFYCx1C898DtN8XSPJx8p6lLtOVYLHUbz3wO03xdI8nHylST4G8g2Oz9bMtdzj4gX3XUc3jRRXUDz5ypNfLaw8u3Aw+NdSOR8tm77eIxTkTUMP6+ABjL/bnUtSamMf8ADyHPid0jy8R5uhY6+UDqaoNQwfYJDnxO6R5eI8vUp7ZH1gkwiYRU/wDVKgViv9QWchRM3VaWyBcHAPmorN1oWQZlMPw7uE3K4h/2IcmWlZBszRdOWn4x9ClumZBszRdOWn4x9CoA9o2siNj6F3EfwHKZzA86qbW3xCiA+StF6b5Xe6kH/VKRS7dT/wAP/GMo0lEYtY1XU6kLh5Xw/PlQLlFjMZPU6ZpHlY758r//1pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksWxBtBEtK5FaD2K0AGyF9NZ9F3BQv2L9CQhZC9UPzS+hTLx1grLtNMw/OBN8oAD2EQGTaNkOoeSnU+lJ+/ktgp7xSj2hZKyjrcdkkFRE5w4F0LCesQnVjBYuUvTupoe9juPP2qpPtw+J9XSZ7WTQSAHiBK4dYMqM0sttrV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/nn/KK3D8yys0wiYRacXtr/wBrc41fhv1L/MNv3CK/LptXum6t6PXAPZexbLEUyga+6bPFS6Xa32B4lHQVXqdY4xUKasNhmn6wlRZRUPEslXDhU4gVNJMxh9AwimLobkRo3lFrxntrjvtWk7l1nIyUpDsbxr+caWGuOpSEce6S7BGSZHOgd1HOfmKlAe5Deg4RZmwi/nddfJ6zjfak+lvIyLtswj2Ev06nr589XSas2TNrzIuS7l27crnTQbNmyCZjqKHMUhCFEREAARwi2JfaFOpLxP0H0xeV+tHO7NZ2fcnIfT1t0brPVNWudesl3nHm0I1WoTNhUgId+9fRdZqVdlXcg6kXREWhTIJtyKGdOG6KhFr49HybqvTx9mk5wcwOUuhYbd+t9+btFxrfQ+wI4itP3FFgtrPTtGd2RB80XINPW2uhJOHhvLMY8dBmUb+NRREBIoR8mw6l+y+gDP8AJuz37gdxt6cO377V31C4P8cNKV+mzUzNm5DtY1B5ESqdZlJKuSrW41N1MuEPqofv3EXGqld+AxlUCkVtOmWyMl7EhIvnrdJ+/Y6Z5BJM3jpEjp20btuoBshumm2cKlOs3RQaIFIAFEAKmQA+AB2IpP8As1q8/E+zx7ZtGtG6f6K8C65ouaRIRjdFSebXNlV3L+qotV0iC7K8CUFqdIncBHxFEA7CHci1w/Zw6h1dLbQeYK/TDsnC2Mjns5reJ5DIcn448taJlm/hryeoNmpQqdmFamukFJsFk1zERWcCr3KbsIgRXney5cI3vFV91Eg2Zyk4B8kdAbA15rhjter8d9/VzelIp6scttUHP6LsS6gY2tVipTVKkZxuIPzHQetGrgihRSQOIEW3FxcgOItc1ovH8KoXjjA6dNZ5Rw5Y8XI7WUXrQbmo0jCza67bU6KFXGzqMU2YOjGL72KJUfMHwgTsRSOwiri6tXOCN6d3T65I8pDumaVwqNIc17UbB2CSoTG5byoSp60aAyV7jIs46yyiMk/SKAmCLYulB7FIYQItYHpH132gbgBw6gdbae6S2mNpR+3rLN8iLftTafLLV9Y2NsexbbZxUk2mLpXH2ymknCSzKoNYyPVZvUyO0jtDi4IRc6pAIuzezf7A3vwT6gvNbpO8uNRs+Nk9uk7jmnx+0yxuEDdalT15bw/VVSaLbq3LTcPa2L3Wx4zyFUFzCgSlPiL+FwVRMpFI/pgxeunPtN/XDlJhGKV2nF0PVCVEM5BA0s3pkjE6wJsleLKp3WIgMq3rablRPt2BRMoj2P2Ei5fq4qMmftD3QKdanFAu+XTncjLZnyT4QsB9AqGSRSCX8j+yjV8K442J5fmfrQFK77fA/YiaroFRuntg/Jycs0FGzMlq7ppVm/0Z1INEHStdty77jtrw87FmWIcWckFSv0qzBYnY4IvFCgPYw9yLuXtVv/QD6af/AH1/jb/kXtrCJ7Rl/ppvZ+f++v6Y/wA4uocItp3CKojqz9WrWHTP1rAQkPAOt48yd4KfUvxZ4sVFF7M3LZFylHZYWImpyJgyrzUbQWE44TSVVTIDuUch7kwA7gVDoEUd+jV0tNrcfLJtHqG9QSyI7W6nHLlH5Q2XNKqs5CG0DQn4sXMfpGhqMzrxjdVi0jWLeUVYG+TmyMe1i44TM2ZnT8ixvVOmZ0geSvWH5o742LfKJzC5ZBA01XZvELbUHWLfQ9FBDVDXlCY2xbX0xAe5Wl06goSORTVlPlFqzGSMYhCqKoqEIoFa61Lq3gx7WTrLRPBeswesdNcjeEdgtXK/TWtGqMRrWlWNlAbisVfXRpcSCcBTPNkteUt62boN26bU1hVFACJSJyHItx1K2VZewOamhZYBa1M25XbyspTMcpYGrQyTdYrpzDEcjIoNzIukjgcyQFEqhB79jB3Iufwi1MOohzk3t1Z99W7o5dJ2yA2prYRg+ohzui/Pfa709rl25cxll1LRJ2OWRRsdosibZzHuwZuSKSqpFoxsqRsSWfsSKbHOvp66x4uez98uuFXFSqOWVW1xxP2DNsEjETf2y+TtPbk2VdLbZHTVugedu92XrzpdYU0iFFVUjdqkkgmggmRZA6G+/dZG6G/Dbb76zxTKi6f4xvY7Yk0q7QI2q36BI2KAvx5gx1SgwGICpOFzgqJP1gSqfYHKYSKAXsd1HsFd6VV+vU0wcMY/eHNDduzql5vmAi7rrWm6j1i4ctBN2TWTSteuJRsZQoB4jtxKP2HYCL5uv99tS9mo/Df2B/nD4e4RWA9evQPBvkxxK1Zqvn5ypecSNPLcmqJZa/fGK8SyWtewIei7OYRevRkJuEnI9gSXgZySe+aKZFCDHAYDeEpwEirD9oL6V/TI43dHvb2ztOcadHcdNoaBNqGR0dtXWdUhqhtGRtjnZtKqreDnb7GJoXXZy9gr8s880Zh7JLpKl+UfECrbzikWwfwC3NaLf07+Em5ORdjZwew9hcWOPlp2HP3KRZwKspd7Tq2tS8vJSSkos1TbS9gerqvFUDCU5FVTl8ICUQAinIgug6QRctlknDZwkmu3cIKEWQXQWICiSyKqYmTVSVTMBimKIgYB7h6YRe3CLVC6CH23D2l/8L/S3+W3MzCKwfq7dXeK4GxdR46cdqgfkb1IeRoJV3jTxqrTdWcfNH04o5jY/Z2zGUeskvE0SHdoKqIN1FWy0yq1VIRVuzQkJBiRfN0aOlPO8EqvsrkVyiuZd4dRrlzIDdOUe6XzhOV+R1JJ2WaS1FRZDyUE0KlX34kM9Vapt28k9bpeWmRiyjW7Yitzg43TiGw7LIVphrNHbDlj4Li9g2tWT2GvG+ONHwWVywTCyKsfGmz9HRhT7lR+4TsRVJ7S150u/aOuNZoOH23cNw6e0vumQZyEpq+QvmnLHWtrR9HFs4jJqKvtMhZl60Rrd7Iqn58arHLLiIFOoo3WTIRUrdLiL2DobkP1o/Z99e2GC2/ovT/GzY1v49bNZ02h1y5RNg2pr2mwT6gbMsNAgq8xv91FzuJmxfSEikZ+SSrT0pRSQMRq1Ip9eyU7Ar9k6Nut6YzeolsOltz79oV9ilTgi/r89I7Bkdltmkq0V8K7JQ9dvjNUAUKX0EfpKbsRYJ9mOTT2RyN68vLCrq/KWp+Q3Uctf6HVibHMtFTjeDvu9djLuY1wURbuCDXt3QywnJ38RHBO4iHh7EV73Vi+1ZdSz8ADmR+TrsbCLVw6Lns5vSy5i9NbiVyk37qbYNs2ptOrWyau67Dc2w6xAyzuG2feKwzInD1uYjCxyAREG3IYGyiRjGKJvEBjCOEW07WuIHGfhHwu3HpPippyoaW1oz1dtKWUr9WQeKuZibdUWSbOZ+0WKZeSlot9hcNGaKJ5CVevHhkEEkhV8tMhSkWl5xG4eO+YvshV6iquzcL7U4/7k3byn1E6YeZ8rM7XpS2P5qwowwt/C8NMTesHdgjmZETFUM9doiXxCUCiRTa4wctEOvF1COj4oRwlPa44F8ST85uVbduUpIgOaT6Ra6ordTeo9hSQlqXsiptrNDlMmU6kS7dCUOwiYpFI7o4/b+vaD/8Auw01/wCz1swi2zMItWboL0WobQuHtCGttg16MttD2B1Z+XtLulWmm4Ooix1Wzy9mhZ+Dk2w9gWYSsU9VQVL3ARIcfUPiBFr68xrpculNxA6s/Qd3xPSslqezVinck+mXsGxrGP8AVRq6w8i9d2S4apSdmAia0vHJRkk/UTTSQSLOQtgVDuR4yKYiun67P9y3ap/2n+nl/wCuaqwizfxt9lo6NEtrLS2yrXx/vlzmLFrfX1vm4ye3vtxCvyM1N1eImH512FetMC4Boo+cnN5BVypCQfAJRL3ASLZK1PqXWWidc1HUWmqHVtY6xocSlB0+i0qGZQFar8YmoquLePjGCSKCZ3LpdRddUQMq5cqqLKmOqoc5iLWGuX92A6m/71/Jf+bmy8ItrzCJhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhFPrSN6JbKulGPFgGcrqSLJ0U5v1x0xKXwMH4d/U/dInlKD6j5hPEPbxl7/Mf0RXJtJojWT7xQxkacur3SxkDvY5iczQnoHfHnIxuHNu2W55t2PoByHa8j1bpZlsrH5vluY2KQE73xAYilHSe9Gw87ztt2jjbbnNOefFuxMImETCJhEwiYRMImETCJhEwiqD566gZ1W0QuzK/HIsom4mXj7Cm0RKi2StbYDuiPjkIBUyLT0f4jG8IfPVaKqG7mOIj7+9C3ygVF8slToy7TOkr7cBJAXnLjSuw0sBO8iCTAGeDZWMHetAFxE7IweKm9xG2h+ibpuCM9cedYah4alO+M/iXVNGIJfJUgp4h8xT3+IOiJ1B+zcEV9R7Dnmvl80T6i+UOqbTM2bTcP+KgwNwEhPOxjoGxKHgNHBhZ1hdUjdl3YpPZpVcFCTmjvkutqaNDrzopbpeWDhBVRIwebBVdbzGr6RHt85N3JiB2zUfQS9lVAEDJF8XpL0OfJcdY6iGqLsw+py2StcARunqRhzI+1kfeySdfeMIIecdkbcnJ4BYG6f+o5I8vK7jlUDt4luye1yqgoUSmkXzlVIsxJo9+wi0j0ERalMHcqiqqhe4CkIDtL0VevqNtBBye0Lg+ufIyoqcH7WxoPNRn8KQnnCNxa1rDwkBXOV33IVqmeG10JhEwiYRMImETCL8EAEBAQAQEOwgPqAgP0D97HDeOKKMWzuIumNlmcPlIEajPriY5pyoijFnWWN87zH0UKKsO9FRT1UOKBVz+v66Aj3zdOi+XzlF0aGUzKru+1NwOZqsygDqZLkSswNzRtlg9oeC5iRw8Sr/2fwR2bS2j2Yp0ix2FEsyHXOzYtloy0FQIHjMZOGUUdN35kiB9i3cnXUEPmJCI9g9WaK9FBozUU8dv1DDJaa6Qhoe9wkpto7hmYBrmZPS+MMb90/pXa2Vp47ivs458x5/XLhvTtouJOw0spwatpNfzXlhqYkHywJ3VEXMpDoiHY7c4mXQKH6yIgUETW/K76Hq1avifqHRLIaTUeNp0bcMgqs787u9jlPESDDHn7ZgkyNPjB3t4q1WC2nrazMEZOCvlTkma6ZVCHRno0qhAMAD4HLZVwm6aLF79jJqkIoQfQSgPpnhu56H1jZqp1Hc7XXw1DTggwSYPa1waWuHU5pLT0EroLXDiFT9zjjI5LdziwxL+NkmVrrsLIKOI141eJJv45A0E5bLGbKKARwVvGIKCA/EqpR+72+gPoZ6yrfyastNfFNDU0NXNGGyMcwlkh59rhtAZaXSPbu6Wny3EXg4Vu+oLkjsHWFGuKRwOebrseq97D3Akq2T9xmUO/7L3eWarJ9/p8OeBNf6dk0prW56fkGG01XIGdsTjtwu/Wicx3lVu4YcQsj5EFRMIuvz1TqtqRK3s9ar9jbkAQKhPQ0dLolAfUQKnINnBCgI/cDMra77fLHIZrLWVdHKeLoJpIifLG5pVQSOC8q9VaxUmZo+q12CrTA6nnHZQESwh2qi3bwiso3j27dI6olDsJhATD93KXa+Xq/VAq75WVVZVAYD55XyuA6g6RziB2A4VCSeK57MWi+V8xZSbJ5GyTNrIR0g1cMX7B83SdsnzJ2kdB0zeNVyKIOWrlBQxFEzlMQ5DCAgICIZ2QzTU0zKine6OojcHNc0lrmuactc1wwQ4EAggggjIXFzWvaWPALCMEHeCDxBHUqht+9LGOaWc28ODt0ecad2xhlnqELCPXcfrmxqGMCq0cVm0I4NVEX4lAqrdJF1CrEKCSjEpTHUD1bob0TFRLbRozlno2ai0bJhpkka11XEOAftOxz5bxDi5lQ0nabOSA1QS6aKY2b0y05IaO4jfgEiN3ZgeDnqALDw2elZd4P8pORuy7XddB8pNGztD23qyBYzEzfo9i3a0W0xzx+MXGOBKRyoxTlptRBdVsrEqvYx8Vq6Mn7qCHlGinLNyacn+nbXR655NL1BXaVuc7o46Zzi6phe1u28cA4sjBa17Z2xzRl8Qdzu3ti/05ertWTyWy9Uzoq6FoJeBhjgTgdmTvILSWuw7GzjChh1puXVXrNVhONVOeg92g8kWdstciwch2oVfVipJi0jnBk+4ksVoaSxlE0+4KNWRQXECiu3OO6/QZcnF7fc6rlFrhzWnXU76WJrm76l/ORvc9uf8AlwujDS7g6QlgzsPAxGudUm2wm0UDsV0re/cOMbD0dj3Dh0hu/cS0jWNjJJ/DSUfLxTtePlIp61ko1+1UFJyyfsV03TN23VL2Mmu2cJFOQweoGKA59Eqingq6eSkqmNkppWOY9rhkOa4EOaR0ggkEdRWk2PdG8SMJD2kEEdBHArc+0p1LdObB05SLvPNrQhbJGuR/1TwkXCNl0iWpogVnY0YtwaTQZjHhMt1vdxWUQUFASCYhRHsHym1H6E7X9Fqaqt9ofQusgnfzMskzmkQlxMfONEbnh4YWh+y142s4cRvXp+x1wvFpguDMZkYNrseNzx5HA47MLu8T1CNQPX5WslXrzCtFD+EskswiXqKId/7Y7bsZhZ4QgB8fKIubv9H05b1/oT+UCmpTNR1dsqZwPtYfKwnsa58QYT+U5g7Vl+ad2KVFM3Fq7YREhp16rk0usACSOTkE2swHf4eZCP8A3WXR7/6tAvfNH6i5Pdb6Tc4ahtlZTRN4yFhdF5JmbUR8jyustcOKyVkNVEwiYRMImEXrWSTcIqoLFA6SyZ0lSD8DpqFEhyj94xTCGc45HxSNljOJGuBB6iDkHzrnHI+KRssZw9pBB6iN4UPHjcWjt01Ee4tnK7cR+6KKpk+/+Pw56Lppe6KeOccHsa7zgH51vqnl5+Bkw4PYHecZVeXUe5F/oFaFkIWCf+63/awPqfWvJU8DuNiDtyBbbEl4RKoQY+LdFbIqFEDpPHqKgd/APbd3Iboj1X6xZVVjNqzW7ZmlyO9c/P2GI9HfPG04HcWRvB4hau5X9XepjS76alds3Wu2oo8He1mPssg/JadkEbw97T0Fa5HHzdtm49bYqu0awY6qsK78iaifNMk3sVaeiRKcgXY/OJ4HzQO6RzFOCDkiSwFEyZc9x610nQa105Uafr8BsrcsfjJilbvjkH5J4gEbTS5ucOK8h6T1JWaTvsF7ot7o3Ye3OBJGdz2Hxjgd+y4NdxAW4Xr+91nZ1KrOwKdIEk6zbYhrMxLsvhA4t3JPnt3KQGOLd+xXKdBwiI+NFdM6ZuxiiAfMi9WevsF1qLLdGGOvppSx7e0dIPS1ww5ruDmkEbivoHarpRXq2w3W3vD6KeMPaew9B6nA5a4cQ4EHeF3DMWsgmETCJhEwiYRMImEQQAQEBABAQ7CA+oCA/EBD4CAhhAcbxxWLbLq2JlhUdRJixD43cwpkJ4o9Y4+vzkC9jNhEfpT+aH94I5hKyyQT5fB9jl/wnydHk8ymNp1hW0QENaDPTjpJ78eX7rxO3/hBYJnKvN11XwSbI6aQm8KbtL9dZrfc8twUPCBhAO/hN4T9viGRipoqmkOJmkN6xvB8v071sW3Xi33Rm1SSAvxvadzh42/OMjtXX8tFk0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFnbTkQYAlJ1QvYpwLGtTCH2QAYjh2Id/2IGKkACH0gIfRkn09Tnv6l3DwR8Z+Za611XA8zbmHePsjvkt/wC74FnLJMtdphEwiYRSlpUWaJrce3VL4HCxDPHBRDsYFHQ+YUpg+gyaIkIP3y5onU1c24XqaZhzE07DfE3dkdhOSPGtL6irRXXeWVhzE07DfE3dnxE5PlXa8wKwiYRfoAIiAB8RyrWlzg0cSqE4GSuXbQUi7KB0UDnKId+4FEcmVt0FqS7Rc9RQPfGekArHTXWjp3bMrgCvndxjxl6OEjE/hAQzG3fS94shxcInM8YIXdT11PU/anAo0i3jz+0JGP2+4AjnK06WvF6GbfE547ASk9dT0321wC9TpkuzN4FyCQfuCHbLK6WS4WeTmq5hY/tC7IKmKobtRHIXygHcQAPiOYprS5waOJVwTjeuSLEPTtlXYIn8hFJRZQ4FMbwpplE5x7B3EexSjk3snJ5qjUD42WunfI+V4a3AO8uOBv4cSsTW3q32+N81U8NjjaXO7ABk/AFAy80rY92sb6ceRLwqShxRjmpk1BKxjkjG91bFAPTxAUwmUEPslTGN9PYPqlyb8nVLyd6TptN0LQ6ZjdueQDBmncBzkh6cZAawHe2NrG9GT89Nd3DUOuNSz32sjeInHZhYc4ihaTsMHRnB2nkeE9zndOBiWbp07Xv+ebNVv8fsyGL8P4cmz4ns8IYUCqbfU0v25pC6uACIgAfEfQM61ZLusNr+zTyYKxzBZcg/SRM5g/jAO2drIJH+CFkae1VlSNqFpIXOG07eigI/I7n0/wDgKn/nM59yT+1KuPSC59MbvMV1KXqM9BiISDBdAA+kxDFD/fDOp8T2eEFYz0FTTfbWkLrXwzgrRMoqLtMJTZ6wf87GSrj/AGBDG/4AztZE9/gjKvqa31NV9paSuRl9dWmERFeQjl0UwDv4jpHKH++GcnQSsGXBds9praZu1KwgeJdGMUSiJRDsID2EM6VjeC/MoqLt0NSLBOpipHMlVygHcRIQ5u38QZ2she/wQr+nttVUjaiaSFxUvAyUIsKEggdFQo9hKYolEB/x5xcxzNzuK6Z6WamdsyjBXDZwVsmETCJhEwiYRMImETCJhEwiznxyrY2PbNdE6fjawPvNjdD27+D5NIAMT/cDtLLt8wmoqnue1SY8KTDB5eP+EFbK5JbSbtrikLhmGl2p3dnNjvD/AHrmK1fNWr2wmETCJhEwiYRMImETCJhEwiYRMIsM8hdfyO0tK7EocOchZiegDhEFUUKkmvKRrprMRzNVY4gRFJ88jyImOb5pCnER9Ay+t1Q2kro6h/gNdv8AEdxPkByry3ztpayOd/gNdv8AEdx82VRfxq35PcVdjzqNgq67iLlVG0Be4F23MxscWMS7X8LiP958sUZGNUcK+JssBUnBR8BjEN4FCTu52+O7UzTG/DxvaeLTnr7D1jh8Bm1xoWXSnaY3d8N7T0HPX2Hr6PgOxHCTMbYoaJsEM6I+iJ2MYTEU9TAwJu42TapPWLpMDAUwEXbLlOHcAHsOa5ex0bzG8Ye0kEdo3FQB7HRvMbxh7SQR2jiuTzguCYRMImETCJhEwiYRMImETCJhEyqL97D9wf4srsuHEFMhfmcUTCJhF1q41Gv32rzlOtMelKV+wx60dJslfTzEFQASqoqB89B02WKVVFUvY6SxCnKIGKAh2wzSU8rZojiRpyD/AD8K7YZZIJWzRHEjTkFa+G4NQbS4c7UjJ6AkpBCPRkVX1AvrJPsg/bl8fmRUqTwGakk02hxSes1QFJwkYwgUyJ82JR1lJeaQxyAbWMPYejtHZ1Ho8antJV0t3pSx4G1jDmno7R2dR6PGrYuMfMql71Zs65PqMqjtBNEqbiAWW8qNsaiZP117VHLg4iv5gAJzsTmF0iHi8PnJlFXIjdLLPQOMkeX0vX0jsd9PA9nBRa5WiahcZI8vpuvpH5X08PFwU0swiwyYRQw56a4X2Bx6sDtg3FxK0F+zvTQiZe6p2UYk6ZTxQMHcwJIQUi4cmD4GFuX6QAQzdgqRT3Fod4EgLfKeHwgDyrMWOoEFe0O8GQFvlPD4QB5VpFddvYyodNOn6kcgodI/OTVuxIgweqSBkNCci63YSKCPwM496jRTAO39rUH+DbOnqYenhrBx7kew/wB5GR/3LHcp9OPS2CrHHnww+8eR86//15R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksWxNysMEfWNVWtX5jGk8htL2CVcj6FZxTu2I1V86Ob4FIRGyiA9+wdjdskXIoO6rxerIzfU3HSt2gjb7aRtMaljfGTT58ihnK8e5rTaLw/dT0GpLZNI72sbqgU73eICfHlUos00tsLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImEUE+oB04uLfU01TU9L8sqzZbTQ6VsJjtCAY1e5TlJfIW6PrdlqjZ2vJQK7d05alhra9IKBxFMTnKft3IHYiygtxD0mvw3DgcpDTA8dC8bEOJ4V8LDJBP/oMt9Zp6kSh/qqBX5Y+VwpSQIi/8fvIrfrvi8frhFwfCPhDx/wCnvoWJ42cZ4GdrmqoSw2S0R8XYrPLW6TTl7Y/+UplVSamlV3yqSzr1IQTeFMPQPTCKXGEVB/Uy9nV4T9VbkPE8luQu0eUtNvcPrGt6obROmbtqWvVJSu1ectc/HvV2F30hsSYNNLPLg5KsoV+RAyREgKiQxTmORRb0j7ID0h9Q2+MtlnQ5K8g0Ip2i+RqO7ts1sag6cN1AWQCTj9Q621HISjQipQE7Zd0o2XKHgWTUTMYhiK+Pkpwk438q+Jtw4TbQ19HNePNspsHSG9Mo6TWmo0uLqLqKkaK5oJIloSPq7yiS0CxdRREm5miJ2iaaiCrcTonItenXnsgPASuU+3a82DyN5p7WoUi2nA15UZfZNJhK7qWwT4Ebvdi1etMddualIbLJGFO1TkHscsyBNdQ5mJlgQVQIrm9I9KjjJpLptO+le3kdnbG4xvqTtmgu3ex7BWXOy1YTcN0uF/n1i2WmUylQjeVhLPdHLiJcpRRDtDIoCfzjJiYxFCDphez06Q6We8XO49Q8ruWV9h/ky2RzLTd7tVRb6nVXtjNjGL2Kx1es1SHaz9tj46PSTQfkBmYolDuQSgBAIo5719k74PbB2/sbbGht+crOHbPb6sqOyNX6Iu9fYa1lGc67VfTkLCxMnXF5aHrMo7cKKDELvX8Q28QJtWrduQiJSK0Dh70cOG3B3htuXhXoqOvcdTOQtUutY3PtCdsERMbmvKl4pchQnc68sRq2hV2D6Ar0moSJaNoZKIYqmOr7moqu6OuRZQ6aXTa0Z0r+Or3jLx8te2LjQ3+yLNtBaW3JOVCw24s/aouuREgzTf0mi68hgh0W1XbmRTFgZYpzqCZU4CUCEVg+EVdvUF6Z2iepWy4+13kXbtuN9ecftzw+8m+rKFPU6IoO2LVAkSaxcVuBjY6FbZmcrDaJWkGIN4p9CuBazDwBX8wyCiBFYiAAAAAAAAAdgAPQAAPoD72EVbnJbpc8f+TnNLiTz5nrfuHW3Ijh4o7aUic1PP0uFib/AFN7JrP3FA2w0tOvrlJTlNUbS8yy8iLeQzn3KwyJPP8AGoiogRaz+huCdV5p9f7rcvw3RvzjZuHSs5x2sGn99cb76NH2JTV7XrkIa3QTtJ8wmq1aqbcI5k2Sk42QZKlXI2J5aiI+ITEWwNwg6NWieH2/rhzAum4OQXMjmNdYA1TdcjuVF2Y3a21SqKoptXNb1zGRkNDRNQi3bFEjYxvC6dItPG1brINFlm6hFIOodOfSVL6jW0+p3F2najjfe3OPcfxsslRkJupK6hZUaNmtcziErBwDejtbm2th3esWBTrrz7lmKazgAagYyZkiJ1AenPpLqP1DR9L3hadqVWL0FyEpHJOnONUzdSg38leaFGWKKh4qyq26j3lu8qblvZlzOUGqTJ4c5ExI6TADAcic0+nPpLnXfuHuxduWnaldm+E3ISs8k9VNdczdSiIqwXmqTVcnY6K2ChZqPb3crU1ndXblWQjl4l4ZM6gFdEMJTEIp94RUFc6vZ2eInPrl0/5sbD5Bc2NSbrd1urVZm54+bX1lQoiAj6nAqVxmrXVpzSNytkU8kI5dX3sxJUSKmWU8JCFOJRIvdxa9n20ZxR5Aax5D1jnV1PtnT2rZ1eejaHurk5T7pq2yrrxMjEGY3Krx+l648mYwiUkZUqSb1uILppm8XYogJF2Pnf0GOOfM3km15n0XenJzhVy2GDYVuxbu4nbHDX07d4qLjmsLHKWooR60iMywgY9vHkeRz6OUWZN0UnQOSoo+WRZy6dfR84v9OSxbI2tSrBt3fPJjcyBGm2OUvJO7jsnddvjActHykAWf+T4tpEwC8iwQXXIkgZ4+O2be+unXurYUiKKvSa4LbaqvNjqgdS7lRr6Ro+6+VfISz6z0XX7IrGPLFVuImtXsZGUKTWWjHr9NivsmOr8IVdoc/jSQrLQ4FICokwiveutVY3qm22kybuRYRtxrM9VZB9DrotZdkxsMU6iXbuLcuG7tBtItkHZjoKHSVIRUpREhgAQEi1fKD7I9wg1THvYnV3N/qp62ipJ4EjIxlB5K6jp0e/kAQTbA/esq9xsjmzp4DZEifmqFMfwEAvfsAABFcn0+umxrfp30PZmvaZvjlRyLiNp2BhYJp9y32hA7dmIj3GGUhDQtbcxVEpLVhX5BqqJ3LZVBx5qo9/EAfNEiqcu3ssXEWXn9g1/V3LHndx74r7etp7ns/hdp/dreG4+2GSWXQWWYNa1JV2URJCCVokmmlJJy7hqiQqbddFMiJEiLYg0To3VfGjT2utCaQp0bQdT6pq8dUKPUooV1G0TDRxB8PnOnarh/Jyb9yoo5evXSqzt88WVcLqKLKnOYiijy/wCm1ozmrv8A4Pcjtp2vbEBd+Am1JjbunYrX85UIqq2SyTczracdMdlsbFRbVLzEGm71dHlTSi30M4BNZwArGMdMyRFkrnLwa48dRLjta+MXJurvbHrqzO46ZaPYSRGEt1MtsIK5oC7UqeBu7CHs0KLpYiZ1EXDZduus2coLtV1kVCKlrXHswnGNlPa3bcluYnPTmvpLS8uwmNT8YeRm8jz+ha0vEpi2iUH1Ljolkk5YsWXZH3WOPEMnCAnQcIrNlDoGIsv9aTgvtvqKbT6ZXEKF19Ir8MobkXNb85hXNktGRdYrlM0zTisaFrUzcr5tJuHe021qnIZoRk1XTYKHScKgUiYGKRX+NWrZi2bMmTZBmzZoItWjRqim3bNWzdMqSDZsgkUiSCCCRAKQhQApSgAAAAGEXvwir44i9NrRnDDkVzj5Naute2J6+c/tkVjaG44m/TlQlKjWp+pymzZeOZ6zYV6i1aZhodZztWRKunKv5lYxEW4FVIJFBVIq6uW3s2HDvl9zI2hznsvJXnjqDeO1zV75bX0DuPV1AhIZCuUGta4bsqwq/wBE2a3xzF/AVZAztNWXclVXUVEPCmYqRCLLPC3oSaW4Q8h6byPp3NXqRbjsFLYWtgz1/wAh+R9T2FqiXJbavLVV0vYKpF6gqb2QcxbaYO6YmK+SBB6kkoIHAokMRSS0d0q+PWgeodyW6ltOuO5ZLe3KikjQ9g1OzWGkPNSw8OLvW7z3mmwUXruGuMfJebq6PDxvp6RS8Kzj9b7nTFIir53L7Npx1sO/dn8heKfLnm90+bHvGVeTO5KjxH3Kpr+hXKRk3jyRlnKES2j0paITlJKTdLnYi/cw7c7gwNWTZMRIJFYd04elHxK6XlPu0Hx3iLjP3jaso1m9v7v23ZSXbcO0pRkq+cMlLRZEY2FjUGLJ1Kulk2kexZNhcOVV1SKOFFFjEVefIf2a/jNtjdW59v6P5Uc1OE8byafvJHkrqLi3t1vStT7dcy6711YF5OrOIR6miFhdSrxZyzdHkYcirpQW7FAhzkORXI8M+G2guBHHqjcY+NdRNUdYURF4o3I9eHlrFZJ+WcGe2C4XCdVTSXnbTYX5xVcriVNJMoEQbpINUUEEyLInIXSlV5KaC3hx0vUhYImk7+0/svSlxlKm6jmNqjartSlzVFsMhWX0xFTsQzsDOInVlGarpi9bJuSkMqgsQDJmIsccJuImtuBvFvUXEjUM3eLHrjTEPMQlXm9kSUDMXd+1m7VPW92pPyVYrVPgXThOSsKxExbxrUoIEIAlMcDHMRSDuNXYXeoWqlyyzxvF2+tzlXknEeoik/QYT8Y6inizFVy3dt0niTd2YyRlElSFOACYhg7gJFDPp59PLSPTW4uRfEbSc9se8awi7Hc7KV9uaUqNmtT5ze35pCbYSTqpUmiV5zFAcwppJfJpTeUIlUMp374RYZ6ZHR14jdJz9Ho/F9fZ0k45DWiAsNuebSsFVsbyBjan9UQ1ekU9xWqRTDsKdAntT4yKT35QfHMt3WdK+EnhIsk8aumnorixy+5jc1NfWzbMxtPm7JVmU2tAXKdp0hQK+4qqsgtHk17FQlDr1iiUVjSSnnBJSssYwAXwiTsPcisNwigtwx6femuDNn5aWvUtm2dYZHmTyWvnKfZyOxZmqyzKC2DsOQdSU1D0NOtUuorxlNarvDA1byCko+IQABR2oPcRIsHdUzo48RerrUdXVrkw42bUpjT1gmJqk7F0tOU+tbAZx1jj02VjpzuTutD2JDO6jOuGTF4ugLArgjyOQOkukUVyLEXe+WPS/wBBcxuBNf6dmzbft+C0pW63pqrsbRRJ+lxm0lY/RwV8Kms7m7Br+0VNR5IBW0PlExIRMivjP5JEO5fCRT1otQjdf0mnUKGXfOYekVWvVCKcyajdaScRtbiGkMxXkFmrZk1VfKtWRTKmTRSTMoIiUhQ7FAi7VhFXxJ9NrRsr1IK91QnFr2uTf1a0Ovx5Y1BGcqBdPq0td1OOzybuAPRVLopaAUsCwAuSwJtPCUn9jCIGExFYPhEwi1AvbVvtWWg/w/8AVn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCJhEwiYRMIuy1G0yVNnmU9Fm/XmxvCu3MYSovWaggDhm47d+6SxQ9B7CJDgUwfOKHaI650XaNf6aqNNXlv2CYZY8AF8Mrc7ErPwmE8Nwc0uYe9cQZPpDVVz0ZfoL9az9miOHMJ72WM+HG/8Fw6fuXBrh3zQRY7VrNF2+EZzsQt5jZ0TsdM3bz2jkgB57NyQBHwLoGHsP0GAQMURKYBH5N6z0fedC6hn03fY9ishducM7EsZzsSxnpY8DI6QctcA5rgPpHpXU9q1hZIb7Z37VLKN7T4Ubx4Ubx0PaePQRhzSWuBPYciykSYRMImETCJhEwiYRMImETCLE+7tZNdu6zs1IVMii9ftAdQbxYPmMZ+PP71FODGADHTRO4J5KwlATC3VOAfHJ3ya6zm0DrOi1LGHOpon7MzBxfBINmVuOBIadpmd221p6Fya7ZOVTVpfb9x4v7DnGctAuVWyqhYW61F6oLF15jBY5mzxot4VU05BgKxxROJTorIrGDv2OVQv0P5RuT/AE9y16TpqigqmNmaOeo6pg224eBtMcNxMb8NDxlr2PY08WljrhzQ9u5WYH5vaHGoO7K3m5E0q3amOjTHMS+bWBw+EndFgChUXEOAKH7AZcrk6CZe4ibuHhHxm30NfKgL/HZpaaEUL3gGrbKx0DWZ3vxlsu4cGGNr3HgMbx0807OOhVkVeDu/LLeKysgqoVeffDKWKQRKY7Or1ZmZJLymoH8RSJMmYJtWZDeqq5ieMe5jnz2he7nprkI5M2spGt5qli5qnjO59TUvBOXY4l79qWUjwWB2yMBrV3HEbVe1Xa9EVOCia1AMko+Gg2DaNjmaQfNRatUwTTAxh+coqft4jnMInUOImMImERH5hXe7XC+3Se83WR0txqZXSSPPEuccnxAcGgbmgAAAAAWpOTk8VzWY5EwiYRMImETCJhEwiYRMIodb54d0rbrpzZoBySk3dx3Udv2zQq8LOq/HzJmMTOgYj5QQ7C7QMVQe4ioRYe3b0HyXeiD1HoGBlmurDctNM3NY52zNCOqGQh2WD3J4LRgBjoxnPYyQt3HeFBWR4Fb4ZuDpNCU+WRKYQI6ZWEyKZy/Qby5NgwXKIh8Q8Pp9/wCOenaT0UnJfURCSc3CCQje18AJHlje9vwrt51q/GPAvfDpwkk5TqEYicwAo6d2EVk0SiPzjGTYMXi5xAPoKUe+VqvRScl0ETpITcJpANzWwYJ8Re9jR5SE51qtk07rhvqXW9XoDd8aT+QWrkHMiZPyQeP5GQdysiskj41BRbi+fKAkQTGEqYFAREe4j4R5QdXy681hW6qliEHdT27MYOdhkbGxRgnAy7YY3aOAC7JAAwB0OdtHKyZkMXFMImETCJhEwiYRcRPt5p3BzDWtyTGGsLmLfoQcvKRas5Gxcuq2VJHSD+GRkodWWZs3ZiKKNiu2xliFEgKk7+ILqhko4q2GS4xvmoGyNMkbHiN72Agva2QskDHObkB5Y/ZJzsuxg9cokdG5sJDZS04JGQD0EjIyAejIz1havW+ui5y7mLRP32I2rQ94T9olZCbsUjNvZKlWqTlpBwdyu6M1lEZKBEixjj835SSKkAAQhPAAdvpPof0YHJTSW2Cx1dsrrLQ00TI4mRtZUQsY0YDdphZLu/NEu3knJ36aufJ7fZJnVUc8VTK9xLiSWOJPTg5b/iGPEohy3SW5+xKSzgdE/KKCICJjxOxtVvlTlD6UWRLqWQWEfoAiIm+9m1qX0UvIXVODBe+befb0la0eV3c+yPK7CwUmhtURjPc2R2SRn4NvPwKc3Ti4abYVsV91RyH17uHU8c0ZN7jUpx1UXCNbk1yOW8TZIJO1O2TuATlFCLs3LVBNVQ6qabk4EECGHNc8tfogrDZbPSX/AJPayzXeWSUwzR8/mWPLS+KTmGObKY+9e17iGhrjGNrvgFsHk+F3tjZ7TcYJY4s84wuadnO5r27Xg5PekDPQ49alpzL4bbrprXW5OGmtXO0nT89pLsVa62upNCQ6TIld+pczMklY9fgotKqOpDzPJBwQoNi+IqXcvj13yQ+iUst2luLuV6upbbEzme5BT01S7bLud54EsbUnDA2LG1sk7ZwXYOzKL/X6kphF6QU8M5dtbe2cbONnZx9kj45d18OjpgcvofqgRhDrveKcMuVuUyhvkuzVR2sPl/HyEmG0ZJdU/cPmgQpjD9ADm84uW/kAqnCKPUTQXbu/hqWDf1l9M1oHWXEAdKjovnKE3w7bTHxH/fKkzxw5d8sNWFexG5aw7jDxMuMerru4rvVniMam1aKlcMpB24ey8EqKiyiaaYmUblAniFA3cByJa75EOSjlHpBddOPhiqJmbTK2i2Nh7iT4bGYimHS497IeHODepbY6i7V1K6W807aapD8BrTnLcA7XF3SSOPQpTby6n8hS69TZHT2i5jZc7LupZC3QEtMngQrKTNuwUj3TOSjoybby7eSWcLkDxFbqF8kBEgeLsGidNehCr6u41dPqi7xUltjaw080EXPGYkuDmvje6N0bmgNO7badrAccb7a/191tjI3W2jdVlxdtBpI2cYxwB45PmUdUerxyWX/tPCFNQe3cSl2W68QB8RESjUvEHoH3MlcnoPNIRfbNU1IH/t5x5+eUZ9U+qv8A0abzv/hqVeo+paW2a4nLNs/TElrm9MbMpCQdAZWf6oTTcUnFx701ldza8BDNoVh747Uagn5bpYyiIiUpg8Xggl49CbdYtSQ23T90bU6fdTCSWrmpzDzby9zeZZDzj3Sv2Wh+1mNgDsFwOA6VWKtuN0p3y3CkfSSNfgNcSdoYB2hlrd2Tjp4cVj/ZPVlf6/bxC7PjFZ7t8pOHqbglZuyzk0Wk1I3Okq7BLX7rt7yK4gXxeAB8A9hH4BJaX0GJqy4N1NFHsgY26LZyTnh/xZ+fiuF/utTZmRvpqSar5wuBEYPe4xvOGu453cOCx5F9a8j5YUFOHG6POImKqqUXJhKLJplEoHUFI1UYmBMom7CYewfD7udNd6DCroo+dk1Ta2Rk4BliMYJ6BkzOGezeosddzx/brZVtHiPzsCzxx35NRHJut2y8MaVatfIwdodw76NuibVs7MoLBpMHeJGRUEnuZEZACiY4EEDEN6dvXMZrPk/qeT6rpLNNV01a6Sma5r4MluATHg56SW5wM7iF6P0Nqyn1VaHVMdPNStpnCJwlwCdljTtD8HB6ccFrfc2tu2zknvqw2mLhrC6pEGc9O1yinEyRkV6/ELrCeWRTBuAGcWN+qs+H5oKFRWSSN3BIO3unko01btC6Ogt9RLA27TDn6k7bciR4HeE54RNDY+oua5w8IryRykX+u1jqmWtgjldbYjzVONl2DGwnvhu4yOy/rALWnwQo4MdMbhkylPG6n2XIFOACQzGiWh2U4D8BKKEWoBgH6O2TmXVOmKckT3KgYR7aoiHxvCiEWnNQTDMNBWPH4MEh+Jquj6XNl33riSltJ7L1HtyH11Pi8sFPs07r24x8HVbGml5srFvJV/DosY+IsbZEVExOoRNN+l2ABM6OYPLHogqDR18gj1XYblbZb5DsxzRR1MLpJoicMe1jXlznxE4OASYzvOIwD6L5E6zVNnmk03eaCvjtEuZIpHwStZFIBlzS5zA1rJAMjJADx1vJFtGwd06q1RJVOK2TeoGlO7w5kWlXNYXJo9lJLxJWJpAp5RVMIyPK2+U24Cd0siQxlSgURH0DzfZdK6i1HBU1Nio5quKka0y82NpzQ/a2e8B23Z2HbmNcRgk4C3vdtR2OxTQQXiqippKkuEfOHZDi3Z2u+PetxtN3uIG8YWSWzlu8boO2i6Lpq5STXbOWypF27hBYgKJLILJGMmqkqQwCUxREpgHuGYJ8b4nmOQFsjSQQRggjiCDvBHSFmWPZIwSRkOY4ZBByCDwIPSF7s4LkmETCJhEwiYRMImEXrWRRcJHQcJJroqlEiiKxCqJKFH4lOmcDFMUfuCGUc1r2lrwC09B4LnHI+J4kicWyA5BBwQewhYWtmqSK+N9WPCkoPcysUqp2SOPx7sllB7JCI/sDj4PuGKAAAxyvsYd9lotx6Wnh5D0eI7vFwU+sus3MxT3fLm9EgG8flAcfGN/WDxWDnjJ5HuDtXzZdo4THsdFwmZJQPuD4TAHcpvoEO4CHwyNSRSRPLJWlrx0FbCgqIKqITU72viPAtOR/PYvlzrXcmETCJhEwiYRMImETCJhEwiYRMImETCJhF9bBi4knrWPaE8bh4um3RL9HjUMBfEYfXwkIA9zD9BQEc7IonzSNiZ4bjgLoqaiKkp31MxxExpcfEPn6u1TKhopvCRbKLah+tM0Cp+Lt2FVQfnLLGAPQDrKmMYfvjmw6eBlNA2BngtHn6z5TvWiK+sluFZJWTeHI7PiHADxAYHkXJ53K0TCJhF3qhV35dmCrOCeKPjRI4c9w+Yqr4u7dsP0CChyiYwfSQoh9IZFtWXn0qtxjiOKybLW9YH3TvIDgdpHUVG9T3b0toCyI4qpstb1gfdO8gOB2kdSktmlFqBMImEXubh3XSAfgJyh/v5e21ofXwtdwMgXXMcROPYv5h3tLF7vNd6z/AC2iYG622Gi20TxxM3joqyTMcxQFxxc0w5XFFo0eooJCs4WMc3hKHiOYRH1ERH7TckFDTUvJza4omNDeZceA6ZHk/GvN+oJXyXidzifCHxBT/wDZJ+c89A8rtwcMtm3KYmoXklQzXTWH1STT2VUZ7a0+0kpiRh4j5RcKi2+qzWT2WdOhKbuoevNSAURHuEG9EXoWm1RoiSvhib3fRZcCBvLHbiN3HB2SOoErJ6Quj6K5iFzjzUm7yjgpXe2WWKzVGM6aQ1qxT1dO/V5lFfjBzEhEi89zDip7r70LBy3949395U8Hj7+Dxm7dvEPeJehPtUFFpivc5jefMsQOQM96JcfGshrud0lbFg97su+HZVqXsyEpKz3R/wBXy85KyU1Jrbj3mkq/lnzqRenTQuRiIpndPFVlzESL6FATdgD4Zpf0Y9DTQ36Cqja1sr6dmcDHAuCkfJ3K91K5hOWh5+ZX5Nw7rpAPwE5Q/wB/PE9uaH18TXcC8LZUxxE49i/mN+0x3q817rK8oYiCulthotvW+OxkI6KscxHsUTOOOGqXC4pNGjxFumKy6pjm7FDxGMIj6iOfaTkdoqak5OLWyFjQOZceAzkyPPzrzhqKR0l4nLjnvh8QXYNVez+9Vvb2ndPbwre69QR9N3hq3X+36U3sPIXYDCeLUdl1KJulbCajm1Nfox8p8jTSPvCJVlSpK+IoHMAAYdiyVdPE7ZecFQqrvlqoZDDUvDZB0YV/HRw6fvKXp9VnlTE8qrrSLo/2690svQVqdsOw38kelRENrp2cHyk/Bwp4sXRrhH+UCQKed5ZvF4fAXvhLrVQTMaI95Gfhwta66vlruVPHFSHae3azuxx2cfEVbU1ABcoAPwFUnf8A9WDMAOK1Qze8eNaX3tOlptlR6hdAj6za7LAMXHEvVD9VnDTspFtTu1rtthNVczdk6QSMsoRAgGMIeIQKH3Aya21oFKF6S0hFGyxx7IG8klYg0X0OOrDyR4w0HlXpq61O20/Z1Qf3Si0n9MDOQuzZ5hHSMpFmj28NOs42uoTTl5DqlQRWlkyqdydjgJuwXDp4mP2HHDlmZbjQwzimlcBKehcV0h+q1yf4w8stW6P3Ns7YV846bM2JB6h2VrPaM9N2NPXLu0zaFUa3aols7l3I0aZo868TcyLVoKKMgyQXbromW93VQ66qljqIiCBt43FWV7stJdKJ7XMbz+yS1wG/PV2grfRtcSMLOv48Q7eQuoQA/wBiYQyEyN2Hlq81V0Hc1S6I9BXBN0jLLpJFDuKihSgHx+I5wAyVbMbtODesrUf9qM5JTjDkPxs4z0e0zMIhqHTT7Ylz+p6ZexJz3Pcs2QjaKlix7hudyvE0uhxjxuKncE05g3g7eM/eY2uER0+1je5eiNE21lHaRKWjnJD8A/zyqyujfybv2guqNxkR2barknAWfZrrQGwq9bZqaM3YG2w2kNXIhPsJVyPuBqndJpi/W8wpDN1GHz+wFMA3dTEJYHM7Fn7vRR11tlgIBywkeMbwv6GVrjTxM9IsjF8HlOFAAO3b4GEP97INK3ZeQvMNdCYKp8Z6CuvE9Tk/2Rf+HOCtBxWp/wC1OWGyVHcnDEtYslgrxJLQ9ycvU4SZkopNysnsFVIiq5GLlAqqhU/QDGARAPTJhaWgU2esr0NoSKNtm2gBkv8AmCuH6GLl9MdIrj/PTEi/l5d5e95kcyMo8cyD1YjfbFnboFUdO1VlzlSSTApQEw+EA7BmLvTQJgRxwoXykxMbWtkaMOLArN8wS1YmETCJhEwiYRMImETCJhEwisG4h040fXZy6OkvCrPuixcYYxfX5Mijn96WSN/1N1IqCmb/AFTX+OA6trBJUMo2ndGNp3jdw8w3/rL1NyEWA0tpqdQzNxJVPEcefc4ydojsdIdk9samJkQW/EwiYRMImETCJhEwiYRMImETCJhF4mORMplFDkTTTKY6iihgIRMhAExznOYQKUhSgIiIj2AM5NaXuDW7yU4LU06lvUh4VaH3bJzPJHY0snbLA0ZK1PU2r6qNv2CjQWXmMoOxWNuLuFgq+M6mmZ0iSWk2rpwRX+xyKIJgYm6bBpuaK3sjO44ySes7yB4uG7qV3Vato9PwtoRl9QN7gN+Cd/iA6PhVg3Tl67nTB5n2KhcYNH7Ev2vdopV6Ormvtf75paNHl70WtwyaRmNcn4Wdt1JkbCLNkKhY80ok/d9jC3RW8B/DHL3omtgElc0teCS52z0ZOeG44USh1NHXVJMveyPcTv6ycq8k5RIYSj8QzXUjDG4sdxCkLXBwyOC8c4KqYRMImETCIAd/QPjlQCTgcU4LzFM5Q7iUQDObontGXDcuIe07gV4Z1rkgeogGVAycIoc2Hnxxiq3N2g9O+at0635TbL1+92dUqelTrG4gXtRYQl1sLl64uaTE1bYuCRev5M4IKrlVMZIpQDuoQBk8emKyS1uuoA7naccd/QOHlWJddoG1YoznnD2bvP5FMcQ7GEv0gPbIy5uHFvasqDkZVNvWF6wlD6V9CpsXFU1ntnkbtlpKSGvdfSMmvFVmv1qJWIxe36/vWBVJT5ECUVBsxYNvJXlV0XBCOG5G6qpdi6T0oy5M7qqt1OPOT1BRq73d1M7mYfti1w9Ce1rcqYzZUYpya0Loy66gkJJJOwstPw1xouwa7GrrFIu+qr+z7AuMDNHjG5zKlYSCCRnpiFTF81AwqhOKrRVpmhLIQWSY3Hj59ywMV7rI37TyC3qW81rbZFG3Lreg7g1jPN7PrvZ9QgLzS7A2KomnKVyyxreVi3J265U3DNyLVyUq7dUpFm6xTJKFKchihpe8WyS11bqeQbwcKcUNU2rhEjekLueYhXiYRMIuq3SkVXYlbkaldIRlYK/KpeW7j3xBMXxB6pOWyxBI4ZvWx/nJLomIskcAMQwCHfO6CeamlE0Di2QdI/neOw7l2wzS08glhcWyDpH88OxUi8i+Cl81G5d3PV5pS6UZoqL8CsymPcqmRE/nFUetmZU1JNmz8IGB60KB0wKJlUkil8w04tt+p6wCCqwyc7vwXfQew+Qngppb73BVgQ1OGTndv8F30eI+TPBd+4y9QSbri8dSt5unM/XDCk0Y34SHcWCEKPZNP6oSJgZWfjSB28TgAF8mACY3vHcAL0XTT0cgM9AA2XpZ0HxdR7OHi6be5WFkgM1ENmTpb0HxdR7OHiVzUdIsJdgylYp61koyRaoPY+QYrpOmb1m6TKs2dNXKJjort10jgYhyiJTFHuA5CnNcxxY8EOBwQeIKiDmuY4tcCHA4IPQva5bN3jdw0dopOWrpBVs5brkKqi4brkMksismcBIokqmYSmKICAgPbKAkHI3EKgJByOIX8/j2oXRz3Q2majWSIrGqsryTqk7SX5/Gcjmvu9b7k8tidc3fzH0IsBmq/cQObwFV7AVUnfdmiK9te4y/80REOHbtN3+I8R5uhNd1ra7S0En/ADRWMDh283Lv8R4jzdC//9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtI7KoUNtChWzX1g80sTbIV5EOF0O3vLFRcniZybMTfNB7FPiJuUBH0BVIoj3D0yP6R1NcNG6modU2vBraGobK1rvBeAe/jd+BIwujfjfsuK79UaeodWaerNN3HIo6yB0ZI8JhI717fwo3Br2/hNCwTrreEjUn0LqHkQUKhslLy4av3Z2UyOv8AcJWxQQazFZsSnZgys0ikUh3cM6Mg7TcKfrJTlMAF2Tqvk5pb5TVGuuSo93aSOZZ6Ru+tte1vdFUQDv308ZyIqqMPjLG/ZC0tJOv9M69qbNUQaM5Sv+C1QMRQ1Tt1Hcg3c2SCY942d4wZKaQtkD3d4HAgCir2az7Zt7S5+HbA/lAc+cmFg9gqL9Eh/dtXdcfZCf8APP8AlFbh+ZZWaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRce3iYpo9eSLSNj2shI+X8oP27Nsi9feUHZL3x0mkVdz5QehfGY3hD4YRchhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1AvbVvtWWg/w/9Wfk68qsIpTZrpeQUwiYRMImETCJhEwiYRMImETCJhEwiYRZJ1psaQ19MeeUFHUI9MmnLxoG/tiZR7FdtQMIEI9bAI+ER7AcvchhABAS6k5XuSi18qNh7mdsQ6hpw51LUEeC48YpMbzDJgB3EsOHtBILXbL5MuUe4cnt559u1LZJyBUQ58IDhIzO4Ss344BwyxxAILbCoqUYTcczloxwR2wfoEcNXCf2J0z/AECA9jEUIYBKcogBiGAQEAEBAPllerNctPXWosl4idBc6aQskY7iHDt4FpGHNcMtc0hzSQQT9EbVdaC922G7WuRstvqIw9jxwIPZxBByHNOC1wIIBBA5DMYsgmETCJhEwiYRMImETCJhEwiwhtzj1rLdCAHtkOZCcRQ8hlaYZQjCfapl7+WkdyKSzeQbJiYfCk6SWTJ4hEgFERHNlaB5WdacnUuzYagOtjnbT6aYF8Dj0kNyHRuPS6NzHHA2i4DC5Ne5vDgoSuOnE6+U+zTazcIYyoD43FTUNJpIiPcU/LSnSNV1Sl9PH4kwMPr4Q+GekofRfwdxZnsT/TEN4NqhzZPXkwlzR2YcRw2jxXbz3ZvU6tN6SpWka6eDqjdZZ2+OkvOT8gKaktNOkimKkZyomRNNFo2A5gQbpgVNIDGH5xzHOfzHyh8pOo+Uq7i5317WwRAthgjyIoWnjsgkkvdgbb3EudgDc1rWt6nOLjkrL+a/XFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLGWydO6520wKxvNaZSqiKZk2UqmBmc3HAYRN/YMs1FJ4imCg+IUhMZA5g+eQ3wyZ6O5QdX6Dqu6dM1kkDHHL4j38Mn5cTssJxu2gA8DwXBcmuLeCgrbOnOyUWVXo+x3DVARMKMbaYdN6coCPcoGmIpdmAgHw/wCYu/3/ALvp2w+i7qWRti1NZ2Pl6ZKaUsB8UUrX/vl2CbrCxM66em5Ejj7rZtcOku/zTGlbI3V7d/iZM1VUIX0+4c3/AJ2eQeiz5PHt+z0V4Y/sip3DyHukH/CPo5c63tXcKd07LQq/QUv97gWUWRQp3LWopSEpIOUgEPEgk8mGEQ2YqGD/AKYKLkCj+wNke1D6LiyMpXM0ra6qStIIa6qMccbT0OLInyueB7Xbjz7YKhmHQFJqe4K6ClWBGsbFWCsu00CphJxNikHbhVUhAKC7lvPHmGJzKGDucqaSQD3Hw+H07aZtfonOVShqjPWT0lbTlxPNy08bWgE+C10AieMcAXOcR07XTwEr1WLtfX1n4w7cZMYmwqLvo1KPtNWsLVI7Fddg4XdN0/e2oKrEIcrhku3XS8Z0liFHv804lD2joTVll5adAyVVfSBtNM6SmqYHEPa17Wtcdl2ASNl7JGOwHMcRjvmhx72P2u+7VYxXpdOfgISdRKBUpmJjpRMgD3AhX7NF0Cff49yeb2H6fTPJt1oH2u6VNsk3vp55IyevYcW58uMreNNMKinjqG8Hsa7zjK5jMeu9MImEWEN38c9QciIJtB7VqTWd+TiuvkOZQWWjbFX1XgJe8Kw0yzOk7bEXO3SMqgcVGq5kieakcCgAS3SeuNTaJq3Venal0O3jnGEB0UgbnAex2QcZIDhh7cnZcMlRrUukNP6tphTXynbLsZ2HglskecZ2HjBGcAlpy12BtNOFWVL6T5YcBHDi4ce7PKbz0G0WUfWLVFiKq7mYON8ZlHbptHMyiAHTS7mPJQxEFAP890xOgmYR33Tar5OeWRjbZrSnjtGsXANirI8BkjuDQXHrO4RTlwxujmD3ADTFRpvXfJW83DSkz7npZpzJSyZL2N6SGjqG8yQhpzvfEWtKtj1RfFNn63pmwlazN001wgWU6Wt2IG4S8Yk9J5iJXAtVFEjouUfCsgcQTUO3UIZRNJQTJk846js7dP32qsraiKqFLM6PnY87Dy3jjIByD3rhvAcCA5ww472sV0N6s9NdnQyU5qIg/m5MbbQeGcbsEb2ncS0glrTkDIOYVZZMImETCJhEwiYRYfsG+dW1valK0o/s7RXZd7PIjFVhh2ePGDSNgZOwqSM+KRvBCs3bSLMm184QVdLHL5RDEBQ6cnotH6hrtPVeqoadwsNGG7cru9a4ukZGGx58NwLwXbO5rQdog7IdH6rVFko75TaclnabzVbWzG3eWhrHSbUmPABDcNzvcSNkEZIzBkYUgXGSkLFTaHu8oxQeJ9h8Pmk/XEhH4mRWL4VkTD90hgHOmemgqW7E7Q5vxeI8R5Fd0dfWW+TnaOR0b+w7j4xwPlBWG57UBw8a9de+MPU3uEgYAN93wovCFApvuAChS9vpOOR6q0+fCpHfqu+Y/T51O7brhpxHdI8H27PnafhIJ7GrEEnDykMv7vKMXDJX18ILEECKAHxMiqHiSWIA/SQxgyPzU81O7YmaWu7fmPA+RTikrqSuj52jkbIzsO8eMcQewgLjc6VdphEwiYRMImETCJhEwiYRMImETCJhFl7UESVzLvpZQoCSMbFSQEQ+Dp74y+Mo/SJGyRwH7njDJBYINuodOeDG4HjP+WfOoPritMNDHRMPfTPyfyWY3eVxB8ikVktWrkwiYReaaZ1VCJJEMooocqaZCAJjnOcQKQhSh3ExjGEAAPpHOL3tjYXvIDGgkk8ABxJXFzmsaXvIDAMkngAOJUp6lBFr8K2ZGAvvSn9kvjh2HxOlQDxF8QehiolACAPwEC9/pzRGoLqbvc31IzzA71g6mjgfG45cfHjoWlr5cjdLi+oGeZHesH4I+k5J8eOhdmzCLDphEwi97b/mhH/shf8Ahy/tfsjD+cHxrqm+1O8S/lx+05fbr+Xn/afjX+SrpTPtfyU//d7a/wBHPy3LzZffZaf8v5gsU8vNY3jo6dUfV2x9XtFo+OrC/H7mPo1I6izSOmqHfYeEu76ngp2MspWWVhTnqe5A3jFdqxVAwnAwiMojEF8tEtLU99HI18Tx52nykEHyqydtUtQHs4ghw+NX2e2GbJpe6dP9HndOuJEsvr/cFF5S7NpUmXwAL2r3ev8AD2xwi6pCHUBFwaPkkwVT7iKagGKPqA9te8lOmnaXZcbe7cO6G48m2Flr7WCuMMo9ofmVw3svf2m3VX+3Pvj/AC0Nnkz0ZnstS/o7flOU85OvtD/yz8QV/wC3ECrJmMIFKU4CYwj2AAD1EREfQAAM8PWprnXKBrQS4yNAA4k5WzaghsD3OIDQ0r+XJ7TW/Qk+s3yjfNTeNuvW+O3kn+hRNPjhqpIqpf8AUqgn4g+8Ofb3k8tdTZtFW63Vg2aqOmG2PaucS4tPa3Oye0LzBWXCC6VctdSnNO952T1hp2Q4djsZHYVfNxv9oU6YevuI/EPTt6e8kml90pxd0DqK8EhtUxMjBDb9a6nqdKsZoSRG/NVX8QeYhVhbrHRRMokJTCQoj2DNVVsdUSmQHGSta33Rst3rHVTHhuSdxJVqPFHmHoLnlqez7r44OL4vR6nsF/rSVNsGuN6xLjZY2uVq0OPdmDaYmiLR/wAl2tp4VRVKIqeMvhDwgI4Ston0pAcQchax1LpuexPa2VwcHNyMEnpx0437lINp/wA1N/8AspP/AF4Mx44qJx+GPGtKH2pj7Yvrn8D/AFH/AJdbdybW7+itXpfSfsHF5VsG9MHqkdOHjp0xuIbLcnMLXdWvmmdPSv1banjlpec2UjKMbfa5NCuxtTio5w5kJ2VbOUfd0gMVPxLFFRRNMDHLb1FHJLUiRvgrFXbT9XX3ltZGSIgR8C0g6Iae5jdReuP6JXXETOck+YraxwFcYj5565+iduH5fK3MugQE02VYaS5jruOxUkUGx1TCUhREMoSGMyeACmcjmwU5e894xm8+IL+oLs56i/uEs4QEBTM5WEBD4D3UH1yB1B2pSV5cvMjZa97m8MlfHr+HPNWiLZkKJ/G5SAQAO/fucAykDNuQBddrpzUVrIx1hfz2dmSqfVF68B2iKhZ+kb55u0/XEY6IPvCCmg6PbYPXsdLiQPEUW7bS1MK9WITuX5p+wj8RnLAIoAPatXp6CNtDbmx8BHF8ON/wr4+vbpp1xj6wXLIlUFaFYW/ZUPyMostHd2Ygvt6KiNnScjFCTwi3GH2HLSjUol7AVZmbw+gBnKJwfGD0LsopWz0rXtOW4x5ty376HtuO5HaH4/8AJSJBuRrvXTmvdlO27Xw+TGTlprEdJWODHwdyFXgLCq6ZKlARAqrcwAI9u+Q64xc1UEdGV571lQ9xXaRoHe7Rx4uhckn/AGwn+zL/AMIZYKIjiFqUe1f/APRl4R/7QF1/zirZMrX/AEby/MF6K0N7CD8r5grmehB9pz46f93u+v8AO9acxd7+2jxKF8pf9Kj/ACArO8wC1QmETCJhEwiYRMImETCJhF2Gp1qSuNjiKzEp+N9LvE2qZhKJiIJj3O5drAX1BuzbEOqoP0EIOdFVUx0dO+pl8Bjc+PqA7SdwWVslnq7/AHaCz0IzUzyBo6mji5x/BY0FzuwFXH1yBYVeBiK7Fk8thDMG7BsA9vGcqCYFMsqIdgMu4U7qKG/ZHMI/TmoKieSqnfUS/bHuJPl+YcAvftptlLZrZBaqIYpaeJrG9ZAHE9rjlzj0kkrms6FkEwiYRMImETCJhEwiYRMImETCJhF0LaTgW2ubmILGQM4gXccVUhvCcppbwxZQIb4lOYXnYBDsICPp2HsOZmwRCa7QMIyNsHzb/mQHDgeo5829aSvs/uh9S81+rh1XOT/JGh1rcFn0hfXEbq2D2HCx9trVUXuuzdjVmElWsHNN3sarKUSiaraw0OqqmoLFsqcyXZUqahN4akrpbXaWuptzzgbvEtdUcTbjcpZJ9+Xk+cn4sKzvq6dCS+cneV3C/l/0867xu4+bP0pby2TdsnJLy2qS3BzR7pr+4ahsUPH6311Y4+Xt8IqwnUHj52Vq5VbiwSFVRNAgJR6z6tYaGSO6B5JGBgZ3EHOckdiu66zOE7XUhaADv6FsSb93lqLjVqbYe/8Ae13itcai1jCKWK6XCYK7VaxbAXTdi0RQZR7d3Jy0tLSjxBmwYtEF3j964SboJKLKEIbXUFslvNyMVM3JcVJ5KtlBS7cp3AKiDV3tTnSP2fs2B1qtbt4axa2aaTgYfaG09Ut4DVir1y7TZM3EjOQ9rsc3ARLh0qQDvZCNaNGZDeY7UbpFOcsrn5PKuOAvjcx0gHAE5+ILDR6mhdJsuBDc8TwV0PLvlLqHg/x32Hyk3y7sDTUesAqR7XIVKCXtEygldbtW6BBrMoZoqks9RUsVrZlVMU362icyg/NKORW26eqbhXdwswJN/HcNwJ+ZZmqucVNT90O3t7O1Us7F9ql6QuvpanxLe6bt2F9VVXq1okJTXuqUpOKoydrjGcy2g7g4nLTXV/qkiI9+mMk0ik5QzBfxtVTA7SVQJLWcnVU5pJcwOHWTv+BYR2p4gRgOIV92m9ra15Cas17u7TNtj73qvadWi7lRrdGFcotJiAlkAWbLHavkGsjGvW5vEi6aOkkXbNymogummqmchYXWWSppK40T2nnAcLPQXCKen59p73CpBsHtOfSGrPIGR0A/27sB4SJsTmqP93Q+ul5LQ5Jxo5UYOE29vRl/qifQqckmKATDeGVhTl/sgjszP+ycmEPJ5WPpxK8tDyM7Od/xY+FYR+poBIWNBLQePQpKVnrh9P2wcHbp1FY+ybQU4z6/3A00dY5RXWkmlb0748QqLlFs0qZngu3UYKV2Yd3IKAUBMf0+YPfrp9E1ENzZSylpy3a47sb/AIdy5S3+OSkMzM7jjh0rXo6FvX+o89tzeGs+cm+d4bQ3hy45b65pvGcshWn0/VoWvXKSJRahXGjSNVYVjV8AE/PthVaMWaDYgnUXOQxxOY0s1JpaCehDqJjI+ZjJON2cDJz0k7ulYa13eSOoInc5224eTo8gWxh1EOtBwF6YVhrtE5J3u1y21LPDo2WP1Lqaqlu16aVZw5cM2tkn03cpX61Wo1+7aKkalfyTd088o526Kqaahywe06Jq7iwynDYus9Pi4lSCtv8ADSu2N5f1Bdg6d/V74MdUAbZGcXr9YibAokahYLXqXZdZPTNjRtYXeIRydpaRyb6ZgrDXk5J0k2cOIuQegxXXQI6BAXDfzeq86Pq7Q0THDos8RvH0j+fJzob3DW5j4PxwKpx3kmJ/bEeEaYB6m4P2wO3/ANyDlz/5zNgUEJk0k6Jo74/S1RqoeG3oPPAfQVd3WeqBxLv/ADxuHTp11L3vYXI7XbSTkNjlp9IfS2t9fIQcQxlZ0LdsMrlKEjFYNzKNIt0QPGKU46Tjh/swTIl19W6Tq6aiNzm2WxZ4E7zv3YHw+LepNBeYZpxSR5L8dW7zrU69rY0BsuN5SaE5PGjJKR0/cdHQ+m21gTRWXja3sGjXLYFqeVh+umU6EYadgLki/jyqmIZ6ZB/5YGBsoJdk6MqoJrUIIyOcY7eOw43/ADKM3qJ7Ksvd4LgtSdq1dPnTZkybLvHrxdFq0aNUVHDp06cKFSbtmzdIp1V111TgUhCgJjGEAABEcl6w6/rP9KPReweNPTb4g6U2u1eR2xqnq8ZG1wsj4gkqy/vFmsF/TqMmmb1QkqgytKUY4S7iCSzQxAEQKAjofXFXDVXZ5hIIGBnrwAPmU+sML4qQbe7O9WAZCFnkwiYRMImEVX3NfhvBTsFP7j1hGIQ9ohmzqauFcYIlRj7NHNiGcSUwxapgVNpYGaBTLLFTACvSFMPh949VZVY71JHI2iqjmJxw0ni09APZ0Dq8XCTWa7vY9tJUnMROGk8QegHs6OzxcIW8f+bt80PSn1HTgmNzigkE3tcLNSjxsWtprecaWYNyN0VVHLJ8uYiyaYKJFbq+absfzRAuauFjp6+cT7RY/GDgeF1Hxj4d3UsxX2WCumE20WOxvwOPUfGPh3dSs64/c4tZblIWGsajPW13J2AsNNyqAw8yHw8yBnXKbFFZwI/ZNFipuA7/AK35xSmOEXuNiqqLv4sywdYG8eMb/ON3iUbr7LU0ffx5kh6wN48Y3+fh4lr3e2KP6pJdOXQZm0hAvrGz5sUIrUG71g5l28K90TyJNKCimkqd0SOcPWTLzjAHlioRLuPfw5K+TZsrbzNkOEZpXdBxkSR48uM/CoJqtsrbWzIcIzUN68Z2JMeXGfhX/9GUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVdZt9Nqt/r0jU7pAxllrssiKD+JlmxHLVYv7BQgG/XG7pA3z0lkjEWRUADkMUwAIZixX+9aYusV70/VTUd1gdlksTi1w6wehzSNzmOBa5uWuBBIOLvVktGo7bLZ75TxVVsmbh8cjQ5p6j1hw4tc0hzTgtIIBGsT7MPAs6r1FPaPaxHKvV4+uc06ZAsV5N2rISSzOH3lzyj2ysg/X7rvXqiDcoqrHHxKKCJh9RHPSlPc571Ay8VTY21VWwTPEbQyMOlAe4MYNzGAuIa0bmtwBuC1ay3wWhgtVMZHU1KBEwvcXvLY+8aXvO9ziGgucd7jknitynO5ckwiYRMImETCJhF/Nw9pbZciduddDW3GvR+1tmVCb2Zxl1jG06uVG62mDi5S8rjt97BMRjIaVZtgXsUxGNWSi4JmUKVQDdjiQCiRbA3slvMiZ5L9LtbX2wrbJ2bYnFbcN51xMy1omHUxY31Ht6qe1aVOTEtJOXD1w1TWtkrENjLKeJNCE8AdiEL3ItFfqQ8rOTPLvdHOPqK0rdu1q5oR9zWr2hdVsIC/W+EhJGsytK2q816WHZRcw1jWy8Dq3SUSvJETTKBnE2mp3ETmESL+n3x65UaQ4vdK7hjv7lVueraqoTXiHxbNP7B2RYBQ+VbFN6Vp7pNk3O4M6mbTa5tdNZVNm0TdyDsxFDFTP4TiBF0XjV13ukpy72pDaT0JzRoln2jZJAkRWKnZ6jtbVDm1zKpvA1hao/wBu0Ciw9om36nzGzNg4cOXRxAqRDmEAEinNyh5bcbeFmq326+U+4qdpXWbB82iQslueOAPKTTxJw4aQFbg4xtI2O2WF01ZrLJx8W0ePToIKqAkKaZzFIq9av7Qf0aLhR/0RIjntqZvWAsH1MKDZIbZNLsTeYMyWkEE3dJuNHgrqzYPGjZUzd6rHkZOTIqkSVOdNQpSKV3I3qXcEuI1f1DauSPJfX2o69vuAkbTp6VtAzgNr7X4llWJGRlIX5Oh36gtmjG5xahvOKkbwvU+wCPiApFHN915OkJGb5U41v+dunmu10Z81WcIKo3QNfNLCR17irEPd1hVB0qzeIPu6CpVbCTylyimfwnKIARQc9o90PoneesuLQ7w6pH6mNDVy8bGUgLaSjXG9JbbfzVfrHnQIJU7aOs1WH1NNYsHJTrKPCKA6EClTEBExFhbqsddih9JfhdonTHFbbOl+TvMis1njrr6RgtksL0Q5NTzugZOyx3IuVrMVNMHT4tmGGglkWB7AcxDWEhllVvKMByKxHp4dZbiXyO4G1rf+z+UOrnux9J8ctKbC5xu4mPloiL07eb3X0EJ4s7FNocUI1oe6sZBqkgyF0VMW4l7iAAYSKw/SvNDi5yL0VPcmtI7oqWxtDVclvUn9mwIyY16LJQmAylwM5F7HNH3aBjwFVfwom+b9j4h9MIuP4pc5OJnOOvWy18TN5U7eVdo0yyr1tlacMqLaCmpFiMkyj3nyrGxqnnuWJRUL4CmL4fp7+mEUQLz13ukTrbe6nG2586dQRO2W1hNVJJikhdJakQVjSde4u4ezbfhapI6fq72NfAZB4WRnmvuS5Dpr+WchylItYb2Ufa2xtgdTXqgR1s2TdbtX4yu2JzAMLFcZ2yQ8embkA+QQXh2slIvWTQhmQgQhkSlAUuwAPh9MItnvkl12OkvxI2xJ6O3zzRoFW2nAvxibJVK7V9obRVqcwmcE3ELcJXVFEu8FUJpioPhcs5N01ctTeipCCA9iKcMDy340WvjfKcvqpuuhWvjPCUOz7Mlty1aZTsdOj6TSY6QlLhMOXUKR86TUq7SJdA/aeV760WbqIqIlWIZMCL7ONPKXj/zE1Yw3bxn2dBbd1VKS0zBR90riMqhGOZevOvcplimnMx0W+BVg6+YcRRAoj8BEPXCLP2EVTvWv6h0j0x+nvtnknUY6Mmdtu31e1Zo2HmkDO4d1tbYDldpDyEoyIokeSY1KCYyU4ozAxffixnu3iICoqEIqR7v0ker9XdIRPIXWHWe5a3zqnoQlS2hL8bZ7b0HCcaZaWln8W9tWsY3Vk9PN6LF1yrt3rkiDl9HGr8kuw8PyYzI5D3ci2teO0vuif0LpyZ5G1KEom/pHWtNcbpqFZlWU3WoDaBoFiF3YV2Ujn0mydwJLEDgzMSOXHhbGIUVDiAmEipj66fOTkdpL9JpwU4S2eNoXLzqPbrHUlQ2tIMW8sGldYwjqtNNjbHasHCDtFKZaDcWJW7g6Cx0WCMgs1L76g3UTIoO2fpodWnhRsnSW8unv1OeTfURuFf2nAwnLvjTyz31XpWg2Wiu2r2QtM1EMb9d3ENRF1lI40cizIZafZnkkHDV75bVcpiLbjwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P/Vn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCJhEwiYRMImETCKX/GedcrsbFXVjmO3j1WkkxAw9/JB956TxIvf7FMVG6ZwKHp4jGH4iPfwj6L7TdJTXK1aqp2htVVMlgmxu2uZ2HROPW7Ze9pJ37LWDgBj2J6GS/VM9BcdOTuLqanfHNFn7nndpsjR1DLGuAG7LnniTmUmeMl6oTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRdBsGwoWG8aDYwSr4vcBRbKF93SMH0LuuxyAID8SkA5gH0HtkstGkLncsSzjmKU9Lh3xH4Ldx8pwOrKk9r0rcLhiSYcxTHpcO+PibuPlOB1ZWJZHYVnkDm8D0I9EfsUWCZUvCH0d1z+Y5E3b4/PAPvBmwaPSFjpGjai56Trec/4RhvweVTmk0rZ6Vo2o+dk63nPwDDfgXXVJ6cVHupMypxH++kHY/8KvYMzDLTa2DDKanHijZ9CyrbZbWbmU8A/Ub9C8SzUyUe5ZaTKP3Sv3QD/vKhnI2y2ncaeAj8236FyNut54wQn9Rv0L6iWiyJ/Yzst/4b9yp/7EUNlu6xWZ/hUtP5I2j4gF0Os1pfxpoPIxo+IL2mt1mMHYZyR7f6lyco/wAZew5wGnrGDkUsPvQfjXAWKzg5FND70KDPL6tSUq2gL34nD4Y7zYSZcKnUcLJNnSwLxa6ihxMYqBHZlkxER7eNYgfT6+l+QS8UdBLVaYwyITYmiaAGguaNmQADA2i3ZcAOhjj0KNastrI4IqqlY1sTMtcGgAAHe04G7jkeMhc3xm2cxm662ocisVGer6KoRpVDdvlSGKoZVPyBHsAuY0FPLOn8fJKQ4d+x/DjeWPRtTbbs/U9I0utlU4c5j/ly4wc/gyY2g725c0473N7pa6xz0wt8pxURjvfwm9na3gR1YPXiVGaSUuTCJhEwiYRMIqxbw36o1Mu1tmaI60ztSkyNhmJGq1J78mMXEFAOXy60VCrupBPXr9ZZiyMRIxzybnxGL3BTsPYN/Wl/ofbpaqalvDbpbrqyBjZpm7bhJIGgPeA3uloDnZIAibjq6Tpa5M5bLdcp6i1ut1dbXyvdFEdlpYwuJawl3MOJaMAkyO8fV1VPlr1BKqumle+EQz4eaRNU9DcziqfzjAUTFWh3OxSFIHfuJvngAeuZF3JvyL3FhdZ9WczuyO6BGD5nim+ZWQ15yrULg26aa53f/wAgv+NhqPnVsmecFvZVoXHqkaT19dLNS7hrvdEavW7JNVw0whW64tEyR4WScxxpJgZ7bIx6pHvQbCqiYEROZMxREofRvm2eh81XerVT3W2VtqkZPBHLsGWUPbttDtl2zC5oc3OD32Mg71pq4ctum7TcZrdcKS4sdDM+PbEcZa7YcW7TcytOycZG7ODwXfaZ1KuIVycN2X6Ir6ryDo5EkGdtqtijgMooYClIeSZsJKERHxCAfPdF79/Tv9GHunIRyl2tjpe4WVELRkuhmjdu/Jc5sh8jCsrbuWPQFxcI+63QSuOAJYpG/wCINcweVynY5ct2bdd27XRatGqKrl06cqkQbtm6BDKrLrrKmKmiiimUTGMYQKUoCIj2zULGPleI4wXSOIAAGSSdwAA3kk7gAtnPeyNhkkIbG0Ekk4AA4knoA6SqUuYfVJYw3yprnjM7bSssHnMZjbJ0k3UTHGDxJrI0ZquQ6Ew7KbuHyksUzMvbugRcDEWJ6r5MfQ+TVXN3zXrXR025zKPJD3dINQRvYP8ApNIefuyzBYfOHKDy2xU+3aNGOa+fe19VjLW9YhB3PP8A1D3ntA7IcKuuJF1li8wdI2yelpCWmZza8AylZiVeOH0jIO7c/wDqfdOnz50oq4cruTS4+M5zCYe49xz0Fyk2qmPJldrbRxMjpYbdI5jGNDWtELecAa0YAA2NwAWk9BXKccoFtr6qR8lRLXMDnuJc5xldzZLnHeSdveStvjPmevfqYRMIvmds2j9A7Z62Qdt1Ps0XCRFkx+4PhOBgAwd/QfiGcJI45W7EjQ5h6CMrtgnnppBNTvcyUcC0kH4Fiawajj3QHXgHAx649zAzcmOsyOP3CK/Pct+/3/MD6AAMwVVYYn5dSnYd1HePPxHwqa2zW1TDiO5N52P2zcB/lG5rv8PjKwhMQMtAuPdpVmq1OPfyziHjQXKHxMguTukqHqHfsPcO/qAD6ZGqilnpX7E7S0/AfEeC2DQ3GiuUXPUcge3pHAjxg7x8/QuIy3V8mETCJhEwiYRMImETCJhEwiYRSe1TH+6VVNyJex5J45dCIh87y0zA0TD/AGP9jiYP9lk1scXN0IeeL3E+Th83wrUWs6nn7yYge9ija3ynvj8oDyLJWZhRNMImEWata1QvhJY36YCYRMEWicPQoFESHemAf2QiAlT+52E396Ia01rf3bRs1IcDdzpHnDPnd5B1g691fezk2mmO7/mEecM+d3kHWDmbNbLXyYRMImEXvbf80I/9kL/w5f2v2Rh/OD411TfaneJfy4/acvt1/Lz/ALT8a/yVdKZ9r+Sn/wC721/o5+W5ebL77LT/AJfzBbAPtSPDwuxunRwT5tVeKBWx8dqNq/UmznbVDusrqna1Qrh6nLSrjwj2YVHZrFJi2J3L+v2tQfX08Mf0Hq6Ks1Vc9NSuHOxyucwfkuII82D4gru6UBjoYK1o70tAPlC1K+RvM9zyA6efTx4zWV8u+uXC3YHM6uRyi4qLHNp/cKvG66a5892p85RaPtETaY1JLuJW8fHtSF7F7FLtOnpBBXT1DfAmbGf1m7YPwbJ8ZKwb5NqJrDxaT5jhb9/svf2m3VX+3Pvj/LQ2fP8A9GZ7LUv6O35Tltbk6+0P/LPxBW77j2SSJVa0qHXAZSSOj8srpG9Y+NV7CDTuH2LqRIPzg+JUBH0+eUQhHoY+SR98usfKDfoz6S0kn/CscN087TjncHjHAeB4OmAGfsbwYBy7cpTLRTeomzSf+a1TR3S5p+1Qu/5fY+YcRxbEeHftI/ml+0gfbeORf/cfxy/Jx1Xn09o/6MzxKE6e9h4PyfnK2NuNXQp6Ud04f8OtrX7TmyZvYW4eKnHnat+lG26NgRbF9ddiahqFwtDthFMJNFnGsnE5MLnSQTAE0iCBSgBQAAxtXc308pjAG4qI3/Ws1nrXUjGtIaSN4VmXGfitx14UaxseneMVWnajQrTeX2xZeOsFrm7e7VtMhA1+tOXaUjPOHLtBuaJq7MgIlMBAMQxu3cw98JWVr6ogu6AtZ6h1JUX17XzAANGBgY6SfnWc2n/NTf8A7KT/ANeDLEcVGI/DHjWlD7Ux9sX1z+B/qP8Ay627k2t39FavS+k/YOLyqT/Cv2cDj7yb4YcdeUV05b7OpNg3fS3FrkKXBa1q0rGV9RGyTkGRm0ln9jbunpFEYkqviOiQQE4h27B68Kq4Mpn7Dhkq2verKayz8xM3ad48K7Tgp0keEvTosq20NXFvG397mjJCIjNtbZeQq69LYy7RWPmktd1avRUTDVlxMRypm671cZGU93VWQSdJt11kT4aruzpm7DBhq13ftezXCA0tMAyI8ccT4z/9FYU5cKOl1F1REx1DCYwj8RER75hScnJWtXuL3FzuJWFOXm8v0q3BTl9yOTefJk1Q9K2iOo7/AMfgM22TfSI661oun2Ep1PIvlrj1DFKIGEhDdhD4hlLVDzlQCeAU50HQd1XZj3DvWnPm3r+fR0leYenuBHOLWfK3dWv7nsyuavgtiFhatRloNCYUtVyo07Q46SUUsL1jHA0iGFmduAHxGUK4IkYpe4dyy2RpewtHSt9VcBqYHQA4DhjyKQvXA6kWgOp/v/Um9dJ6n2RqqSp+nUtUXVrsN1WHS1gJC3Gy2msyjA9ZkX6Yqt07g9brit4T+WmgUomKXsXhDFzTNjoXTQUncUHMZy0Hctm72drd/wCjP0uU9ZvnYOLHxX3HdaCm1Op5zolDvypNq1N+scwicrdWw2ifYoFH0IlGgUvzQAAwd6i3iQdK1jyk0HfMrGjiN/jH+WFcWn/bCf7Mv/CGR1aeHELUo9q//wCjLwj/ANoC6/5xVsmVr/o3l+YL0Vob2EH5XzBXNdB8ph6OfHTsUw/+j7vr4AI//TetOYu9/bR4lDOUsE1TMe0Cs7Epg+JRD+EBDMCtUYK/MoqJhEwiYRMImETCJhEwisb4yalPVIc13nmwp2CwNSkjGyxOysVBqiRUpjlMACk8lRKU5g+yIiUhfQTKFzXmpbsKqbuKA/8ADxneR9076G8O057F605HdDOslAdR3NmLpVMxG0jfFCd+/qfJuJ6QwNG4lwUr8iq3cmETCJhEwiYRMImETCJhEwiYRMImEUI+U274OJmKppOLeEc2eyTMHL2VFE4GLC11g9TkGKDw5R7pP5eRbonTS+yBskYxwAqiQnmWkKGR9aK54xE3IHaTuOOwD4fEcZGnonvpZK1w+xtaQO0kb/IB8PiONZL2VxB8tyu66KMYsm0l1dnUJvFul+5SNJFbZfLAjNZUfKXEqaLoCGN8w/oX7EfgO0dVujZRROl3x53/AALU9rD3VcoZ4WT8ZUO+bu3vaMelzsvh0w5W9RqmX6tcmtqr1eEjdNmhLGJWNLsOuELa1tA23jnrhRghJMdgNk2xmijk5/Ct4vK8JBPc0VNYbnSF9JC3m8dI3j4SuieW40kwE0h2s/z0Lay66Wt+G+wunrs2N547r2hozjhXrfR7bYJzTasAfYdwscLJL/UbruvRFiq9uZWF5YrA5RUI1BoTwKNSuFV27ZuusSDaYjqaa9PZSMa44I38AOk9Cz92dFLQNMziOB3dPYtOLqtdTzRHKzpJag4rcd+nDyt1xx60HN6djdE8sdv6/r8LTGTOjRLymOTuJymQ0jT0bbsqLcOAf+5THgfSKyipynOAAGz6eCSOYvke0vOcgfzwCicsjXR7LWkNHStk7q8PXct7MLdpSTcKv5GT4g8GJKQeuTea4eP3ewuNjty7XObuJ11nJxUMb4iYe+Qu1sazVUgaPun/ABOWdq3F1obnqb8y6Dpji7oaA9lGtdfT1bSHSVj6YO5OS00+c12KXlJPdCumrjuSGv7+TVaGfO7LW7Y3ZiwdHOZZm3YoIJGKikmQt9LdKgakbSA/Y9sN8mcK3ZSR+lZm+72SVi3ppbLtOtfZHLrsOvSb5taKbxc6gadTlUFVffYGQV2nv5jDyLBUn64ipBPpIHKI9/CmZIPgUOwca+mil1PGXAcWHzAKtPK5lpcB1H51332f3hvx2v8A7PVGw9w1ZSbCPLevcq5Lb8nL1uKkJecfQmz9qaiq7s0q6aqv0XFRgKAwWijpqENHPSC4bimuYyg9l1us9Ne46Zn2vvfhAPzrjR0cctA6V3hb1xnse0XFTPSi2THTUVGzMerzf2soowlmLWRZKHS1Jx9Okc7V4ksgYyZw7lES9yj6hnTqaokguUBjODsj4yudqjbJSyB3DPzBYl9korlbf0jqRPn9cgX76K5oNhiXr2Ij3TuKFvFTCzf5Ncrt1FmPkLEKcnlGJ4TFAQ7CAduWr6mSGGFjDgP4/AlliY973O4tXB9Nys1nkP7UT1aNxbVg4y62Lj9WJmrasCyMW0shT39fsOrtQxVigkXia6cdLxlIrDligsmBTJpSbgQ+efxB33Gpkt2nInwbnFrfhGfjXVSwtqro9snDJ+Dcv3kJWKvxo9r74TSuqoeJpjPlPxldT+3oetsm8RGWietFQ5Pa9dPpWPjUkGx3r13qWAk1z+ABcP2hXComUMc5kEzrnph7597h8xB+fCSMFLdmtj4fTkKFHXy5c7J4JdfykcoNP1dW1bM1107JppTEgZmkGlbm7zTeTOvmuwJZiCDkr2G1ya0/LjlBQnkrpMBTVMmkY6hL+wxNdaWxnc3bPxhW9xeRWlw47KvX9m54b6o0T0/6tyrh73Gbw3/zsS/Rn3pusjpzMSfyk5lpgS6mPLSaZZT33Xk+vIJWIVu6zu1qSChzqIptASg+v7hOHikaMQtG7y9P0dikGm6aMtM5OZCr1di6511uKjz2s9u0Oo7O15aGwNLDS7zARtmrcsiRQiyAu4mWbuWh12jhMqqCoFBVBYhVEzFOUpg19bbxWWyTnKdxB7FJaqhgqm7MgBUNNHdKnpv8bNgtNr6V4g6rqWxox38oQlrepWG5SNZkgOY6cnUiXqdszSpSSAmEEnEYm0XSKIlIYpR7Zn6vW91qoTCXkAjoAGfMAsbDYaSJ+3jJHWp/KKGUMJzj3Ech0sr5nl7zklZxjGsbst4LwzqXJMImEUON+c19ZaHshKY8jpq3WpNBu6lo2BMyRbwaDpMq7VKTfPVyFLIOW6hVSIJkOYEjFMcSAYnizVvsdVXxc+0tZF0E53+IDo7f5GYobNU10fPAtZF0E53+IdXb/I7bpnlxpbdpkI+v2AYG0K+EoVC1g3iJtdQf2MYYHK8dNCIgIgVquqsBQ8R0yZ01toraHvpG7UXtm7x5ekeUALprLVWUXfSN2ovbN3jy9I8owsY8+90P9WagSr0A5MzsuzXT2ut3aZvAuxrrVsmpZ3jU4epXKiLxu0KYOxiFdmOUSnIUcutP0Taus5yQZiiAPjP3PxE+RXNio21VXzkgzHEAfGfuR8Z8ihBwd4jwm228jszZzBR9Rma7uFr0B7w6ZBY5VNME38i6ctFW7skVECqBEgSOUVnYG7mAqJiKZ2+3h9GRS0pxORknjsjoHjPwDx7s1erq+kIpqY4nO8nqHQPGfi8e7su3OmlcWEq6kdN2CLnoBdQ6qFes7wYuwRoHERK0RkgbHipZBP6FVTM1AAQASnEBOPVR6mhcwNrWlsnW0ZB8nEfD8y66TUcLmhtW0tk627wfJxHwrWP9o64t7h0pwa1bb9hwsZExD/lfRq2192noyVdKyTzUO9JNL9Zjl3IEQBrDrdzGMHY3hDt6+k30jdaOuub4aZxLxA53AjcHsHT41D+US50lZZYoadxLxVNPAjdzcg6fGv/SlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRaCnVF/uvnpv/8Aa7in/lftLCKu7aPJKW6DfOjr/cU4QH9erXKjSNhecakIpFciMbbttz8ZMacfQqiZCtkW+r9W8gbaAuTCBQe10ERA6nzBIupc++IX6Uf2XrprhLRfybe+SHM5HlLefGiCS6w7X0TtcddAp4gBcgo6bhK4B0z+qbgVfQO4hhFdF1jd28DNd9HTo80flvoPYXKraV0446Nk+OGi6Pt63aeiF5yL486qgbRe73P09N+/cR8GlamLGOZkZOXj51IqItxRILpwiRa7HXfT5w62kOn7YOSfA/jP06pil0W2s+PUVxsna+/vj2sa/favdRCWz5Kt2+0qt5nWz5ZopEmWM3WI4knwiUVQVAhFcB7WjMSWzerL0w+NG1pV/HcX5Cm6vmJfzHy8bCoyW3OSlgoG45UzsiiKSL+N17SYTxL+IFGqSgCUSgcRMRdY9sW4V8N+MlJ4GW3jvpDUGhLtYJLblAloTUtKrVAb3Kh1CF1+9in09EVpjHN5h5TJKUBuk/WTO6EkqKaqpygkBCLHPtaP+lZ6D/4MG1v83XDbCKTftW/Tw4ZcRum3wjsfHbj1q/U9upm8qppL6saRT4Ot2q3UiV0psSwSaewp6JZNZS/TLyw0Rm/F/LKvHhXarpQqgGdOBUIsD+0bTMpYuhx7P7YJx+5lJud0HpqZmJN6qZd5IyknxD1C9kH7tY4idZy8drnUOYR7mMYRHCKQntPPHLQkD0aeAXJuF07riK5EXXYPDTX9v3YwqMK12dZaO04V7hVbVKbuaTQs5I19BWpRZiNVVjIlGPbiBf1onYimndeMPHbS/sod32nqPSOsNbbJ3p0yuMtk3NeqVS4Ku2raM8WBoEz8s3ubjGTd/ZpEJWwP3PnOzqn852sfv3OYRIuN9ngdNk/ZouUqijlAibKO54i8UOsmUjQCarO5OLk4mAqAFbqFUHxCHYhgN8BAcIqgehBtnYujegN1z9o6mfSMTsGtNWyddnIdVVvL1s8/rAazI2qJdICVZjKVaImXEi3cEEDN1mxVAEBL3wisT9lT6bnBPk70ud5XzkDx31DvC9bW33s3VdstWwahBWe11GmQFD18MPWqXYJNm4ltevGy1lcTBX0SqzkBdvEVxWEWzQUSKpL2by4TPG+U669/0zNjNWHQvTw37cNUWNuRJyaWmdWuLdNUWbQTSIdFcX76CarlApRKbxh2AQHthFGnoywvJi6aB5Wq6s6MuqOqOhtq3uqbsPee2pOuvrnrt49qZHq1aqklalFpquTjleyGnFZiOVbvl3qiChlxUaImTItlb2Yzp38xNRca+o1wv6jHH+70XjVv2JpbOu0izWxk2Z2ZHZdO2frnkEwhZHX1vcTUA4nae0riDhy2cMXSflJHRU8wPGQi2q+IHDTjlwN0rGceeK9AV1pqKGnbBZI6qrW263Y7eZtD35QnHYz1/sVosawPHfz/ACzuzJJ/BMpQ9MIpQYRajHtlkdZHfTm4yPYF2kwRi+oBqdd5JOxJ8lwzxzpvf7KEmpgFkV2xIxjILgVQ6pDJlFUAEpvF2Eiw/wBTP2eXibxn6fW9eauttr8hkOoRx1oTvkdIc0J/eV8c37aWzqcLexWySnGC84aEhF7b4HacUeIIykmDtRp3duQTVI4Iti/pHckth8vOmrw15F7aHztm7K0tAvL1Je6pMRsNngHT+pS1tFk3SQatBuLqANKimiQiBBedkilTAoARa3ntCeirryB62XRg1JD7Ut+jofcNb2hrgu1KTJFhbfXI9zOqF2kjQ5pVJVKHvMzQZokdHOylOdq+fNlQKIlKAkWB+tH0xdAdCLU3HTqY9MSc2XoDeGrORFDoFyiJTa91ulc3bVrZDWmclY+4MrZMSbl+eTeU4iMlGtjoRL6LeO/G0A6SJ0yLe8r8qadgYSbMycRxpiIjZU0c79HTA0gzRdiych4SdnDUVvAf0D5xR9Awi5fCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/wCrPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImEUzuNldVZQMzY1yCX5bdotGXiD7JpF+eVVYg/3irxwcg/fR/j+f3ot9VQXDU1BpOmcD6XQOllx0S1OwWsPa2JjX+KXze0/Q06dlorBW6kqAR3dM2OPPTHBtBzh2Oke5vjj88lc8ir0ymETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL1rLJt0VV1TARJBM6ypx+BU0yic5h+nsBSjnOON80jYoxmRzgAOsk4C5xxulkbEwZe4gAdpOAo0WS7y08qskmsoyixMYqbNE3gFRL4ALtQvYy5jh8S9/AH0B9I7ssul7famNke0S12N73b8H8AHc0DoPhdvQNv2jTlDbGNe5okrMb3nfg/gjoHUePb0DpWSVSFMImETCJhEwi+KSjWExHvIqUaovY+QbqtXjRcviSXQWKJFCGD0EO4D6CAgYo+oCAgAhc0dZU2+qjraJ7o6uJ4cxzeLXDeD/lwPA7l1yxRzxuhlAdG4YIPSFV/sSpS+lNjIHhna6aLdZGdq8ib1UM0844A2ciHYiqjZQh0Fi/BVP1EoFU8Iez9J32g5RdJObcI2mRzTDUx9G1gd83pAcCHsPFrtwJLcrVNzo5rFcwYCQ0EPjd2dR8XA9Y8asqp9jb26rwVlalAiUzGt3hkQHxe7rnJ4XbUTfshauinTEfpEueP7/aJbDeqmzzHL6eZzM+2aD3rv1mkO8q2hRVLaykjqmcHtB8R6R5DkLseYdXSYRMImETCJhEwiYRepdu3dInbukEXKCoeFRBdIiyKhf706ahTEOH3hDObHvjcHxkteOBBwR5QuLmNe0teAWnoIyFiSd496Jsr1rJzmndaSEoydt37SWVpVfTlm7tqsRwgslKIMEpAgkXTKbsCnhMIeoDkkpNa6voInU9JdK9lO5paWCeTYIIwQWFxbwOOHiWBqtJ6YrJGzVVvonztcHBxhj2gQcghwaHce1Y15a8b5rkzr4KTFbZtGtk0zqruWEW3aPKxaT9kztmluYkBjMvmTdVIBSIk+I3IcwqKILnIl4M9yb66pdBXr02qLbT17iAA55LZYuswu75jXEHeTGXEDZD2guzhteaPqdZ2n0tgr56NoJJa0AxydQlb3r3AY3APDQTktcQ3GuJvXgvyN0CDyQs1KVslRaAdQ95oouLJXEm6ZCnUcyYJNUJmvoJ+MCipItGqRj9wIc/xH3JpDlc0PrLZgoKoQXJ27ueoxFKSeAZklkhPHEb3nHEBeQtT8mWr9K7U1bTGagb/wA6HMkYHW7AD4x2yMaM8CVHTW879S2xKFZvH5f1O3SrTvmd+3l/JE4xkPH3+jwe798m99o/TCyVlBjPP0sseOvbjc351ELPVdw3alreHM1MT/ePa75lu4Z8n19JUwiYRMImEXxv49lJtlGcg1RdtlPskVyAcvf6DF/ZEUL39DFEDB9A51yxRzMMcrQ5h6Cu+mqaiklE9M9zJRwIOP8A6jrB3FYOs+pl0fMd1pQXKXqY0Y4OAOCB8RBq4N2IuAfQU/hN2D7Iw+mRqtsLm5kozlvtTx8h6fLv7Sth2jWscmILsNh/ujR3p/KbxHjGR2ALDK6C7VZRu5RVbrpGEiqKyZklUzB8SnTOBTFEPvhkdc1zHFjwQ4cQeKnkckczBLE4OjcMgg5B8RC9WcVzTCJhEwiYRMImETCJhEwimlAsQjYSKYAAALWPaon7fSqVEnnG/hOqIj/jzY1LFzNNHF7VgHlxv+FaDuVR3XcJqnofK4jxZ3fBhctnerJMIvYkmZZVNInqdU5Eyh90xzAUv++OcZHiNhkd4LQSfIuL3iNhe7wWgk+RTEaNkmbVs0RDwotUEm6QB6dk0SFTIH/qpc85VEz6md9RLvke4uPjJyVoOeZ9RM+eTfI9xcfGTkr6M6l1JhEwiYRe5t6Lo/8AZC/8OX1sIFwhJ4c4F1TfaneJfy4vacDAfrXcvDFHuAxHGwP4uK2lAH/fDPtZySysm5OrXJGctMB+CR4Pwhebb80tu84PHa+YL+jre+P1U5e9PNxxcuR26Vf3pxGrNBCRcJeeSvzsprWHNU7Yij2MB3tPtaDKVb9wHs4ZkHsPwHxSNdN0vy8S1Qf/AMKax4dv4tLyHDygkLZPpWa3SzWY7/mxjx43L+OVf6NaNYXu661vEUvBXTXltsdGt8I6AAcw1oqcw8gZ+KcAHoC8fKx6qJ/9UQc+jEMsc8TZ4SHRPaHNI4EEZBHYQcrUDmlji125wOCv6SPs5Ww2tC6KOr1kvLcTjzcu+kYpmf1KCo3MwC9cl7gPurXxAIh8VDdih27iYvkzlo5NZuU7lApLdK50dipoI31Ug47Jc4iJh90kxgHgxuXnOGtdkKzX8GgNLy1cYbJeZ3ObTxnhtYGZH/gM4kcXuw0YyXNn62fupCeTkZBwo6du3/vLpysbxKLLKqeNRQ4/dMYf4A+jN0Wy30Npo4LZbYmQ2+njbHHG0YaxjRhrQOoDynid68gT11Xcrk+4V8jpayaUve9xyXOccknxnydW5aB3tHaqa3V15FqJmAxBqHHQAEPuk456tIYP8RijmxaI5pWY6l6T064Os0BHDZPxlWC6R9qQU1Dx4476Fe8Cq5bx0DovUmkkbefkNJQi1rb6p1/X6GhY3EKXTcqnEOJtKBBydsV04KgZXwAofw+M3TPboZ37bicqwuekrddKg1NQTzhOdwVynS36ryPVJk9+RpuOkZoYNKV+jTaSzHZzrYZrEa5yNkYnbnTc0WmhGhHhAAYDAZfzPN7di+HuOHuNvjpow9h4la91dpOjs9I2pp3E7TiMEAdHj+ZWjtfR0h9wFif+vZgxxWsGeGPGtJv2pJZNfqLa7FIwGAnEPUiZu30HLeduCID9/sYMm1uOaRq9K6RcHWOLZ6ytpXpdLpqdKPgUmQwGMlp1wU4B+xH6ubePYf8AEbMBeCO6CP54LVnKI4G7uA4jHxBTGzDrXSZVVVAntOO/ENfcJNA8bYh/5M7v7cL6+2ZBuoAqK0LS0IQoR0gkAiKbSUu99inaAmAPGrDm8PfwH7SayxjZdJ0rdnJvRtbTyVX3WAPPv+b4VH32fTpqcP8Ad3DDbPI3l3x/rm6Ze4bsXo2p0bXKWxgjBVLXtZilp6ZikqzYYNNclitVrcM1RXBUwHhQAvhDv4rm41ppcBnhYWa1dqR9kDWU5+zEZPzKVvVw6U3AuC6bHIPbXF7i3T9Rbr0sambHZWGrzF4dvZKmRtuiYjYMO6bT9pmI33BtT5t3JnN5HmAeNKAGDuPfpt9xfUS7EnSsdpTV014q+5qo98QcdG9VZeyz79QpnK/fXG+ZflbQvIvSSk5BtjKf83bI0jJLWGFbppGECmENf2a0rGMHcweQUOwgIiW6ucYfSk9SzetKVtRZHvdxYc+fd8eFuTKp+U6On39CLeHv94D5DOlecSMPx2rUd9q7WSV3PwnKmcDGS0FdCnAP2IjsNYQAf4QyY2og027r+Zeh9CODrKAOh/zBRR4Fe0K7Z4IcTqRxMgOMuoNn1qjT92n2FttljucZYHSt2sz+zvGrhtDuCxxUGTqQMmkJSgYSB3N65cz0kVQcycVmbpYaG7ODqvJIHQthjpM9Wq69UO5b3q1z0brrUDbUdDrdtjnVKnLJLOJdzO2BeGVaPCTyh00kG6SPjKKYeITD2H0zC3Gghp4ucjznK1xq/StvtdCKqlLtouxg46vErcDB2MIfcEQ/iHI+tSHivzKKiYRMImETCJhEwilRxp1Ahc5VS42FsC1bgHZEmTNYndGYmkykWAixRDsqwjiHIdQo/NUUOQo9ygoUYxqO7uo4hR05xUyDefat+k9HUMnjhbr5INBx6grTf7qzatFK8BjCN0sowcHrZGCC4cHOLW7wHhWRZrlet0wiYRMImETCJhEwiYRMImETCJhEwi6zdbM1pVOtdxfEFRnVK3OWR0kU3hMqhCRjqSVSIPr2OqRsJS/H1HO2CIzzMhb4T3BvnOF2wxmaZsLeLnAec4VBHGSBtHIzk+jK2GSWWcPnsle7tKFEfNSimjpt5rdkUwnBAizt22Ytih3I2TUL2ASpgUdmS1UVmpWmMYa3DWjt7fICT1qa3gx0VodHGN2A1o7cf/Unr8qpQ1lyWYezoda/nsx5Ua12Qbh/zmlp7ZGtNg0GvpzIIxsnfZjY1Fk4VvIP4lrZo7X5r5NVifaILhJNHQJOSJKJimVxN5IYNTWSMMcNvZGew4wc+PivPIlktdwc54OCT5RlYD6yPVL0P1muT/TX1JwL1tyE2JMaL3FZ5yfXktZi3dWYl/sumTIFqFYr8xZrW5aV5lr90vIuXrNimimsQS+MpVDk77Pa22KhkbK5uzjJOdwxnrXXXVhuFQ0sBzlX0e126l2HtTpXxFioEVLTkZpTlFrna2y2cS3Xd/J+vgoW2NfOLI+QbEUWGPg7PfYwVziHlN0FjrqCUiQmLGNIVlO66zMyNt7Tjt3g48wWWvUEopGOwdkEZ8yo863nXN4ydQPph6j4t8MtZ7Njka5IaavXIFvIUFWv0Dj5U6PDqVOsaxRlG6y0a+Wf36ajm0e6af6He5x/llMKq4JpTako5IKh8sjs7WcBYCadskQYwcOKvd6qcswmvZZJWXjVyuGEvwm4CSTBcogJVmj248ZnbZUolESiCiCgCHYRD1yHW6Rnqse3Pfbcg8oDlnKlrvSZrujZb8yyxrlUn1rTIB39f1Erahf8f6UG3h2/jy1lmZ6sAM7+eA8u1hdrGO9JCf8Apk/AVgjojaSV5N+zIxHG9m5bMpPemnOdWqId+7OJGsZPXzbW+K7ASjkwAYSoxkzIIODehg7J+oD8BvLzXx0mpY3O4NLM+LAXTQ0zp7U4Dp2sfCqc+mV1tV+nVwB2X0pdvcVuS8nz61PYN7a+0JrGsUVlINZWf2e/sFojI+5JuJ1laoQ9Xv8AZ5N27FjFySTuH8ldodQTmAklqrTT1tYy47Q2QAc56lioayWCB1Ng53q2z2Og5SdKzYpjegBzc21/mi4+5GtYPbHXwOdw2R8ZWVsjS6nkA45+YKrP2fjqR6E6ePIrmVwT5T1/atK3rv8A511qpa5YMqUaTjfqyn7lI6t+p21HPIMn9ZUaTkozcC5UQUbKs1jnKfuQpVMxqC3m5UTKmEgsjYXcejGfiVjbanuWodE8HLnY8ucLMF55D1noZe0a8tt98qqvfGPEnntqx/LU/Z9UqzyxNm0zYXmtrjLyhWjUxFJU9Q2FUpmHk49oZaRbtpNm+FEUlkgOjhhvljZTscNtmAewjd8IR732+4OkcNzs48q5jiLulh1nfaUahzv4/wBRvAcQuD2hnNQb7Ct9fXrxJ14NI2bAVlougdVylETNj2RueSkY6NVV9+WhIZRwskgbzUkuu4cxYrAaVzhtu3AeUZ8gAXKm5y4XISgHZHFZ05X0mlbT9re4ra42NX4626+2D0+dmUi71eXR8+LsVVtOi+YcJPwkgj3KKjOTi36qKgAJTeE49hAewhxtNbHHp01RPetf8OW/Sq1kDnXPmQN5b8xWKelFtK2dFHqmbr6KvIeyyLnjRyDt4bK4P7Fsq4FaFm7iKqNIZldKA3bpJ7Vi4oa5JkSDyEr3AlSbJAV8usa11FS01+svphBgyRtOfEOPm4+Irutk0turu5pNzHHd83n4eNbnpy+Exi/cHtmi5G7Dy3qWwmnLQV45wVUwiYRMIut2+2QVFrE5cLM+SjYGuxrmTknapigBEG5O4JJFEQFZ05UEqSKRfnqqnKQoCYwAPbDDJPK2GIZkccD+fjXbDE+eVsMYy9xwFrsamp7/AJV8kitbIu/SbXSwz9ut7xgoT3mOhU/epR0g0XXRcJNiiIosGxhTORIyqYeHsHbNj1czbTbMxYyxoa0HpPD/ADK2BVzNtduzHjLGhrc9J4f5lZ43J06toUpZzL6teE2RXkzGWTjwFCLubBMoicCnYqKJsJgUS9gA7RUq6pvg2LmPotSUs4DKsc1J18Wny8R5d3arGj1BTTAMqhzcnXxafLxHl86hhsGx7VfDEVPaMjcV3NNK+QiIe7fKQSkGlIi0B23TJMkLJIt1fk5ICpnESEBMAIBQ7983Tx0jczUoZh+MluMHHi3dKzFPHStzLTBmH4yW4wceLd0q+zgwLj9K3rAjlgdgZNK0AkVRMUvem6lysK7d+QhgA3lvE1gMBh9D/ZB3KYBGAX7HprLg58H5I3KC3vHpnLg58H5I3KW2YdYpam/tjf2snRf4dusvyf8Ak9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/TlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRUBcpeh265J9YPjb1VycmW9Nb8fW2qG59Fn08pYFrZ+hjMWqVMcuyg2fCkg/loLL5YAMC7938nxfrvj7FIsQdZn2cmj9XLk3pzkkfkWpoKSo2vYvWGx4VlqUt+c7LqsHcZW0QyjObLsakp1acZNLNJsvelWcp4k1G4iXwtgTORSo6zHRyjuq5xX0lxdqe6o7jDA6S2lX7/ByTfVZ9nR54Ot65t2vIumsa+lsHXfyU2asrMmom497XAhGoJ+UPj8ZCKLfU89nfgeoJxH4Naag+RC+r98cDtS1fUtE26pR15CrbBgYqkUGqzqdjqLK1NpisLv5XXbKTjXLWTeqRRlHCJiOwWBVIigJyL9lM5Q83qvQ7NzL6vN829yIpiRKtG3Oy6PNcaLWtWMWqxmNPrVcHa1JklrHIzzg8hK2B24M4kRBJJRv5iR3K5Flv2qp701JCj8U9e9Qin8sqxdLK9uy+iuV/GPXOtrhBa5eNFqiy2NUtjxt72bU30zWZVB/Gyp4hm3dSApsgVZOSqEcJLkWol1ddZcRGla4pa440dSnkB1duUtrm1a4rbrXP3a3QesNWg1jIbWOmtcVObkrS7h52426bVP8koyb5wh7gmn7sx80pXZFu7dU32fix9VbRfTvokxycZcb5/hrpaZok+iOnjbfRtsxcKfpKHkfd12+1NcpwqVfe6oUABAXoOweAICkCX64RTS61fSQcdXvjBqrjk234jx+PrPdMFt01wX1gfaRZosLr2/UUa+ECTYGvBjzORu4OvevfF/B7t5flG8zxkIom9RL2fN5zz4GdO/hOjyybasV4G62omv1tkqaOVuie0hpemqbqUZZOoF25VDUsJI1TF/5Aycr5IOPJ8w/g805FKrqY9H2E6ifTW1pwNkdvHodo0r+g3P652yNRGXijXnUFCk9clfz1MLPtHXyJaqvY5VudFGSFZgo7TWA7nyBRWIsGdP7o28kNM8MORHA/nxzad8uOOO2NKV/QWqdf1inDSj6BosfG3KMlVahbJZxLSslJKozkUaMI9QWQijQbcpAURHyikVaWg/ZZuWejqvuji7A9XrZVY4E7pdTz+96Z15q9SvWXYR5aGRhQjrMu+u8lC15vKxzJmysS0Ub/0Y4tn7osiimoQWxFaJ0hOhLWumbxt5Z8Xtp7uieWmtuWjoje5RbnUbjVDJKrP6NMUG11eQal2bsNaYa2OFlhKKqa7M7cAN4QMJgMUirY037MFy54t3DbOreKHV825o3g3vOaXcbJ1hXqH/AO3Xf1Z43NFvoJnYiWZOpsbq6rPaLPbWDOMcqIFTMqxUTRI2Eimr0hfZ2qx0rdy8pLw45FsuQeruSWspXUptSzOmVKeav05/avldKOm7UttK5kuKQ106kY6AY1h714xW+Z/ahIoORXsxXNHilaN5Vzpl9We68ZeOPIJwoFt1hYKJJytmh4cU5BkzjUbhC2ZIk1LQ8VKLNm840bV+WM3EqSipzE84xFaZwi6EuuOCPTV5S8FdUbvsjvanLfXuzq5sflC+qoR0lHW+861lNcVmfq1AibU2Xiq3rdvIi8YRny+d4q7VcnNIEFcnkEUzOlVwQtvTh4hVzjBdeQMxyanYK53m1q7Wna1JVKQkG9vl/lNtEHhpa87EeJJwqf60U4yZyqB6gRP7HCKx7CKG3Pzg/p3qK8VNo8TN4kk29N2OwYKMrHXztkrPR7dX5FvN1K61pd2i4bFlICZZpnMkoQyLxqZZqsBkV1CiRa/Er0Dup3u/WVZ4a8uetTcNp8AawtW46S1vT9AVKobi2NSKa+Yu67ULZtB1IStkVRbDHIHIrMylqbpLt0lDNVzJJCmRWb9QfpQ3Dk9xY4z8VeHPLe99O+o8aZytEr8hqaNucs4mddVGivaRB67fDWNt6rlVWLdJZB0dw7fPhWXb+NRMyphVAi7/ANV7pX0vqeaw1cxR2ra+O3IjjpsFHa/GjkfRWXylZdWXcho5R4B4wkrAO5KBmHEJHOVk2kjHPEX8WycpOC+QZJYirZg+hVzP5Sbg0fc+sH1LnfNvTfG23x191xxwo+kKdpyh265w5QLEz21ndYbwzazJopFMi5RXjHb920cLtyyKCC7lNwRbQGETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwi9iSZllUkSiAGVUImUR9AAxzAUBEfoDuOdc8rYIXzvzsMaXHHHAGTjzLshidNK2FuNp7g0Z6ycK0qDiGsBDxkKyKBWsYybs0vTsJwQTKQyp+3xUWOAnMP0mMI58YtR32t1NfqzUFwOaysqHyu35xtuJDR+CwYa0dDQB0L6p2K0Utgs1LZaIYpaWBkbe3ZABce1xy5x6SSVyuYVZVMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXyvWwPGbtmYfCV21XbGN/egukdIR/xAfO+mmNNUx1A3mN7Xe9IPzLup5jT1Ec43lj2u8xB+ZRAdNlmbldo4IKa7ZZRBYg/EqiRxIcPvgBg/wAeeiIJo6mFlRCcxPaHA9YIyFvmGWOeJs8RzG9oIPYRkL0Z2rsTCJhEwiYRMImEUTOWtbVf1WAsqCPmfU/JrtHpyh6pMpoiJCLKD/1Ir5mimH3DLB2+I5vXkKu7KW+VVnldjuqEOYD0vhJJA7Sx7neJnYFDtY0rpKSOqaPtbyD4nY3+cAeVcjxTtAS1Gf1o4GBeqSI+A3fuQzCdVdvm/b6QOV6i6AQ+Hh8P3R7WnLfZTQ6livDcc1XQ7+vbhDWO8mwY8duV26Qq+eoHUp8KF3wPyR8O0pRZpVSxMImETCJhEwiYRMImETCJhEwihTvLgBxs3oL2SkqcSkW935ig3HX/ALvXpBZ0oc6p3MtFJt1a9NrLrn7rLOWh3Zyh2BYnxDa2keWbXekdiCCqNXbG4HM1OZGgDdhj8iSMAeC1rwwdLDwWuNTclWjtT7U01OKa4Oz9lgxG4njlzcGN5J4lzS4+2CkJtFXZ8JqayG1HHxtp2kwryLeptJ1w1YR8nMlM1bHdPVHbpqzJ4EBVcAmoumRQ5ATFQoG8QQvT7bBV6jgGpHvp9PPmJmMYLnMZvOGgAu44bkNJAOdk4wZXe3XqmsMxsLGT3tkIEQeQ1rn7hk5IHDLsFwBIxkZyq8K91KZ7XMs1p/MDQt01BOnN5AWiCjXsjVpA5OwLPW0bIH98GNT9f1yOezPiH4fT23ZW8hFHfKZ1z5M7xS3OjAzzUjmtlb1NLm97tHqkZBhalpOWOqtE7bfygWupt9Vw5xjS6J3WQ12/Z7Y3zKwvV+89Q7pYDIat2HWLmmmgVy5ZxcgQs1HoGMQhVJWvuwbTsSAnUKAe8t0u4iAZpTUGkdTaVm5jUNFUUpJwHPb3jj1MkGY38PuXFbZsmprBqOLnbJVw1AAyQ13ftH4UZw9v6zQsrZHFnUwiYRMIut2GqQtlR8Ei2D3gpfCi+Q7JvEPuAVXsIKJgI/YHAxPX4d/ULOroaasbiUd/0OHEeX5juWVtl5r7S/apX/Yyd7DvafJ0HtGD2qO1poExWhO4AvyhFgPcHzcg90S/QDxDuYzcf9V3MmP993HsESrrVUUeX+HB7YdHjHR8S2jZ9S0N2AiJ5qs9oTx/JPT4tx7OldEzFqRphEwiYRMImETCJhEwim3GOAdxse6D4OWLRwH8CyCan/32bJhfzkLH9bQfOF5+q4uZq5YfaSOb5iQvtzsVumEX3xZilk44xvsSvmhjd/70HCYj/vZa1wLqKYDiYn/JKtq0E0coHExO+SVMHPOq0KmETCJhEwi/SiJRAwfEB7hnJjzG8PbxBVCARg8Fgi+cT+Ie1rTK3va/ErjHtK+ThGCc1edjaE1Vd7hMEio1pDRZZSzWaqSk3IFjYiPQatwVXP5LZBNInYhClDcNk5cNd2C1ttFurqqKjYCGtbK9obkknZAcAMkknGN5J4qPVOmbXVzmomijMh4ktBJ8azu0K3j0GTONaNY1hGNWzGOj2DdFmxYMWaJG7NkyaNyJt2jRq3SKmmmmUpCEKBSgAAABresv9fXXM3Wd7nVZcXFxJJJJySTxJJ4rMx0sUUPMNAEeMYUdrTw84R2+dsF2vvDDiRcrXYpB/YLVcbhxy05YrJPy75VR5Jzc/YJqmvZWWk3i5zKruXCyiqpxExjCIiObgsvL/wAo9FTxWmhrKpwAbHGwSPPU1rWjO7oAAUcq9L2Xv6uoZG1gBc5xAwAN5JPwkqGR2FArjZetao1vQ9S6+bSUg7hKLrWnV2h1ONK9cmWWcNq3Vo6Khm71+cfNcqERKZZYxjmERHvn0p09SV9BZKalusz6i6iJpnlc4vL5iBzh2jk7Id3rBnvWBreAXzq1hqR2pb5PXsGxRGQiFmMBkQJ2BjgDje7rcXHpXyJnMmcqhfQxBAwD98MzAUVBwcrqdh1LxtvU+9t2zeLfG/aVyk0mKMncNj6N1feLVJJRjFvFxqT+w2eryku8Tjo1ok3QBRYwJIJETL2KUoBexV9RE3Za47PjUmotV3WhhEEMjxEOAycDyLjP0vnC79wtwz/ku6N/4i52+mlV7Yq89XF690f5yuxVShaX1qeZV09onTGmVrGgza2FbU2raLrhWdbR511WDeZUp0FDHk0GKrpUyJFxOVIyhhKACYe9vNWTTjEhJCxVy1Dcbo3YqpHuYOAJJA8mVzYGEpgMHxAQH/GHrlqsEDg5XWbXq7j/ALIlk7FtrjhoHblnQi20IhZ9oab1xsCxIQ7NVyuzikZq21yXkko1o4erKJIFVBJM6pxKUBMYRu4q6eFuyxxDfGpFQ6nulvh5inke2PqBIC7EwYV2vwcTVKbVq1R6hX24s4Co06CiqxWIJkZZVwLOGgIRqxiYtqLhc5/LQRTJ4zmHt3ERHollfM7becuWKrq+ouEpnqXF0h4knJ86886lYplVVddtWt9HbJdRkht/QektxyMIyVjYWR2tqihbFfQ8euuLlZjFO7hATDiPZrOTCoZJIxCGOPiEO/rl1DWTQDZjcQPGs7btQ3G2MMdLI9sZ6ASB5lzsPFVCoVxhS9d0ama1pMUq9WiqZr6rQVLqcYrJPFpGRVj65W2EbDslH8g5UXWMmiUVVlDHN3MYRHrmnkndtSEkq0uN1q7nJztU9z39ZJK+tQsY/ipmvWCFh7PWLJFvoOx1mxxbGcr1hhJRsoylIWchZNB1Gy0TJM1jpOGzhJRFZI5inKJREB4xyuidtMOHBdFHWz0Momp3FsjTkEbiuj1/TPGWkzkXbNdcVuNet7nBg6+RrlQNFatptriDP2DqLfHi7FXKtGzDAz2MerN1RSWIKiCx0zdyHMA3MlfUSs2HOJHjWbq9VXWtgNPNLIYiN42jg+MZXdTqGOoZQfsjG8Q/w5ZKNE5OVwFq17pHZTqKf7g0FpHcshBMlY2EkNsaooOxnsNHLri5WYRTq4wEwvHslnIiodJExCGP84QEfXLuGsngGzG4gLPW7UdytjOappHtj6gSB5l1/wDS+cLv3C3DP+S7o3/iLnf6aVXtisn6uL17o/zldgquvtJa1cSz3T2hNJaafTzRBhOPdT6poWuXcyxbLC4bMpVzToCGWkWjdwYVCJrGOQhx8QAA+uW81ZPONmRxI8axdy1Hcbmzm6mR7mDoJJHmXOD6+v3ctVgUyiomETCJhEwiYRMIrhNRQKFa1pS4tAhSG+QGD912AA8b+VRLJvjCPxN/ZTs4AI+vhAA+jsGo7tO6puU0rvdCB4m7h8AXvbQlsitGkLfRRgA9yse7tfIOceffOPkwsjZjlLEwiYRMImETCJhEwiYRMImETCJhEwixzuGuurdqbZtXYEOo/sNAt8MwTTATHO/kYB+1ZEKUO4mEzpUgdg9R+GXNHIIauKV3gtkaT4gRlXNJIIqqKV3gtkaT4gQqSOnhdY+ochkYuVVI2JearMVBmosIJlJMGeRc6wSMc3bwqOzQZ26Zf2ayxC/EQyc6ihdNbttnGN4d5MEH48+IKZaghdNb9pu/YcHHxbwfjz4gr0r1r/XW1ID6lNqa8omz6sLgjsa3sOo1+6wAukyHIm5GHssfJx3nkIoYAP5fiADCHf1HIrQ3uuoP6O9zfEcLW9RQU9T9saCuN11qXT+nWj1hp3UOrtSspHw/KDTWev6nQ2z4SD4ie+N6tERSTrwGHuHjA3Yc7qvUVyrG7M0jiO0krrgtdLAcsaAfEu/nEqyS6DhJJy2dIqt3LZwmRZu4brkMmsguioBk1kVkzCUxTAJTFHsPpmMgrJ6eTnIyQ5XkkEcrdhw3Lo1d1bqenxEnX6hqjWdUgpt8lJzMLW6HVoOJl5JDx+TIycdFxTVm/fIiobwqqkOoXxD2H1HMo/Ul0kHfSPO7rKs22qjbwaPMu1rxkQ5iggnMPFOIIG7doWEXjma0QVqzFIWjYsaoiZkDdqKBBTJ4PCTwF8IB2DtjhcKkS88HHnCeOd6ujTRFmwQNlewrKOJHfIxI2PLDe5HjfkcrJsWL+TlERbnj/k8Egae5HQMJBS8HliQfD27emcTXVBl57aPOZ45Ve54tjYwNldfnq2/XoVrqGu5Jlrebk6rZomoT8REx4NafZJiMfoxNlbQ/uoxzhSImXRHgpHSMRY5OxymAwgORt9fzleyWsJc0OGcniB2q1qafZpnMg3HBwtNPVHUs683EvXXJfi5y86ZXKDm/yjnnlzrmjuUtL1g/lKJEQdnrDSrNo1Swaf0y9ql313BTDI1hai2fsni4v1mr4zPwkOhvaJ9qla2ammjZBjhtAfATkFa8e2sY4xyxuMmeOPoCuO9nY4Nbv6fnTYhdW8iIQtP2xsvcN73nO0JR6xfydDZWuEpVSgK7POYxw7jyzqkJQ0JBygksoLQ773dUSrJKELrTXV3p6urayldtNY0DI6Tkk486lenqKSGEumGC45wrpHlLo0jY0LlIUamvri1Igm2trysQjmzt02wADYiE8sxPKokb+EPABVQAnb07ZDxe68Qdz7buaxwycLN+l9NznObI2/EvZb6jS9iQxq5sOl1G/wBeMuR0aBu1bhrVCi6SA5UnAxc6yfsRXTKcwFP4PEACPYfUcpS3quoztQvIPYUmoKecYkaCPEvbWKzVKPCIVmi1Ss0ittVFFWteqEDFVqDbKrdvOUQiYVoyYIqKiUPEYqYCbsHfvnCsu1ZWnM7y49pyucFFBT7o2gL6zRUOpKoTykNEqTzZAWzacUjmZ5hu2MRVMW6EmZEXqSApuDlEhTgUQOYO3Yw9+ltwqWxcyHHm+rK5mmiL9sgbS9cjB1+ZdNH8xXoKXfx/g9wfycRHv3rHy1vPT9zdOm6q7by1/nl8Bi9j+oevrnNlzq2RmJryGHoyuLqSBztsgbS5MR7iIj8RywcS45PFXIGBhfmcUTCJhFjbae26JpqruLbfppKKjkxMiyakAF5WZfeATpxsNHgYqr56oAfAPCmmXudU5EwMcLqko6itl5mnbl3T1AdZPQP5CuaWknrJeagbl3T1AdZPQP5Com39yZ2Xyps8dT69EyTGqKSiaNW1/DAs/kZmQExiNn82LYnilZUSiIpplKDdoUR8ACbxrHnlvtlLaYjNIQZsd887gB1DqHwnzATegttNa4zNIQZcd847gB1DqHwn4BaZw14thoGsO560g3c7MtzVuSZFA5F29ciSGK4RrbNyTxEXWFwBVXqpB8pVYhCk8RESqHit6uvphKI4t1Kw7vwj7Y/N2ePAjF4ufd8gji/ozDu7T1/R/ngTWzBrDLrtgqFTtqSKFqq9dsyDY/mN0bBCRsykgp8fGinItXJEj9w+JQAc7Y5poTmJ7mk9RI+JdkcssRzE5zSeokfEudQQQaoItWqKTZs3STQbt0EyIoIIJEBNJFFJMCppJJJlApSlAAKAdgzrJJOTvJXAkk5PFe3KKi1N/bG/tZOi/wAO3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//9SUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhEwiYRMImETCLE+6ND6S5HUZ7rHkBqPW+69dyDhB67pW0qXXr1WVH7UqpGcmSHskfIskJViC5xbukyEcIGMIpnKPrhFF/RHSy6cnGO8Ndm6F4U8ctZbGjjqqw97r+sK2NugFFyHSXUrVhkGb2VrR1kVDJnFgq3EyZhIPcoiGEU+MImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRYT5C8j9FcT9UWXePI7aNS0/qiokbjO3S4yHuMci4erA3j4xi3STcSU1OSjkwJNI9ig4fO1RAiKRzemEWB+FnUp4N9RCItMzw35EVHdJKQs1Rt8OxjLbT7hXE35lk46Ql6JsSu1G6s4WSVbKkbPzx4MnKiRyJqmMQwARTkwiYRMImETCJhEwiYRMImETCJhEwiYRVi8nusz0w+Gm5mHHzkpy+13rXcLwIsXdLUirzbHFYCaQRdxQ3+Wo1Ts0Brb35g5SdJ/VA7je7NZNx/aVCKGIrI6/YIK2QMLaatNRNkrNkiY6frtigZFnLwc9BTDNGQiZmGlo9Zwwk4qUYOE127hBQ6KyJynIYSmARIuXwiYRMImETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P/Vn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCJhEwiYRMImEQBEBAQHsIeoCHoICHwEPudsEAjB3gqoJByOKs7pc+naKrBTpDAY7+PQO57fAj5IPIfp//C3iRy/wBnx25QdMS6O1rctNyAhlNVPEeemFx24XfrROYfKvqFonUEeqdJ0F+YQX1FO0v7JW95K39WRrh5F2jIapSmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFhvZVVMp3sTBPuYpSllEiB3ESEACpvQAPUfAUAKp9woAb6DDmyNFX4MxZqt24nMRPWeLPLxb25HSAp/pC9hn/lNUdxP2MnrPFnl4t7cjpAWE82YtiJhEwiYRMImETCKAnKHZa0pMhr2LWEsXCnQcTh0x/5ulzpgqi1MIfZN41FUBEO/YVzD3DumUc9R8i+j46K3+qutbmtqQWwg/cRA4LvypCDv6GAYOHkLXerLo6Wf0tiP2JmC7td0DxNHw+ILP3HjXLqh007uVTMjO2hRvJPmxg8J2LNFI5YxisUfUHCabhRRQB7CQ6wkEO5e46u5V9Ww6n1AIKEh1sog6Njuh7yRzjx+CS1rW9YbtfdYEi01bH2+i25hiolIcR1D7kHt3knqJx0LPuatUiTCJhEwiYRMImETCJhEwiYRMImETCLhp+uV61xTqCtMFDWSEel8DyHnoxlMRbsnqHhcx8gg4aLl7CPoYg5d0VdW26obWW+aWCrZ4L43uY8eJzSCPIVb1VHSV0DqWuijmpncWPaHtPja4EHyhYb1bxg0dpW32a76uojGnzdtjW0VLhHO5E8cDNu8M+MlGxjt24Zw6TlwCYqptSpIm8hP5gCURGT6h5QNW6qtlPadQVj6qkppC9m0G7W0W7OXOADnkDOC8lw2nb9+6O2TRWmdN3Ca5WSlbT1NQwNfsl2zgHOGtJIYCcZDcA7I3bt/wcmdi7q1jSIqx6Q1L+i/NksTYlkgCrmIu1qZGEgq9dRrVo9Qlnssq/I2SRK2bvfCU5zGRN2DO/QVj0pf7tJQ6tuXpZSGA81JjcZtpoaHEtLGsDdouLnMyQAHDeurWd31JZbayr01QemFSJhzjM7xFsuJLQHBxcXbIGy1+ASS07lF7XvVC0jLSX1L7jrl20Fc0DlQkIy5w79/DtHZ/QG5pNgwRmGg+Lv4jvoxkkQPUTdu4hsC9eh+1ZTQemGmJ6S82sjLXwPa15HXsOcWHxRyvJ6uuFWnlr01UTdxahhqbVcQcObMxzmA9W01oePG+NgHX1WC1C8UzYEQlP0a1124QiwgVOVrMzHzbDzPCBhRO5jnDhJNcgD85Mwgco+ggA+maXudpulmqTRXemnpasfcSsdG7x4cASOojcehbWt9yt11pxVWyeGopj91G9r2+LLSRns4rtGY5XyYRfggBgEpgAxTAIGKIdwEB9BAQH0EBDHHceCqCQcjcQsM3XWbFVFzLwZ28aoimq5ds11CN44yaZRUVWTWUEqTASFKIj4hBHt/eAAiOArbF3Q7aoB9nJ8AfdE9DeonoHA9inFl1k+lbzN4O1TAfbPumge29s0dJ8IfhdEANKchqbvGR2BH1gRIak2H5ObmUWKcZyBVSBNjZmhPCQSM379s5IUnzjETIkY4gKgFCSco3JRqDk2pbXU3nBFxpdt2BuhmBy+ncd4LmMdGSdwc4vDchmTTk65VtP8AKTVXSms2QbdVbDcnfNARhlQ0YBDXvbIA3eWtDC7BfgZ+zVq2imETCJhEwiYRczAwb6wySEaxIInUHxLLCAik1bgIea4WH4ARMB9A+JjCBQ9RDLmlppKuYQxDeeJ6AOsqwuVxp7XSOq6g96OA6XO6GjtPwDedwUyGjZNm1bNEe/lNW6LZLv8AHy0EypE7/f8ACUM2FGwRsEbfBaAB5FomaV08z53+G9xcfGTkr35yXWmEXkUwlMBij2MUQMAh8QEB7gIfwDggOBaeBVCARg8CpjtVgcNm7gPgugisH8CqZT//AH2ecJ4+ZmfCeLHEeY4WgZo+amfF7VxHmOF786l1phEwiYRMImETCLGW4Zk0JrqyOEjeFd41JEoiHoP+iiybNfsPxAxWiqhgEPXuGbg5BrAzUXKtaaaYZpoJjUu//h2OlZnrBlawHsPkOsOWO9PsfJzcqiI4nmiEDf7dwjd5RG55Hi81dOfVtfOJMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIrp6cbx1GrH7dvHXIM3b4dvFGNR7dviHxzTdWMVco/6jvjK+hlgO1YqJ3XSQ/u2rseWyyyYRMImETCJhEwiYRMImETCJhEwiYRMItevmnqpTRu+zT1UcGjYy3LE2FWFGSgIuIGZCTOrJtW3gEpkAYTaPvDYSlKRNFZMhe4pm7bEslWK+383MMuZ3js9Ixu843Hxdqn1nqhW0PNyjLmd47PSMbvONx8SvF0teltmao1/fHSJEH1mrEZISSSRfAiSV8kEJQG5fiVsMiiqKYfHwdsgtbAKWrkpx4LXEDxdHwKF1kApqqSAeC1xA8XR8CyflqrVMImETCJhEAe3qHxyoJG8cU4r6Cu3BQ8IKGAPudxy6bW1LW7IecLqMEROSBlekxjHHuYREfv5bve55y45K7A0NGAvHOCqmETCJhEwiYRMImETCLXh552a3TfI23xVkUdpxtYTi42pxqonKyawjmJYP/fGSY/rZzSztc6yyodzGP2TEeyRSl2NYIoWW1j4sbT8lx6c5I3+Lh/9VP7HHEy3sdHjadkuPbkj4P54qbXDe28M9fQLVWEu0aw2TIM00rDPbMRRq8yVRUpRWjYh0+VUrsdFGVDsCLN8sor2L56ihgJ4cHeob1USEPYTTA7gzvh4zjeT4wOzCw13ivE7yHsJpgdwZ3w8ZxvJ8Y8SsRb7G167IRRrfKY5Ip28B29ohFiH7/DwGTfGA3f72Rw01QOMbx+qfoUfNPUDix/vSu3pLJOEk10FU10VSFUSWSOVRJQhg7lOmoQTEOQwfAQEQHOkgg4PFdRBBweK9mUVEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRaS/W+6i3Nrjj17enTxi0fyKveuNCbZheGzjY2sYH5E+p62LbA5cbMolyUk/foh2/8AFYKjDtWC/lrJ/rKJfD4TdzCRbtGEWPtmbb1VpWsLXbcezdfalpjZdJq4t2zLnXKHWG7lYpzIt1p+0yUVFJLqlSMJSGVAxgKPYPQexFw2ot+aK5Awjuy6G3TqXdtcYLptX0/qLY1O2TCM3SpTnSbO5WmzMyxbrqkTMJSHUKYwFEQD0HCL7trbp05oisDdt4bZ1npqmFdpMDW7a17q2vKwD5YiiiLIZ+3SsPFA7VIkYxU/N8ZgKIgHoPYi+3Wu19W7nq7a8ae2VQNr0p4sq2aXDWtxrt6q7pwgCZl0G1gq8jKxK6yJVSicpVhMUDB3AO4dyLFu0OZXEHSFoRpG6eVfG7UN0cFbmb1DaG8tYUC0LldkKo0MjAWu0RMqqV0mcDJiVEfGUQEO4DhFlKY2vq2u1KLv9g2VQIKiTgMDQt1mLjXYypTASjdR3GDF2R7IoQ0gEi0SMqh5Sx/OTKJidwARAioI6PftCOtuq9tvktVXGtqvxjpmpiaaY6kQ2LtyBkNjbemNmSmxWD9P5HOxr8UzesTVWPTSjIxSXVKs9+c5P5iZQIvdoHVPVMiusvsa8bM6i3He/cFl7lux/WuGUDuQ0tuatViWq80nriJk9aDqaKFi5pkq7Zu3hBsCoNkUhOB1uwFMRXrbd37onj9CtLLvndWpdJV1+uo1Yz+3dj07W0K9dIkIdZs0lblMwrFyukRQomIRQxigYBEPUMIuZ1ntrVW6awhdtObN19tmmOV1Gra3azudcvlYcOUSkMs3Qn6tJSsUqukVUomIVUTFAwdw9Q7kXwON3aXaWKZqDrb2r21trrSSf2CruL/VEbFBMIZgeVmHszCKSxZKMaRUWmZy5UXSIRBuUVDiUgCOEXDah5JcduQRZw2hd+aW3cWsLka2Q2odp0bZRa86VMoRNtODTJ2aCJXUMkYCkX8swiUeweg9iLtSm19WpX1HVSuyaAntBy2F431upca6S+rsyx6ssZ2jTzSIWFVsEW3O5E5W4lBuQynfwAIgRd/wiYRam36YbrkdUTl7zAp3B7ctK6a/E3iJsV3qWpXfavHaJ2NfuRloi5Kdiz2dm32jSbGxNUpNxW1XwLRxI1NhGv2CRiSLg7k6ZFIXpB9VzkntdPqP8buohEU2S5I9Lmdk09lbO03E+5VzcNHjkdhC4nIytpJsGKFibL63cqpGbtopu+ZSTMPcWq6TkDEUc+D+zOuJ1i9ISHPLVXP3TvTu0jebZfo3jdx4qPFLWfI5ecgaBbJmlqvtw7B2eqlY4p05n6+7YrqRhTA48s71Fk0TFBsYisO6J3UZ39zbrPLXSHLuoUeA5YcB+Q05xw3RY9WFeJa02K9iJCxQzC4V1m/VWVjH7mVpsoi8bpm92OVJF0im2I69zbEV3yynkoqreWor5SZ1PKRL41VPAUTeWkTuUDKH7dih3DuOEWjhuLr99VS9clOAV/1zxiJw16fXLPlprHQ2uVd5VSGnd78gavO36isbhdHUbLKnGjVxeqWNMItaMaC0FV2czeUlQTA7civ564vU6tfTB4l1686ho0Tsrkjvjatd0Jx7qFgK5VrZbzZ2MpJK2eys2b6LdycPAMIoU02aTpsZ1JPGiR1E0TLKEIqi+SOyPaOulhpJr1AuR3LnjTzU01r+Vpcnyc4ow+laVrlamU63WOHrEh+hlsyo68qdmnV67ITqDYHzhbwtjGK8WZSDdJwUxFKnrc672DzO4z9NHm9xz0XN81NCaQ35pvmXsfidEMCytg3xom305hOxEjEUvy5NC6T0FCSvlBDg2fmXQmF/Egu3I4TORYk6dlc2HzL6z0/1KtVcEN1dPbilReGLnjnZUd9aujtFbE5N7Tl7olONn7jWsM5VYSELUYxu3RGWItIFL9T7JFRcFDptmRFtgYRaC/PXqvdTLiF1oeZ2yqRse77M6fvBLaPEz9MFxtbpwbiIjdOcgtO0qJm5qKSViEnzVRC5yq6jV4d+UGtiko8VCKNDOCkItwfkvyBj57pvciOUXHa/JPGD/hVuLeGldmVpRNUoh+ghZLtQrhDmconKVdusRq6TIsl3TUJ4VCAIGKBFhPombq2nyL6V3DHdm7brLbF2rsLWUhM3S6zvuvyvYZNK8WyNTePvcmzRr5pGLFFMPAmQPCQPTv3ESK03CKmnrfdSHZnTd4tUGz6FoVd2ByK5G73o/GfRrK7KLpUOvXe+R8/JJ223kQexR38fFtK+dFBr741Ko9dIqKnFskuUxFWxy/ddfnpl8YLBz5ufUd0LzNjNPoV227+4l2biFrnUtBSqUpPRMJPtdUbfoZ4XY02vWlJgvkqSKcUo5bJHcmTVXKVi4ItkvjHvSE5O8btBckq5Ev69Xt+6X1jueGgZc5FJOCi9mUuFubOHkV000kV3kW3mSoKKplBJQyYnJ80QHCLV84sdd3f/ADJ6/LLiNqZ5XUeng7abzqVGlvqMjXEpuGb0Xrqzr2PZlev66R5BesyOyolUjAGSgNVYtuh4wBZRwAEW3rhFrfc2+cfPfe/VNg+kJ069ga14wTlQ4/o8kuR/LPY+vYvbljqtSfycLGMIHU+sLOb6jbA9bmtcOCwyBVDPHEkJSqMUo9ZV0RY7Zcu+pn0yeo5wn4b86uRWvef/ABz6g81bKDqfekXoypcet36x2bUxrbZSOsFJ1s5VpEvUiSN3hUl11POcuG71V0RZuZio1dkWb9xaB9pOl9u7TltJc7+AVT0zKbHvEjqOrW/S09J2ytaxe2aTc0Gv2iSS1RIJSFihqqq0bPVyrrlVcpnOChwHxCRYI6H/ADG6ovKTm7z61Ny635pvcujuEEkGjX9n05qeGptavHIh7ZVmsgWt2VSBhp6RhKBG0yabPkvJSBRw9ZLd/KMTzCKtu0V7Z/T82d1h+PfITpEcguoFfuoZvjde0OMvJbVGk2W5qPsOkbmZPEaLqzaV4O2cyuqGGp5R8LxRJiR29YvnDg6TVFsixfKkWz/0b+NG5OHnTH4fccOQL33rcGtNZOG10Z/KSMx9TDmyW6y3KLoPyo1WcsXv6HEDYmsB5jVVVoPyb/Y6h0fAcxFEr2krk3vriJ0rdn7s42bNsOotqw2zNMw8Xdqv7h8rs4yw3ljGzTNL5SZP2vlSDFUyR+6Yj4R9BAfXCKKOselJ1h9i6117sE3tFe/ocb3R6nchiQ4iUV+EWNngWE2McD4d3MxegyF95Xm+Sl5nh8XgL38IEV/3D3Tm4tAcc9d6j37yPsHLfbVS+q36rOQlppzCgTuwPl69WezQXv1RjJ2zMYn6lK1Ms4RLwPl/PRjSLD4DKCmQikvhEwiYRMImETCJhEwiYRMImETCLUC9tW+1ZaD/AA/9Wfk68qsIpTZrpeQUwiYRMImETCJhEwiYRMImETCJhEwiYRMIpW8b7gBFJKlPFe3nCeWhvGb4qFIUsk0J3+kUyFWKUPh4VBzxP6LTQbpI6TlCoGZ5sCmqsD7kkmCU+JxdE5x9tE3oXrL0NesWskqdE1j/AA81FPk9IAE0Y8YDZGge1lKltnhxeukwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL9Aph+ACP8Ad85tjkf4AJ8QVCQOJX6JDh8Sm/iHORgmbvc1wHiKptNPSF451cFyTCJhEwiYRMImEX72H7g/xZyDHkZAOFTIX5nFVTCJhEAO/oGVALjgcU4L7U454qXxJoHMH3QAczVNpy81cfOwQPczrwVbPrKaM7LnAFfOqiqiPhUIJR++HbMdU0VVRv2KljmO7V2skZIMsIIXqy1XYmETCJhEwiYReJilOUxDlKchyiUxTABimKYOximKPcBKID6h9OVaS0hzSQ4HcQqglpDmnDhwKjneqeeBdC/YpmNEOlPmgHcfcVjeotzj6/rRh/tZh+j5o+oAJtyaW1E27Qdy1RAuMY3/htH3Q7fbDyjccDbGmr825w9zVJAr2D349sO32w8vA4GPcl6lSYRMImETCJhFVr5abzkIZGVKCqa+3Touk1fnJnKa3GT8k4G9BRN6FEPh4M9rbb6fkpElEdl7bCC0jcR/wucjt6fGtS4D9SbM28Gtwf7zh4uhWlZ4pW2kwiYRMImETCLzKmof7EhjfwAI5zax7vBBK4l7G+EQF5CiqUO5kzgH3yiGVMUg4tPmVBJGdwcPOvX2H4dh7/AHM4YPBcsheQkOHxKIf4sqWuG8g4VA5p4ELwziuSYRMImETCJhEwi/QAR+Ad/wCDKgE8Ezjiug7A1Prfacb8k7JoVWujACHIinY4RjJKs/H9kpHvHCJnkav6+ijdRNQPoMGZqz6gv+nJ+6bJV1NJLneY3uYHflNB2XDscCOxYm6WWy32Hue700FTFjcJGNcR+SSMtPa0grp+k+PGqOPMfZ4nVFdUr0bbJ4tgkmq0lISwpuE2DZggzaO5Vw7fljWpEDqJJKKqeBRdUQN2MBS5HVettR62mp6nUc4nnpoebaQ1rMguLi4tYGt2jkAkNGQ1u7IybHTekrFpKKaCxQmGGeXnHAuc7fshoALiXbIwSAScFzt+/AxHyi5JbN48y1Wl4TQdk2jq1SNfu79bK48AXlZXB0kkyIiyaoyK6KTNokqs4VeoN2avnIkI6IcqoBJeT7Qtg1tTVFNV3mC36hEjRTwyt72UYJdlxLQS4kNaGOc8bLiYyC1YDW2sL1pKeCoprVNXWQscZ5YzvjOd2AA4gAAlxe1rDloDwQ5dj0XzN4+chCNmtGvDVlaHBS+KjWsEq9byKiHiMi1j3K52s2KYD3MeNXeJl+kwD6BY6u5LdaaKLpLvSOfbx/8AhEOZIcdZcBmPPQJWsJ6ArzTPKJpPVgDLZUtbWn/ky4jl8QaTh/aY3PA6SpTZrxTdVFdUzlZ+h5SS6BpUl5d02JGitdHbRXsvXqEuZRE0aYxBAUX9wOmdES9xMWPIt4ih56J89K+h65O/Tu6+rK6x5tVDJiBpG6SoG/a7Ww7ndshbg944LQfLdrn0ptvqVtr8XGrZmYg744Du2ex0u8fmw7I75pVLnFTcbbSG66nbZkqq1OeOArt6aJGVA6tUmFUkXzxIqHZVR3BrkSkECF7eYq1KmPzTmAfTHKvoSl5Q9F1NilYHVzRz1OTuLZ4wdnB6A8F0Tj0NeT0BaI5L9dV3J9q+nvtLIWUzvsU44h0LyNrLenYIbIBx2mDeFtLP9UEdtUZKqzTeRYvG6TtkDg5DEctXCZVm6zWRagZu5TXSOBiG8BCiUQHxdhz5W1mm5oJHRxkiRpILHjDgQcEHtB3YIGF9Obbr2CdjXVsfeOAIfGctIPA4J4Y35DndgWLpWDl4RbyZVg4ZmERAhlCd0Ve3x8lwTxILB6fsTDkenpp6Z2zOwtPweQ8D5FNqO40VwZzlHI2QdODvHjB3jygLis6FephEwi56ArcrZHYNY1uJilEvvDpQBK1akH9msr2EAHt8Ch3Ob6AH6Lulo56yTYhG7pPQPGfm4rG3K60Vqh56qdg/ctHhOPYPn4DpKlNWKvH1dgDRmHmLqeE7x6coAs6VAPQR+Plop9xAhAEQKH3RERGbUVFFRRc3HvceJ6Sfo6h/mTp673ipvFTz0+6MbmsHBo+cnpPT2AADsmXixKYRMIvaiio4WSQRKJ1V1CIpED4nUUMBCFD75jGAM4SSMhjdLIcRtaST1ADJPmXCSRkUbpZDhjQST1ADJUxGqANmrZsA+IG6CKAD90Ekyp9/8fhzznPLz875uG28u85ytCTSc9M+X2zifOcr351LqTCJhEwiYRMImEWDuQqR1NdLHL38KExFqqdv7wTLIh3+95ixc9G+hZmji5Vo2P8ACkoKhrfGA1/yWlaL9ERE+Tk5e9vgsrIHHxZc343BQNz6XLwOmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuQiYx5NykdDx6YrPpV81j2aQd+6jl4uRuiX079gFRQO4/QGcJZWQxOmkOGNaSfEBlXdDRz3GthoKUbVTPI1jR1ueQ0fCVdbHMk42PYRyIiKTBk1ZJCPoIptUE0CCIfQIlTDNMSPMkjpDxcSfOcr6IUlOykpYqSPwIo2sHiaAB8S+3OC70wiYRMImETCJhEwiYRMImETCJhEwi4G0WWHptcnbXYHZWMJXIp9MyjoweIUWUe3UcriQnoZVYxExAhA+cc4gUO4iAZ2RRPmkbDGMyOIA8ZXZFG+aRsUYy9xAHjK117DL7E5pcgkiMkTke2R8EdBMVTHVjqXTI86qoHdHJ80raLZnUcujlABculD+AvjUITNjxsprJbu+8FoyT0ucfpO4dQ8S2BGyns9B33gtGSelzj9PAdQ8S2G6JT4vX9Mq9IhfGMXVYKNg2aivbznCce1TbmduPD80XLxQgqqCHoKhxzXU8z6id87/AA3uJPlUAnldPM6Z/hOcT512vOldSYRMImETCJhEwiYRMImETCJhEwiYRMImETCLA+7ON+q99skE7zDKkmGKB28VaoVcsdY41ExjKeQm7FJw3eswUOYwIOkV0SGMYxSlMYTZkKG5VdvdmB3eHi07wfJ0HtGCr+iuNVQuzAe8PFp3g/R4xhVs3Xpf3Nquqrr3Y9bmWYmE6TS2spGAepE+hEXcShYGrxUA/Zim2KYf2JcksGqYSMVMTmnraQR5jj51IodSwkfZ43A/gkEfDj51h9x06uSSIqeXH0534AMJRb2pAoKiHfsVP3tq1EBN29PF4Q9fXt9F6NSWw8S8fqq7GoLcel4/VXK8F9zW3WW6Y3U88+fkqdvlHlXf15+sodCBtxRXTjnjBsc4kZPV5ZAGTgqYlKqVbxHAxkk/Dwv1FDVURq4wOeYA4EdLekHrGN48XaVwvdHFU0ZqmAc6wbQI6W9OesY3jxdpV9OQBQZMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhF/PD9oq/umTpTf8Ac/wF/Ll29hF/Q8wi/nRbgrKHWl9qZt/EXl9L2me4qcapjatOq+lY2zTlch1a1pehnXkWEe6hHzF/EO9nbHRLKTkk0URlHMb4WablEiDQzci6fz303SugR1+ODM509fqm1bqPfMBpt/sjSxLja7PAy9Zu26LFqjaFDUcWuYm5mXrFlgIdvIx6Um5fGip8Pemwpg3apokWQeVEbGdXD2sCB4UcsVpuzcUtFP7hQq1pwtjn65GO4bW3HOX2zYUm7ivyMRINH2x9nR4OZN+0VbyDiDSQaguBGrc5CK+/pr9B+09KLnhv7kho/laxg+E21IS7s3nFiZhbM6LV6+dVKfob2Wvtiub5hKyOqXzdZFrLvWppAYdw4RWcGMu4UUItSuCrvTLsdl6hS3H3hd1FOtnbbNW7epdOZV6h0qxTtLWl61u0zMbsrEzQox7JAewzCqcqWRtDWMeLoQxitUSNlXXnkVjnswfGvVHVD6Z/KXhNzQZWnaXHvSvKnXG09Z1BC926rK1Gx2WhWhKSawkvWpaNlY+vKvE3D0Y5NYrIz985cCn5yyhzEUIfZFunvxb5o7w5HbW5BUqYtV14e2jibtjQ8jGXO1VdvWLuNu2nZBkpGOr0rHMbK3+VtdRSnu0gRwh4UDF8PhUUAxFNjg9/dm3Kj/t/yW/zOMsIsF8AdN0nr9dfHnNYuoUFn2nqPRUBuGR1vpVa42yqwkPWqduav6r1dQiK1WYgpyHq9Wr0s4kJBGMcMTSk+PvTox/eHSa5F3PTVbR6LftTNU4hcQ5m0wfFLkrNasp9n0rIWaaskQlW9z0ArqLYSDqbevn8q81fsdwaThJJ2otKt4vxNFXKxHDs7giwm74gav50+1t8luOe71LG501Z9nbRntmVatWWcqLnYFcpejWNpQoknPVx9GzLStz9gi2QSRW66S6rJNRNJRFUxFkyLtzzjfrzpYe1icYNI8LhserNQX2zaeauqGW1WSfYNKjuumPIW+0RxJ2KVlZyxVZ3INzyLZGUcvDtXYomIbxNW5iEW57KdIbQEr1Va51cV9g7hT37WaavSWWv0pSlBqBeNX1RO6hO5dRh6Qe6GfBX7Aq4ASTZE/fCEN4PLAUzEVruETCKonq5dWPW3TJ0/EoRcObcXL/dq/1G8UuMldSeTFu2XfZZ0lCRMvKQkICs4hQ4eaeolcqJFK4knIkj2Qi6WAyRFFTpGcD5XplcSeXfNDqCWVrY+UvKxC68s+dk2s3ZTcRS6tWoa7399rpJowIrEy6lXjbLOvJgGRRYrP3yjNt5zNm1WUIqSumzwk6rm/eP22d/dJjlebpc8AORVz2HZ+NfFrb8xG8ibIDRCflaxMWqIsclqmWk+Ptbss1CKe6pxLyTl0jInVMs8S92eOSK3D2aGe1PTtRcxuIoaitOruZ3FjktKRPO2cuWyj7lnN2bbuK1iYxm6ybMWha6tJw1yUoUqRowBmmk0K0M48bhV6s5WItmbCLUy9pj/wBMj0Ev++X0T/LzSeEVjfXe6ZOwOprxDrNS0Vboej8l+Pu263v/AEJM2FwdjAStrrMfLRb6nzEoRpIhDIzkfLe8NHYt1U0pVg0BYSNjLnKRa+PWE5A9eXd/Sw5H1PmVwv0Twg0br2p0CQ5D7gjd11HZdg3zJNtm0OHqdC0/S6XcbUtRmFv2PIxbqQWfunKQRqSrdN2Y5jNXBFtS9H6Fmq90qOnNE2EiyMq34Wcb1V27kpiOGqD3VFXfR7NdM/Y6KrOOcpJGIYAMQSeEQAQEAIrG8ImEWp/xA1TQN69fH2irTG1a0wuGtdp6P4lUK81iTIJmc3WLRoapxEwwUMQSqoKKs3RvLWTMRZBUCqJmKcpTARQt4s7Tv/To1T1dOgPydsj+UJrbh3zD3n08Ni2I5UTbW47WnTmy7JLU+NUEEW60rCFB3MA1bAqCD9vZGwHBGNQKJFfp7PF9pc6f/wDtPyn+ca7YRXPYRa7ntKl047qcJNc8c9u6QtfIfcfKrkPr3VHDzXVEuzXWdwi+Rz9RzG1LY8RsR9FTzOqkqgT4slBOwfEkDTCbFVIjd0u5bkVJ/UF6fHWx1bwaiNidQ3m8l1AuG3H9GpbB5S8MdcW79A273PXFQk4x/INX/IdlpwLZuVpUnCCMjIKz5UXiibI7tqb31JA5SKzvq69U3V+pej7xcjuG87X9OSPUuoms9FcWZS0vmGuqxoHS9yqVZYX25WuaO5CGoLLT2vp5tCKOE3f+gsi+RdpGUSZKGwiqf1fuLpgcNOs10gqxovl/xvl+LHFnp3bc1PeN7MNpUcKMO0p9LfMnPS13szOYWgYe57KuNrNKqNVFyiK8qQiRfAKYARb8FesEHbICDtVYlo+frVmh4ywV6diXSL6KmoOZZIyMTLRj5udRu8j5Jg5TWRVIYxFEzlMURAQHCLUA6ntPvPNLra680f0wHU3x36j3FHRETauR/OpS9lgdZ0PSFr+TZitaeu+ojUm6Ibzm5WP2Gyds0FQZJFCURSc+9NGyh40ixTXNW8j+CPWn4LbG60Gz3XUAsfJCSnNFcE+TlXmWFE1zxz3HNDFV1eCmOLULQq1Vomy3d/dGLNtLsnyrdMHabsEVnbIVGRFtCdTHl/F8DOBvKDlc/XaJyep9WzbyjNX3gM2ltpWIyFR1TCLpn7+a2ltiT0Ygv2KcStznP4RAohhFCD2djiDKcRulpoz6tkXZtycljynLPdMlK+Yackbfu5NhNV9ObO58T0sxE6zawTN8msYTlkEHBhApjmKBFeRhEwi1ova2PtLe4v8Abf0B/nHjcIsY6T4Be0LymmdRydU66tDrVXkdY0J/W64rwO0HJqV+Ad1WJcQ8IpJOqsdzIHio5RNAV1DCoqKfjMIiI4RbHXGqm7q17ojWFK5F7dZ763fXKyhHbJ3FH0+GoDPYFjI4cqLz7em19u1ha8ms3UTJ7u2TImXy+/buI4RZxwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRcnDSz2BlY+ZjlfJexrpJ23P6+ETpG7imoACHjSVL3IcvwMQwh9OYi/2O36lstVYLqzbt1XC6N46cOGMtPQ5pw5juLXAEbwspZbvW2C7U95trtiuppWyMPRlp4Hra4Za4dLSQdxVltTsrC3QEdPxxg8l6iAqoiYDKNHRPmOmavw/XG6wCXv2DxB2MHoICPyG1vpC5aF1PV6Zuo+z08mGvxhssZ3xyt/Be3Bxv2Tlp75pA+muktTUGr9P02oLcfsM7MubnJjkG58bu1jsjtGHDcQT2PIopGmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiob69vU75QdMeicTpri7WdSWiy762Ff6ZNMdr1idsrYfqfiqevApQpYS60sGLly+sKhFTrqqpmL4fQnYRH3T6Gjkl0rrG1VV01FG+TmtjYDXADftbWctOeAxjC1frO/V1vnZDSEDaznI8WMb1XDufqo+028P6RI725S9Nfjuy0bS1mS2wpOHrb6X+RoV08QaKPpCR1ryZvUpUmvmrlSCUeRy8e1VUKKxTAIFH0VJyLcjd6c+2UhxW44NeNoHxOZ8G4qIjUmoqYCeTfH2jd8BWzDwj5ea558cTdOctdXR7yCr204R4pK1KSdJPZSj3Ouyz6tXamv3iSLUr8YGyxTlJu78huD9l5LoqSZFykD5+8t3Ji/k51LJb2HapScsdjG0129px0buIycHIycLbGmr0LxRiY7n9I6iOKlICShvsSGH+ABzSjKaokGWMcR2BSQvYOJC8RKJfQQEP4c63Mew4eCD2qoIPBeRUzm+xKYf4AzmyCaQZY1xHYFQvaOJC/BIcvxKIfwhh0MzPDa4eMIHNPAhCkOb7Eoj/AGUZDLJ9raT4ghc1vEhfvlmKYAMUQ7iHxDtnPmJWPDZGluSOITbaRlpCpd5U9RLfuk+tLwH6eVPhtZOtHcnNRGvWwJWcrc492KzmAkN7tvLrM+0tUfDRzHy9aR/zF4x0fudb53zygT3HobkU0xe+R6t1RVNmN8j2ua2XAMwGxHe3ZJJ753Bw6OrfrG6akrabUMdEwt7lONrI38XcDnsHQrqXSB0V1S+AwAU4gHcM8VXa3zUddLEWODGuI4LZMErZImuyMkL5gKI+gAIj97MY1j3nDASV3EgcV5CkoX1MQwB98M7H01QwZexwHaFxD2HgQsT7+3dU+Mugdz8jLw0cSNY0vruzX6QiGapEHs8tBx6q8XXGDhUiiLd/Y5YUGCChwFNNVwUx/mgOba5GNDDXWr6e0v3ROkG0epo3uOOwAlYLUVz9LKB848IDd4+hfzYORnWe6kXIzZUpsF5yp3DqSOVklnVa11onYNu1JQqhHAsJ4+LYRNKmIhabUjkexAfyqr6RW9RUXN4hAPrbZNA6QsFAy3UNBTGJrcFz42Pc7rLnOB49QwOoBaIqLnX1UpmllftE9BIA8WFs9ez29XbdPMSfu/EDlVYjbB2RUaG62Pqjbkg2aNrRZa3AScRD2ilXZdii3Qn5qMTnGr6PkTpA8cNkngPFVlCInHzD6JLkdsJ08/VVjgZBPG7ErGDDTnOHtH3O/cQN28YA35mekL/AFQqxQ1Di5hG4nj4ls9mDsYQ+4Ih/FnzTkbsPLDxBwtxg5GV+ZwVUwiYRMImETCL0uG6DtBVs5STXQWIKaqKpQOmoQ3xKYo+gh/wZ2QzS08rZoXFsrTkEbiCuyKWSCQTQuLZWnII3EFYNs+tHTQyjyAA7xr6nMwEfE7QD4iCAj/zUmH0B/bA9A+cPcc2lY9awVDRTXfEc/ASfcO/K9qe3wfyeC2RZtXwzgU90xHNw2/uXfle1Pb4P5PBYqOQ6ZzJqEMmoQwlOQ5RIchgHsJTFN2MUwD8QHJ61zXtD2EFhGQRvBHYVNWua9ocwgtI3EbwV4ZVckwiYRely5bs267t0sm3atUVXDlwscqaKCCJDKLLKqGECkTTTKImER7AAZ2QxS1ErYIGl8z3BrWgZJcTgADpJO4BcXOaxpe8gMAySeAA4lVbRbj6t97M5CGTP5EzsUks1+aIKFjiTXyio6UJ6CUybBEypw+jsOe1q2L1N8mclLcCOcp7QYnb9xkMPNhoPTl5DR15C1NE7u/UDZIB3slTtDxbW1nzDJVp+eJVttMImETCJhEwiph613Uh5UdOh1wcg+KlM1BdrPymn911mRitrVmcsIuJqkvdFRtKY19aJvVHbRh5J/tB0m5O6UVTMIIj4kgIcTer+Rfk90/qC0z3G8sc5zCzZwQBvD9rO454DHl8nmvlX1ve7LcoaG1va0PD9rIydxbs43jHE/zxhVu3qde0XcN6cvu/lz02ePkfoeryUW2v8rAwj52aHYSkg2jkFJCwa75F7FWo5Xr50k0Qk5KMcR6bpdJM5FDqETNtiTky5Obrt0VKcVWD4LhkeQt+DctbM5Qdd27Zq6jfT5+6acHyh3wrYt4r8gNa8xOPmkuUurknjOh7nrBZ1CHk1EVpOrzkdJvq5cKhKLoFIg5kKlboZ9HKrJlKk4M281MPAcueUda6JGk9UG3TEGn2xg9Bad4PlBHiXpLSWrTqXTwrot02zvHURuI86iZwg3D1CNobe5iV3mhoKuah1Lr25tY7i3aYWpyNfd7Hqh7fsOPcSck+eXe0ozCpKxEwjnxpNo8PE8MbwdjgQkq5Q9P6It2nqKo07NztfJHmUbQdsnYYeAaMd8XDieHnjmhr3q+vvlXBfIubomPxEdkt2htOHHaOe9Derip/ggqb7FM4h94oiGaBEUruDSfIt1GWMcXDK8RSUAewkMA/c7eucTG8HBByqiRhGQRheYtnAB3FFTt/sRznzE3HZdjxLjz0R3bQz416xIYB7CUe/wBztnWWuBwRvXPaaRnO5ez3Zx4fF5Knh+74R7Z2dzz42th2PEuHPQ52dpufGvWBDCPbwj3+52zr2XZxjeue03Gc7l7AbOB+CKg/+COdggmPBrvMuBnhHFzfOuVhkAM8EqyfcwJnFMhw9DKgURTKIdw7gY/YPiGZax08MtyZFVjEZIzlYy8TysoHSU2+QA4VcvTV3D1Bt16l2fOdRXQld0FsOEvUbF66hK9VJCqIT1OWr6Dt9KuG0jdruo6WRmjHSBQqyBQKHbwCPzh27ysWHRdoZB6lJueY5hLztB2DndvDW43eNax5Nbzqy5um9UkXNOa8Bo2S3Ixv4ud0qf2aGW5kwihLvrgDx53uo6mnFdPr69LHM4JdqADaFfLvfF5hXM1ElRPCTZzrABlFlECPTAHYrgnxDbGjuWbWukGtpWTittAGOYqMyNDeGGPzzkYxwaHFg6WFa21RyVaS1OXVL4e5Lmd/PQYY4nre3Gw/fxJaHnoeFmKJjJTjtx9axTQbzuqe11TRQalAknOXK+z5PGKKCSR3Ew+bIPpR0BEyCq4TjWIAXxGSQ75GKmop9b60dUSdyWqjrqrJ8COCnj6SThjSWsGScNMsm/Ac9SGCGfSOk2wR903Kqo6fA8J807+gAZe4BzjgDLhGzpLWrVs3LrvlLcrzadk7U1BttvYLZLuZWSfyOu7gzYFMfwkQZR6riLFBOMi2ZE27ZMqhiooJEIA9i59B9L3vk9tdop7Fp65211FTRBjWtqYXO7XOAfkue7LnEgFziT0rxJqK062uFznvF8t9eKueQuc50Eob2BpLcbLRhrQCcNAHQsEr063Ne/vNWsbbt3AfPg5NHt2+PfzGpe3bJey522T7XUQO8UjD8RUYdb69nhwTDxscPmWyd0wN4y2wtKfoYXBKRb2/URWUXHqSbZy3VmKC+KoNYdInckT94GE8lSPOCYCVNui1EwiZX18J8v8ApKmsuq/VBbCx1sue09wYQQyob9tBxnHOZEgzxc6QDc1exORXU092036S3APFwt+Gt2gQXwO+1kZ47GDGccGhmfCXY98dQihaJ2fatY3vUezZiMrvyIC9sgoyGkIKUTma9ET4i1SmJCIbqAy+Vvd1AFYQ81I3qHwDG6U5ELprbTkF6t1wtzX1HOfYJXPD27Ej4++2Wv8AC2Nod7wIWQ1FyvUOj7/Na6yir8QbH2eIN2Ttxsf3pc5nDa2T33EFdcqXN7gzsxZJA10kNbyjoQ8LW2xElXESib4+bJpJzVQZgQR9fE7IH3O4AIhg796G7XdtDpW0AqIhxdSytf5o3bMh8kalVg9EhpyqLYn1/NvPBtVEW+eRuW++kUwWOrK3NMGExBWk0lDyrJrJRckyMwkmEjHPkE3TF+xftFAavGbxsqVRJVMTEUIYDFEQEBzS1TpbuWd9NOZYqiN5a9j24c1zThzXA4Ic0ggggEEYK3JT8oU1RAyoiihkhe0Oa5jyWua4ZDmkbQIIOQQSCDkLn4/UlcanKo8WfyQlHv5SqpG7c3b++I3IRYfX/wCCdsrFYaOM5kLn9hOB8G/4V0VWtrrM0tgbHEOsAud53Ej/AArJTNk0j25GrFsg0bJh2Ii3TIkmXv8AEfCQAATGH4j8RH45mI444mhkQDWDoG5ROeeepkM1Q9z5TxLjkr6c5rqTCJhEwiyhrGA9+klJhwTu2ixArcBD5qj9Qvco/cH3ZIfF94xiDkG1xdu5aIW2E/Zp/C7Ix9Y7vEHBQzWNz7moxQRH7NN4XYwfWO7xBykBmpFq9MImETCJhEwiYRMIo+ci55qxpreDE5TPpyQbmIj3DxlZxxwcruBD4gUHAJED7vjHt8B7eo/Qo6arbjr6XUYaRbrdSvBf0GWcc2yPx7BkeerZGfCGfPPojr/S0OjI7EXA11dUMIb0iOE7bn+Lb2Gjr2jjgcQfz6MLwymETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIpz8XdProqJbMsbUyXdI5akyXJ2OYq5DJrTyiZuwlIZIwpte/2QGMqAdvLMMI1Pd2kG205zv+yEfJ+d3m6wvSXIzoKSN7dYXZhbuPcrHDfvGDMR1EZbHniCX8NgmceQlekEwiYRMImETCJhEwiYRMImETCJhEwiYRRH50ISzji9sskQCpjkJWl5AiHfzRiW9sg1pEQ8PzvKSRJ41fo8kp+/p3AcxYSwXWLb/Cx49k4/nrWWshYLnHt9uPHsnCgv0wZils7jseJkVGyF8mYaH+pkzgSFVdwTBaQc2RhHHN2EVwX9zXWSARMokgBwDwonEM9qlk7oYnt/o7XHa8Zxsk/CB4+0LN6lZMYY3t+0AnPjOME/CPL2hXQZCVDkwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRa5e6SBr/mfZ3zP9YGJ3NFW5HwfN8tV/Mxlr8Re3YCgCr0RD7mbJof+IsjWnphLfMC35lsKj+z2drT0wlvmBb8y2NM1stephEwi1N/bG/tZOi/w7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//XlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRaefXa6F/UL6gXUY0Pza4YbL4768/QO0rqKt1uT2rcbfC2yG2tqzcm1NoRdijoSK1FsSuv4qPUtsYogLpUwKuEVSKtxTKAqEXDUjhF7XswulQfXTqZ8WJWnMrRAO7ZFtFa573JVltKtFp1g18PClgb3h5FkVTJ2XRHxGD55PsgIsndSPoa8y4/qSwXV56SO1tWUnkgqsjI7N1DuIXMbVLPPGpqmubBMV6QRiZiDkY7YVKUK2moiRLGiR4C0i1kSuliEbkWNuPPQ86jXMvqUau6l/Wk2Vo33zQp6Q71Tx80Uo6lo9R5rGZf22gQMmqLMIGuUKCvksvOukgkp9/NPDqt1xQbqAOEWTeqR0R+Zj3qWa86wfSlu+pYbkvCmiHOyNU7idOoav2ewRNHcarXscBIos14h9H3XV7gsLPRTteJU8Kajxu+M5cmKkRcJ00+g3zGS5IcxedHVK3bUZTe/K3Vu6NXRtB0lMyMrE0Qu+IM9Ut90cyC0bCwMXJVmo+KJr8THFkGqDNcVV3ZliEIBFB/hN0NuvdwrrvJHgdqjfPEmn8LuU8vIxu099qEkbRfoimz0ApRrXZdWVBaHjLNC7HsmujFZGYSCisc1dpEFrItzlGQMRW+ezgdIjlD0ktZ8o6VyasWmbHI7kveurRUXOnbZbLQzQY1aAskTKozo2ug0VZi5MvJoGQBErkqhRP4hIJQAxFWB0qOjD1qOkPzZvTbQUtxPunDvc21tVxW5LtcrFJPLXN8faHsGTflkqrWSMomfrG3GuvbXLolbn99iflJx4RVcJJpuAIp4cb+ipy11J7QduzqnWe06Mc8ctiSm4HsFX4a33F1tpBK+6/bVeFCSrTvXbCsNzoyKQmcAnNqgRL1KJzfNAij/AMguh31G+GHUn2l1LOi1srRgud9GvDranHveyjuJj0XmzZpjbb9ARihWYwNjoU1e4pGdaJ/KUA/hXaaTZAXDZMREiyV02ehrzKedSOf6vHVt2tq278kyLLyOstR6eO5kqpV576jSa5gZixSC0RDwkfHa+pKYtISIjSyXidCjIupEzpE5FyLu2g+ipy11h7Q1tvqq2G06Mccb71KbUew9eirfcXO3EUrtqVKjRASFZc67Z1dE6UwQTrgSbVAjf5xROb5mETlx0VOWu9evxxx6oFOtOjGnHjUspoh7ZoCft9xZbWcpa0ayCNgCHrjLXcnWnR1zui+6grMoAoAD4xT+kisNl+OPVJcdYyr8i4zkvVW3S9Y0VxF2HjYa5TpLS/t59NWKuISydOLrhSCVRJtJ4xk/MGxkMCSIqeDxACJiK5TCJhFpBVLo++0C676gW3+okheOmTvnkBdJOcj9c3vkvZt83V5puiLPpNvCweqqxXtZVmr0BRtVXacd4mqK6jVt5yTZVMHb0zoivv4r6d6qm69f8o9I9X19wosGntz6glNU1ljw7PtFjYVY3YMLaqjtBC1utiQ7Rsgg6q8wgSPO2Kqci/mCcvYCgJFXFxN4r9fPpV6he8LuM8Dwg5sccqnNWpTjXtfcV/vepb/q2v2qdkrCeF2fTY5mKVjh2E7KOHibGLkHa6IuVEk5D3f3ds1IpcdO3pX8meE3HPqAbDs+/ahsHqd9QBW/7QvO4oRg5i9S0vcp6xf/ANB2LrSEvW3bt5UqJfL8/kFHa0GkmKLv3dOMBBqmRUinl0zNcc8tV8VYCodSHcVK3rygbW65vZ3YOvzNDVx5VH0r51PjURZa71ah7zGRf62r2iEx8XxUU+ywihr1h+m5vvnxt3ph3vS05rGHhuG/MKs772qjsOwWKDkJOlw9n11MOmdJQgqhaEJawma1NyBEHisegJzJgKwAYwlIs7dYPgfuzn/xPS1txq5E2XjLyC17sKv7Y1VfYez2yr1yana/GzkQ4omxnVOOpLqUmwsZ46hzkavhav2jVcWzhNNRBQip22jwG67vVbi9Z8YOqFZuGvHvhZULzUrjvQeLj26Se3eTZKO6TexkGJZOYn4CuRss+bg5MoQ0IlHvjEelYOzNm7RIi2yYKDh6zCQ9br0azhoCvxUfBwcRHokbMIqHiWiLCMjWLdMATbs2LJuRJIhQACEIAB6BhFyuETCKmfiV0/N26M6uXU5513CZ1y705zGq/HaF1XEQE7PPb/GO9Ua+rtWsprrCvatGwkSg4kolUzMWknIGVREpjgkYRKBFhfr4dHW0dUbT+t7Xx0tdU1ZzM0VMyLTW2wrTLTdYgLHq6/tjwG0tYXCw1aCsc4jDyEU5F6yH3F6kCyThmKZEJN2qUinv0peK+x+EfTy4t8VduyFSldkaXoL2sWyQoknJzFRdSDi22OcTUg5OZhK5KPGgM5ZIBMsxbmBQDB4ewAIkVhOEVPPWV6Ydl6lOlNShpzbLbRPKni1uKA5AcZtpyjNy/rcTsCuimqSGtSDNrIvmkJJvGbJ0V82au3LF9HNlQbuUgWbLEVdnJPQntD3UQ0HI8H951rgPxP1bshnGVLkdyY1pf9hbItF6ojZ6zWsTHVWr3DBE0ApbU2ngdNJR02Bw1UUbleMinERIrmWHS+4OPuOPGrjBtbjrqvkDrjilrmE1xqQN5USr7DkYZnG16Br8vOpnm4tw2Zz1vLXWzmUVbJokcOCgPhApSlKRVLbT9ni462LqpcZORtF4p8K4Hghr7QN/pe7tCDQImMVvO2ZpPYZanbi6zY6/cUWxliDzkOPvz2Rbu0Pc/wBbTN5SfiIrAeVOg+pC75U8BXvBrdWqdJ8HtOS8DGcsNKybeLj5S963g7RVSNKvr5h+hHchaIMtfRr2PbpN5mAKmKiZSnL2BQhFDnmD01+c2qepZJdWfpeXDSk5tLaur4LUXKnjHyNf2OvUncFarEbWIKEmqjdK0yfKQllbQ1JgiJEcgxKzcRALg6cIOnUeoRdNgunl1JOoLzu4ocxeqKbjvoXS3Ba1L7M49cT+O9qsmyp+f3D77BzMfeNo7DmI6OhgSiJ+sRLtH3IzgDpRhWpGjT3h07cEUrOs/wBPDf8A1NYfh1x6p9i11XeKle5OVTcPM5Gz2WyQ93uWuqMqzbxNE19EwlUmo2dVmo+dm1VwkX8ag2fto5Yoq+E3lkV1zZs3Zt27Nm3RatGqKTZq1bJEQbtm6BCpIN26CRSpIoopEApCFAClKAAAdsIvdhEwip766fAndHUo6eV/4q6CmNewWyLRfdXWeOkNoTc5XqinH0u3M52WTdyddrFvlE3SrNuYEClYnKdTsBjED5wEUAKVrv2rqhU2pUaDtvRqPC0uswNTiDvyclXD40XXYprDx5ni6dVQTWdGaMyCocpCFMfuIFAB7ARXu8MkOYjfj3T0uebzRr/k6V9ahvLnjkW1E1IeONZ5YacFeLc2rOwg6JUBZA+85MpffgV8vuTwiJFKbCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/AKs/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRMIszac2WNGlzMJNQ41qXUID0A8R/k532AiUmmmHcRIBQAi5Sh4jJgAh3EhSjoDl75Ihyj2Jtzs7GjV1Aw81wHPxeE6ncevOXQknDXktOy2Rzhunka5TDoW8GgujidM1jhznE8zJwbMB1Y72UDeWAEZLGtM+EVkXKKThuqmugumRVFZE5VElklCgdNRNQgiQ6ZyiAgICICA58yainnpJ30tUx8dTG4texwLXNc04c1zTghwIwQQCDxXv6GaGphZUU72yU8jQ5rmkFrmkZBaRuII3gjcQvbnSu1MImETCJhEwiYRMImETCJhEwiYRMImETCLUZ9rtlWMFr7pnTkmqKEbDb+2hKyCxU1FjIsY6M1c7dqlRRKdVUU0ETCBSgJjduwAI59PPQiNLtI1oHE82PgetJ6/3V8fl+ZZ96j/ALSV0wtrcK+U+mOON92Dv/cfIfS2x9D0SgNNL7LrTMsxuGqylASnpmQvdarzBRjXk7AZ4Vs1F09eLopoJJd1BUJOdK8kd6sut3anqqo9xl+1s7WTxzjAJ8Sxlff6aptgoo2fZMYzhWHdB7h3tThV0xNC6f3jDL1fadpmLtt22U52omq9pgbGn1ZCuVySFNQ5EJltUW0etIN/QzN+us3N3MkYR83eifuFNqHXUFti+0Maxm119JPiySB1gZUx0TE+ktbpneESThVZVjqHdaDqgctuZWs+lEPFvTmgeGNucUdzat3xXyjM7OkU5u2V+DOMvI1y9Jmmb+6osm+YNGsbFMYuPKim/fecciq2/tLcinJvprTtGL/TuqbnVQtc7eQGktBIaGlu5u0ASSSTvAxuEVrtS3itrJO5XhkLHEDt3nx8cdisb6IXUo2t1JNLbsiORtBrev8Ak7xW2unqfbzKmtXMfWpsHyMmEJOkh3clMHgp4JSty8fJNUnThmK7AHDcyabgGzfzz6IPkVs+mqyluGnQ4W+szhp3lrgRkZwMtw5pBO/fg5xky3SepKisjkirMc9H09Y/kFQo5JdR/qj8p+pdt7p49IOA0hX43idBg73tuTc8bHyMRJWpkaKa2OIdSMy2mGcHDRdmmCQDRiwi3Ew9kGb115xGSZhb7l5O+RLQGn9GU161jFztXVMa4Au2Q0OGW4wQS4jviScAEDGd5jt31Ldau5PprcdmNhxwznHHydH87uY6VnVO6h/KXqoclOB3NvW+ntTuOPnH21WGyUnXtfd+/M9qUK4aJpD+aj7i4ss2nLUu4lu0lMx6RPOIVnINSpuFiJAorieWjka0Jb9B+n2n4nNqjM3D9rIMbmyHGMcQQ0Z7D1rv05qO6TXTuWrcCzZO7HSCOnzrunUj6knO1PqLaR6TfTAr+n4/ft+oZdh7C3BuhieVgai3cxFltRIxu2WRkYqFia9R6waUkXi0ZMu3x37ZoyalXIIOcfyH8jOi5NHHV+qIzMx8jmsYDgYaQ3JxgklxwBkAYJOc7u3U2o7iLh6X0RDSACT49/xeP6XT36ifUIgOpbsPpMdUaC0tYdxtNaOdn6p3Vo+PWiYW0osYRjbTsVmxWcHHTFcmakd6s1dBEQsgwfRS7Zy3X88h21/yyciWjpNIu1VpWJ0D4XDbYTkbJOzkZyQ4EjI2iCDkYxv69O6luLbgKGucHBw3H+ejH89VfXXM2funTHtBPTGvnHLWUZuLfjLjJA1zT2t5x6eNgLJsW+bK5NUCplsb0jqPFtWoqYsyT6REXTInuLZUDOmpRFwns/kMpKd/JS6lrHbNLzz9s/ghsZPnA/8Ar04TU73i+h8e9+yMePJWbkOo71o+BHUU4d8c+qfG8b79pbnBd4rX9Tn9KwjBoxq0tZLVXqUo4rdljmVemAf65s92hVJlnMMpBNxEvO7ZcypyrkxGrOSDk21hpeur9PQ83coI3vDg4nLmtLtlwJI74AgYxg9m499BqC82+tiiq3ZhcQMEdBOMg9nlVlvXG6md56YPHTX8tpCk12+8jOQOzi6t1NGW5q+ka1BlaxxpCx2t7Cxr+KeWKQZKOY9iwY+8t0jvJIiyplEkDt1/OfIJyM2XVF/rH3zJoKIbTgMAuJJDW5wcDc4k8cDAxnImGqtRVNDSRilxzsu4Hq3bz8X87jWhe+oL1vOlvyA4cteqi34tbh448u71H6/k3mlotFladQyD19XWkw2PMw1fpbMLZTkLOi+M2Ubz0TLtWjlBq/Ir2cpek7/yJcmuqrFUw2CndT3CKJxY7JIcQDgEOLu9JGMjZIJBweBhtLqW80NUx1U8Phc4ZHV8W8eX6Nkvl3x4Y8ouM/IXjFISyVfHcms7NTIqfcJqLNYGyumouqpOPW6ICu6j4iztGjlwkTsdVFMxCiAmAQ8TcleoYOTLlNY+r/o8c2y78k967HbgnHatl3ykderMeb8MtyPHxC/ldcj+H/JPiXsyU1NvzUNzodtYSa0awM+hXy8BbCJrGRby1GsrZBSFuUHI+Hu3dR6y6Z+/hHscpiF+rdqvNrvdEy4WqeOake0EOaQePQRxaesHBC0fNBNTyGKdpbIOgra69ml6aW8tSbBunOfflIsOr4J7reV1vpGpXGLeV+2Wxa3SMM9sWwloCSSbysXVmELDe5R6jlJMJU0iouj3RQIor5l9EtylWW2aUk0xSTRy3Kdw2w0hwY1v3JI3bRdg44gDfxCmOj7PUz1zax7S2FvDPST82Ft5mHuYw/dER/jHPllK/bkc/rJK3c0YAC8c61VMImETCJhEwiYRMIuAmaxCTxR+UGRDL+HwldpfrLsnb0D9eJ2FQpfoKcDFD7mZa23y52o/8HKRF0sO9h/VPDxjB7VlLfebjbD/AMLIRH7U72nyHh4xg9qxXK6oepCZSHfpOk/UQbvQ8hcA+gpViAZFU33xBMMnlBr6meAy4xOjd7ZnfN8xwR5C5TWi1vTvw2vicx3tmd8PMd48m0uhvapY48RBzDvgAvxURRF0iH3xWbeckAD/AA5K6a/2arGYKmLJ6Cdk+Z2D8Ck1Pe7TVD7DUR5PQTsnzOwfgXAnIdMwkUIZM4fEpyiUwfwlMACGZZr2vG0wgt6xvWSa5rxtMILexQL5I7jVknbvXdbc+CMZK+TZnyJ/WQepGATxCRyj6M2Shey/0qLF8HoUg+P09yQ8n7KSnj1ZeGZrJG5p2EeAw8JSPbvHge1Ydri4bOv9T3syvNtpT9iacPI6T7XxDp6zu4DfkPjfqBertPq5sjYUZ2VaeVDsFidlYqLcAUx3Lghg7pP5AgAHh9DJI/NH5xzlLE+V3X0d6n9TVoftW2B+ZXg7pZG8GtPSyM9PBz943NaTk9MWV1Izu+qGKh470H7lp6T2n4B4yBK7NHKXphEwiYRMImEWsJ7UDaYSjbF6MV2sro7GuU/b3IW0z71Nu4dqM4SvW3hzLSrpNo0SWdOjt2LRQ4JpEOocQ7FKIiAD7r5A2l2lqlo4ksHwPXjrlpcG6jgJ4AOPwsUhepl7QR04t4cMeTGgeLt52LyJ3Xya19N6PodEZab2RW2rSS2UBK2afkXt4rsCRZaFav1F2DaPTfPnUoRukRIhTnXSkWmtAXGzajfeqmfNOXF2Cc+dYK/a0obrYmWmCHE4AGcfErLekRxL2Tw26dnFfjxuaNPB7Vasbder1XDOEnKlUlNnX2xXllVXKjdVdsEpX4GcZtZAqRzpFkU1wIYxexh0fyx1kd41tHSxfa27LQevAAJ8+cdi29yWUslr0k+ok8M7TsdWc4Hmx5VgXpec6t/czuU/VU0ruIaR9RnDLkFGax1H9StaWg5Ya662byHqSg2h8pKyBZt98lavjeypU24Ap5pvD88ALleUbQNptOnLbV0IeJ5oxzm07IJ2IzuGNwyXfAsboXWlzud9r6asLDDE883gYIG08bz07gFATkb1Wup5B9VPk502uGOj9RbrsLOv1qF0Y1m64SOe0GVkaDqbZdq2ZfbPKW6DrsjAVytyU83STfrMGZHj1kc5nIoAydz7TPJlouLStLdbrGQ8x7cji7cd7twGN3Rw37u3dC9QcoGrJNR1Futz+8D9mNoG8cN5Od/Tx3b/AD2FbJ5jcmunt0lpXlTz/q9Js/MytSc/TkKRX3VYQpVp2BbtmWKJ1K2UX165GFGAjNfkbTEmm0WRdrM49wn403Zu5YPS6C0pqrW7oLDusUYa4kZyMNG2Btb8l+QCcgZ6QpfU601JpzSTZrzvvDyQM4xvcdnwd2A3BPTu61VHuDqBe0LcSOEDTnJvrWHFWe05u6K1++pIoVlmneePX6IMxCz1LmrtSYGQjFFK7d6qK0URq/eSL6PfSbMXazV0mLVxtlnJ3yd1lQbbBD9miyHAOOTgY4nO8Hfuxw6lrV+udc0sAr5pfsUngktG7O/hu3Y3b8q+Kt8tQpvS8oHUH3TFMZuZT4U0jkndK5WUggI+yXOe1hEWv6mIIiwyQQbWxWqTTYtzHFcrUq5TG8YEHv56ruTy3y8pHqepe8o3VBa3O8hmTx4ZIaPLhbvo9cVseg/Tyo76qbAHHG4F2PgyVRBDc7faELjwWm+rdXI3hg04jRDucsiWiFae7Vur3XNZu7qjztnbMVUVLGtU4qZYOk11Vbi0mFW7VR0i1FAUzH9DDk25P2f+S9zuM+yAX7W/JG7sz+rhaPOvdau/81E7RDnOzjdgHz4/Wyr7KBypcb+6ZUhz11VBMKnZ7BxC2tuqt1uaD5fhazs+gUW4Kv4N2IjHnnoCE2HVF24GN7sd40SAxgSMcSl8+zcm9DQcozLFPl9A6oYD0EscWnyEtPkK3ZFryrrdCvvEOG1ogcesB7QR5RtDzKi7iTzq9oR6lfFiS3TxE11xSp8PqSUt9ftdzsELHMrTvu9RhC2T6itVVC1jZYFinWqnKxbUx3Is0Xko4U7SIj42zXf8vJ9ydWiobTVUPfSAbLS47ujORg7z/wDTr0rHrbXVygdUU8vex52iGjf2YORu/k9VvPRI522rqd8Rybi2dXK7WNv662rP6c2SnUWjqMrlhfxMFVrXC3CKh3byRWhSy8HbUUHTb3hQgSLJydIqSCiSKemeULk1t1l1JB6WAto52hwB4tOSC3PTwyOwjid52rojX1ddrDN6YYNVCSCRwO4EHHRx39o8gwz0WOeu/wDqIcduQWzeQg0j5f1hyBeaxrYUatLVll9Tren16cJ8oN15WWF0/wDfJRTuqBiAJOweH07jZctmirVpump32sPEb4++2nbW8E8Nw6FeckmrLlf5547iWF7ZN2y3G4j6Va/nmNeg0wiYRMImETCJhEEAMAgIAICAgICHcBAfQQEB9BAQyvDeOKLAWxuLPHfbCS5b3qCkS7pwBgUmGsOjBWIfF9yyV/5Lni9hHuAe8du/r2yZWPlC1tpxwNnudXFG3gwvMkX91Jtx/wCFRW76I0lfWkXS300jzxeGBkn95Hsv/wASzXCxEdX4eJgIhsRnEwcaxiItmmJhI1jo1qkyZNiCYTGEiDZApQ7iI9gyKVVTPW1UlZUuLqmWRz3u63OJc4+UklSSmp4aSnjpacbMETGsaOprQAB5AAFWbtLkvzR497BuMxeNAR2zNBnsEk4rc9QXDhWdgKqVwcjBSZexyciLZRBiUiq4SEW3TM4OYhHYk7GDfWntB8lmtbLS01pvL6DWQgaJY6gARyTY74Ma7ZyC7IbzcrjsgEx5yDpm96y5RdJ3WoqLnamVuludcY3wEl7Is97tlu1jDcF3ORtG0SBJjBEgtGc6+OO+/c4+uXVGs2135ZC0m9AhXJ9Rwp2AraNUWcrQs8sY3fwkYu3CvhDuYhcheruSHXOjtqaupDUW1v8Az6fMsYHW4AB8Y7ZGNHUSpXpnlO0hqnZio6kQ17v+TNiN+epuSWPPYxzj1gKYWaxWwUwiYRfuEUrqrEhCwMexEoFW8kF3Xp6i6cfrqwGH6fLE3gD/AFJQzQd+uBud1mqs5i2tln5DdzfPx8ZK0je643C5y1Gcx7Wy38lu4efj4yVy7N8ykUTOI941fNyuXrMy7Nwi6RK8jXi8dItTKoHOQHLCQaqoLE7+JJZMxDABiiAYyaGanfzc7HMkLWuw4EHZe0PY7Bxuc1zXNPAtIIyCCcQ1zXjLSCMkbusHBHkIweor6s6lyTCJhEwiYRMIsY7R2MlruHbOiM/f5STVWbxrdQxiNinQIU6zl2cvY4ooAoX5hRAygmAAEodzBuHka5KJ+VW/S0ck/c1mo2NfUPABkIeSGRxg7tt+y7vnZawNJIccMdq/lT5R4uTqzR1TIe6LpVOcyFhJDAWgFz5CN+y3ab3rcOcSAC0Zc2A9jskza5VeYnHh3j1bsUBEPAi3RKIim2aol+Yg3S8Q9ih8RERHuYREfptpPSVg0TZY7DpyBsFvj3npc95xtSSPO973YGXHoAaAGtaB4B1JqW86sur7zfZjNWv3dTWNGcMY0bmsbk4A6SScuJJ4LJIsCmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRS8476IQtZUbzcW3mV5Jc3yJDqlECTa7dQSqPHoD9nEt1iCQqfwcKFEDfrZRBSJagvjqXNDRn/AIgjvne1B6B+EevoHbw3xyU8mcd7DdSX9mbU132GI8Ji073v64mkYDfu3A57wEPsMIQqZSkIUpCEKBCEIAFKQpQ7FKUodgKUoB2AA+GQAkk5PFeqWta1oa0ANAwAOAC8soqphEwiYRMImETCJhEwiYRMImETCJhEwi+CVio6ci5GFl2aEjEy7F3GSbB0QFGz1g+QUbO2jhMfQ6LhuqYhg+kBzkx7o3B7Dh4OQeohcmOcxwew4eDkHqIWtvbo5vx75RvGVVk3jSP11smPcRj56J/eUIlJ4zfGbvTJFMd2gWOcGQVMBf7JR8QiXscS5suFxuNqDpQC6SI5A68Y3eXf2LYkTjX2wOlALpIzkDr4bvLv7Fsa1e3Va7RSM5ULDDWaHcAApSMJItZJr4hKBhSUUaqqAiuTv2MmfwnIPoYAEBANbywywP5uZrmv6iMLXssUsLtiVpa/qIwuxZ1LrTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLXQ5mf6bbZHk/ZfLdQ8Pg+Pm/UjV+/b/VeZ3/x5siy+xEWfau+U5bBs/sVHn2rvlOWxfmt1r5MImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/AKs/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWUKVty3UhEGLFdCRiQMJiRcoRRdBuJhETizVSVRcNfEIiPhAwp+IRHwCIiI6c5QuQzQvKLUG43GOWlvZGDUU5ax78DA51rmuZJgYG0WiTADQ8AADaWieV7V+hoRQ0MkdTaQciCcOc1mePNua5r2Z44DizJJ2CSSc+1vklBvlU21liHEIJxAvv7NUZJkUR+J10QRReIJh/qCrj/AO08xau9CTqO3QOq9IV8VxDRnmZWiCU9jH7T4nn8p0I+f0Dpr0StirpW02pqOShJ3c7G7nox2ubstkaPyRKfmkTHyLCWZoyEY8bP2TkvjQdNFSLIqF+A+E5BEPEUfQwfEoh2HsPpnlS62m52Ovktd4p5aa4xHD45Glj2ntBAODxB4EYIJBBXoy3XK33ejZcLXNHUUMgy18bg5p8o6RwI4g7jgr7cx6vUwiYRMImETCJhEwiYRMImETCJhEwi1IPa4mbSRpHTFjn7ZF4xf8htlM3rRymVZu6aOmGrEHLZdI4CRVFdFQxTFEBAxREBz6d+hEcRpGtx/wBM/A9aT1//AE+Py/MroeYHRJ6V21NB7tqZeGfH/SD1nre7y9e21qyiQmr7Prydh67JSMTbyzlTRh/fWUA9bEcuGb/3iPdIpmTXSOmYQymmuV7WlXyjnT88cjrZzuzgjIxnHE7/ACqtbp+2x2futpAm2cqvf2Sjeezd1dOe7UDYk/LWeP4+chJfXuspKZdrvnENr6Yo1KtrSkNXTk6ix4ytT0q/UaJiYStWr5NumBUUUiF6PRIaTo63UturqcNZWTNAdjcSWuIDvGRgeRctHV8kdFNE/Jjad3lHD+etRe4mb46x3XC2byU2dwd5Uaq6cvCnV21F9cVP6l9W1mZvl6kEkVJaIdzL9KrvLRYbISqSDN/LrKzUTFtlpRJJk1V/Xzp70p7Xp3Q9to6C5NfU3ExgbTnE78YON+A3O4bicDeVGHz1dzmklhIZCCdwHR85Xb/ZPoywQmwesHDXC5Bsa1xHJzWkZaNhAgDUL3YWE7yMazVyBsB1AbBaJJFV95fiN4PP7dx7dx1/6IIxG3Wdxbsx7bsDqGIt3kWV0ntc9UDicD/uXPez7KrN+rX7QrFy497evynnHpPNN/ZSkc05J8mk5ZZABTA52Z3EkwN4iiBPCZPsAgJe1OWKOtl5OLM62bWzzUXg9RhZj51XTxjbeKjnsZ2ncfyiuycSBaLe11dUUGAp+V+kiqKa3lCAl9/TpHT8SlAN2EQ80JMi3j+nx9+/rnTrSKqfyDUcVVnukubnPHjNj4MLlbnMGqZHM8DB/wC1c5zj5j9RTk31cpLpQ9Me36n4z2jUOqofYm/+T1vpNbs9xQi5mnU+4vkoyWm6pcnUZXoqC2RX4to2i2JJJ3MvlCqvW7MpzJXXJNpe06b5PYr7fS+Zsxc5rMnZaA5zR3oIySWkkndjG7PHrv1dPWXZ1LS4bsjBPSdwPHy4UCuJuleTmgPakdN635dcqDcwt0MeMd4lJTbildJVlE4aZ0RsR9B1M0QRZbyiwbZQTkOPgFQjgpvCUBDJrrypo63ktrqihj5umc1uBx/5jN6x1qZJHfImSnLwT8RUyOooQh/amuj+ByEOBOOYqFA5QMBVEZ3lwsioAGAQA6SpAMUfiUwAIeoZAuT+R8XIhcpIzhwM2MfkRLK3VoOpYQeHe/G5fZ7R+cynOP2e8xx8Rg5t2UAEfUQA24uFgiAD8QARKH8WWPIPUTVGjr6ZnFxEZ4/kTLs1SxrLjShoxv8Anapf9fHqEb54esOInHjiLSqHYOWfODb0nrXUVt2DWa/bY7Xho+Y19WAdwcNaWzqt/VdZrhsyFas3Eki6jmzdF0dZuqYEhJhOQ/RkFXc7pfbi94oYXeA0lu0Ttnfg5w0NO4YJJG/jm51NcXRwQUsIHOuHEjhw+PK1yetxxT6nHHxnwGtHUP6hkLy8c3zkoyb1vWlcpbat13XdmiwrLqxTsFJoQdSLLsVEJBJn82IYFKByG8sviAoek9O3Gy1zKhlnh5qONhBPXx3Y3+PiVDquGpiLDUOySV/QTsoiWYciUew+M3qH8OfHflMe6LWNS5hw4SH416EsoDrcwHhhfOhPSTYnlpODgXt27eIcx9Br/U9th7npamRseOGSu6W1UUztt7AT4l8Dl44dGE6yhjiP3REcj9yvNwu0hlrZHPeesq7hpoYG7MQAC+XMWu9MImETCJhEwiYRMImETCJhEwi6ZsT35OiXN1EMk384zqdidQbY7ZN0ZaYbxDxaMSTRUIcFDqPSEAC9h7iOSLSPcztUW6CvldFbZK+nbM4OLcROlYJCSCMAMLjnoXdDPNA8Ohe5js8Wkg/AtfLWkvUYi6x03fUJOQiWKij7yWTZB+dxKlMBmSkgk7dtPNZJLiKqvYxzmMQA8BwEwD9YNY0F+r9OS23S7oYq6QBmXucwNi+7EZax2Hkd63IAAJO00gEZW31FPT10dRWNMkLXZI6c9B38cHfgkZ6+uw2J3/qWX8JU7a2Yqm+KUs0fxngEfoM4dNU2f8SogGeUq7kt11QZL6B8jB0xOZJnxNa4v87Qtmw6js83CYNPU4FvwkY+FZTjZaKmWwPIeSj5Vob0K6jXjd83Ee3fsCzZRVMR7ffyE1lDW2+buevhlgnH3MjHMd5nAFZeKaGdu3C9r2dbSCPOFyGWi7Ewi5WKiXUs4K3bEExh+I/sSgHxMYfgUoB8RzI2y2VV0qW01K0ukccblYXC4U9ugM9Q4NYB0qBtz6p3TA15el9ZWzmbr5O4tHxot99Tte2Rd6kwkSKigo2e7DpNKsOv0BRXKYiphk/AgYo+aYnbN3UnIBquooxUuj2XluQ1zmtPvSQR5VqSp5adOwVRgD9poOMhriPOAQpvxzuv2WtwN3pFmr93o9qjkJir3CpTDCw1qwxLnv5EhDzUUu6j5BooJRADpKGL4iiA+oCAam1Hpa6aaq3UlwjcyRp35GFsqxajt9/pm1NE9r2OHQVrI+02Q8VYts9FGvz0azmIOc3bvmHmYiRbpO4+VipO68NWUjGvmqxTouWb5msdJVM4CU5DiAgIDnsTkEcW6VqSOI2T8D15b5aADqOAHgdr42K3rnb0fOmdsXjNyajGPDjRGiZmlaa2heaftrVVHh9YT1DslLp0zZIaxPZOqJRCUxBR72LIZ8xkAXZuGnmFMUphKoTo03yhakrdYm0zseaLnMbxwGccSu2/aHsNJpYXOFzRV7Gdx6cKLXsw+79jbx6accx2VOytlV0JyLvGkKFLzLteQfJa7jaPq2/wVfPIOzqul21ZfbCds2aZjGI0jU2zZLwpIkITFcslrpIdUUVdEAJpGtLsdJDiM+UALJclVxqZdPVdHISYo3EN7AWg485PkWFOgR9sD9oN/DJg/wDPrzQyRcrH9VbX+SPkRLBcm39ZLj+UflyJw2ApfanOqi58BDLtOGLVZoqYpRO2WO34INDrImEO6ahmrlRMRDsIkOYPgI9+7VM8tPyR07oiQ4taN3ViT6F1achjn5TZ2yAFoc4+XLPpX77VEMo66XOrFWp1VGqHODWakz4BMPZqbSvIpFso4EPQWxZFRIvYf+mmT9PTuEM9DrLzk9WXnMpid8tilfLnFzcNMGjEfOD5DlNXrtuWLnoOckX6aiB6/I6x4iL11QnYGy6bnfvH1xDmjwL6CUWvY5fB6AkBv2IDkm0bHcW8o05m2+Y2pc54eC751HtUyULtCQiPZ57Zjx18W/MuSqfJ2P4U9Anj9yslKnGXsuo+nxxdcw9OnSiaBsNvt1M1nQKLHT5C/rp4FW6WqPF6CYlWFqCnlmKfwiGHrLE+98qz4dssYJnkkccN2nHHbgEBZWlvDbRybtl2Q93NNAB4ZOAM9mTvVLm4dY9bXk/0kdx87+Q/UEoGqeNl7492Lacbw/11quswcZZtOz494SrP16zW64yrhLq0eJrNAVfTj4WztEzpf3k6qae7qaWy0lzbbKaImrBGXEknI6cnOceRainiutTbzcJ5AKYg4aAAMdWBjHwq1Dpu+ns2dZHt6/pHOa3+P/RrkNmp9R7uVenP/Vh+Ji2XYt/JvMP+nL8b12H2YM5mvSd0WDcfJ9629vNw4EgiXzlv0QnzYFD/AHTA3bEJ/sShnRyn1EzNZ0kbXEN2Gbl28nsET9K1L3NBdtO+ZRs9klD/ANxI5W/htWH/ADYa4zP8p/spQfkf9xWF5PvY+t/K+YLGfstn+ku5k/hjyn+bWmZD/RFex9L+QfjUp5C/6fUflj4lsV54wXq5MImETCJhEwi+2PZqP3aLVMPEdUwFAA++PbLuipX1lS2njGXOOFbVdQ2lgdO/wWhVpvusj0y65yG2xxb2RyBNqLaeoL3La3m5HY1XmIzW8zaq8qVnYW0PsSGTna1GNoSWKsycKTisN4XTZUpQMUCmPvocgWopbPHc4Ax75Ig8Ma7vwCMgFpxvI34bnj5tMHlpscd0kt8xcxschbtEd6SDg4IzuHWccFZdIsVI9yZup2EQ9QMA9ymKPqBiiHoJTAPcB+nNEXChlt9S6mmBD2nC3JQ1kddTtqIjljgvhyyV4mEUYL3w3447DucDsKd1nCNbjAWCMshJmBIaCNMvYt8jIJpWdjH+TF2Ru6XblBYXaCqx0w8AKFKIgM/s/KhrmyWuay0dfK62TQvi2JPsmw17S3MTnZfEQCdnYcGg79knGIVc+TzSF2uMV2qqKJtwilbJts7zbc1wd9ka3DZASBnaaSRuyAs83OdeVeoWmyR0HJWeQgK9MzLCtwzdZ1LWB9Gx7h20hY1u3SXWWfSjhEqCQFIYfGcPTIda6OK4XOnoJ5o6eGadjHSvIDI2ucGukcSQA1gJcckbgpTcaqSit89ZFE+aWKF72xsBLpC1pIY0AElziNkbjvKgRqbqZ6Mucl9Se02U9oG+N1is5CF2CgqSCQf+njajZQatPk7yu/c5pVpGFL90RzcepOQXV1rg9MtPPhvNncNpr6YjnC3r5rLtrPQIXylassPLNpm4zdwXxstqugOHMnB2A7q5zA2e3nWxqw+Nk42aYNJWHkGMtFv0SOGMlGu275g8bn+wXaPGqirdwicPgYhjFH7uaTnp56WZ1PVMfHUMOHNcC1zT1FpwQewhbahmhqYmz072yQOGWuaQ5pHWCMgjtC7NXWpHs7EtlO3lKP2wreLsBfITUBVfuI+gB5RDev0Zh7zOaa1VE7fDbC7H5RGG/CQrO7VBpbZPONzmxOx4yMD4SFUh1HurSnGfL2h+KNhIrJf2TEXrdMQ4KdGO+yQewOtnqRhKs/8Ask15tMRIh6gyEyglcpb59D56Fp1TzGt+U+Ain3SU1vkG9/S2SraeDeltOd7v+cA3MbvG+rdchm1bLI/v+D5h0dbYz19b+j7nfvEoeiTsdW5cQpKqvXijiR1ttS3Q4EXVMsv8l2ZONu7d2cxzGOIPJqwSIdxHuY6Zx+nuOtvRkafbaOVeO5wsDae42yCTIGBtwl9OW/qxxReIELM8nVWaiwmFxy+Gdw8jsPz5S53mVwueTVPUwiYRMImETCLHG0KKnfaytHJmIlKsj+/Q7g/oQrshDEM2WN8QbvEjCQw/sTeE/YfD2HbHI3yky8mesI7rKHPstQ3mapg3kxEgiRo6XxOAe0fdN2mZG3ka35UtBx6/0w+2xFrLtC7nad54CQAgscehkjSWk9B2X4Ozg12vmLuNeOY9+3VaPWayjd02WL4FUVkjCU6Zy/dAQ/gH6PTPqvbrjQ3eghudslZPb542vjkYctexwyCD2jyjgcHcvnNXUNXbayW318boq2F5Y9jhhzXNOCCP57Ny+XLxWiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLuevag5vlygas2E5Cyb0hXi5A7i1jUCmcyLoO4CXxIs0jiQB7AY/hL9IZZ3CrbQ0clU77lu4dZO4Dz/AAKQ6VsM2ptQUtlhyBNINoj7mNvfSO8YYCRnicDpVxcdHs4lgyi45um0YRzVBkzbJB2TQatkiooJED4+EiZAD7o5qGSR8sjpZDmRxJJ6yeK99UlLT0NLHRUjQyliY1jGjg1rRgAeIBfZnBd6YRMImETCJhEwiYRMImETCJhEwiYRMImETCKCXJ/hFXd7Sy95rM0SnbCVaoN367lsd3X7KDJAjZkaWSQ7PGD9FskREHSIK90UylMicQAwZ+13ySgZzErdunzu625446COw48azlsvUlC3mJBt0+d3WOvHWOz4VVxZePHKbjpJK2KOiLXGpMu5huWtZR9IMBbJCJjKvF4M6ckxYCIfOB+3QIYB7CUQHsMqiuNquTebcWEn7l4APkzuJ8RKk0dwtlwbzbiwk/cvAB+HcT4iVJnjf1CLgjY4WmbvWZTsBLO20WjeCNW8ZMwa7lQrds5m02ZEI2SiU1DFBZQEkXCRBMqY63bwDi7np2ExumoctkAzs8QfF0g9XEdG5Y242CExumostkAzs8QfF0g/B0blc3kKUPTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWuhyq/s3mDfEx+d5t2q7Xt8e4Eiq618PzvvE7fczZFp72zRn8B3xlbBtfe2lh/Ad8ZWxfmt1r5MImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9GUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhFpidc/rV9TDhn1QtIcEODUZpWfPvLWWjhpVe2HSmcnNTu3dxbUveuIeILape51aCh42TfxMagQ7w6DZsY51Vlip+IxSKPG5+tf7SZ0xgrW0upB0/NGz3HuWno+GmZ2ohFJkbuHpx92iEdqaY3Dtip6/m5TyjkafVDDOSulCiVFM44RbgPA3m5pXqIcW9Zcr9Cvn6lH2KwdEdQM4m3b2mj22FdqxdrotsZNV3KDWercu3OkYyaijd2gKTpudRsuiocimDhEwiYRYx3Xt+jcfdObV3xs6QdROt9L66um1L9KMY17MPY6m0CuyNpsr5nExyS8hJumsPFLHTboEOqscoFKAmEAwihJ0weqFo3qvaf2lvXj1U9j1fXet94zukGy+z46ChrBaJCv0bX12c2ZpDQE9ZEYuFeI39JFsm4de9mBuY6qaIm8spFTj0JOsXzD6h3O7npx45CqauPrzjq1sa2uwo9IXrM4B4vcT6jtflyTVnZQsmHyG3L4uySXdb5/p8MItrfCJhEwiYRamXVS9pyT4j3Pc+ruGHFi28mJrixdGtL5W7nvUVbaboHTtndz409lQEpdkwTl7HcZK2GFomqc8ewP5BzsTSSfmqNiLaO1PcHWw9Wa1v75m3j3t5oFNuDxg0Ooo1YurNXY2acM2yiwiqdu2VeiQgmHxCUod/XCKhbr49dlt0fq9pSra119Udz8hNwP5SxqUW2zEtGQlP0/AFWi3t2nD18wSiTqwXFy2jodMwpoOvdZE3j8TUCHItgSmza1mqFVsjhBNsvYK3Bza7ZExjIt1pWMav1UEjH7nMmkdwJSiPqIB64RRz5xcx9R8AuLG3uWe7nL4tC1JXkpJaJhyoK2G2WGWkWcBUaXW0HKqDdWdtlnlGrFAypyIICsKy500ElVCkWthsPrF9evTGgI7qJ7X6Y/GGF4HrtqpeJnWbHadsU5X1fUl3k4tnW7NOyhrYvCNV3aE4yMoX6jffGYOAUeR7VJNcUSLac487xpPJnRGneQ+tzyJqHu3WtM2jUyTDUrGZawd2gGM+xYTTEiq5GM1HJPgbvEQOcEnKZyAYwB3EiqW6qfUG5A8PuavR10NqA1JLQ+cHKCf1Ju4LRWlZuZNUo6z6LiWwVGRJJsSwEn7psKQ8SxknACbyh8PzOxiK8zCJhEwiYRMIqnOptzX2jxzvPAXjZx1PVz8hucfLao6tjTWmHPYWVV0HTSJWrkfspCGTfMBfP6fUV2aSBTn8sqj/AMwe/lAUSLAXVI6tu3+MHI7j/wBPbglx4huUvUA5JwD6712o3KwqVrV2r9bsD2Ao3fYcg2fwzp8k7LUJdYGhJKLK3YxqzhVyBjtG7siwlx46svUJ0lzb0Pwc6w/FLSGk5fl0ScjuMXIbjJbJ2Z0/ab5XkWqjjXFhh7Va7xMspmQcSDVkmsL9u4RkHzEgslGr0HiBFsm4RVFdUXq36/6co6v1ZXtNbW5Q8wORacy143catT1yYdyN8kIhZszdyE/aW8VJtK/XY568SKuDVvJSpgHxkZigVVwkRde6GXUz2L1XOG1l5LbP1lTdT2WB3zedQhV6PIzcpDqR9Sq2v55GUVczyq70H7hzcFk1CgbywKiQQ9RHuRXLYRMImETCKuiSV6l/6pBAJRjbRA9MYdYLDYnK5j/o9BtX6nZoUCsi+f4Pqe+qX3EB/W/7R5nrhFjOoc19o1rrE7f6fO41KuXW+x+KWvOUXDiYj4Y8XNKp1ubldfb619ZJkXzhvaZ/6oWQTseQiDZVjEIqgp5oGIcCK2PCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF3Wl36xUV+DqGdCLVQ5RexbgTHj3xQ7APmogIeWsBQ+aqTwqF+HcS9wHXvKDyY6V5Sbb3Ff4QKxjSIalgAnhP4Lsd8zPhRuyx3HAcA4TfRPKBqPQdf3VZpc0riOdgfkxSj8JudzscHtw4cMluQZ40PYkDfo/3iNU93kECFGRh1zlF2zMPYBOXt4feWhjD2IqUAAfgYCm7lD5p8pfJVqXkxunct2ZztqlceYqmA81KOODx5uUDwonHI3lpezDz720DyjWDlAt/dNtdzdxjaOep3kc5GescNuMnwZGjB4ODXZaO+5rJT9MImETCJhEwiYRMImETCJhEwiYRUFdf7pq8rOpPQ+I0TxQda2Z2jQ+xdg3OcdbGtY1ds3+XYumo15eM8UDPoSSyMhX1DKpqpgQCgXv4gMIB7w9DJyqaU0naaq2aimMXO83sENyDjb2s4O7iFq3Wtir6+eOekbtbOc7/FhV9bk4He1ectaFYdEcged/HRnqLYjJaB2ASHkNa68CWrT4vkS8NMSmiuMtcvUrCSrE50XccVf3R+gYyDgpkjnAfRJ5VOROzzuvFO5hrsZ2mtJeffuxnt3FRH0j1LUNFO8Hmuond8AWwn0ruAdD6WvE2pcZ6dZ1L7PKWaZ2RtnYikaEMS8bNszWIjpWTj4f3l6eKgoqCr8dFsEDrKq+6MCKKmFZRQR8fcqXLozVmtIbhRjYttOQ2Nuc4aDnJPDJJJPjx0BbBsemDQW10Um+Z+8ntWv5obpndeDpq7Q5P6M6bd/4zrcSeTGwpKzVnaGz5iPPM6WaynvcZE2xCtPES2OM2NXKu4bsXhmkZZYt6aNbrJoeMAKT11QctXJdqW001yvM5juUUYLo9knvgN4BGW7JO8ZLSM71AJdN3yiqHwUzcwuO456O3t86nh0Culzyd6Wc1zore+p+h3GqbnvGqZTUtzqlkcy09ZWFBe7jZS05cod2xTVrslOxlsiXYN/enokWO4IZUwkA59K8v3K9pbVFvt9JpyZ0lXE95eC3Abtc3sgHO/eHZ8nkkmlNP11DLLJWNAjcBjf1Zz8yidvfhHyirPWG3tyT6JnO7hrFcltrU93+mt4lbK2DW5C90tU6tJbXOxzWty1u+qvahJ2UsNNuHLpCOlYuZf8Aloec3d+Xm/8Ak6vou3J9QQ6ro5+ZbG0RyFh2JGgHYIJxvAy3pBAzxUUu9LzF2ldQyM2iTkZ3g9P0qPfRg1JvLQ/tJPUG13yY3BHb55Ax/DuzWjcO1oZgeMgrLftjWnhxsewoQDAzWOBpXq2+tpolgQjOPSBmxS8tmzJ4WqXHlrrKdnJYamBvN04mZstPQGiUDykDPT4zxTTcbzfAx5y/ZOT48KcPPPp2dTXW3VSHqudKeU05abzs3WkJrnc+rttTMbDM3akJVK/QVySDScewEXP0mYrdJgHYe6S7GWaS8Z4ylOmYBHWnJTy06FrtFs01qqYwS05cAcFwc0uLhwBIcC5w3tIxjf1Zq+6bukVyNZQt2mvA8YOMdPRuHSsc8Mek/wBUjXvWP1r1OuZmyNF7Te3amX9zv15R7I6YOKNN2rT111xTteUGrqV9o3l65RY9vW2HnlVQIVL3jwi68kHLrJco3LTyeP0HWWGzzuNUWtbE3Z3ECRhJJzuyNojybhnA6bPpu7i6R1VQ0bAJLjnsP+SnVy26fXIXdfW54B9QOljQv0BONeoT0jYvytaFWF1+WTSO+3X+gNbLEuEpRp5WyI79cF0kPfzfT5geLVmkuWjStt5Jbjp2skeL1M9/NtDctIc2Ib3Z3eC7o6utZyv05XzX6GsjA7maBtHO/ILujyhezq9dP7kHzf5K9KLbGkxon1KcNOSMxtXcH1X2dWAkvqYe7B462ZH6lmScVIlm5D5N1fJ90THbgCnlF8X64IltOR7lk0tpnTF6oLzI9tVUxYhDW7QLtiYYccjZGXN37+J6t/ZqHTtdW1tNLTgFjHd9k43Zb5+BXyddnptb+6gNY4ubl4fXOtVLldwq2rLbH1ahapROAj51vPvaVOOBjJ1yxkYtjba3bdaQj+NCQTJHqkK5IqqmJieLJ8iHLbpyz11datQuLLfVkYeBnZI2hvHHZcHEEjJzjcd+OjU2mqyoiinpBmWPo6+Hw7lT5zV6WHX96mT/AENvnlxaOJ8ReNCW5kz17x4p9qJW6zBQCq0dP3jYktNxCd0iFrddZitQ7QyCMg9KZu07gViREiS+/wBnLPyTaejlhpKpxie0uLmsJJPQMd6d2TxA8vRFDpy/VbmukjG0N2Cf/qt0qbcldv1lyD3A5hEP8Y58rtcXSK76gmrofAe4n4VvO2QOp6RsTuIC4nIgsgmETCJhEwiYRMImETCJhEwiYRMImETCKJGy+F2m9iyL2cRbSlMnH6qjl26q7huiweO1REyjl1DPWrtkU6hhEx/dgbCocRMYRMIiO+tG+iM5Q9I0kdskfBcbZE0Na2pa4vYwcGtmY5j8AbhznObI3AAAAdjZHDd0KL9h6cs6kCh6psyJfiICKTawwLyJAv8AekUfRz2a8f3zA3L/ALHN2Wn0XtskIbfbLPEOl0E7JfKGSMhx4ucPjXMTdYUTrxq/cvG+bYP5ZNzAi7VOnFWKCkCPIaVM3AFFGwqp9gN80e4tniKZjk7j5Yl7jm99M635POWC2y01vcyqEbQZaeZhZNEHbg7B8wkie4A4G0DuV3S1k9NIJqV7mSDqPxjgR48hZurvLmJCOQTtVZlAlEkSEXcwh2S7R4sUoAdwVB44ZKMgVMHfwAZUC/QYc1zduQeuNW59krIO4nOJa2YPa5g6G7TGvD8deG56lOqbWUPNAVkT+dA3lmCCevBIx4t6xrf+Tlus3ijqiipUo04+AXCCoOJ5339AD3wpCkYFMPbsVAPNAf8ApogPbJhpbkasVmxV35wrqwb9kjZgb+oTl/jedn8AHesXcdVVlV9jogYYusb3ny9Hk39qhP1K9v8AIHTXTW3bKRU7sKFldhzdH1hLy8m4nUn8bSLpKK/VOZi6kO6jZCxRjAYhY5BDxN5JQoCBjFENu6NtGhqmt7sssNtdUQ576nEOWkbt/NdI7eC0zymXG+09AKWofUNhlIB2y7eCCfuuvs6Fo95tlaHW4r7MHtu/WLXHLrRk2/fyutdeutZbDpaDpRZZrT7HeFbpE2mPjjKeMrVra0ay0de7lEiZXDJZUpfGusYfPXogrZRS2GG4PDRVtcW56SMZHm+dbs5FbhVx3mWiYSaYtDsdAOcfD8ylf1vendy26gz7glYeI0trGFtPFqxbutUnJ7HtKdeKwm7g/wBCylGfRDRzXLKwmvdH+snai6ThLyQ8KZTkUKoIBD+RXXunrFaai33iUxueWbO7IIG2HZxw4hSXlZ0Ze7vcoa61xh4aHbW/BGdnZx18Cogbu4M+098waNN6L5K88OObXTt8ISP2AhDPtf0Mk3AmUIZ/FTS+iONtWt1iinqRBBWMWcgwe/2twHlmMIbXOveTO1yOuFOWmqxxa0lx987HlWthozX9xY2imDu5+pxw0e9GVfJ09OIOvOnNxj1pxeoFgc3P6m5KXt+wdgPGCcQ4v+yLQs3VsdkCHScvE4iOSbsmsfHtfOXUQjWDciqyywKLKeadeco7dUanjrIxs0cRAYM5w0H4yck9pW/tG6Ddp7Tz6V52qqQEuPWSPiG4DsCh10uOEO9eG3Knqq7o28pRTU7mZyCjdnakCqWZacli11rs3kPbVAtLFSKjywj/AOS9oRvZIqjgBV80vi+YAmm3KHyj2K96ettFbnudUwxjnQW4w7YjG4537w74FEtD6EvFpvlfV1zWiCV55vBySNp53jo3EJx+4Q711d1rucPUGs6lFHQ3Ibjuhq+iEjbMs8u4WJL9K/3+Wq2aKQRjmH/toZX9dB0qP9p+b+uD4Wo+UexV3JpTWKne43VhG2NnDQAJODs7z3zejr6ksOg7zR6+nvEzWi3OB2TneSTHxHRwcs/9TPQ+heUHAvdOl+Re7aBxxp046rEpUN37NnIev07X204adbvaI9ln85IRbEzGbfgeJdogsVwqxkFyofr3liEW5C7tcaLUOzRxPmjcHBzWgklp4nd1cfJ1KRcsNsoquybVVIyJ7SNlzjgbXQPLw8q1rOe/E7rFQHRklJTlNza40bN4FcbKvoCR0XGaKkmt6l+RcPN7G15q3USi+x2lApzuc11Sqbdzyse5evnSzoY9r5rRc5U3rT2PRTWx1xLqaF7Kx5IcXDBG4k5478jH84PliriuDaENnla6lYBsgHOd4A8m/wDniNgqk8cIzmf0GuO/EyQn29VU3P08+M8TB2R4gq5j4K51zX2urtRJWVbNymdLw7K6Vlgo8IkHnGbFUBP5/hzztfNYQaU5Un1lRvgEzg4dODlpx24Jx2reln0vNqTk7bSw7pjE0tz1jBHkyBnsVQpOnr7QTtvgmv0xtobK4t0LizrWpLR1btLOzMpe/bgiqS9PZNWagWsMMk4kWVAb25jGh7w/jIV41jWhQXM9BIGS+1Dyi8n0VQLoyfNQ/j3py3PEnPT4id/nGuBoXW0kJtz4cQN4bxg44AY6PGB8yuZ4a8W916M6PUfwT2QFJJvOO498ndSEUr9jUlKUtLbSn9vO6Ot9UJ4xosRoMZdWAPFBa90VSq9inAoCbSeoeUOx1HKHFeKV7nW1kkRJxg4aGbW7PYcda23Y9EXeHQ8lrqGBte6OUAZ3ZcXbO/yjPUuf6M3GjanAfg1q/jnvJSqH2DUr1suxSRqZOKWKB9wttuezkV5EmqwjDqr+5uA8wvkh4D9w7j8csOUHlAs951VDcLY5zqRjWDLhg5HHdvV5onRN0tWnJaK4NDap7nHAORg8N6x70BeCe+en7pfdeqt9DSFbJsrkfKbTr31CWRazsQrb6mVGARB+5WiooWsh79CLeJICHACeEfF69gmWqNb2jV99oY7I572MYA7abs99tE9Z3Yworp7SNz0xZ6yS7hjHOfluDndgeLpVd3stggHC7mQHcO48x5T/ADa0zOz0RZAt9L+QfjXDkLB7uqD+GPiWxXnjBerkwiYRMImETCLreztwV7jbo3ePJO2EQWr+itUXnZzpm4P5RZdzUq8+lYuvon7lEXljlm6DBuUBATruSFD1HNo8lFhdfNUQQ4yznBnsHSfIN613yk3pto09NLnD9g48fQPKdy/mdbF42WOU6Yr/AKjeywcSl+5J9Q+R11F2GRTH3ySh69qvYl6vtkaqlICZm1z2PZFkHHc3cXNe9CgBRE30Ojla2rFHHuYyLOPKAB5APhXh18bnUxqn73vk4+Qk+c/Ev6hMkuEnH1SQSADfKlVrj8BL2+d77DsnHcOwAHr5v3Az5ycpVPzeq6iOMY+yO3eVe7dAz7em4ZHn/lj4lVn1UeqJr/pg0bVzJCiI7z5H7mn2AULRbWdcQjw9DZSZG1luk8+joqdkIlm9WIaKhQBoqd/KqHMmmskxeFLsnkw5HhqendcLs50VAAd+MkuxuAz1cT2bukYgPKHyonT07aG2gSVhPDO4DO8nHXwHb4iu3dNjqWaz6oup9g7N13pXZWmltWT9eqtvY3N/XbDVX1isEW+lxjqPcIZyzkLEaDZNEzvxew8SZIr1qJCqeYfy8RyrcmEGiOanp5myQyh2NxDhs44jgM53YJ4Hh05Tk35QptXc5DPG5k0WM7wWnOeB47sb8gcRx6J/ZolbjTCLDW2+Pemd6Rwx+0tfQFpMREyDSWXbGZWONIPcfDGWSOO0nGBAOPiEia5UziAeIpg9MlOm9a6p0jPz2nq2anBOSwHaid+XE7ajd1ZLcjoIUdv2k9O6nh5m90kU5AwHEYkb+TI3D2+IOwekFR448cHIrjVtCVtlE21sN5ruRhZFslqmafHUiEJ565ZilNPHLFyyjZgrBkmsk3ItHFcJmUKcXBxKIDNtbcrVTrzT8duu9tom3tkrSatje/MbQ7MbQ4OczacWlxbLskAjYGd0T0lyaQaNvb6+119W60PjcBSvd3geS3DyWkNfstDg0GPaGQds43wR6l3LHeUa7k9PVOm3zV+t3B3EPObCkoiSh1dllVSVSdxNcmiEBohU10PGVYqSwun6fcqoJICdJTb3IRyb6RqYo9TXOpo7jfG4fHTNe14pcEFr5Y+JmBwWkt2Izgt2n4c3VnLRrfUQc/TlLS1NJZSdl872Ob3QRv2Y3eCI92/B2n437LctNGmeuF5qWwN0Dthe5bE39qtZfuFjptWv0e3Ob0IenTTqvyiiJfh43BLu18z6RBEv0AOeE/Rx2HnrBYtTMb/R6uamcesTxtlYD4u534/KPWto8mNVs1dVRE+HG14/UJafljzLZvz5xLcSYRMImETCJhEwiwJufVRLayUsUGgBbKwQ7rIpl7DNs0S/2gwB9k/QIH6yb4nAPLHv8wS+mvQ/ctUmh7gzSmo5CdIVUnevcf6JK8+GOqF5P2VvBpPOtwecD9A8tXJRHq6idqOxxgamp4++aB/SY2jwT1ysH2s8XD7Gc94WQYEBARAQEBAewgPoICHxAQ+ICA59IQQ4ZG8FeEiCDg7iF+YVEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIpy8PagH/ozXlyl6gKdbijmL8PRF/LqF7/d7tSFMH+rL90MhOrqv7XQtP4bvib/AN3wL0jyCWEf8ZqSZu/dTxHzPlP7sA/lDrU5chC9IphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFRL1HdXsaZtuDukLGt46K2LBquHpWjcjdupaYFwVtMOATRKRIqruPesVVB7AZRYyihu5jCIz3TdU6ejdA85fG7d+SeHwg+RTjT1S6akdC85dG7d+SeHwgq1zi9sQu0NEa6tCjkHUmWBbwU+cx/Ev8AL1d/0GklXIfEir5RmDoAH4prlEPQQyJXSm7lr5IsYZtZHiO8ebh5FFrnT9zV0kWMN2sjxHePNw8iz9mPVgmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRa5/LvvAcu9gulwEhWtoqswI9h/tK1frcoU4fER7pq982RZ/slnjA6WOHwuC2DafslpjA6WuHwkLYCvF5reu6dO3q0PyMq9Xo1SSeuS+FQ6pA8JWzZmTxFBy8kHChEW6YCHmqqFKA+ua9gglqZmwRDMjjgf59g4lQSGCSombBEMyOOP57B0rXj3Zyn25uuzSMsWenq1VGChloep16Tfso2GjQcpN2rmVUYHb/KUmdVdMFHbjv+vK+BIEyCRMNi0Npo6GIM2WulPFxAJJ7M8B2Do454qf0dspKOMM2WulPFxAyT2Z4DsH+atE6em6rTtHXlprVzlnc/N69lIpFtMyK53Um6gLA2eqRqEg7WMdw+cMncQ6KCyhjHMkJCiI+DuMW1FQxUtQyWABrJAdw4ZGM46s5G5Rm/0cVNUNkhAayQHcOGRxx1cQqPfbG/tZOi/wAO3WX5P/J7JDya+zsv6I795Etd6q9j2fnh8l6//9KUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhF/PD68v91P8ASs/7oOnH+WbcMItuPrlw9MnOkF1E2V8RYOIRDizs2YYEkipGbludeiRntcrJAt80H7fYMbFqNRD5wOSpiX53bCLTQ6JPOva/T99nN6oXI6gfr1mo3J6Iq+kV5NmnJREDtPb9P0Zrt5Yys3pVo94NNazbCbM0XIds5VaJpqkOVYxRIqcY3bXDu/8AC+5cq9wdUnnen1lnc1Y7nUqu3dbNe69arxF1Wa16syWxUKm4ly2G0VNmaSbSzG2MGEOs9bthaf2KsVQitk5t9Tjk3y29mU4k74tG27/C8hNZ9SiO4x7E2rTbXN0yy7Gjqvx33ncIiUsb6svItw+fyNXmYEJIxzmK+k2B3hw8xTsUizPY+jbu7ZPRPrHVq2L1CuYUtzU13xIgOSOtWQ7SUS1bSdF6/qDSxU7X8Ci2Yt79GXD9CKHSeKTTWcbArPrnUcNXCplnS5FkGoWPZfXG9ng2VyR5DclN703dnTKo/NWt2l3rqwtoKH5UhU9C0raNTDerMGpy2Zg6qpmURIiUSLvlgfOVR8x0IiRfB7Hx0/I/aFOcc/leRG+qrIaD5UbQ103481mzoM9D7BTf8daE3GyXusGbmXk7A3DahzEVKoUANEsvT9bHuRV2dFjghMdRDqX9SrQMxyU3px20gK+2bTuZLjrZoyl7E2s3Y78dRNOobq0ysFYmjCmIy80tJySCrN2i9OxbpGQEwkcNiKxXoAX7kRwh67vKnpPud+7D29xsrZN9wEPX71NPZSNbS2s30bZKPsSIiHjp0zqVskaqCjKYJGeS0fHdCKpFRbNDoEW0HxB6ZG7uNvUl5j84rpzHtW3tX8mWF0aUnjdKRVuawOnVLRsKqXNivFP5XYlgrzoYWNry0eT3SGjhEjswlEhQMmYiuUwiYRaxntUtKptK6KHJROm1OtVMlm3npW5WQlagouCLYLfZNzVt9YbVNli2rUJayTr0RVePl/MculfnKHMb1wivP1dsWlag4V622vsiwMKnr7WvGGlXy8WeUUFOOr9TqerIydsEy9OUDH93jotiqqYCgYwgXsUBEQASLQP550u08wOlR1L+t7vyJWi73zI2voTVXD2jzyiJ5XTvCHWnIulRtZZtWnmm+TpPZk7CEeyQpEBF4eNCRQN5cooBiL+ifqJw3car1uZuuiuUtCpxDGRUIqUpwrkaIkMJBMAGABD0+PrhFqt+2V2uYhunLxwrjGOdzENceder2tmg2aiyRrRHQuqd1TTOpqHQScH8EvKt0FCACZzgs1IYpREvYSLrvLmc9pY4ccdbJ1JbJy34szlc1hFRmztsdOuu6EqwUHXurVHbE0tTYXaxoAmw7c/oUa+A0ssnPMFwQaOTs5F2VNFJci2Z+EvKOsc2OJPHvldUIpxX4Te2r6zffqcduSvXNXl5JoCNlqyz8iTdORUrFkbO2AuSpplce7+YBSgYCgRa0HtN+4axx75pdBDfF1Y2KSp+meU24to2mPqMK4sVoe1+iTHGSzS7WvwjYxFJOWXYxpyoJCdMgqCHjOQniOUizT0k6dvDq07jQ60fKzbsjH6gGasVW4N8INXbTk3WsdR1ulWSShzXXfTGsybSIum3jyzRRwLOSQMZNwJHa6SSRIthHEUTGvG229QT2jHqy8X9tck+RFV4j0XVvGi7XbRmrtr2yixuyna2j9ENoKnPpWIfkf1igHlrDISsw0iDMlpZ+m1FVTsQwiRYVsPBW78W+uJr/pDcYuYHKzTvAHm9xeR5Bbc1vDbisEtbaxFUiQ3AecpGq77YzStlox7zMacbMpGWZrklF4KcetFl1yJoAQizXyB4rxvRH6tHSOd8Edpbtq+kue+7rBx75F8f7/tq57N15YUSTOs4FvbUW90k5iRUsAobOVeJrrrqLMX0WgLY6aLh0ioRbpmEWrxtOWe7O9rI4x0+z+Mle419NDYWw9ZsXHq3PdNk2K9023WRgVQewOpCsWAGCgkDv4IsPuCIEXQ+q5pDlrw46vXGDrScc+NGxOY+pYDSMlx45KaY05HurDt6uRqqN4Yt7tWK5Hs5KWkY1aIuDVwQzZou3QdQSqT5Voi/TcJkVTHVU578meeHNPopXsvCnfvDfRVR6gGrY3TCvJyAJQ94bo2xJbU0q4sExFa8IZ26gqFRGDSNbN3xXC6Mm9lzgRQ5m5025F/Qqwi60tS6c5trG/uKnWnF7i4J9V4y6rQUWrbY6tSbxrIyVeYWM7U0wzg5CQZIrrtE1it1lkSHOQTEKIEWrP7HL9qt2Z+G/u3/ADeaSwi2vcItILgnwxX6nXUo65euOVPInknM8V9E825ZrFca6Zum90eoXGzWW77mawTu0y0BMNLA3qGvoOqqpxsFHOWbJV5Ie8Kh3aokORdG438GL4l1leYfRFZcxeWEZ0zKTp+pcxFtQsNyT7a7TLB1EashmelW200xG51jWzq3bqWcS7SMcNBm2MExK7Md0UXQkUmdU6Rf9IT2hPhpw64pbV3APDDnroLb9gvvH/ZuybLsqtVC9a2o+3bS2sNKXtT1++j3YyOvYgxHSx1pDyncg3O5UbqpJIEUr7dsK/Je1d6u1qleLenrpz0uZCxOKCnZZolKXsBdgbFQLOrVUr0IJWZBFuQgOjICuBSFDxdgAAIuG610u81R1d/Z290U3xN7vO8ndw6AmzNfRzL6521+g3RbCg6AB8arGDhLzKqAHYSEF6cw+vhECLaHwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f+rPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuSiJiTgZFtKw7xZg/aH8aLhA3YwfQYhyj3IqioX0OQwCQ5R7CAh6ZiL7YbPqa1TWS/U8dTbJ24ex43HqIIwWuad7XtIc0gFpBAKydnvNzsFxiu1nmfT3CF2Wvad/aCODmkbnNcC1w3EEHCnBrTdMRcCIRU0ZCHsvYqZUzG8thKn+HjYKqGHy3Bx+KBx8XcfmCf18Pzo5XfQ+X3Qckt608JK/SOS4uA2pqYdUzWjvmAcJmjZ3fZGs3bXuXky5a7PrJkdpvZjo9TYAAJxFOeuJxO559ycc+0L9+znHPOS3omETCJhEwiYRMImETCJhEwiYReQGMX4GEP4BzsZLJH4DiPEqFoPEL9FVQficw/4xzmamocMOe4jxlcQxg4ALwzpySc9K5rzBVQA7AcwB/Dnc2pqGjZa9wHjK4FjDvIGV5EVMU5TCYR8IgPqI5zhqpY52yucTsnO9HMaWloHFUF8z+htZ9yc1n3UM4Qc4r9wR5LWyHbxOyXsBUVrfAWxZGvMKm5lo40dcKe6gxmYCIaEk2DlKUYP3bcjoCIOPGc/vPkv9EzZLTpaHTWpqbnoKduGODgCBnIBBBzgk4IIIG7f0asvei6meudWUT9lzzvGFnPphdIGudOzYW9eRexeR175e8ueRbVWK2LvK7wx62JIB7OtLTNxcZFO7PdZp6/sljjmTiSfv5VwK4RrQqCDQpFCqw3ls9ENTa2tDNPWSEU9rYc42touOCBk4aAACcADpOSd2MjprSL7bUGrqXbc5HVjA49vnVv4KHKIiUwh3+4OeOm1E7CSxzhnqK2GWNO4gFBUOPxMYf4RHDqid/hPcfGUDGjgAvHxG+6P8ecOckAwCcKuB1J4jfdH+PAkkG4E4TAX6BjFHuBhAfvDlWyyMOWuIKFrTuIX6Kqg/E5h/xjnN1VUu8J7j5SuIYwcAF4fH450kk7zxXNMoiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLgrJWK7cIlzA2mFjZ+HdgHnx0q0ReNjGL38tUpFim8pwkI9yKE8KiZvUogPrmTs96u+n69l0slTNS3CPwZInFjgOkZHFp4OactcNxBCqCQcjioWXPgVqqQXVf1X5ehSmMY4wjeb8xqHf18DR1LNZNwQPuFUUEP9WAemej9Oeik1vSRNpL93LUkbueMOHeN7YnRtPja0fkniszb57U9wjubZGt9vGflNIPnb71dWrWiKRrR8CjatKEm0PUkjOGUfP0u3oCrQVwBq2EfXso3TIJgH7IQyQ3flO1FrKl2Zaxrra7jHDhjD2Ox3zvyXuOOoFbLtNsssbBVW8NkPQ8naI+Zp8QB61zG2NS6y5Fab2Px83PELTms9pwBoGwtmi5GkmwVSdNpOFsME8URcpsbDWJ5g2kGCx0lU03bZMTpqE8RDZHk/1nU6OvDK6E96DvB4EHcQewj+QsPrXSsGqLY+kl8IjcekEcCPEVqD7f9nF21SNiuY+pcotIvdWLuhcRVivUdsCt3w8KdTxdvqUgaraqzJSbBIwJqAWdakVUL4vCiUxQD3lpnXtk1RbBX0Tvsg3PZkFzHdR6cHi043jtBA8l3Tk5v9srTTPa0x57128Ajr4HyjKu44P03SXTe0w60nrGPkNiS1smkLNtnbT4zeDnrxYmrT3BgDSEIEm3h6rX2ZlE4yM97WFAV11VF1Fl1Tm13ym6arNdRtjpqwQMjB2WOZtNJPHJDgQT0nDtwG5bX5PLfDpMGaoi5yd5Bc4HB3cABg7h1ZHE71Y9Rd30S9GSaw80aPllewFhZgCx8ic4/sG/dVRo+P8AH5qCqhgAO4gGeTdRcn+rdKh01XCZKEf86El8YHW7cHMHa9rR1ErfFFebVcyGRuAmP3Lxg+ToPkJWWRcLm9BWUEPuCYchBmmduLnEeNZcQxDg0eZeruPfv3Hv93OvJznpXPA4dC8hUOPoJzCH8Oci9x4kqgY0cAE8w4h2E5u33O/plNtxGMnCbDc5wMrCXJ7jVqjmbxy2jxd3UEuhRNoRbButNV1ds2sdWnYKYYWOr2mAcO27tqWSgp+KbrgmqkdBykU6CpTJKnKOwuTrWcmjL0y5MAcASCDwIIwQfGD5Dv6FB9daUZqq1PoXEgnBBHEEHIPkP0KjMns9W9bVrGicX92dXrct/wCEmtrE3mq1x+htYvIYAYs3jtyzjGLia2zZq9ALxxZBf3FRZhMNI9RQxm7Qni7B6aqOX3TkUDqqlpP/ADBzel4xnHY0E9vAnrXn+HkWv0kwpqip/wCCB6GnOPK4gfDjqWxZA16rUKnUXWtAiiV+h6yplX17R4JFVVZOFqNLg2NcrcUmsudRdUkfDxqKQGOYxzATuIiIiI+SdVahqNRXeW5zHMkjy4+MnJXpjTdjhsVsjoIh9jYwNHiAwuR95cdu3nKdvueMcjvdE/DbdjxrO8xDnOy3PiXgKigj3E5hH7vf1zgXvJyScrnsMG7AwvwVDiPcTCI/d75Qvcd5JTYaNwAwsOcl9a7P3fxx2tp7Te97Hxo2ffI2BjqvvKqfLA2Khe4W+vTc06ivkCeq8yVeZr0Y7jRM3ftTlI9MPi7AJR2Nyb6noNMX6K53OLn6dm1lhI35a4DiCNxIPA8PNBNeaerNQWaS32+TmZ34w4A7sOBPAg7wCOPSsC9OHgFr7pncZHnHukbAmdrzNrv8ts/YuxpqEb1j6obXKQ0DXEkYasN5SdGv1+MhKy1Ii3VkHyxnB11jLD5oJpyHlU5ShripZzDBFTRs2WtznpJJJwMkk9Q3AeM4Tk40CdIwO55/OVD3Zc7GOgDAGTgDHWfmU2s0stsJhEwiYRMIv3KoqC/abuRK2nenRTuPUC5ULc+YW3IeBcxrYT+/PtY6jXjL5ahapo+JyqopfFam1FMoeFVF0qQe/fwm9g+h20/zbZr1KPBZhp7Xf5bS8ucud7L3RWqM+E7JHY3/ADwoydePjC04iez19OrjeizQazWlOQmnI68kQKmBDbHvGiOR9y2w9TOUe5kXuzJV8cnqY3lnJ3EfD3zc2mdQNvOpq6OM5iY048Qc1o+Bap1BZXWuwUj3jEj3DPjLXE/CtiTdnKfUXDXg3VeX29JAUqVU9E6ukYeCauEE53Yt2naLDqVLX1TIqKpXU/apIwEKfsdJo2Ks8XErVusoTz9V6BqtUco0rA3FMJnFzsbg0O3k/wA7zgcSt2Uus6fTuhI3bX2cxNAHSSRuA/ndx6FqFbiou2S8COW/XY54AQnJjnEiz42cBtXyJFkIvVOstyMZOAnr3ART0xncURPj1HWRnTO4AsmwKrMqmXdSjd2l6et0dDSOisFrwKWmHf46x0HtLsF3bu3YwvPddJV1TZL1ccmoqD3ueo9XYG7h2b+nK2Ouhzxec8aOldxpqqsX7nd96s5Hkxei+T5Szh7t4rF7SBcJmAFk3DTUcZXG6pD/ADiLInDsX7EPLXLvc573qAWej74QgMwOseF/iJC9FcjdvhtNkN0qu9MpLt/V0fAArIoiYolhsT6mV3ZmuLBdosy5JOmQl4rErbI5Rr4veUn9dYSbiXZqNxIPmFURKJOw9+3bNPTcm+p4KUVklPKISMglpA8+FtKLXunpqk0sc8ZlBxgOGfNlci8j3TBUUXKRkzgPYQMUQ/4chdVRVFHJzdQ0tcFLKergqmc5C4Fqra6gPVU449Nm3aAp26qXs+/Pd8t7i9RQ1Izrk1YKfHVl9WYqNkZCu2CerXys3s0rYFkWxWzoFgGOX7EUN4CG3Ryf8kk2trTPcIpY4zEWgbecOJBJGQDjZAGdx4jgtT625TItJXKGikifJzoJOzjIAIA3EjOSTjf0FWUSTX3RcCCkq3EyZFBbuATBw3E5QMKDgqSiyRVkhN4TAUxigYPQwh6jqC70It9c+mBBDSRkcNy2jbKw11I2oIILgDgrkarEQ8/ONYWfi42bhZNCSZyUTMMW0lGSDVaLelUavmDxJdq7bq9+xiKEMU30hkP1JVVdDZpayhlkhrI3RuY+NxY9hErO+a5pDmkdYIKxmrY2TaeqYpGh0ZDMggEEc4zOQdxCj3uzpJ8L9xmdyDGhPNQWJ0oKxpnUT9KsshOCYkSRNTnrOXo7dmCnYxytI1osp6/rod+4ZTR3op+V/SQbBNXMu1A0Y5uuaZncd559rmVJdjcNuV7R7UrzfcdDaeuGXNiMEp6Yjsj3hBZjxNB7VHDiZ0stncOeVdR2zU9rVjYmrzRFsrdwaSEVI0+6oRU7BPRjQaRiStig5hJlZGcedY4v2pzJlMYiPcALmweVL0TGm+VvkxqtLXS11NBqXnYJoHNeyenL45G7e08iKSMuidKGjm3gEgF+/KxFj0XWWC9x10E7JaLZc14ILX4c04wO+Bw4Nz3w8Sn9zF5RWjixVKfba7oq9bwZzNjcx9oQpaMqH1HV5pGrOVp+SfMK5YWqBlHx0EUEnXuqS/dTssUSdh0XyS8mtt5TLpV2qvvdFZZoacOhNQWfZ5XPAETGulice92nOczbLe97wh26UX+8zWWCOeKmlqWufh2xnvGgeESGuHHAAOM79+5Rl1t1l+Ft2Mk0tU5eNRSom8hZnfqa/cNU3ZTeBRIJSlKWxsiiVQBDzHQNQAA+eBB9A2NqH0IvLBZgZbZDRXWlxkOpqhocW9B2KgQEnHQzb7CeKw9Jygaeqe9ndJA/qew4z42bQ8+PIrFdZbh1VuiEWsepth1DYkK1XI0evqlPR80SNeKJFXIxlUma6jiKfGQOBwQcESV8AgPh7CA5oHUektT6QrBb9UUFXQVjm7TWzxOj22g42mFwAe3O7aYS3O7KllHX0Vwj56hljljBwS1wOD1HHA9hwVkjI8rtMImETCJhFWpspsizv1uQbkKmkWdfqFIUOxSiuqK5ylAPQpQOoPYA9ADPrtyRVlRX8mNiqapxdObbC0k7ydhuwCT0nDRk8SV8zeUylho+UC709OA2IV8pAHAbTtogDoGXHA6Auj5sVQVYyt+36FR7jQaFYJpJvatkSa8bW4pPwqrj5LR0uD9+XxlFnHuXbcrNE4gIrO1ikIUQKqZO4ippponzMH2OMZJ+jt6fF5M5OktNdW0k9dTsJpaZoL3dHEDA6yAdojoaCT0A5Ny3WMTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCK37TtXCoa1qUMZPy3XyWlIyACHY/yjLCMk7IoPxMZuo58oB/vUwD4BmpLvU913KWYeDtYHibuHnxnyr3loGzCw6QobeRibmRI/r5yX7I4H8ku2fE0LJmY1TBMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIoi82NPH25o6cLGtvPtFHMa6V4pC913PyY2XLMxSfbuocZGGUW8tMP7Y6SR+4HbMWOs7jr27R+xSd6fLwPkPwZWWs1X3JWt2j9if3p8vA+Q/BlQP6ae3VYW62DTkkuIxdybOLHXEzm9G9mhWgGlEESen/AD2r7cVDj69hjyAAfOEcz+pqMPgbWt8Nh2T+SeHmPxrOajpA+FtW0d8zcfEeHmPxq6rIQoamETCJhEwiYRMImETCJhEwiYRMImEVa7PqT6qLz1s/CmaFlF+5w9bh6vejvOzGW266QXlpzX7w5z+6oKLRUiwbR5g8JjS7Z00OJlVm5Cy12k631NM1BHl2XOLmY3iLgHjp4gl34JDuAKwwvMHpq62uwNwAd1v4lvmIA7QR0hWUZElmUwiYRUjdS7WbyF2VXNoNWxxhrpCoQkk5KQRIjZa8U6aZF1ADwpi+gToeSUfU/uqoh6FHtOdMVQfTOpSe/Y7I/JP0HOfGFNNOVIfTOpie/Y7I/JP0HPnCwxvflZJbf01qHWpAeNHNajiH2Cqp6Iz03CJBD15ykqU/iWQPGkO8XIYoF97cAAB+slMN7QWltHWzVO4hx7zsB3n4dw7B2q8obW2krJajcQ4972A7z8O4dg7VndDSsZqbgJf7xNs0/q52wzo73zlky+8R9cd3esvq/DNjHDxJA4YJfKLgAApjqHIQ4D5BBCwNc6r1BHAw/YIS7yu2XAnz7h/mrE1jqq+xwMP2GIuHjOy4E+fcP813PpYNFu+7nwgINxDXjQg/sVFijdVlAD6O6RDF7/7MM6NVkfYG9Pf/APaunU5H2FvT3/8A2qq32xv7WTov8O3WX5P/ACezJ8mvs7L+iO/eRLV2qvY9n54fJev/05R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEWid7QJ06uqJt/rF8a+c/Bnim93nDce9a8b7RXJx9YKGzp6+1NLbq2BstpWrHDTWxqNZn0SVVWNF4Vqq2FZs4EiTkincxCLHXKfRHtXvWLpzPjDyK0Tonh/wAc7BOQr7YZ4W0UilU6w/Ism3k4gbuiw27vjdFkioaSaEfJR0a2Bgs8QRUXTMok3OmRXmWHoFa/rHQv2R0lNR3RmtebXCIbBW3LZY9WIaXXktEW+sbGbWufj44ZZev1OZl6YwrxU0gfuY2tJplEXjlEVFSLXR41UjrocLuGv6nTRuiDrm57uq1jt0drPmfZavpDZLCvQ9zvsldHysm5tUbYtW3Z4yfTz5KMk5WfRYsmCrdNwxUBt2ORZf8AaHtLckNE+z0cMahy+mNXzXJiT5/Ua37fW07rvW+s6HGWCxaI5YLxlajoTVVSpdRk31UqqMfGPZNJmIv3bRRQiqiHkmwi6NXdndfGwdGDSnTn1R0+Wm99Y8kuK2u4HVfMjX12ZP0keNW4KpEWFvre31GTcxMXTbxVanPqVNxKy76OYpsW4KpN3HYkgqRX19ProybF4jdCbkf0/JearanJjllpvkzIbCfM5AHVPr2498adV1lV62lNFRN77C0yDhoNi/dJAdBd2g7XbiKSiYiRVlezK0nqsdPSzTHAXfvTXv1S0Ns7euwNuXzlLYrZFxkVq2SQ0rHwLeNYxsalPQWyoq02HV0IwaOI2TTBA8mqsPnplDwEWR/Z2umpzh4b9SXqI7q5L6AsGqtX7jh7u21pbZaxUWXZ2peU3yFsYJtGdYtU5KtBc14PeQF0ggAF+aPY/wA3CJw36anOHW3tOnJjnJd9AWCA4p3eY5BuaruFxYqK4hphC4VJhH1tRGFY2p1bUQlHiJiEBWPTEgh3P4Q9cIrmuH20urXZupVzKonKvUFbqXT4q7C6n4mbFjoqltZq3vWmw6myqBJF/DXWZszoHlEcybg3vsYyATpAJhKcCkMRXN4RMIqM/aL+LG/uZfSw29oXjNriS2vtyxX7TEvC0uJk69EPX8dWtkQU1OOk31ol4OHTLHxbVRYwHcFMYpexQMbsAkVirnjVUd48IYnilv8Ar0g4p98461XUW1quymXMPJiyXo0VBWaHQnYJ0VyxdJLIqJee1W7lMXuQ4h2ESLVP6rXsrPEaocKNjTvTV4x7KtnLlrP68TocIrvGxS5HMI5vEG3vSgsdj3FhU1fdqeo8UAV1SnL4e6XdQCgJFc5WuFNq6Q/TH3TWOkJx7aXHknNylH2tB6b2tbJ69wVt2tYXmp6HshR87ndjUpZszjNdQTtyi3QnWLcjlkU5fMEwpKkWNuozwT5X9W7o061oG1a9TtLdQWCZ6p5Ix9NaOPkmjVbkjSYuXaTtGbvxsV3CHYS1etMxFsnR5V+i0eOUFllzokUNhFXTyP5J9fbqIcT7J05XvSMkOOu2t0VhhqPkJy0vu5a0TQsXUnCrJnsS01CJZxCiIIW2PRXIZCNmbM4ZNF1SMkX6xkTpkWz9wb4sV7hHxC478T6xLrWKM0Vq6t0VeyrtvclLPOsmwurVZ/cAVXCOJZLQ8ePitvMUBsRwCXjP4fEJFUj1j+HHI7ktzz6HO1NM6okth614vct7Nf8AkHYWkpV2THXtHkbXx6fIzMsxnpqMfyzRywp8mYUmCDxbwtTAJO5iAYiwZobhDzD6RPVLsanC7TVg3R0l+ck2a3bb1VVJ+ox7jhhuF26bsHt3qVZstkglndMQOukf3eISWWcVoTsTN1nMHFi5IpB8POIPI/XHX76rnLi7aulYHjpv/TnHOt6f2e4lq04i7tN0zWemISzMGMUxmnVkYqRMrWXyJzPGTZM5m4iQximIJiJu/iDyPtHtIXDjmlA6ulZHjBrbgNdNSXfbSctWkoiA2JJz3I92xrDiHcTSNpcOnDe6RZgVQYKtgB2XuoAlOBSJ1h+IPI/kdzn6H+1NKaulb7QOLnMeV2RvuyMJatR7bXVIcWbRT5Gfkms5NRchJtztKrIH8uPRdr9mxg8HcxAMRbBWEWuF1Rqd+lp6unR76lCCfkU6x32z9OPfkkIeFu1iOQcNbv0v7+ScE7AxhIfZFkmF3blcSoJKA1IJi+Z2EiyT1QbF1ieOfLLj9y14J1CT5g8RIClv6dyS4Gw0tRahaJewiraysdnVW0S9bf290o6aWKPAqEao/UaPYJIyjBZq7XOgRRI1Dx86gHVo6lHFfnZzs4mOeCXE/p/trNZ+O3Hu8XqKvW3Nn70tB4tb6urISLj4Ratwtfk63DSIe+sGJ0loVq2aleFcvXTcitb2hujqbQ3VQ4+6X1rx01zYemTaNUyE3vjkXItjG2NSdnpV/c7phXIRz+i5ElJGrz1fp6Bg+pGS+ZKr/wBkF7+NsRWoYRa7nsyfDjktwd6e980/yq1VLaf2RLcrtq3+Pq0zL1iadOafP0vVUZETZXdTnJ+MKg9fQDxMqZlyrFFARMQAEomItiPCLX16PHEHkfxx5z9cDam69XStCoHKPmPFbI0JZH8tWpBtsWkN7NvV8tPxrWDmpSQjG5Glqjz+XIItF+zkoeDuU4FImkOIPI+r+0hcx+aU9q6VjuMGyeA1L1JSNtKS1aViJ/YkZPccHb6sN4dvNLWlu6bt6XKGFVdgk2EGhuygiYgGInMPiDyP2P1++lHy4pOrpWe46aA05yMre4Nnt5atN4ukzdz1nueErLB9FPpprZHyktK2ZiiQzNk5TIZwAnMUpTiUiWfiDyPfe0ma75rNNXSq3F6G6dr7TcntsJatFiGmy1brepNOqHhzzRbUd2ZhKt1POKwM17KAHm9wEAIumb8p36dL2jHiTSiJ/KusulRxVuvJG/LCHmRzLe/J2R+o3W1MeeHxGQnE63VYq2NBHwgZKMN6+glMRbHuETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLUC9tW+1ZaD/D/ANWfk68qsIpTZrpeQUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIgD29Q9BD1AQ+jBAIweCqCQcjis+a43jO150zi7K6VmK8YyaBl3AitJRaYiBAWRc+qrpuiHqZJQTm8IdiCXt2HzJysehy03qminvOkIWUGqQ1zwyPDYKhw3ljo/Bje/wC5kZsjaOZGuztN3/yb8ul+07VQ2vU0r6zTpIaXPy6aAcNpr/CkY3pY/aOyMMLcYM5E1E1k01UjlUSVIVRNQhgMRRM5QMQ5DB3AxTFEBAQ+IZ845YpYJXQTNLJmOLXNIwWuBwQQd4IO4g8CvdMckc0bZonB0T2gtIOQQRkEHpBG8Feeda5phEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL4JGLj5ZAW0i0Rdoj37FVJ3MQR9BMkoHZRE/b9kUQHLujrqy3y89RyOjk7Dx7COBHYQQrmlraqhk56kkcyTsPHxjgR2EELEc7qtQvjcV9z5gepvcHhgKcPp8KDv0Ib19ABQC9g+JxzYVq1404iu7MH3Rg3frN4+Mtz2NCndt1q04iujMH27OHlbx8rc/krDU/XCKlPE2aFRcpCPiMxl2KTpsp27gChUnSaqCpfX0MUBD7g5sq03yVuK6y1T2O9vFI5rh2EtII8RwVMo32+5w7cfNTQHsDh5QeB7DvWGLDx+1XYE1ANW04ZycB8DyAXVjVUhH6SNiipGm9f79A3bNg2rlU1va3g92OqIhxbOBID43HEnmeFYVGnLRUDHNBjuth2ceTwfOCoobB4yWyrlWlKoue1xSPdUzdBHyJ9oQvzu/uRDGJIAT0+c3HzRH18oA9Q3hpXlksd6LaK+NFDXO3bROYHH8s4Meep/ej25KiFy0rWUgM1GeehHQBh48nT5N/YvPWHI+x1JdCEugurBAJnBuLlcTHn4gpTeAfCsqIGkEUew90lh8wA9CnACgQaaz5IrRfY3XLTuxS3Qja2Rugl6d4G6MnoczvetpJ2gtOp6qjcIK7MlPwyfDb5fuh2Hf1HoNg8dIspdgylI1ym8j5Bsi8ZukR7prtnCZVElC9wAQAxDB6CACHwEAH0zyrV0lTQVUlFWMMdVE8se08WuacEHy+TqWx4pY5o2zREOjcAQesFfZlsuxMImEX73H7o5VML8yiJhEwiYRfuVRfmURMImETCJhEwi9qPYVU/F9j4y9/4O+dkWOcbnhlcJM82cccLX1518O+TfMzrkcFZ666ZtCXBDjlC1Cdb7L8cRM6+nZejjM7utyc6jGSUhJVxzeLsxh6cdvJt2SjxNgRREp0TFWP7Z0Zq7TmnuTOQw1MQuuw7MecP2nd43AONrA7/AL3IHTvyB5I1Xpi+3zlAYJKeQ27ab3+Ms2W987JGcZPe78Z8W9ZE9qUMNj6VzeRMPjGI5cailu/qIlKtTttw3j9Po7zAB6+nc33e2Y/kJuJuF5rZXHJdG4/42q+5Y6AUVrpI2jAa8D/C5QW4uQ+wfaCN48ebDtuAnKt0tunDrbU1Aa0eT81mjyN5B1rXlWZWdtLeUqonI/LT9kCkkYFFVIiog1ZkBs9m3DjNoaw1BQ6FtktTHsenNUTs4xkDPHydHW7fvAwteaXslZrC4xwO2vSqnA2s5wTjh5enqb1EruvtCctI82uoj0y+k7RVzM4JSXgLnshlXyJINK632nPIV9NdVggQEmauq9LUSVmUSJpgVNhMegG7gUttoCaSl0vUajryeckDn7+kNGf8Tjjxhd+tYo6jUMFiowAxha3d1uOPgAz5VsPc7ozTyfFvZutti8q4HgVra51RtqmvboC11KkvalFJkaIfUxSVLY/jkHruUrEerGGaslCyHuCyotjorFIsTROk47tdtduvjKU1jI5S7ZIJbnfgkjhg7xndkDORuO49SSWy26NbZ31IpXvjDcggHoyBnrG4gb8HdjiKFuIvQ56DW5dPIat1zz1r26eU7FGYmC8jdVchq9TtgQE2g5dvoGbr+hAuE3Fxlbr6SaAqFcIvXa4oqmLJJGMQyHoqS/al9MmxzUZjt7uIc0kY6cvwN/m8XXotlmsHcBfFVB9cOBDgD2d7/Pj6pAezo8v98cxuIO2Kxvy3y+1pvjptmL1/SdwWJV09stxpU/XhlY+Jsky+E8nY5esuGKhwfPDqPlGT9sksY5kgObSPLvpG1wTU9dQRtimqM7TWgAbQI3gDcM54Ddkdq27yN6muE0U9HWSOkihxsuJycEcCenGOnfvUt2fPHjvyA6jmzellZOMqG2rFouutNiL7WssPQb/ruvy0LUqfcpRd5AWiO+VavJVqxWmPh0XjL35UZnwgIIFL5hcdFoy+aU0I3UlHWuhfI3fG0uY4hxLRhwODkd9g473r6b2TVdo1JrE2GqpRKyN26Q7Lm5ABO4jIwe9BGd/Up52zZGr67fabry87Z1tTNk7NB2fXNEt94rVbt1/Fo+ZxzlKlwEzJM5OzuUn8igkKTJNdXxqlDw+uaVp9F6k1DDLdaWCWWnYe+c1pIHTvIG7d1rbU2rLDZJY7dUzRxzuHetLgCejcDxWU2lcsdckWkoLBUfcHBFjF7CHjIUeyqYj2+aCiYiXv9HfIvedFXaagmpaiJwjewjOOB6D5Dg+RXs94tF2pH0Qlb9lYR4j0HyHBUiWTxB+1QeNjeNFcgHIPwMH0GIcP2KiZgEpg+gwds8wV9BVW2rfRVjSyojdgj5x1g8QekLVVRBJTTOglGJGnB+kdh4g9S+rLPiuldXm7/rarWarUq27L17UrreUZFxSafaLpW6/abi3iFWKEsvVa/LSbSWsKMWvKNiODNEVioHcJAfwioQB2Hp7kx1XqaifX2mlmlpY8bTmsc5rSc4BcBgEgHGTvwsRV3qgopBFUSNa88ASMnyLq21OLOlttFWLtbS2vLyuoTwDJ2GoQ72bRDt4e7SeM0CaYn8Pp4kXCZu305mrfPyt8nr9mx110oY2nwIppWxn8qLPNuHY5pCtpW2C7j/iooJSelzWk+R3EeQrhdG8cNPcZ67OVDS9MTpNesNmdW6UjE5WcmQVm3cdGRSyyTuwyUs/QagziEQI3KqCCQgYSEL4jd4zrrXGs9e3KG562qXVVxp6YQMcY448Rte94BbExjSdp7suLdp27aJwMXtrtdttULobYwRwvftEZJ3kAcXEnGAN2cDoWC+Y2ieT24D6/l+NXJBbREtSk7R8qRKjaUPCXdedGBGOPPLMlXrUyUCWHWBAi8W98PviolEvcQNL+SXW3JvpMV9JyiaeF7paww7DwWCSnEfO7fNBwa7MvON2i2aPPNtBzuxj7/bLzX81JaKvuaSPayN+H7Wzjaxkd7g4y08SoQfLvW30mTtI1rR/J+Kad/eHrAYJlJHbFH4tkGDvT0s4ceEAAohHulBH1MQ3qObl7i9BvrE/8PUXrTdS7g13OOZntLm17AOv7KwdRG5RznOUW3Dv2U1YwdI2QcdmDEf8ACVZDxL25uPc+rnVq3npV/om7srZLV76kJE8sKkjFxzGIWQsrdKYjY902ZyL564RSKUzpIxW3jKsbxCUnnzlS0rpLSGpW2zRd4jvdmfSsl59mxhj3ueDCTG94LmNaxxJDCC/BYMZMtsdfX3CiM9ypzTVIeW7JzvAA77eAcEkjp4cersW3OUOgdDT9UrG4doVzXsxdmsk9raViF+2ZPWkSuybP3DiXTZLQ8Skku/SKUXi7fzR8Xl+IE1PDj9K8m2utb0NVctJW2or6Sjcxspi2S5rnhxaAwuEjyQ0k8212zu2sbTc91debXbJWQ18zIpJAS3azggYzvxgcekjPRwOMm07YFD2JGhM0C7VK8RBgIISlQscPZY4QOHcn9mwzx63+cAD2+d65HLtYr3YKjuS+0dVRVftJ4pIX7vwZGtPwK8p6qmq2c5SyRyR9bHBw84JUBdnqArsK4GD4BPP0/wDGiqKJv/jiDn1d5HYTByW2FjuJtkLvft2h8BXzX5UZRNyiXl44Cvlb712z8yibyF37UuPVBd2+xnK8lHPmsqpWUlipP7JNAn4k2yQ9jmbx7XxFUduRKYqCXwAyh00z7VoqOStm5pm5o4nqH09Q/wA8R6wWKrv9eKSn3RDe9/QxvX2k8GjpPUASNbi17mv9z2mXcM9MHc3NCfjrBHuC+MjSJVhniT2GYRbbzDe6RkWZAhUkwMI9gExjGOYxzTqOlhip+5WD7FskHtzxJ7SvRNLZ6CjtnpRAzFGYy0jpdtDDi49JdnefmwBtJ0S3R1+pdUu8QIDG2yvRFgaF8QHMilKsUXnuyoh27LtTKimoAgAlOQQEAEBANfTROhldE7wmuI8y8y11JJQVktFL9sikc0/qnGfEeI7F2vOpWiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF2SmxJZ63VaEOXxJy9hho1UPiHlPZFs3VEf9SCagiP3st6yXmKSWccWRuPmBKy+n6EXO+0VucMsnq4oz4nyNafgKumAO3oHoAegAH0ZptfQtMoiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfggAgICACAh2EB9QEB+gfuhlVVa5epkSU7mpXIuHAG7WK3q/rTUifzSpxqtnfV86JQD4EGPWMTt9we2bIqzz1kc9/E04d5dkH41sGqPPWdzn7yYAfLsg/GtjXNbLXqYRMImETCJhEwiYRMImETCJhEwiw7yD3HAcfNJbP3TZRTNFa6p8tYvdFFPJ+VZNBHyIGBRVH0I6sM84bMURHsHmuC/D4hf2uglulwht8PhyyBueofdHxNGSewK3q6llJTPqX+CxpPjPQPKdy/nY2i72i43iwbHnZd24udntMpdJadSWUbvVbJMSq809lEVkjlVbuBknBlSGIYBIbt2EOwZ6lhp4YKdtJG0CnYwMA6NkDAHmWonyvklMzj9kc4kntJznzrc96UHUIbcvdX/oebFlEC8hdXxTVKy+cdNJbYdVRMixY7BYo/N8b8qp0280mmAkSenTXACJu00k9B610ubHWd1UoPpXM7vfwHcSw9nSzrGRvLSTsaw3YXCDmZj/xbBv8Awh7b5ndu/pwLc8g6z6YRdC2XrWo7bp0rRrtHfKMHKkII+WcEXse8RETNJSLdeE5mciyUHxJn7GKICJDlMmY5DXFNUzUcwngOJB5iOo9hXfTVMtJMJ4Th48xHUexV3QnTOodcs5LBb9pPZejRrtN4pAuIRpALukCLFFJjMWUZtdArRQ3hTWMi1bqKlMIEMibsISN+p6iWLm4YgKgjGck+UNxx6t58qz8uppTCQyNrJMeFnIHaBgfCfOskdQBw0l+Na6VQeRkhHwtuqi8uhCumjpFhBolfMEBMkyUOVBqjJuWhA9AKXuHwy20+10dzBmBDnMdjIO87j09mVaaeljdcd7gXFjsb879x+LKgzw85a0XjtXLTA2qqWaXXsdgQlhla6aKWOk0bRyDNBmoyknsYBjorAqcDAt2EFO3YO3cc9ebRPcpGSRPaA1uMHPXxyM/Es/d7VPcJGyROaA1uMHPX1jPxKo72qzlfqXf3Te0zX6SvYGlhjua+t51zC2GFFi5LEt9F8kI9w7I7ZOZOIOCLyTQIJAc+aPmdylEpTCXLaDtNXb71LJPsmM0rhkHO/bjPTg9B6FrHW9rqqC2RyTbJjNQ0ZBzv2Hnpweg9C//UlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRMImETCJhFVt1b+lnrjq5ccKVxv2fs+7amgKTu2t7vaWKhxsFKTD2YrdE2TQ28K5b2FFdkSNcstlOFznKAKgq2TAB8Im7kUzuK+g4Tirxp0Fxnrc9KWmv6B0/rzT0JZJxBo2mZ6K13VoyqsZeVbsCkZISEg2iyqqkRAEynMIFDt2wiz3hEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi6betda+2hBBV9mUWm7ErJZOJmy129ViEt0EWZgXyMpBy4RE+xkI8JOFk26bho48vzWy5CqJmKcoCBF3LCJhEwiYRMImETCJhEwiYRdNhNda+rNrut8rdFptfvOyj19XY1zhKxCRNrv6lSjDwtVUutiYMW8vaj1mGUM0jxfLLiybGFJHwEES4RdywiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f+rPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFYvp6TPLa3q66pxOq3ZrRpxEe4gWMduGCACP/qM3IP8A58o+Xqzx2TlavNNC0NhlnbOMcM1ETJnn+8e8eRfR7kbukl25NrXUSnMscLoT4oJHxN/wMasmZqBbOTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF8j1gykURbv2qDtE3/S10yqAA/DxE8QCJDh9BgEBDLimq6mjlE1JI6OUdLSR5+sdh3Lvp6qopJOdpnuZJ1tOP8A6jsO5Yyl9Vx7jxKw7tRgoPcQbOPE5aiP0FIp3BwkH3xFT+DJvbteVkOGXKNsrPbN713lHgnybKmFBrWqiwyvjErfbN713lHgnybKxpKUiyxXiMrHKOUS9x94Yf2Wn2D4mEqYeemUPunIXJtQ6nstfgRzBkh+5k7w+c96T4nFTCj1HaK3AjlDJD9y/vT8O4+QlQd5FaXkbOdtbKdEt1pdsRwlYI5qkmhISqfchm71Mv62V49agU5DlHusoQSgXxCUC56U5JeUSkszX2PUE720Dy0wSOJcyI79ph47DHZBB8BpBJxnKxOpbJJWbNbQMBlA74Di4dBHWR5yMYzjCwHrfetx1ms3rswgrJ1xiuZu4hH6ItpSJKKpjOCx66hU10VUzmEfIXAyffuUPLERMG0dX8men9Yxuu1vc2G7St2mzMO1HKcd7ttGQQRu22Yd0naxgx62agrbU4U04L6ZpwWkYc3rweI8R3eLirJ2D1tJMWUizUBZnING71qqACAKtnSJF0FAAewgB0lAH/HnkCqppqOpkpKgbNRE9zHDqc0lrh5CCtoRyNljbKw5Y4Ag9hGQvqzoXNMImETCJhEwiYRMImETCJhEwiYRMIv0B7eoZVF9QPnQE8sFj+D4eHuPbLgVdQGc2HHY6l0GmgLtvZG0sP794+6J5Y6kmNFcktfNtm6um5GOmnVdcTVjryyE3DiuaImY6bqkvBzkdIxx3JxTOk5IAgcxTgYhjFGY6M11ddGVZq7a/ZkIIO4EEHiCCCFFdV6Pt2qqUUte3ajByN5BBHAgjBXaOPmo9S8Y9Sa44+aNqLWi6l1qxFhAwLdVZ24XWdO1ZCXnJyTcmO8mrDPyrlV2+eLmMqu4VMPoXwlLe3/Xlz1beW1t0flu0N3AADoA6AOpWll0Zb9NWp1Jbm4Oyd/Ek9ZPSSqeuJ3T65ORnXF5X9SHlXBVD6hntduDDjDN1u5w1m8ZJ1vD6mpTdeLA7WyQEnUeP8M4YyJXMe2bqPJTu2WWAqg56IvvKTpuLQFNZrRNmscxjJGlpbs4G0458E5fwwSccQFo2z6Bv0mtJ7pc4sUrXvcx2Qc5OGjrGGccgb+GVXZ1NWOs90e0a8WdP9RiaNWuBzKhVP8AQ9Stc8/qWs51pMa3ss+BpefRfRrWGjrnySYJV+ekirIKCwZIIOF0UEk1kdj8nphi0CKqzBrq5weXY3nbB3A9obggdvaoJrcSyazNNdS5tG0tDc7hsY3keN2QT2dm6T3Xg4q9FXi9wZvVyjeO2gqfyXt0exrPFGM0pZXlLs8hZJV21Rc39/XKFZWcZaKVS677xIOnkwxesFnJGzUVAcPEfFx0NcdW3CvmF2L+42uPhDt4AkfEmr6DTNDRRG2hvdTm/cns4nB+NTo6A2k6/wAP+kdqC73wE64Oz47YPMjakkun2Kzqs2yBerSyip/CdRmXSNIhHvhHsUp1lPD3ARMbX/KRUOv+uqayQd82ItZjtJyfhOPIptoOFtl0dUXebc6QOdnsAwPgGfKq8/Zoq5P782L1KeppfGBy2jkVu99rqsOlO6ho8bBYHO7trQbZY32ccgrZqeggRPwpJEY+AA7FKBM5yz1zLdYaPT9OfCxu7GjYb/3LE8lFG+uvNVe5/uc7+1x2nf8AasBc3tf7M6m3tHtJ46ab2nL6gh+E+r6cad3PVmzWRmdWoUNmlte73moNXX6w12I22PtGOrMa+MBTx8yg0c9/C1KOSXS4odG8nbKysaNhzC9wP3RduAPYWjOOrKj+oe69Va4dS0rjtNeGNPtQ3eT4wTjx4We+o10upnp78bNldRDghz+5t13dHH5zUrLsBrurczfY0btyDnLvXqjJHlFCV2ts3sz7/ZE3rllLoS8RKoonai0IdQpxxGjdd2nXtTLZqukp3QbwAGcMZ68+QjBCymq9HXPRkEd0pqmcTbsku6/N5jkFXz9NzmJYuVfB7jHylusC0gZzclJkFr1DRKB20YncaZb7Jrmy2GAYrKKqMYiwzVQXkGzUVFPKaOU0/MOJAObx36Ijk3t9JfpI7XhlQ3BYT0tcA7YcezOAeg9hK3Box8+tdNR1c2BdI2kB3Q7ZJBB7DjI6ierKsuinzKXKivHukXaChigB0TgbwiP7FQvodM4fSUwAYPuZ5EZbKuK4soqqNzJi8DBHHfxHQR2jIVrXU9RQF0dUx0cjRwI+LoI7RkLSc6sWnojq0+0a6D6d8tZLRAan0xpSNq+z56krxhZer+LX9t5HXmeiXUxFzsO1mpOLnq9BAZdo4RI8SSTOTxAbt9buSyCk5POSFl2naGksMzsjjkhjRuwTwyPGvPF8dJd9QGnac79kfGVMkOgr1P8AiGY6/TP6y+xIuBjO5oLTnIILZHURkm2/tDddswdbe1vMODEKBCnPSmRA+xHsQREIW3l95J9SSPpdR0MZcCQXbLHE+U7Dh5HFZL1K36jaJKOU46skD5x8CvS6frHntG8b27PqSWLXdo5LIXm1IKy+smFaYwDqhNQjGdVdOQqLKJgXErJrN3b1Q6LFgJEnKaR26Z0zAPjfl5quT+rvwl0C0ttxibtZ2vtmXF2NrJAALRxIyCQcFbE0sy7R0uLqQZto44cOjgpoZ56UtTCJhFHvd/FPjzyPBkfdWrK7enkayPGxsu7NIxc/HR6ix3B2TGwwL6Km2rUXCplPLI4KQDmE3buIiM80Zyn695PdsaOudRRRSPD3xt2HxPcBjadFK18bnYAGS0nAwsVcbJarvj0xgZK4DAJyHAdQc0ggeVV22nop6CSlPqk0ntTdGjbKkJxj3UHY0Z2PjhEQMUW3vCMXawEpgDv/AKM+oAH0+ub9tnow9cupvS/WNss96tx8JskRjc/x4L4P/wDH+hRSfk8tYfz1unqKaboIdtAfE7/Gvta6f2Rx0qS9Tvd4te/bTHpzs40ukp420/eU3Dhy8YsU1LJYpIiEikQSNTe9yZygsAnMqBDgOev+S7lB03ykaZhumn6aG2xQ4hko2FpbSFm5rAGMjHNlgDoy2NrS3vQ0Oa4DxVyuaZrrDrmWCvw2nqdmRk5DtmUOxzkrsbRLw8u5wd87O/eHNJ11+VDXk1f75LXvbWs7zXo5v42cGz+Q5R5VKvBpqmM3jGU20QXiF1R7+Y5XBUDuFjCcQKUSELv63mghhENNIxx6d4yT144+JTTTD9N0FCyhtVTBJId7jtND3u6SWkhw6gMbhu6yYeZk1Llfx00Nl/VZpCRorxx5knrKwLs0EzG8agVuyncTMSoYR+f2LKBIolD1AqaJAD07AENv0HN1YmHgyN+Ebj8GFonlHtvct6bXMGIqmME/lsw13+HYPjJVjOYNa8TCJhEwiYRMImETCJhEwi8PNTBQERUJ5xiGVKl4y+YKZTFKZQCd/EJCmOACPbsAiH3cr29Crg4z0LzyiomETCJhEwiYRMIsjagUTT2lr8yggBRtkImHf/qir5JJL/GKpw7Zj7sCbZUY48074lLdBvazWlrL+Hd0I8peAPhIVwmaiXvVMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLXQqP8Ap5o/8Jd3/nEc5siX2BP6L/2LYMvsIf0b/sWxfmt1r5MImETCJhEwiYRMImETCJhF6HLlsybrO3jhBo1bJnWcOXKqaDdBFMPEdVZZUxE0kyFDuJjCAAGVALjstGXFCQBk8Fh2ucj9AXG+l1dT9z6yt2wxYv5I9Pqt0gLHOt2UX5Qv1njKGfPTsfdSrFExVvAfwj3ABDuIX8tpudPTd2T08zKXIG05jmjJ4YJAz5FbMrKSSXmI5GOmxwBBO7xKkLr27znFKhrTipRGsrLSttcBtXY7ODZvH7lCqQTl1GUuPfIsklxFlM2RJ48EDAUSKw6JgHsbNh8mtujE816qS1rGDm4ySB3x3vIz0huB+uVGtVVTubZQRZLnd87HUNzfOcnyLXqqfCTmFdyM16xxg3vIspApTspU+rrhHQrkhh8IKJTcpEsogyXf9l53hD7ubQm1DYqfImrKYOHEc40nzAk/AojHbbhLgsglIPTsnHnxhWCcZOmH1R9U7You26BruH1ZZKrIJTEXPXHZFDCLVbmIKT6EsMJWLHYLEtEzkeqo0eNTsymUQVOUfAPYwRi76v0dW0UlDUyumieMENjfnsLS5rW5B3g54hZeisl8gqG1ETAx7TkEubjxEAk4PAjC2utw1Dc+zeP85VKRd2Wj922Ku1/3a4V9dazRdLsqEhDyU8hFvHkXGupiKWSbOmJFzs2yyiC3meWkfsBdLUE9BR3Ns9RGai3se7vXd6XtwQ3IBIB4HGSMjGT0zuojqZ6QxxuEVSWjeN4B3ZxwyOI4BVTLdKnmLchFTZvVO3q9SUHuvDV1jd28Ybv9l5ZR3DHxqf3A/wBD/h/Fk0Gs7DT7qSzUwPW4sz+6J/xLBekVxk+3V0uOobWPlgfApRcPum1H8TdpyG2j8h9vbdn5OmS1LdR14cNjQos5eUgpZZ8VE7iRfA9RcwCQJj7wIAU5u/fuHbD33Vjr3RCh7lggiEgflnHIDhjoGO+6le2+zCgnNRz0kjy0jDuG8g9vUprb60nTuReo7rpa/rTSFPvjFlHza1det46aTQYS8fNICweumUi3QU98jE/EJkFAEniDt69wj9tuE9qro7hS7JnjJI2hkbwRvGR0HrWSqqaOsp3U0uebeN+OPHPb1Ko+W6AXEFwmJ4DY/IavPyAPkOC2uhyLYhhKJfEq3W1ug6P8fgRwn3Dv/im7OUy+g4lipXt/JeP/AMpj4FgTpSg4xvma7xt+r8689J9FiM1dsSSkrPyW2HsDV7isSDKKqBY9OuTcTZlpGJOwklpB3J2uBlGTeLReEMUkezUFZVMQ+aQQN13LXhrqQMio4oq0PBL87QLcHIxhrgc4+6O4FZuyNudlqjK2qkmpdggRvLi0HI342sbhngBxVFPtTnDeE48cHtQXWt3aQnIeZ5bUeslgp1i0JMNVnOnN7ypX5ZRgdu1fNiEiRTOX3RESGUIPc3fsGd0Len3G5SQSxhr205dkHd4bBjB4cesqmubw64WWOCRga8VLXZB3HDJBwPj6yv/VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/wCrPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFOrjo6941+qj37ixn5Fv2+kAUQYvA9PuCLoc+bnorqI0vKgyoxuqbZA/PWWvmi//ACY+Be8PQ41YqOT50Gd8FwmZ52xSf95Wec8zrfiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFwcrW4SaAflCPbrKCHb3gpfJdB9zs4S8CogH3BES/ezKUF6udtI7jme1ntTvb705HlAz2rJUV3uNvP8Awsrms9rxb705Hzqlrm7XQrW5kWiJFvcnFPhXbFZYpPGukZ7LpKiZQiaZVRScJHJ37dwKUAH6M+jXobLwb1yduqJC3ullwmY8NzgEMiI3EnGWkOxwySrivuc11mFTO1rZQwNOzwOM79+evrWbKTvLUzOp1uMVtaTJxFwMRGrtnsdKoqoqsGDdqcgnBidBXsZL4pnOUfoHNeaj5Ndcz3ysrGULpIpqqWRrmPiIIe9zgcbYcOPBwB7FsWgv9nZRxRGYNcyNrSCHDgAOrHmyuPtvKPX8GmKdeK8tz4Q9CtU1ouOTH7i75+2KsIj9HlILFH6RDLuxci2qbk/auxjoKb8IiSQ/ksY7HvntPYV1VmrLdAMU21NJ2Za3ykjPmBWBpLlnsBycwRsRWYxARHwAZq/fuSh9AHXVfpIH7B9xEubOo+QvS0LR3ZPWTSdOHMY3yAMLh78qPS6wuLj9iZExviJPnzj4F6YblZsJm9RUmGcFMMPML7y2KzUj3Ipd/ng1dILmIir2+AnSVL/qfudlw5D9KVFO5tBJU09VjvXbYe3PRtNc3JHYHNPaqQavuTJAZmxvj6RjBx2EHcfGCrAISXaWCGipxgJxZTEczk2vmF8KgN3rdNwkVUoCIEUKRQAMHcexgEM8sXKgntdwnttVjuinlfG7HDaY4tOD0jI3HqWxoJmVMDKiP7W9ocPERlcplku1MImETCJhEwiYRMImEWE9k71p2v27hsk7Qn7IUDERg45wRTyVg9O8q8TBVGPTTH7Ig+Jce4didu5g2PpDkz1BqmVkz43UtoO8zSNIyP8ApMODIT0EYYOl2cA4G6agorc0sBElV0NaeB/CPAeLj2dWKqJytjZJ4ZjfIxCBIqb+xZeLB26YJ9x9En7Q3vDxEP8A4KmKgCI+pCgAmybam5D6yjpxU6ZmdVOaO+ik2WvPaxw2WH8l2yepzjuWJt+r4pX83cGCMHg5uSPKN58oz4hxUn4W31WxgUYGxwkuYxfF5cfJs3S5Q7d+yjdJUy6RgD4gYoCGaZuNhvdpJFzpKmnAPF8b2jyOIwfGCVK4K2kqf6PLG/xOBPm4rsWYhXK/QEQ9Q9MqDjeExle3z1h7AKhhAPgAj6Zz52T2xwuvmo+oZWHOQ/GrjLzCorLW/KvSNN3TVYpdy6gfqhRfsLHVnT1NJJ85qF1rr6GuVSWfpoJlcGjn7X3gqZAV8QFKAbG0jymX7SXe0MrmxniNxB8bTkHyjcoJqfk/s2pe+rI2mQcDwI8RGCPOqt97ez2dNjZPH6Q0voyny/F2yvrzD3txt2DeS+2rnKKQUJZYZjT5h3tawzculr9RSyA9cxUPIwybx+wZrrnUO3IIbdtPoirhHPztyjbOzGNndHjhvGyOPaQeK1lcuQuiki5ugkdC7Odre/r3EOPDxEKc/UG1vuey9M7e3GXhdSUbJsSb0bXOPmuakay1qoppa1ULXqNcGKMvaJSBgkli6kQkWjdI7lEFVlCFD0EQzE6C1tbK3Xfp7qCVsUJe5+0QSA4glu4Anwsb8LI6z0lcKXR3pPZIzJKGtbsggEtGAd5IHg5XE9JrQzTp+9NPRGutvsyUmx0WkXbefIArpRms5grFZH81sGytphVg4XYrPqVUwaRKpk1TkEsWHY5vshy+s9RUmstfw0lBIJKNsjY2EcHbwMjsc7JHjWN0pY6nSui5amsYY6p0bnvB4t3Zwe0DAPiVPPs1cTObrt/Uz6ld6aGLauRO73dEr7pQfGdgpOTklu7asQguYO52JXNvqaSRU/CmmVj4QDsBQJPOXW7xWfTVPY4HAHYBx+C0bDficobyO2yS6X+e8TDI2sZ7XHad8bVmX2nXeD3XPTp15x9r6i61u5c75rkKrCtfGo8m6HqYEL1NItWqXiXeLp7GcVAhSAUQEVf77wgMf9DtZtls93lHgswD2u/yDlmuXO6hzobZGeLsnxN/zIV2WhdIMuL3GLjbxoZJoENpHSuvaFMqtvB5MhbIeuMSXOa/W+6Yqz1tO9eqCX5oncCIemaV5YL36carnkacsDzjxDcPgW2eS60+lem4WOGHlgz4zvPw5WdqKUwTzZcXgsG7bu4dPBcC1SbtkQ81dZdfxkKkgkmUTGMYQKUA7jkK0laY7vfIKWSNsjdsbiAenqOVJdXVEFPZZZJw1zQ0+EARw7VoW8A+THUjsfUa58dWHgtw2jeZMPO3vYdNu0dYwePZOp0Dcd4+q+kxlFh4i7Vu5vLYzputWkcVyzjZ0jKP8SThuUztExvotd7NYpNOR6buz2w0HMtZxDR3rdniRgbzkA43+JeEKaSunuElfQxGR5eXYaCcZOdwG/s4FbDOifaZKJZtxa5448ven1yx4mb32hdKvrmsQJYtO1Rry4W2ej6xDkfRl+jNM3iIZPZmTST8KEXKKICoBRE4AJ88ka39CzaXW+pvem66ExxRvldtHZAa1pccOZtg4APHZHiU2t+taqOdlJXwva8uDcY35JxvB2SrMerr1HYzpU8WIPka81w03BL2XctO1PXtdurcpSRmlJyItNnm3idhQr9pVj/kquVB0YqgsHCQODpFOHzwAdK8jPIhDyiXOop7lM+KigjcdsN29+QGjBIzknrG4FSLUepnWiBjoWh0riBjOPGobU32lPpsXLYujdJoF3DJbl3CXVNdlofXVMRv1BoG29moQDRfVq99dSNRfXN5UrZOfJDmUhoZzHOV0DKIHMmIdtgal9CLWUtHU3K31EBpoGSPG2SxzmMBO1jDgMtGcFyxNHr+OSRkMrHbbiBu3jJ6OjO/sV/Uk3bxDN7KSz9hDxEeTzXsrLPG0dHM0fEBPNdPXaqLZun4jAHiOYA7jnk+j5PNQ3SsdTW6B8mDgYBOfMp5Jd6SCMPmcAvlizsJ6MTmq5LxFjiFjHIlKwMkyl45U6fbzCpvY9dw2UMTuHcAMIh3zjeeTnU9jaXV1PI3HHLSD8IVaa8UNV9qeD5V+CUSj2MHYQ+gcgz2PjcWPGHBZMEEZHBfmcFVdatVSgrlFnip1mVwgIidBcggm7ZLiXsDhm47CZFUPp9BKYPQxTF7gMu0XrnUmgLw296anMVRwew99FMzOTHKzIDmnyOae+Y5rgCIzqvSNi1na3Wm/QiSDi1w3SRu9vG/BLXedrhuc1zcgwnv2lbLThXfsSHnoAniP780SH3tmkHr/oizL4jplIHxVJ40uwdzCTv4Q+h3Jj6ITSOvRHbbi5ts1O7A5mVw5qV3/QlOA4k8I37MmThokALj4i5QORPU2jS+voQ6v0+MnnY2/ZI2/wDWjGSAOmRu0zAy4syGiJ1x01qbYIuFLrrak2Z06SFJWRlq3FOZcCCHbuhMi1CVaqAHwOksQ4fQOeh4qqph+1SPaOoE483BaopLxdaDAo6iaNoPBr3BvlbnZPlC6xrDjhqDTE9K2HWVZXqzubi04mWaoT1gkY18gi6SdtllGMzJyKSTtsdMwEUT8HYqhwEB8QjnZUV1TVMDKh20AcjcAfgAVzc9RXa8QNp7lKJWMdtNJa0EHGDva0bj0g9Q6lhzefHvfNzvq+wdR8i5vX51I2OYJUlcJhOrlPHpCUXSospN2xcKu1jmOfzYtQwd+3iEA7ZdUdbRxQ8zUwB+899uz8XzrMWS/wBjo6EUF2t7KgbRPODZ29/RvaCMdjwsSFe9THXgeFeL1Zulq39DuEzxDNyoiX08SZUnWuHaqvh+H6wocR+JTeve4xYZuBkiPl/1LKlnJvcN7XVVG49HfEfFMPhCn/r2UtU3R6rMXeFb1y3ScGwfWGAamUMjDybpAqziOKZVVdTxNDH8Bu5z9jAPqPxzDTNjZK5sR2ogdx6x1qB18VLDWyw0TzJSNeQxx4uAO49HFR62PzX0dqfY0vrK8vbJFzUIjFLPpBCAPKQxQl41rLNkyKxjl3JiqRm8TMcBal7Cb0EweuXsFqq6mAVEIaWHO7ODuOOnd8Kz9u0be7rb2XKibG6F5dgF2y7vSWniAOIP3S5+A5jcY7J4Pk/clRbCp27BPqv6r27/AN+NnZRAJ9v9UIBnB9rr4/Cid5MH4sron0hqWm+2Ucp/Jw/5BcpFRslHTMezloiQZSsXItkXkfJRrpB9Hv2bggKIOmbxqoq3dNl0zAYhyGMUxR7gIhlk5rmOLXAhw4g8VHpI5IZDFK0tlacEEEEEcQQd4PYV9ucVwTCJhFi/cO3KfpKiS19ujzyI+PJ5LFgiYgyM7LrEUFjCRKJzF8988MmP+oSTKdVQSpkOYLilppauYQxDvj5gOsrJ2i01d6rmUNGMyO4noa3pc7sHwnAG8gKnHjfy0uF05kxttvUh5EXstu6103hk1zjE1xg/WK8qEXGoqeEgmTsDZBI6wgVRU7tZQfU4lGUV1tiitZjhHfR99npJ+6J8nxBbe1FpWko9IOpKFuZaYiUux3zyBiRx/VJOOA2QOhXvZD1o5MImETCJhEwiYRffFSK8RKRss1EAdRb9nIthH0AF2ThNyiI9vUABRIM4SxtmidE7wXNIPiIwrqiq5aCshroft0MrZG/lMcHD4QrpoKZZWGGip2OUBVjLx7WRan7gI+S7RIsUp+32KiYH8Jg+JTAID6hmmp4X08zoJNz2OIPkX0Lttwp7rb4LlSHNNPE2Rp7HAEZ7RnBHQRhcrnUr1MImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWuhUf9PNH/hLu/8AOI5zZEvsCf0X/sWwZfYQ/o3/AGLYvzW618mEXAFtVZPaFqQWfhxuLeAa2lar/KDX5fJWnsg8iWs+MUKvvoxCspHrNwcAQUgWIJBMBhAB7eZm5nujZdzBcW7WO92gAdnPDOCDjqXHnGc5zWRzmM46ccM46srn86lyTCJhEwiYRY02buXU2l4UbDtrZNJ1zD+E5kntxskVAleGTD5yMcjIOkHEm6ERACotyKqnMIAUoiIBl5R0FbcJOaoopJZOprS7HjxwHacBdM9TT0zduoe1je0gf/VQLo3Vv4mbW5B0Hj3qp7dr1KXuXfQyV8Z1ZzD0WMdtYmQfNU1VZ9SNszwZGQZptE1Eo33UDLlUFbwB3GSVGiL3RWuW6VojjZG0HYLsvIyAfBy0YBz4Wd2MZWKiv9BPVspIC5znHG1jDRu7cHs4YU9txwF+tWqdiV3VdtSomy5mnT7Cg3Bwkis0r1vWjlwr8i+ItGTBfk5KT8oHBitXChEBOZMhjgUMjVBLTQ1sUtaznKRsjS9vS5ue+A3jfjhvG/juWVqGSyQPZA7ZmLTsnqON3X09ipvi+jVb9sLoTHNTmnu7dzwyhHStWrss7jK2wXIIG90Zvrg5thTsPGHfs0i4oQAfmgUfnZPH69gogY9P2+np2+2cAXHtIbs7/G5yjrdOSTnauVTLKeoHd8OfgAVg3Hnp68R+Ls6zt2n9UNoe7smbxiS7S9gs9lsgoSDY7R+VNxOTD1kwB41OJFCtEG6Zij9j8e8YumqL5eIzBXTF1OSDsBrWt3bxwAJx2krL0lot9C7nKePEoHhEkn4T8Sml2ABEQAAEfiPb1Ht6B3+72DMAsiv3KImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/AJPZsPk19nZf0R37yJRrVXsez88PkvX/1pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f8Aqz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRS04xyxfBaYM5+xgMwlm5O/qYogqzeH7f6gSoB/4WeH/RhWR3OWXUcY7wtmpnnqILZYh5czHyeb1z6GC7N2LrYnnvgYp2DrB2o5D5MRedSvzxIvWaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiwlurQdG3nEtGVpTdspSK840LYok6SUpHe8eEVm5vPSWbvI9c6ZROioUfUvchiGETZsnk45U9TcmVfJU2QxyUM+Oep5QTHJs8HbiHMe0EgPaenDg4blya4t4KD77pwvwWN8mbYaKNxMIkB9UFkViF+gpjN7C4IoYPugBO/3A+GelqX0YFKYx3bYpBLjfsVQIPvoGkeLJ8ZXbz3YuWh+nY0YAV3OX5SxKJiB/kePifkBuuBfXyzyashKrnKcfTsVJAf9WX45Y1/ouJqomnt1qFIw7udfLz7h2iMRxAY7XP8AyTwV9b5rd3QPTISdz/gEfCMZx14Oepd2baco1POEeWgwTFwgAABn0U3fPRKHoBwkJAjt0uQwh6GBQwG+7mCk5QdSagZ3X6aVMsLvaSuYzxbDC1rT2bIIW1bfR2OSAS0EcL4uvAcfES7Lgew71XVulySz7clIeCYtUE2T9nUYxoybotiKO2yoNVwMRAhCCopMLqh4u3fw+EPoz1pydwus2g4bhc5XufJE+qkc9xcQ1w2m7yScCJrTjryela/vjxV3l8NO0ANcI2gDG8bjw/CJVl1eh0a9AQsC3N40IWKj4tI4h2FQjBok2BQwf3ynleIfvjnju63CS63SpucoxJUTvkI6i9xdjyZwtpU0Daanjp2+Cxgb5hhcxmPXemETCJhEwiYRfK9es41m5kJBygzYs0FHLp05UKkg3QSKJ1FVVDiBSEIUO4iI5301NUVlQylpWOkqZHBrWtGXOcdwAA4krhJIyJhkkIbG0ZJPABQmv/K16LpeP14wbpNEzGT+qCXQOs4c9h7eawjTGTSbJCIdymceYYxR9UyD6Z6N0tyH04hbV6rle6cgHmIiA1vY+TeXHrDNkA8HuG9QS46vftmO2tAYPu3DefE3o8ufEFhNW07v2X4kEX1zn27gRIq3h2zptFmAR7CVylEN2scCQD/1QPCGbGZZeTfR+JZI7fSyt3h0rmuk/VMrnSZ/J3rBGrv1071rp5GnoaCG+XZAb51kqkcVbTKqIu7o8RrUd3KY7BqojITaxPiJPEkKscx8ZR9DmOsYo+gp5D9Sct1koWOg07G6sq+Ae4FkIPXvxI/HUAwHoespQaRq5iH1zhFH1DBcf+0fD4llO38UKvIppK0+VdV10kgmkds+82Wj3h0yAXzjKHVTeNF1jB4lDFMon3+xTLkIsPLjeqRxZf4GVcLnEhzMRPYCc4AALHNHBoIa7reVlq3R9JKAaJ5ieBwPfA9vWCeniOoBYCnuNW06+Uzpk0YT6aA+aCkBICZ2QCfOKcjR8lHu1FQEA+akVQ3f4d/jm0rXyw6JupEFTJLSuduxOzvTnoLmF7QO1xaOvCj1Rpe703fxtbIB7Q7/ADHZPmyvKkb82Hr58ETYhez0Y1V8h5DWAV05dh4RADkavnJBfNlkw7ACS4KJAAdgKXv3CmpOS/Smqqbu6083S1j27TJYNkxP6i5je8cD7Zmy7O8uPAqDUVytsnM1O1JEDgtfnaHiJ3g9hyOwKwio22Fu8CysUC4Fdg9KIeFQoEctXCY+Fdm7SAxvJctz+hg7iUQ7GKJiiUw+U79Yrjpy6SWm6M2aqM9G9rmnwXsO7LXDgdx4ggEEDZFHWQV9O2ppzmN3nB6Qe0fzuXZcw6ukwiYRexNVRIe6ZzF/gHtnYyR8ZywkFcHxsfueAV7gcAcrhF2ii9bO0Fmrto8STctXbRymZFy1ct1inRcN3CJzEOQ4CUxREBAQEcvKS5VVHUCpicRM05BzvBCtaqgp6qA08jQYiMEY3LrlSqNB11Cu61rPX1G1nXJCbfWWQgNfVOBpkI+sUqVuSUn3cVXGEawcTMmVol7w6MmK6/ll8Zjdg7ZO9aou9/c11zmkmc1oaC9xcQBwGSTuHVwWOtOnbZZQ5tvijia4kkNaGgk8TgAb+1V+c1+mpDc3eVfCPkrbt2OoGqcO7TA2I2inVGRnYG/mj77GXuaU+qgLPGOK+5silcimLsho98kqzYgAeAxhENyaG5WqXSulqizCDaqpWu2ZA/GyS3ZHe7JzjeRvHFar1hyZ1Go9RQXXntmnic3aYW52gHZODkYzuHA8FZnNyJ5SRcPTj3FY5jeo9/iPfNFXaudca59U45LiStx2yjbQ0bKdvBowoTdSbfKXGTpuc1txJPwjZ5po+y0KnuyH8DptddvGbamqb9iXuBlHcTO3RB4UAAfCVuJjB4Cm7bh5CbbHXauhMgzsOLveDa+Zat5Y6+Sj0zKGcHDZ98dn51Cn2b/UDjQvScotv8s7Cx8mNr7J3PICoXy3xYOPkWuqKk2UH0N7gtF63NJNi+oeCTMcP7YObC9EDqieC4R22jkLTEwZwek98fgIHkUI5E9OxTUT6+rjBEjjjI6Bu+Y+dXtRVyK6exLe1x0bY4xjKx0q0Sl45pKDEzEa5I6ip+LK8RX9zl4h2QFUF0vCsmYO5DAbsIeXrxqHUlxtjqKlqZGzlpAw4gOBGHMd+C8bjndwzuznbl90Paq+mMkEbW1bO+YcDGR0eXr6Dg9G/WS9pTTdcxeefSR6Y0BKum7fZVtQv9/VijkVWYwG5NgwmtIu1GIYqqZFaXUNf2t8TuQw+SuYRKICUB9aeh3oTprk6rNRVzdmU7RIO4/YmFxHlLgPGF5E1k59Re2W8AhzTskdRJx8GFtiUnjzxt1ZUqRq+g6Q1DS9ZahLBPKRDt6TWU46nuKWo2kIa0NnjxgqujZIl7HJvhmFFTSAvSC6OuK4ioPlq58qOrta68fZ4KiUUsshjLWucAWuJaW4B3tIJBHAg4U1hsdvttrFQ9jecaM5IHEb8+NaYPHCgXX2nnnxyR3ByU2Xsus9NLijYGkPqXSVJnHFZaWVWcfTjPXkcQiqLhizs9krdecztxmvJcS6PvTaMaKtmyjVRn7L1BdbDyE6Ijlp4ojdZGYc8je94ALiTxLQThrc46d5znXdJBVaouZa9zuYB3DqHR5es/yJH9SPpQV3pCaCsPUr6R24t18c7nx9naLI7a07J7CmL7q/aWvJ+4wlLVJJwllM5dzakXM2Rq4fMJdzIxrmNKsZFJs6RSUPFOTDlYtXLRz2nNR0sEzHtdsktAIwCdx6Djg5uCD153X17sM+nNmro3uaQRnf/PmK2ReI3Lio8peC+nOcskxQp9avOjVtr3yLbqnXY1KUqMfKJbRi2Dlyp5rqLrtlrUmg2VVEp1W6BDnApjCAeVtccjgpeVM6YoRmGWdoZ+S8gtz24Iz2qdWzUW3Y+7ZfCa058Y4qhfiR7UPrPfmo56VtXCTkFbOQMVaXkVEaI4hw83yEn5WmR8PESLzaVqUe1ujs9d1MJCW+TkE/ept24ctlTeAiRfEG8b16EWwwSN7lr42UmN75wI8H2owTtE8fuVGKbX9U4HnIiZOpu/6MfCrOOAHWa4V9Ra6zumddH2RpbkfWW0q6lePe/wCsM6XsB4hAeL6oVqupGzE/BWI8CUhlHbEHSEw3bkOuqyTRTUUJpflM9DHetH243igdHU24cXxkkNzw2gQCAeg7253ZyRmR2XWtNcJu55QWTdTunxfzlSC5+c5NY8AOLO+ORtkTr2yLJpGDpMqrpJjf4as3Owr7BvVcoVXbqgLCySsCweyNiKv74eLck93bqnApgKIhHeSLkHumurgwV21T2tznAylhcBsgk43tDjkYwHDGVeag1TBbITzWHzYHe5wd/nx5li7jJPv+d3C3R3MgupGmhbfvGrS96a6vZ2o9yjW0Aa1WCNqwq2ZWtU0r2QsdYjWkl55I1omVR6KRinKUFx3/AFWtbzyHarZpHUVRNdND5YxtQ9p56ny1uXN757nxMcS0xuc5wY0GMjHNu0TqvkstWvLXJfdORR0WpwHOMTcCKcgnvSMAMkcN4eAGlxxIDnbb0VVm7RVVQVbLprIKHRXSOkcqiSqRhIomoQQAxDkOUQEB9QEM9R080NXAyqpnNkppGBzXNILXNcMtc0jcQQQQRuIK8hS088Er4J2OZPG4tc0ggtc04IIO8EEYIPAr5xKYvoYolH7ggIf8Odq6sEcV1DaOztVaF1hYN07yvMbrbVtXeQDCeuEu1lnrGOd2iejqzBJKNYOPlZNX32blkEhMmgcqJTiqqJEiKHLcU9NJUO2YxlyzFps1Xd5eZpGl0mD1DgM9OF2CAsFTu1SquwaDY424US8wbCy1C1Q6h1omwQMoiDiPlY9Y5EzqNHaBgMQwlARAfhnCaJ0Lyx3hBW1xt89unNPUAtlacEL5JShVu6gLedqFfs5TB4BRm4KNmCGL27eESP2rgol7fR2ykckrPtTnA9hI+JddLPWwu/4OSRjvwHOb8RCwxaeDfHuwgcZbRlbZCoAj4662kKl4RH9kQKs8hyF7D9Hbt97L1lwuUXCR/l3/AB5Ugh1Lqyj8GpmI/DxJ8sOWa69V2FNr0DVIRgowg61DRkBDtDGWWFrFw7JGPYICuuZRZYyTVuUonOYxziHcRERERsZHvkeZH+G4knxneo3VSz1NRJVVGTPI8uccYy5xyTjxlQy23x25E2DYti2Hqrk1M0xGZNGmZ0F+zlRqsUMbEMIzskQJaWjFReqMhXVN8lFMKipu/i+OZOmraJkDYKinDiM99uycnPUD8Kl1q1Bp+nt8dvultZM5mcygt23ZcT7Vrt2cDv8AgOhY6+qnqN6tHtP0rXe9ohD/AJoka8qzj5g5C/D3ZuyUqjoTnAP2MO4/xfT383Y6jwHvhd1HePn+UFkO5eT25/aJqihlPAPyW+UnbH7QKc8lsCNp+ty7E2UZrS20fWmE3aWyzkztOFfrsm6juGbreQ3WknScisLVApEiquVfCUpPEYC5iGwuln5iDvyXEDtHX2bt/YoTHQSVdx9L7dmZzpC1hAxtAE4ceIAx3x34A6cDK1xOT/JGycjb2pNPPeIunQx3DOlVcyoCSMjznDzH74qZjIrTsqCZTuVAEwFACpEESJlEZxb6GOhh2BvlPhHrP0DoXobTWnabT1DzLMOrH4Mj+s9Q/BbwA8ZO8qOsdIPImQYSsc4UaSEY8ayDB0kPZVs8ZLpuWrhMfXsoiukUwffDL5zQ5pa7e0jCkEkbJY3RSDMbmkEdYIwR5ltiaovjPZ+tqRsBj5YI2ytxcuqimPcrR+u2IWUjxHub58dJEWQN6j85Mc1zUQmnnfCeLXEfR5wvLN0oX2y4zUD+MUjm+MA96fKMHyrIOdCx6YRMImETCJhEwimrxf3E2jPL1tZXRUGrhwdSqv3B/Ckg6cqCdeEWUMPhTI7XOKjcR7B5xjk7iJyAEN1NaHSf+Y0wy8DvwOkDg7yDcezB6CvQ/I1r6KjxpG7vDYXvJpnuO4OccmEnoDnHaZ+EXN+6aBPXIIvTaYRR60ryh03yEtO4Kpqizo2p1pK0RlSuEiyBNSHXk5Rgu6SWgnyayhZWMSdsHjMXJSlSUdMlvKFRMCKHylws9fa4YJq1mw2oYXNB44BxvHQcEHHURnB3C0pq6mq3yRwO2jE4A9WT1dY4jxhSFzFq7TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItdXkTX7dx/5UzNwLHgUR2KbatLdvEFTxEw1dWALKi3A5DImXRYvlDM3RCnKoUUx9QAxDDse2yQ3C0thz/yubd1jds/CN4WwbfJFX2sQ5/5ew7rG7HwjeFbvx75g6y3yi1iU3BajsEUu7mmzDlPxvFCE8aytakhKihONwKUxvLAqbshSmE6IEADjD7jZqqgJfjbp/bDo/KHR8XaonX2mpoSX+HT+2Hzjo+LtUs8xCxS0z+q3yd2JS+ptOXbU9xlKratE1nX9Gr09ELgHg8MEW5zUY5bKgq0kYpaVurtq9ZuU1GzkoKJqkMQRAd96Ls9LUaRbT1sbXw1L3vc0+PYB6wcMBBG8cQVrq+1s0d6MtO4tkia1oI8WT5MuIIO4q9jp1dUDXfM+FaUe3/JdA5ExUeKktTvPFGFu6LNHxvLFr1V2qos4SBMgrOotQ6j1iXxGAy6BDLhrjVWj6qwSGpgzLanHc7pZng1+PMHcD2E4Uos97huTeakwysA3jod2t+ccR2jerWMhazq6feNg0PWUC5tOxrpVaHWmff3mfuE/FVyIRN4RMCZpCXdNGvmmAo+EgGExvgACOXFPS1NXKIaWN8kx+5a0uPmGV1yzRQM5yZzWM6yQB8Kq8unWe4nsL9XdbakY7H5AWOcsUZCuHOtahJKQcc2cP0W0q/QXk0Ws5Y1YxooddNOLjniLry/CVcoCB8mFPoG9upn1dcYqWJrCfsjhk7tw3ZDcnd3zgR1LCS6joBKIacPleSB3o3dvHecdgOetW1PWpHzN2yUVcoJvGy7U6zJyuyeIkcJHSMq0eNjpOWjlMp+6aqZinTOAGKICACEJa7ZcHDGQc7948o6VnyMjHWqc9d9E7jeysK935CXvbPKO7O3Jl3kjsS1ScVEuhIqZRsd22h5A9okFyeL9c97mnCC3b1RABEozuq5Qbs6IU9rjgo6cDcGNBPkyNkeRgI61HYdNUYfztW6SeU9LiQPg3+dxVpGs9Lai0xFfImpdZ0XXEYKZE1m1Nq8PXxeeD4KSK8c0QcyTgRDuZVwdRQ5vUxhH1yHVdwrq9/OVs0kr/wnF2PFk7vIs5DTU9M3Zp2MY3sACyblmu5MImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/wDJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6/9eUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wi9aqqSCSi66iaKKKZ1VllTlTSSSTKJ1FFFDiBCJkIAiIiIAABhFr57d9qK6MmntlSWsZDkvM3p/BSi0NP2vVmrNgXzX0Y+bLGRdA1uMVCBF2tkgYvf3uCGVaKB/a1TiAgBFcvxr5P6A5hairm+OM206vuDU9r95TiLdVnDkUSvWJypyENMxUi2YTtasMYc5QdRsk1aP2wmL5qJPEHcizzhEwiqL5y9cjpydObcsfoPlfty00bZspRYTY7OGhtT7JuzRSp2GVsELFPjTFSrctFprLyFYeEMgZUFiAmBjFADFESLDWk/aVui/vW4xtDrvMmEp1jmXaDKK/Rd17tLU1cduHBypJlWvd4psPQ4gDKnKUPf5Nr4hH07+vYivTbuG7xug7aLoumrpFJw2ct1SLt3DdchVEV0FkzGTWRWTMBimKIlMUQEB7YRe7CJhF8zd6zeC5K0dtnRmbk7J4VuukuLV4mRNRRo5BI5hQcpprEMZM3YwFOAiHYQ7kX04RMImETCJhFXTzd6rfBjp23TTGv8AlpuMut7RvpxJJa/Yo1W1WhMWUTKwMK/nLO7rMRKNqfXkpGxIkK9kjN0FQScCQxgbLimRWKgICACAgICHcBD1AQH4CA/SAhhF+4RMImEUH+b3US4qdO6uaytfKq8TFIhNvX9HWVEcw9Ktl1Uk7g4YLSSUe4b1OJll41AWiBjee4KmiAh28Xf0wi7Jye5z8cOHtv43UbfFvlaxZOWW44LQ2kGcdUrLZkrJsuxycLDxMPIO4CNftq40Xf2BqUzx8ZBqQDiYxwAphAil5hFF7lZzU4p8HqGz2Xyy3rQdG06UfqRUI+uUmoSSssoikVw4jKnWYxvI2i2SDRsYFVkI1m6VRRHzDlKT52EWPeH3Uq4Jc+izyfEPkzrndMpVmicjYqvCuJaBvELFKuE2ic1IUK5RdbujaCO8WIiD4zAGnnHKn5njMBRIsg8rOa3FHg7RGeyeWW96Bo2oSr5WMg3lylDklLNJt0iLuo6p1iMbyNptr9m3UKqujGsnSiCQgdQpSeuEXTeH3UX4Rc+4ywyfEHkfr7do1IGx7TCwC8rDXCuNnpzpMZCcotujK9dIuJfrJnTQeLsCNV1CHIRQximACKamETCKr/kl1o+lvxF2k60nyD5naqom1I1ZFrO0tqnbLtK1V4uQiqTC6G19W7UzpUgKCpFRbyyrJYqRyKCUCGKYSKfmp9uau3vr2sbZ0vsGn7T1ldI/5Tql7odgjbPV51kCyrZZSPmIlw5ZrKNHaCiC6XiBVu4SOkqUihDkKRV3bS64HSc0ruqQ49bN5zaVrG14abPWrBCHeWGVgqtYUHPub6Et2wIKAk9d1GUiXgGRfISUq1UYKkORwCRiHApFaNFSsXOxcbNwkkwmIWYYM5WIl4p43kIuVi5Bum7YSUa/aKLNHzB80WIqiskc6aqZwMURAQESKMOyuc/D7T28dd8Z9mcjtTU/kFtiQhIvX2nJS2R47Csb+yyCEVXEEay1O4kmX1QSLgqTE7oiBHZgP5QnAhxKRd65EcmNB8S9budv8ktq1HTesmkvFQDm63Z+aNg0ZmcUVRiI07kqSxven6iJgTL4fUSjhFAT9Xk6O374bxv/APK5f/0HYRW0N3CLtug6bKFWbuUU3CCxB7kVRWIVRJQg/SU5DAIfeHCL3YRfM8eNI9o6fv3TZixYtl3j168XSbNGbRskZZy6dOVjERbtm6JDHOc5gKQoCIiABhFGLjhze4j8v5bZsLxe5C6u3xIabkISM2aXWVlaWlpUnllcWVrXivpKP82NcN5tanSfuqzdZZFcrNQxDiXsIkXB8vOf/DPgVW4O1cvOQ2vtHxtoXdt6syszx8/tFoNHgiMkpWaTWmE3c7C1i/eUQdrM2C6LUVkgVMQVCAYi/OIvUA4Y886/OWXiJyJ13vBjV1Gidoj6w/eMrVV/lDzgjVrNSLGxhbnXmcmZsqDVd4wQRcmRUBIxxTOBSKYeEVZGy+s30sdObBueqdoc5dCUnY2u7JL0+71CctKreZrNngXisfMwko3IxUKg/jXyB0lSeIfCcoh9GEUieLnOfiJzYaXN/wAT+QGut8M9duYJpd3Gv5Y8qnWXNmSlVoBGUE7dv5J5VKDdmRD18QNz/c9SLLm6t26k45axte6N67Cq+q9U0dqyeW2+XKTRiK7AoSUoxhI4Xz5b5pVJCZk27RBMoGUWcLkTIUxzAAkXIao2vrjeeuKft3UVwhdgaz2BCt7FS7pXXAu4OyQbsTlbScY5MRMVmqwpm8JvCHfthF6dx7YpGhdQ7U3nsyScQ2uNMa3vG2NgS7SOfTDqKpGuqxKXC1yTaJi0HUlKOGMDDrqkbN0lF1zEAiZTHMACRUGE9q96JJjlKbkjfUwMYpRUPx33mJCAI9hOYE6Kc4lKHqPhKI9vgA/DCK4Xjlzs4l8utDy/JbjXuur7f05X2s4vYrHV0pdOTrTiuRQTkxDWinzMbF3Or2JrEHI5+TpFg1enQWSUKmJFUzGIop8Eetr06OpHtWx6V4m7lmbrsmr0V9seSrth1rsCgqK1CLm4KvSUlGu7lXoZlKKMJSysiKoIKHXKRbzPB4CnMUisx2Jf6jqjX952lsCabVyh62p1mv11sLwFBaQVSp0K9sNjmXQJEUVFvGQ8csucClMYSkHsAj2DCKvzgF1euCnU3ndlVvh9syxX6W1LE1ybvCE5ra+0MkbHWt5KsYRZuvcoGGRkjOXMM4AxEBOZMCgJgADAIkVmmEVYegesRwA5L8wdncENU7ldv+TupZraFdtNAn6Ndamg6nNNWVeq7EiqvZLDBx9dtchBP2i6/ksHK6i7Bsu7SKdugqoQil1yo5P6c4Y6C2JyZ5AWB9VdQarYw8jdJ+NgJq0Po5rPWWFqMYdvA15lITMgK05YGqQlQROJCnE5uxSmECLFXIXqD8W+LnEaH5xblusvXuOU9CazsMbbmFMtVglForboQ40Vc9ThYp7ZETyYTrbzCGbAdt4x80C+EexFVRF+1ZdEWRkGbFbk/cIlN2umgaSlOPG/Cx7PzDeEFnh2OvHzoiBRH5xiJH8Ieoh27iBFNPk/1sum3xG1Fx/31tfkE1kdP8oW9qdaRv2sKpbdrwFyRpIQgWfwuaHDzZopeHcWBu3XReFQWRdlVQOQqyCpCEUHfrr/AKJX7o6//wAnfeP/ABHwisa6fvVl4Q9T1bbCHDrZFg2AppNKjq7DCc11eaEESTYh7aSqi1G5wcMEr78ajyPjBt5nkeSXzPD5hPERWR4RagXtq32rLQf4f+rPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF3/WVvCk3CNmFhP8AJ5wUj5UpAExhjnfhBVQCh844tViEWAoephT7fTmsOWHQh5Q9B1dhp9n00biamJ3ATxZLRk7hzjS+IuO5ok2uhbB5MNYDRGsaa8zZ9LnZinA3nmZMbRx07Dg2QDpLMdKsdauW71ug7aLpOWrlIi7dwgcqiKyKpQOmqmoURKchyiAgID658nKyjq7fVyUNdG+GtheWPY8FrmOacOa5p3ggjBBX0kpaqmraaOso5GS0srA5j2kOa5rhkOaRuII3ghe/LZd6YRMImEX72H7g5XZPUUyF+ZREwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuKl4SNnGotZJsRcnqKan2K6Bx/6YgqHzkzf7w/AQEPTL+3XOttc/dFE8td0j7lw6nDgR8I6CDvV7QXGrts3P0jy13SOhw6nDgR8I6MFUDWZuGu+RsyWcA4N65tZ08cqqkEVDxhbGZ8hIgQA7mFaOVI4J2D18QZ9UrLN6reSOmfbcc7WWNrWgHcJO59h0eeyQGM9WCshSVjfTSOvmADTOHu7MuyfMrOkF0XKKLluqmu3cJEWQXROVRFZFUgHSVSUIIkUTUIYBKYBEBAc8bSRyQyOilaWytJBBGCCDggg7wQdxB4LcrXNc0OaQWkZBHSF7M61VMImETCLp03sKjVxQ6E3bICOcpiIHaLSTYXpO3x8TJNRR0HYf9Rkgt2lNS3dgkttDVSwng4Ru2D+uQG/CrKe5UFMdmeaNruouGfNxXTlOQGoEzCU10aiIfSnGTqpf8R0os5R/jyQN5LNfPG0Lc/HbJCPgMgKsTqOyjcZx71/1VF3kRuaKubeKrVMlzvYACmfza6bZ+xK8elV8LJicj5s0WUQZlIKwgBTJmOcg9/En6bp5J+T2u09LPeNQwCO6eBC0uY/YYRl7wWOcAX52RvDgGu6Hb4nqW9w1zWUtC/ap+LjgjJ6BvA3Dj1ZI6QsnaH0TBsoSMuluYt5eXlmyMjFxr1Ii7CKYuCFWZrKNVAMm5kXCJiqd1AEEQMAFKByiYYbyncplyqLlNp6wyugoIHmOSRhIfK9pw8Bw3tjactw0gvwSSWkAZXT2n6eOBldWND5ngOa07w0HeDjpcRv38PHvUtCEImUpEylIQhQKQhCgUpSlDsBSlDsBSgHwAM0U5znOLnElx4k8SpiAAMDgvLOKqmETCKOvJGkQs3QJezGYoFsFeTaOmkkmmUjlRoL1ug7ZuVSgBnDYGy5zkKbv4FCgJe3c3fbXJDqS427VMFnErjaqsua6MnLQ7Yc5r2j7l20ACRjLTg5wMRnU9BBPbn1RaO6YgCHdOMgEHrGDkdR8ucY8P5dYS3WCOoYW5BiJZsl3HwprKg8ZvTgHw7rESbgP+wD/FMuXygjBt1zaBzpEsTj1gbD2DyEv86xWi5nfZ6c+D3rh494Pn3eZTYzzmp2mETCJhEwiYRMImEXxTcJVrbASVTvFSrF6qcymVKXq1ygIm0VuVSIcFCJyUHONH0Y+TIoUDAVVI4AYAHM3Zb9cbFUCpt0j4pxwc0lpHlBBWIu1lobzD3PXMZJCehwBHmO5fkDB1mn1iv0ij1evUik1ONbwtWp9Sho6u1itw7QvhaRUFBRDdpGRMa1L6JoIJESIHoUoBnG83y4X2pdV3GR8lQ45LnEkk9ZJ3krlarPRWenFLQsbHA0YAaAAB2AcFy7QxSuUTH+xKoUR/xD/wCczG0xa2oY53ghwV/UAugcG8SCqmte9PTlBsH2gxXqO7YrVZNxY1bpx/AaFnmd1r8s+bWWP1LD6uj61L05R0hZ49+7lb9abCiuVkrHtjolAXBVxRKp6V1Nyt6UsnJIdO0M/wD+cEsYDo9lwwHOcXP2sbJGGhuNraOeGMkePb7pa6+rqWrqowKVx22nIORjZGRxBJBPBbC90rjq+UfY9JZPyRcheaJcqiwlDicpY57Za9JQzV+YyQCoBGa70qg+EPF2L6eueL+Sq+09ByhU90rPtQqGuPiDgVJL7SvltLoI/C2CPgWqV7Jldahq7VXNLgPshZjr3l9r7lBO3Kx6vtDltEXGWrbOk1PXkq0ho10om4nRoFtoMiWSK1BX3Msk3UP2IuQxvd3omtL3TWGnKSvsf2Wj5vcW7x33fB2R0OBGPEtXaLroLfWSRVPeyZ6eO7djyKRftTHL2laS6e8nw2jZ5lK8gOX9soELHa9h3BH9sidXU27w98nbg+imorPGUdOWOpx8AyKqQp5JV+4BsCgNXIpRX0LfJldNOzy3+7MMbGscG53Zc4Y+AEk9W5X2uL1BWNbS05ySRnxBdq5CQNi6YfsvFi1ZbTKQuzYTh1FadsMSZUCyERsnlfaEIG/VxsqQ3z3tQe7elimUTH0JHHUIPoGSuzVNHrPlykuFLh9LTPJDhvBELcNPiJaPOrGoZJbtMCJ+57xw/KO/41mj2bzjdBcY+k7x/sbCvsonZHJs07vnZE8RokSWnmtgsMtH6vbuH4k98WiIzV0fFqNW5jCgi4eOlUylM4VMfWPon+Ua60eqIrBa5S2OEtbgH7ogF3lySPIs1omzwSULqqduS7J8nQqtedEJGbF9rb6fcLp9k2r16qurNX2beE1CIJs3c7IU6G3pseyLWNZsUpnLqS0G3ioc6y4idVkKDf1KVMB35pm4VD+Qyavvh29qlkxnqOGt/wAe8KK1sTBqdsVLuw8fSfgWPva9+NXF+uU7Q/Iqv68kf05/IPckdr51ckrld36M/qbWWu5Nm9hGdAdT7qmsn7efnq0mm5YR7dY3jU8wVFFxPmL9DhfK65WOqoZCBbKWQlg2WjBkcSe+ABPAneTjo3DA79YU0UNUyUfb3jfvPQOpXtdNzpOXnp2W6IVW59co96aob6OZa8Y8X9s2h7Paq1td1ndNkXVo1+g2nUoKKj4BGCfxkcxbwyAFaSAmMsYyZQNpPlx5TdN6uqhpGOiphWsqQTUgDnC0B4LPBzhxcHE7f3PDecSXTFlrLfH6YGR/NlngdGd2/j0AY4dKqXcc8us1zY5O79heCXAXUmnNJ6dnkY5Wf5sU/ZNBt9w99cyrauPpVCdtGvnDWXvDKAXfBExcSsMOmbwPpAxzoqqesOTrT9r01pGhsDqxlXNHBkFj2vDW5BLGuaXbTIy7Za4nhgAAAAaS1dZ7HXXaovddA+F08gDsDALseERs7nOA2j1nJ3kknKfEnqKbE23ylvXT25ycamPFTm/S626tkRHVCxEs+rdpRDKCb2t4aprjIzriLdKVFwMsy8uUmmbxg2dCZ03cIe7Hl9bbWNi56A5atZak0bSxURuNucXQjiDxAPm6ewfRFP2l6+q0fpxaq1UwMYJzdnJ6tprs0wMdaRquu6dcJyTQRRJ+uKnLbZSAMHYDB39O3cQ7dlljxtP6gr3k4owwSzkbw3HnP+RV3Vb1q10hp/Q2jGiSSKemNJ6s1cYiXh7CtQ6NBVdwoYxfRRRZeMMc5/UTnMJhERHuOJuD9uoc4cMlQDV9QKi8SvbwLyfhWOd8662PuPj/ALQ1RpzdUjx12pdI2HZVDdEOlLqytGcMLTBTMk6Y/IM1XphFeWhI5zHeag7TMiDwVBKqUopH4UUscUwdKNpg6F06arqOguDJ61gkgGctON+4gccjcd/Do81Ju9KT7Qv0+tB7J5JG6iHHjkPofTMI1nbdGXeBirHfF41xMRkCzAW1+0iEw4dOpKVbokTaWwVVDqD39ewjJonUNVua0ZW56GTTN87yGFu31Yx8R+ZcRx36sfW/2Zoqk8jFulhr3k5oq8lnxql70nXbvC2qzlqllmafYjhB1zYGyZNFVjZa88agIVhsU50BMmVQhiGGktBRZwTslcKzS2my4skIif2kY+H6VZbrXqIkneCXIHnfyh4e7l4lQnHW8tqVbNQzS7ia2LYDPF9bRrOZrUff6rpg5W0hPbMaskSOyIJmXbrEBwYxBAMZLbGOmEcLgcj+eGVDK3RNPLcWUdBMx4e3OegcdxwXdX+SlJpLcFG5JaH1byN1lGW2HoG3YN1YatHXuLjoW2IRzSblIITy8ZEzNgjWx3DmJOql5LxwQ6ByH8XzhAMXVU5ppDG7GQoRfrNJZat1JIWlzekZxwz0gdfUuyWGs1u3RisLa6/CWaGXORRaJsEUxmY1VRPv5aijGRQcNjnT8Q+ERL3Dv6Z0MkkidtxuLXdYOD8CxFPU1FJIJqWR8cw+6a4tPnBBUWrbwO4vW33lUdckrb5z3EH9SmpqE93EfpbRRHq1dT7CPoAshKH3O2ZGK8XCPHf7QHQ4A/Dx+FSek1zqalwO6OcYOh7Wuz43YD/8SjHbOlTRnZhPR9q2mAKBTD7vaISKtQHP27gUrmLWqBkExH07imqYA+79N/HqKYfbo2u8RI+PaUkpeVCtZuraWJ/axzmfA7nM+cKYnFTTd10NrZxre22KFs7KMsMk/qsjEFkEDoQ0sCLtzHvWT5ApWyqcyZyuXy1limBwPcQEvrjLjVRVk/PxtLSWgEHHEdPmx5lEdUXejvlxFxpI3xPdGA8OwcubuBBHHvcDeBw82FrPsfn3V7fawidG0S8UIthmTVZyhNxTWd+pz5Sc/IpHPk3Vuud18mAn5nijvF5nf1+jLqOCzSRN2pnsm2RnccZxv+56+1Zmmt2hKmki52tnhrubbtgtcW7eBtY+xkY2s47/AILg1uXPKWHKJZjhHd3ypA+ceClZ12mJvukJHUqdEwfeA4/w5zFtt7vBq2AdoHzuC7xpTTE32m9QtH4TWj45Gqx7MEtdqANt5u2Wq3G2VUOMm2pttWrNPV9vPRDV+4YTaENKO45GXY/+i55fukmRsVZPwqqF8Bw7GN6COaitLJImyd0RguaDg8RkZxx6FPKTRdPVUcVV6ZUrHSRNeWuIBaXNB2T3/EZwdw3jgOjravUGlG4/2Txf3O3KAh4hVYOExKHp3HspCkDv2H7oZzFlaeFRF/PlVwNAxu8G50ZPjH1lZFmCWu1CR/1AuOsLcrLSrFJ2qvvqtYpitP5N7WV38M4ewki4jHblitX3M0+WYKOGxhTOdumcxOwiQO/bMs2y1z4mysDXBzQQM794z04HwqaM0FqGajjrKdsUjJY2vADwHAOAIB2g0Zwd+8+NSKoW7tSbO8AUHYtUsroxfMCNYS7Yk0mQA8XjWg3Jm8y3KAAPqdAvwH7g9rGakqaf7cxzR1kbvPwUfrrNdrZvrqeWJo+6LTs+Rwy0+QqxjT/J9zCJNa5sUzmRi0gIgysqZTuJJikHYpE5VIO6sk2TL2/XS93BQD1BXuHhhF30y2Ymot+Gy8SzgD+T1Hs4eLp3XoLllmtzGWnVhfLRtw1lQMukYOgSDjI0e2GXjpD+iqfq1dVhq1YTXF/jBaSOX0k0PHbd2pAOx8EYydpeF3r6oSCAgYJZyioKcw9TEBaEEzRMfPFcW+e0Vop22273lmA05jjcOJH3bh1D7kdPhcMZ3Xd9SQ1NO2K1SB8MrA4yN4FrhkBvjB3no4cc4hT0J92foc8w3es37vyYTetGl64kgc/loGt9QTVuFccqmEfAKgRTCWaJFH1Mq9KUPUQAc/yj2/uqxCraPslNIHfqu713wlpPiVlpep5m4cyfBlaR5RvHwZHlW5jmhFsVMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwix9snVtD25XF6tf68znopQTKNzLAZJ/GOxL4Sv4iRREjyNekD08aRy+MvchwMQTFG5pqqoo5Odp3Fr/gPYR0hXFNVT0knOwOLXfAewjpCo05Q8Q7PxwdtLtVZl7OUBWWQSjZwo+52OqyonMvHN5czPyiCYxkf7HftwTKZUnhMRE4pgedWq8RXIGCVobUY3jocOnGfhB+Hfia2y7R3AGGUBs+N46HDpx84Pw78Wg8It7y27tUrBanHvlzo8glX5uQN4QVmWSrUrmFm3IFACg8dIFVRXH/AKYs2Mp6ePsEWvlAyhq/sQxBIMgdR6R4ukdhwo1eqFlFVfYt0LxkDq6x4urxrRm5R7E/Rb5I732WRf3lrddtX6fi1AN4ylhHtlkTQSCZvXxJNYYEEiD3HuUgZ6Ps9L3Daaakxh0cDGnxhoz8OVoium7orJZuh0jiPFnd8CxrQyXobjXFNZp2pS/NZZm9qY0hKVWtiM2zWK5YuYAsGU8sEk2XSA6Rm4eYUxe4fDLup7m5h4rNjuYtIdt42cHjnO7HjXTFzvODmdrnc7tnOc9mN+VvV9O/anL3ZOnEE+YGmZnXdyhEWDeGuswaFhn+x40yRimfWCgJuyWGm2dl4Ce9AuyatnZj+NJNEQMkHnLVNFY6SvPpFUNlgdnLBkhh6mvxsvaejBJHSTxWz7RPcJqf/wAwjLJBwccDa8beIPkAPYsHW3o9aU25vS77o5AbU3LuNnY7XMT1a1zMWyRjqzUYaXemfhUSSvv0nbHMJFnOKLMjF9FJoNikTBMfAA5kYNdXCht0dvtkNPA5jA10gaC5xAxtYwG5PE5DsnflW0mnqaoqnVNXJJIC4kNJ3AHozvOB0YI3KxXUXH/SWhIf5C03q2k65YHSIi6NWIFiwkpMqfbwHmpoEjzM4uHhD9deOF1B7B870DtFq653C5Sc5XzSSu/CcSB4hwHkAWXp6SmpG7FMxrB2Dj4zxPlWX8sFcJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/8AJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//QlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMIsN8idNR3IvQe6dATFqtVHht2atveqJm30Z0xYXKuQ+wKzJVaVl6u+kmMmxZTrOPlFDNllW6xU1QKbwj2wi1U+RnB/pOeztdLbl9C3SPS5D3DlbGW+n69jN+xWt7Lt/Zdxk6GjW6hQKo6gafXDweu9by66lkfyiLcFohV4quCx3Zo1uYiexk8e91aq4E7y21sVjMQGuORG646yaVgZcjhsErC0qsBVrRsmLZK9iEibdMgnGor9indfU8Jw8SPkHORbiGETCL+dH7QjU6vfPadumlRrxXIO4Uu5/qflTt9Ss8Uxna1aavYuXd4h5+uWGEk0HMbMQc3EvFmztq4SUQcN1TpqFMUwgJFc717uhf09J/pyclN66H4w6e44bw426xsG66nbNG0iD1fGzENrxqNjulTt9VprSHrNkj56oMXhEFl2ovWb8qCqSwJgsiuRYO9m16nE/UuhtyB2LvdG+7WZ9PS5XCo0+GrbV1Zr7adZrU+oW7Wmt4IqxlF3km2tVmeQUYCpwbR0WDJLum2b9iEXQ5z2jrq617jRMdROe6T+r6xwNgNlM6LLOLRuKwQe3GxH1hY1dq5H5USYS4xi9llG8SWXLSzshkVPCCRiFOJSLLHWK6u3JPdPSHpHIbgVxz2XK8cuXHHq1WDbHJmCv0lRrjxBla3sevUmYrcgrV+yklJq2djMQTlZq9RRWK3UEgnSV7CRYG9km5W8xT6NqnHuY4jyq/DpxbeQew5vnTKXJc0eW/CdrNPqlJQztkKZ3B5UnkqvFXfcROJzfThFnJ97Rxzz5h7h5AQXRz6bLDllofjIv4L3t693FeKkrnHnWmSR01TamjPUo7QLUSvPVYOJQXnbDIs0SrnYt1DmaJkVk3TO66VO6mHBvk1yG1vpmUrnJHijRLVNbF40BOOrSeZsbSjWm165NTLDGQTeYl61tF9U3ke1KMYSSaP2rluKC4JoOHRFLjpJ84t59QPizIb35B8XrDxGvjTa1toKOqrMlb0ZFxAV+HqkjH2wpLtVafM+7S7mecIlEGgo92hvCoYfEBSKz3CJhFojSnENP2iXdPWy5eLtiWXXmrNbOeBvTTkFjFWiFNi6VkGe2X18rsgfwe4tbdeodgf3pP5x4PYD5qoX9bEpiLYD9nt5wuedPS+0Va7ZILu9y6Obr8aN5ISBlPlol91EzjYuMmZsrnwuzS9x187hZh4c5Cf2e+cJgH62OEUULB1ueX166i/MDph8UuC9O2zvjRM3W/qEvVs3DIU/U8frhWvspq7bV3fIFqrl/AR8A+s0BGR8TEi6ey72W7EUT8jwqEWZ+KPVj5QRPPmG6Z/U/wCM2uuOnIPatFlNkcadpaOvspetE7zh4JtMPZ2tRy1jRLP12zx7CtyKqRXa3mODszpKtWhlWBn5Fjflp1zN8aN6mm1OmhojgjL8qNrsNFVG+aNZ0/YyNVkLxsW0J0yaexewpCfghqmtNa1KlSk1JPJ1y8OQy0a2aCCIvQWRIvr54dQnc/GzhRwD25zu6e2hpjkLyA5l1jj7etAW63VHZtS0c5t8ttclbv8ATrmwjNjwk3OuKNTIx74Gy5BIaUUROsmdEyYEWHfaMv8ATTez8/8AfX9Mf5xdQ4RbTuEVOXJno56p5gdSfQ3PjkPey7UoPHnVjmhUfiJddexVj1OezOHNtkP0RJV1Jzy7GRliy1lbuzNl4ZYiq0Ow8xQxWyQEIqQ7vr3TMj7WPxKr3T+olRpbzQPHe8SfPp9pSvxVX1/Elkqls2PaQuwo2qtGUA5tizS11ePdKHROr79IRaSpgcMTe7kUZORPN7hhNe0Gc0dt9Qyrz/IGg8HqHr3jTwk4m17W5N22a67hsTKMnLzY6fqB4ojWrHPwkoys7pR/KmbsmYO47xre+NovsRWN9LuxdHPmz1SLLzK4bI8heGXM7V2npuibb4OW/XmtePVcv9OkSu4eY2FctXVqCtSdimmUjNQx3wxNpbnbPoeKdPWJTHMq7ItsnCL0OSLqNnCbZYrZydBUjdwdEHBG65iGKksZATpAuVJQQMJPEXxAHbuHfuBFr/8AD7ox8DumNxv5Q3Xl/Kan5Yv75Y9h7v5E8peUGnKSvMnpDqFbPp6Bly2N5fARgmz9vJyi/kLlWkpCUUE6Z1CogBFRn0ctn7b4j+z8dXvlfrlrb9f6klNicj7jwdbTi74H9aYP6jD63hbvXjuVlznZQdycMW4qkUEistAO+4iYDnMRWe9HDpE8JtqdDjTVN2roPV91ufMDSk9sbaW3LJSq9ObRWs+1V5uRq9hibzIMXFkg5PXMO8jiQxmblD3Nwy94KAOFl1FCL2+ysbi2NyF6M8nqyw3CSZ2fjzuDd/Fqo24XC76XrkK2q1P2BUF2jn3hB0u3pQbZBpGlKqmCDOPQQSMQiRAKRVC8vOlDpzpi9ST2fNxWthbP31yC5Bc8p+ycleSW4bHKTN33BaKzsLi4pDuVYx1JybOAiIl1bJRRskKz2SU99P77IPTlTOQiuD9rfk4Np0xtYxNmeto+t2vnLx1r9hePPELNvBli9kz0s4dplIqZVs2YQaihygUw+Egj2Ht2wiivC9Un2Z91senVa39LWpaj1TsWwkr2v+V+3Ol9oSlcZrkZwcCx8zD21zFubwnXX5DFV98dVxsm0bCK7v3dEihyEW5MxUZKsmasadqpHKNW6keoxMidkoyOiQzU7M7cRQM1MgJRTEg+ASdu3p2wi+rCKtnqa9Olj1M9U640Jct/bb0rpqL2mwuu7K3qGSPDS296LHV2fjialnpYzwsfH1x5PybOSWUdMJZLxx5AI2KsKTluRUOezUae11x86i3tC+jdRV0lS1fqXkZx11/Qaym/k5QsHVKtZOYkTCxwyc08kZiRUbMmxCmXdLrOFjdzqHMYRESK3K99GbTm6+qe+6lvIy4MuQEbC6ZitUag4xbK1pCWDXGpZGKQhypXWPkJmcl2NgfFkFbC/QauIZNNtIWAXKagLs0VDEVLPGSlammfaxdrynT/AKfWqdo3RHEqYpfNtxqCHj63qV3uKUbyUcrXVm1bbNKp9Uh7casleM0CEWVm6xKLnKZw0enAivt0Fy/5o7H6lXKbits7hnYNZ8RtQ0MbFpjlo8hby1g9yWX3zV6H1Nx8vKx6NMereRbZlTwsV1Fe0Of07FU7EWoZxa5fdMHSfMbrNvOZXCST57bvvnVD5Lu9bazoPDbX/KrZlT1FUdh21k6tfvGyUYyvVCpO5aVKgoROVTXcOG4m8gxSAcCLbE6P/KPpa8rtV7HvnTU1Fq3Qp4+fg4TfmpqvoegcfNn1axtUJg1SQ2rUqHHN4+WKLVSRCKkEXkpHiYr1BBx56LtJMiop9o02XduoJe98dPPS9hfxuj+nbxA3X1AOdNyhDgZo42fTdO2ux8YdCOXHhBss9czKjWXkGKhjlXZvhcpgV1DGACK+foN/adunl+DfUf8A2PI4RZv6sX2rLqWfgAcyPyddjYRa6fRS6wfSI46dJXifpPkvyf03UtoUSgXuO2PQbJSbhZpxieR2lsGaRj37OHos8SYUfQMo3UKiiLgyhFSkAom+aBFjroJVMtxufXt5f8ftZ2HUnT35EPrOjxihpKtuaZWrirW2u6pGRnaJVFEW7WIgICMsaZBQbJkbMPlVOOJ89iskgRUZ9N9IeAequiz1hIoPkjX5uV2/+EfLaVT/AFiOJrTYdsn16xPTKaXZJ8eFrFjtr7zFxL2cQMaQD/MT8BFuS+0mbjuTDgtT+GGmnYDvrqW781bw4100bqHB0lXrpYmMjsebXKkICNbNAskYOTUHuVFtYAMPYvc5SKu72fPS1M44dYjrX8f9dtPcqLpWE4yauqaBiETWNBUaKnK5HuXfl+isg9QjwWcqCImVXUOcwiYwiJFuUYRfzVEeF21rlK9YPqZ8PveYzm30zutdyk3HTzxiC7lzsTSrC5TEvtHX8jHNVEFZ9vGR7VSUIxMcwPYz5WjiJqKSYABFsKdVXmrrDqFezEci+Wep1k0YHaOp9ROp2tHdpu5Kg3yL5D6lir3r+aOQqZhkqlZ2rhqCpiJleNypOkgFBdIxiLDXXZ/uW7VP+0/08v8A1zVWEUgnnXD6CrPhJB0XdG+NLbhj2XHqrVa76TZ6qtd2nbrJMqBHxklSG0M4ooRa0rIyKJmhHDly2Zt1jAqq6QTKKxSL5vZOeP239VdKMn6PdIl65FbO5HbP25oyp3yNV+V4fTFlqms4SIfIR0y2SexkVaLdV5mUZ+JFIr5q7TfJ+NJ2mcxFjG5QUIHteuqI4IaKCPN0xJFczEI5oDMy/wAt7K/XhbeT5Aq9ih87w9/TCLbBYxEVF+b8mRkfHef4PO9xZNmnneX4/L833dJPzPL8w3h79+3iHt8Rwi5DCLUC9tW+1ZaD/D/1Z+TryqwilNmul5BTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWUtf7YsdDUI2SP8qQJlPEvDO1DARPxD3UUj1+xzsVjCIiPYDJmEe5iCPYQ01yociOlOUuJ1XO3uPUobhlVG0ZOBgNnZuEzBuAyRI0ABrw3IO1OT3la1JoGQU0R7qsJdl1NITgZO8wv3mJx4nALCTlzCcETip14r94jvlCEdeM6YEB6wX8Kb9gqcPRNygBjfNN2HwqFEyZ+w9jCICAfOTXvJzqjk4uvpZqKHZjfkxTMy6GZo6Y34G8btpjg17cjaaAQT7o0brnT2urb6YWOXL245yJ2BLE49D25O479lzSWOwcOJBA7fkEUwTCLCfJfklp/h5oa/ckN7TTmH15r9i3VcIRjdN9YrLNyTlKPr9RqkYq4aJydksUouRBumdVFBMBMs4VRbJLLJ7j5IeS2v5Sb4y304Ah4ucfBa0cSewfCcAZJCj1/vcVnpjK7wugdZWppKe1r3wL+daE4UUIdTpvxISGldqWENivIsinhKue1M6z9TUbILoh4xSCGdJomHweYoBfMN74i9CloJlt7lklnNZs45wBuznr2OOP1wtXO1vdDNtgN5vPDf8AH/ktpvhlzF0pz3491vkbol5Ilr0m+eV21VOeI2RtWvLzEIs15qm2dBmu5aA+aN5Bu5brIqHRdsXSC5BAFPCXw9y08j9byaXYwnv6J42o3jg5p4HsPQR0EHjuJ2TpzUEd4gzwlG4jqP8AP89UoViItGDuWknjKKiY9A7p/KSbpBhHMWqQd1HLx66URbNkEw+yOcxSh9I5rCwaMvupJBFbIXyOJ3YBOfMs1V3GloxtTuAC4OrWmj3xN4rQL9R74SOAoyBqZbIC0Ax8Y+Evvgwcg+Bt4jegePw9xyS3rkj1nYqfumvpJmR44uY4fGFZ01/t1U7YikaXdhC5kxTEMJTB2EPQQzWcsUkLzHIMOCzTXBwyOC8c61VMImETCJhF9qUe5WTFQhBEgfEQDv2zN0un7nWQGpgjJiA44Ktn1cMb9hx75fIYpimEoh2EPTtmIkifHIYnDvwcK4DgRtDgvsLHuTJecCY+D7vYe2ZlmnbpJS92NjPMAccK2NZAJObJG0viEBARAfiGYNzS1xaeIVyDkZC/MoqphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRQJ5ccVn20F/0RdfJIGurZkm1m4NRRNsW0NGafls3DRyqJEEptmgUEQBUxU10CkL4iGTKCnqTkE5caXRMXqR1Y5w02+QuhmALu5nvOXte0ZcYXu77LQXMeXHZcHks7Y37O48FXNWNq7T049VrD5u7RRjlRTc1O2MXaR2BhHucjci3u0jHeLuJilKYEREfEJDd/X1/edEaJ5QaZt6pXxufM3Laqle0h46C4jajk6iSNrAxtDokNuv8AX24BkTg+n9q7ePIeI8hx2KRUFy4qjlMhbFXJuJcCAAc8adpLs/F9JxMqrGuUyj8QAE1BD4dx+OamufIRfIXF1pq6aeLoEgdE/wAW4SNPj2m/MpZT6yo3jFTFIx34OHD/ALT8BXd0+TOpDlAxpiSRHt9gpByYmD7wikgqT0/hyNv5HNdtdgU8Lh1iaPHwuB+BX41VZiMl7h+q76Fw8xyp1sxQMaMSnZxyID5aKDAGKPiD4ec4kFUDpkH7pE1B+9mQoORLV9TIBWOpqaHpLn7Z8jWBwJ8bmjtXRNq61xtzEJJHdQGB5ScfACozXvkHfb+IQ8OmetxjpQESRsGq5WlZAVR8BG7mRTKk5cAcR8PloJolP37GKb07bj0zyVaY0sPTCvIrKxgyZJg0RsxvLmxklrccdp7nluMgtUWuGpLhcfsEH2KInGyzJcewu4nxADPTlfZWeL+x55uk9kxi6yisUFARll1lZPwH9SmMxZIrgiYQH1IqqmoUfQSgPcAt7zyz6Rtkrqej56skacZiaBHkfhvLcjqLWuaeg4XOl0pc6hofLsRNPQ4na8wzjxEgrv6fD18JQFa+tCH+kqddWVL3+nsY0wiI/wAWRZ/L9TA/Y7W8t7ZwPg5o/GsiNFSY76oGfyD9YLskDxFhGb5BxYLa8mmiShVFI9lFEiCuAIYDeSs6NIyKoIqdux/AUh/CI+ExR7CGIufLzcaimdDaqCOnncCA98pl2c9IbzcYyOjJIzxBG5XVPo2BkgdUzOkYDwDdnPZnadu8WD2qXiKSTdJJBBMiSKKZEkUkygRNJJMoETTIUOwFIQhQAAD0AAzQskj5XulkJdI4kkneSTvJPaSpm1oa0NaMNAwF7M4KqYRMImEWO9uN/etYXxPt38NXl3H/AIo0Ud9/8Xkd8lug5eZ1nbH9dbE33zg351jLy3btVQP+k4+YZ+ZRB4iufDdbK07/ANvqxnPb7vustHJd/wDF75/v5vrl4izp2jn9rW7PvopD/wBihmjXYrpWdcOfM5v0qwLPLC2MmETCLkWcU/fj2at1Ff8AYlEf+AMvaW31lYcU8bnHsCs6iupaUZneGr2PIWSYerpqqkH3TEMH/CGdlVa66j/pEbm+MLjT3GjqvtD2u8RXF5j1fL8yiJhEwiYRfoD29QyqKUFBaqsqrGlUEwHdlUfHAR+IOVBMgP8AALYCZpLVtwkq75M1riYo8MG/2ow7/FtLTWp5mVF6mLQNlmGD9Ub/APFldyTUMkcpyD2MUe4Dkep6iSmmbNESHtOVH3sa9pa7gVWPzd6OXT96gdtQ2ju3Wlgpm8m6LFuG+dHWpfWu0XaUYik2jTzjxBnK1e1v4xs3RRavJaKfPmrdFNFFYiJQTz1Lye+ic1NpGhba6lzaigaMBko2mjxHIcB2BwG/OMnKg120VRV8pnYC2U9Ld3+XwLDfEXoCdOXh3uOO5CxMbuXkZuuvyLebqF+5TbAiNkPafYGfl+4WKGhq5TqHWHdhihSIZi+kmL91HqpkWanRWIRQsi1l6LK/Xy1PtdsZDSxSNLXc00tJB4jLnOIB6Q0jPA5GQrS3aDpaacTzl0jgcjaIPxAfCuB9oR4ecv8An9wgqGguI1brlqn0961zZGw4idvEDR3cvVqlUrmxi4SKd2hzHwLxRzZ7G0eHK4dtgILAggYe4hl/6G7lO0vpy4Vlfq2pMMksWGu2XP3lzSc7ILhuHQDxXVrGyV1ZFHFQM2g128ZA6O3crjNKa1htL6i0fo+AFL5A0xqjW+qYcUC+BE0XryoQ1SYnTKIAIFO2iCj6h39fX1zSmvNUQ625Rzc8/wDDyVJd5C7PzqSWuhdbbPzOO/DMfAtUPpSK/puPaR+q9y/egaTrehIq76fp0kYDGTRlGlnq+gKJItVDdwRbSesNOzopk7FMYrjv6djgPuzlSudPpXkSobYxwZJVQRADpILOcf5nObnxrV9jhfX6llnIyGOd8eB8AK/OtmZDlJ17ujRwucrIOqvQ31G2xaWbpVMjNZK77iXsl3g+yxikF9K0Hj60IT0N4xdpFADG7ly55DaU2vklq7pB/SZhKQestZhv+JxXDU7+fv7IHeA3Z+E7/gC2FOqlz1gOmlxB2dyunawS72SKlYOj6uorl6pGsrdsy4uXCEAwlZBIiizWDiWLN5KyHl9l1GMcqkiJVjpiHl/k25MZ+UDlJqHXMmOlie57z0hrT0dpJAHVnPAb5teb2202ZghwXuAAHaVTdxyD2n3mno6gcqmPKDgromk7qrEPs/VOgrjqkXBHNIsbVKcp0lMykXqzYdqrsZZINyg7ZFGxSUh7k4ILkElRMmHsZ105ONDX6mskcdQLkDzYeHEgbXenaBeAR195gEZG8BazqqC5X23SSVIa6l8LZxg97vGycZB6t/YdxKqz4OSHKLk57SHtG98wXGoHu9eGuj9m1+/OtApzpNTlfVOjR/HVJtCKWN06lVXQu9vrGeFV8kQfkXAiKRE/AXclWWsoyG+CVrq/vhp9PyBmdhwAGePHPzLMfWwbE3/1V+jTwz8IPIxrbYXatvjifPIFW2ZuqvRdlXcpB8xVVnTtCyCpCn9SkOPwKoIj0W8c3SOk8fxLGaUYKSwzVXAnaPmG741sRbDkBkrZLOBETd3KvYe/f4nH4ZFp3bUpPatG3WXnq57u0rpACIfAe38GdKxyqn9oB2OfXXSD2dBC6MgpvPc+lNUol8wxTuSx9idbkcIF9QESi31IYT9vQSAID6D2GQ2VmXlx6AttcmsBM75jnDWH6PnU8eBdbltGdOPgZrRmqtFrseM+s7ZKMC+JMzOe2bCJbPsTZYgeHwuUZ24OCq/dVA3qPxG2ukzu6SGncCsTrm5Ti7vZE4gNOPNuUCPaKdqSFW6R9pg3z451d08gtMa2BMxx8bhGJXse31AEvcTGRSV1amYw9vCB/B9Ih3vLNtPeXO6As9ydc7PK+eU5w0/Du+ddU1d1i+lTxN4y8QeL9j3NbLbc9Q8bNIUzaEnqrXM7caTVNkoa+glrzFOrSl7hHTTppaVnorjEDJppqAdITismoQvdV22SqkMgwBnpWT1Bo+pvdY6qYWgE7slWu6j2xpTklq2F3fxw2XBbY1ZPOnUe1scGV+1Wj5diVA7+AsUFMs42wVexME3SSirCQatnRElk1PB5aqZzYGppJKZ2y8YWqr1p+ss03N1DSOrqPiPArKsfUJeUMdNkmRdwkgm6VaJnKd0m2WOomi4UblMKpEFVEjFKcQAphKIAPcB7dLYJHDIG5Y+K11ksfOMYSzxLwfVGejigZ0xWTAfQPEQwf+0yjont4hdctBUxeG0hcGsydNw8SyByB90xRAM4FpHFWzont8IL5wKYfgUw/wAACOcVwwVP6k6kp8fVYlCYrkbIyrlg3cyjmRakcOQeOUirLIJqKgJm6bYx/LKCfg7gTuPzhER+YHKJy468ueta6osV2q6Syw1L46eOCQxx81G4tY9zW4D3SAc44v2t7tkd6AB9BdD8kWjrfpOkgvFtpqm7S07HzvmYHv5x7Q5zWl29gZnYAbs7m5PfEk8FZOO9PlQOrBLvK26HuJSJmPIxwmH1+e1dK+8F7j/eLlKX+9+HaR6R9FVryyubBqSOC7UQ4lwEE4HZJG3mz+vC5x6XDeTgtS+h00ddQ6awvmttWeABM0Oe1kjtsfqytA9rwAjXcdR3Gm+Jd2zJIxYGAoS0YJ12xPEPYvvSZiEcMxERAO5yAmJh7AYw56+5PeW7QvKK9tFbZ3U18I/otQAyQ4G/m3Alko4nDHF4aNpzGjh5l1ryR6x0QDVV0Lai0g/0iHL2Dq5wEB8fQMuaGZOA9yx6vHvGxQOsgdMo/ATAIf8ADm4C0jitauikYMuBAXxZxXUuj2fWWubqRRO4UKnWgFQEDmnq1Dyqncf2ZVnrNZVNQB9QMUwGAfUB753R1E8X2p7m+IkK9prlcKM5pJ5ovyXub8RUXbN0++Ns9KMpmKrkzSX7OQayA/UnPvEGTo7Vwm4BBaOlwmGjZst5fgMDQrYwFH5pim9cyEd6rmNLXODwRjePnGPhypPTa91FBE6GWRkzC0jv2jIyMZBbskn8rK7hy0echDa7VgePlWUlJmdI6bT9jazUPGy1dh/LKVQleaST9is5l5EDmIC6QmUakKIpFFUxDpdVtFFz+3WuwwcBgkE9uOgfD8dnpVlgFwE9/lDYWYLWFri17vwyAcNHUdxPHcCDrm3DXOw6G58m9Um21NdYxxTGyQErEldD4xKZVuu/aopOyGOA/PTMcpvujk4ingmGYXtcOwgr0JSXC31zc0M0UrR7RzXY8YB3eVcrpnZctprbetNswXjGV1xeaxc2iJD+X72NemGkkrHqj6ALeRQbmQVKPzTpKGKPoI5019IyvopqKTwJY3MPZtAjPk4rJ00zqaoZUN8JjgfMV/RVoOzqFtCBibJRbPFWCMmotjMsRaOUwefJ8k1SeNFnEeoJHrXzG65TdlCF+OeW6y31lBIYquNzHAkbxuyOo8D5Ctl2vUFlvWRa6mGaRpIc0OG20jcQ5hw9pB9s0LvmWazCYRMImETCJhEwiYRMIuu2621mhVefutym4+t1SrRL6dsM9LOCtY6JiY1A7l69drG+xSRRTEewAJjD2AoCYQAe6CCapmbT07S+Z7gGtHEk8AFxkkZEwySENjaMknoC8qlaYG81WtXWqyKMvWLfAQ9orsqgByoScFPx7eViZBEqpSKlTeMHSahQMUpgA3qAD6BSeGWmmfTzDZmjcWuHUWnBHkISORksbZYzljgCD1g7wuwZ1LkmETCJhEwiYRdUul6pOuK+9tmwbdWaPV44vifWG2zkbXoVp3AxigvJSzlo0TOcCj4SifxGEOwAI5309NUVcogpY3yTHg1oLifIMlcJJY4WGSZzWsHSSAPOVQZz96tXHW7UCV0fx+QtG7rZMzMOLuVgIN9GU9FvCvySSqDGUlGxJuWeqP2qBSGZRq7RRHxmBx9iB9kad0PdYZxcLoWU0DWnc4gu3jG8A4Axni4HPR1Y+l1ZS0daDQRSVdVghrWAgEkY44JPkaVIvphV/Zdn4sbht/yUlQ9gbFTla1Wmk0o5TYxNgga/Lt4WWdKNk3b5OMCSsaR1BKmdcgJHL4BOXw5h9Vvo4LzDAHc7SREOcRxLSRkDgM4aezyKR3StrbhRQuqou57gYnEsP3JcSG54neGh2/eM8MrDmhegLx/p3uUrvzYVu3JLJeBVxXIADa6oxhH5yjRyaPdyFzkSJiHhKujJxonDuIpB3AC5W5cplznyy2RMp2e2d37/AB7wGDxFrvGoLS6UpI8Oq3ukd1DvW/T8IVy2o+P2kdCxIwmmtV0fXDFRIiLs9Xr7CPkpMqfbwHmpoqRpmcXDwh+uvHC6g9g+d6B2gVdc7jcn85XzSSu6NpxIHiHAeIAKRU9JTUrdmmjawdg3nxnifKswZYK4TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItTf2xv7WTov8O3WX5P/ACezYfJr7Oy/ojv3kSjWqvY9n54fJev/0ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCKI3PTlQ24Q8N+RfLJzUFr+XROspy9N6WhKkgxssgy8lrFxK0yo0fhFMnUk8SBw4K3cHRQ8ZiJKHACGIv5lnHHlvwq6mfNix84+v/AM13ELWqdLtmerOIlM1RyDsdZloJqsErG1Ru91rQLfBa/wBJQiy/lrMW8kpZbI+89Z+4SETuX5F/QS499ZLpp7k4scn948RL5I7L0r0/9MmvW06hrzTV61q8qNCrNEudmr9XoNY2pWNVQD9dxWdZSLeNZtHCLFsZsmksq2TOmYSKS3Tv6gGl+pjxog+VWg4DZNa11P2m21FlFbXhK3X7gnJ0yS+SpVZzG1W3XeHIyWceqBivznOT1MQg+mEU5MIv5xPtGuyqTpj2lTp4bh2XNlrOuNUQvBDZWwLIdhKSpa/SaLytv9otc2aLg2MnNyRYmCil1xbs2zh0t5fgSSUUEpBIp7dcD2mnp/bb4Ibw4s8Hdg2bkHtnklT3mpH0+z1nsihUqg0q2HSYXl/KudoVWlTM9NytXVcx8c1jGblMHDsFllkyoeUsRY64a03lz0LPZj+TXKBhUJGi8r96bCr+zq/GWavkcTOjqftOe1Zo+j2O31eVart21jhq6DqwtWcgioRq+mGTeQb90XLYCKhXkMrx53F0cE+XG8urjya5N9Rfcd6jYhfh1YuQ5LFVaaSJ2uuvMn2FpWeaWK/Hr8HreuKS0bNe+RECSRcM02iRwTKQ5FsP6Aj3sn7EXPNmDZZ2unpPktIKJIEMocjKJ587VlZJyYpQEQRZRzNVZQ3wKmmYR9AHCLufsz25NQbT6Jm3+ENI3drJty5tSHMiNrekl77XIvbRwuFKEtftsZSHUm2s7yrpKzKBjSrdudkioQ5DKlOmcCkWsx0VtP6js0HyrrG+estujpCW3V07APn2voDZktp1Laice1ssbYzKxymw6CvaNg0OUiRZHhkEHswUrspUkTdzlKRbLfsxlG4Dcfar1E+Y3GbfvLDaupaHQ6413TZN96ErmtovwUSOvu0pWSopqfsTYMndrBB1pqsvINVkWrlunKM/CU53QlKRbT/Bfntxs6jWlXXIHitaZu36yZ3ed14vLT9SsFLfFtFcj4STlWgQ9kZMJEyCLSwtTFWAnlnE4gAiJR7EUysIqT/aB+cj/gt0zdz2WkPXSW898A14zaAYxPmnsC2xNuNJCKezUCi18x6MvTaM2l5dkZNNQBkmbVIQ7rF7kVUXCLofdbLiHxp1tprRfWPpXHGmtYsbdJagiOF+pL8nT7veBLZbtFOr7ZlH89c3UdYX6zUJBwr2UQbplRIi3IkimRYP6T1V3t0aOuRuHp88ptuRO3K31L9bByIoG34emNNaVO579ipK6WiSVj6THuHFZoz6TFK4RLmPYHTTXXbwoJIpJLNkCEWXentyK0rqL2nbrL6v2db6vSbhvCG1OjquQtUpHQbewylDqNGf2Gkw0jJLN0XFhloyfTkEWRD+a5QiVzlKYUfQi7V1FNhU7mV7RP0btG8abFDbEunDZfbm7uSdloki1sMTrmmSKtTmEqxc52HWdMIiSFrQDtTs1lCqkWtDFI5QO8TKYiyholo2c+1680Vl0E1VY/pUVV2yUOUDGauT3nicwOuiP7BQzN6skI/3ihg+nCL6farf+gH00/8Avr/G3/IvbWET2jL/AE03s/P/AH1/TH+cXUOEW07hFrFddTrhG4gWivdPniXbdcQHOfeTCMZP9ubjuFZ1rpPiVSLegp7rsy83i+uY6ontq8SVZ3Es1VF0WhEyunCThQzKNkiLI/RSq/Se4P0NlorSfUI4l8p+aXI6xfVXvjacJyN1XedxciNsroyc2/bwkSzus5b31agDu5BWOYALhwIKunzkyjt06VMRVy8VZXjdwJ9p36mZ+Xs7RdQ2Xkxrmq7M4lbd2xIRFRp8zCX81dndjQFZuFkVZQ0ZPTs4zcRZDnWQM7Xrj5mmcyihUlyLlLpfdVcwPaxeG2wOD9pq20IzjpxSvJOY23dTSLCx0BJA1W3hW4qvWK2VxV1AWiZam2BXIc6xFnHu7l41aioCscok2Itnmjc8OKWy+We2eDdE2r9U3KHRdXYXLbOt4+j7HFpSa9KM6i+YOpPYS9PR1gs7ct71GeFm3mlnoKLnTFIFG7kiRFKiamYquQ0tYZ1+2ioSBjH8zMybxQEmkbFRbVV9IP3So+ibZm0QOoc37EpRHCLQv5F9R7RHX35UuePOweaGk+DvRx4/XCKmNjqbZ3xr3SO8Od9rg3vvsOyg6rcbLC2aI1h701KsyFduVGPS8Mg6A8yLFjEkWxnyirvFjnX0huYvFHpxbI0Ft6tVjjJZtW61pvGq/wBHv1XrFoqlPGxat1oA0WYmGUI6m3lcaNW6S5iqnKr5g+L1ESKAXR36xfCDUHQ81HZtub81hRtjcOtM2LWmy9J2i6QMDtpS1atcTsfT69AUGRfN7TYn2x4dnHGihYtXBFnLo7fxAu2cppEWQ/ZLtA3bSvSShblfIp3DSfKLfm0uSUQykGx2TxSpz8TR9a1qVFoqUiiMfZY/VoSjA3bwOGD5FdPumqUwkWLOv99tS9mo/Df2B/nD4e4RWG9eHbfA7SnELX966jXFnYnKrjnH8jKAmFc1+xSkU9f7BdVe/tKtsS4tT7D10KlTbMnEhFHKZd4is8lW6Bmqh1UxKRV0e0Vc9unXuHo07S19rffWgt7XPeSmnIzjPr7VN1qN4ubi2MdkUucazsHVay9fWGpJVOqR75N4ou2Z+T5gxSoFXeEbKEVpOp+Uupulh0rOBs51INoqaXka/ojjRoi1SM7Wb5d5z9GVPTLRZajOIfX9Yt1okLAwb0+RI5X90On42Cp1Fe5gExFbjHP28rHsJRoV0RrJMmr9sV8wfRT0rd4gm4RK8jJRszk450CageYg4RSXRP3IoQpwEoEX24RaoXQQ+24e0v8A4X+lv8tuZmEXzdcPrZyNA3Kh0neF+4dW6R5RbGTi4XfvLTeGxK9p7U/EWiW2vtbC4VYXe4v4lk42lIUiVSkEl2QuXEa2cokjknUyuiRiRTr6NMF0kuHGpqnw04V81OLPIfd9zUkLps2x0zfGprxunf8AsNhCuJS2XR9XKvcJ6eGHg4pk4OxjUPeEIaKRMJ1FVjO3bgisW1tz94j7e5Xbh4P6726jY+Uegq59Vu29WlpexYxao17z6g2+UD26aqEdQZoPPvkSXyo6VeLf2X38HZNYUyKpDpw8+ujdT+R3UI1Vq2nV7gFyPgeQVpX5PRvJy4U7XFo3jeomzXJGf2BUZq07UtSNhq0fPqyLkzZsuyKyLJlc+5JJOyqHIoKdHObhOQntAnWl5ecRAYSvDOY15U9ct7nX0hT1psXkT5eo1H9lgZFqCUbZSTFmot2mDvWp1QWazqbzxgSQROoRQLm+H3tAPBjgR1UT7C010/7pUeWFC5Pbu5r8gLDf9g2XkVP12zattZLuapOIW31uoEGm1t5LOa1GHh1WjV++W8RFCLGJhFeZ7M/Yef0nwJ0fE8kaHx1rvFOH0FronEe0axkrY627a4g8lYizau5GczZ5aBZPEWZGooBHsmJROZTxAIdgAitI6sX2rLqWfgAcyPyddjYRVaezz8POJF66PvBjY134tcc7lsKWpN5fSt8tWkdZ2G5yb1pubZDFq8kLRL1h5NvXTZk1SRTUUXMciSZSAIFKAARXwb1YMYvjtuWNjGbSOjmGl9iM2LBi3RaMmTRtSJhFu1aNW5E0GzZBIgFIQhSlIUAAAAAwi0vuljwzLz19k53Dx0j4sspepa08iLxqRIiQHefouawvCN91+xYK9jHaKWWcgSQy6hAE3uUksXsYDCUSL86Ie/r11nec/CPdmzYuXXpPR64DR1KsLidILlCzcztrv53VQXtYDiLZZW3alopJvx9vMazEMUxSlHw+WRTg6OP2/r2g/wD7sNNf+z1swi2zMItY/wBneTTV3J140lSEVSU6xnKFNRNQoHTUTPaZ0pyHIYBKchyiICAh2EMItc3rJ0a5dF1n1GuCldgZVz09eqzVIPePFlrHonGA0ZyGoW3dZWjZWvWZO5EWUSnW4czIySZDnGKUrX64ItXpsIrpuuz/AHLdqn/af6eX/rmqsIr9+J3C/h3X9K8e7tA8TuNMJcy6g1bLlt0RonV0bZwll6XBO1pMJ9lVUJUJBZ0YVTLeb5plB8Qm7+uEVguEWqHcv7sB1N/3r+S/83Nl4RbXmETCLUC9tW+1ZaD/AA/9Wfk68qsIpTZrpeQUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi5uvWKXq0o3mIR4ozetx+yKPdJdIRAVGzlIfmLtlQD5xDenwEOwgAhHtU6VsWs7NLYdRQNqLfKOB3OY77mSN3Fkjc964b+IOWkg5zTuo7xpW6x3mxzOhrYzxHgub0se3g5julp7CMEAif8ArfZMXsGMFRICM5tmQnyrFCfuZIR+aDtoJvnLMVTfA3xTMPhN69hN8weVrkkvPJdeOam2qjTs7j3NU43O6ebkxuZM0cRweBts3bTW/QTk15S7VyhWvnItmG+QtHPwZ3jo5yPO90TjwPFp712/BdknNRrZi18/actZ7C2D0163YqSzkJSA1DyJpN/2cwjyqqe51B3T7/RmlneJIgYyjGFtFuYIqdwEqRXwrG7FTMYPfvoN7rbYqqrt8ha2vlg7zPE4cHFo8YGf1VqvlBgmLY5Rnmg7f5t389q/nl59AFq1b4/so2sdg1rinyW2TZGcgw17tfcFRjtalfEWQby73XtfmmF5sUOkr4SuY5d7YGUcZ0mApndxSyPiE7c5S+MfRaV1tqKe3WXLTcMuJHSGvLdnPj2ScdRz0jOwtCxzMklqd/NYA8ozn41EzqE1raXWi67CvSkkNwXHVfDTipRWNz2fG0l0kmvYXsZSKlc7pcAiXxHELLXlxaNhxdTiXMmi9aQTZJV6g2UMq6Rd7C5OLbY+Svkpj1M+FhrpYttzsDaOSQxgPENwNogcSd/AYwt4mqr7fTRBx5prsAdHafH0KOnVj6JhekLC8fOcvSl2fypc7Aru5ImiWKsuHTS/3GIdvq5YrTC3GJda8pFWWXpToaYvGWCJk2cgwf8Aykgmbs3OqgfI8n3K/pnlTiqrNcm07WiNxLXkBrm5DSO+PEbQIxvGMjeN3VdtP1tjdHUQlxORvHEHj0eJbw2prrI7b1Fp3Z8jBL1qZ2bqvXl/l6yu2dM3NelbnUYexyEG4ZvSletV4l3JHbnSWAFSGTEp/nAOfNjlRsFNT66q7ZZMSQsqJGDZ3g7LiAcjceHELcljq3vtcc9TucWAnPaFzCtsoje0pUVxsGiN70sJCo0le3V9K3KmUICiZUq2eRLMqGUTMAlAEREQHuGdDOR/Wslu9M20k3cuM7Ww7GPHjC5nUNtEvMmRvOdWQuxqNFUTnKr2SBIpjqHUHwETIQBMc5zG7FIQpQERER7AGQb1P3Pu30v5t3dOcYxvz1LJ91w81zuRsLhp2dqlXjmMtZrjUq7GSj4kXFv5yxw0SykpNUxSJxrB0/et0Hj9Q5gAqKZjKCI9gDJgzko1k+EztpJi1rcnDHEgde4cFjjfrcHbJkbnOOIXIyZ2MHGvZqflYuvwsan50jMzkg0iYpgj4ik815Iv1m7Rql4zAHiOcodxAMxNo0FqG91XclBA982eABJ8wVxUXWkpmc5K4BvjXH16arVxivl6lWusXSDBc7UZioz0VZIsHKYFMo3GQh3bxoC6ZTgJiePxAAh6euXGoOTrU2mcG6U8sY4980t3eULhSXiird0DwfEcrV963/mJdZP2fFFJVVNN5yHhU3CaahyEWL+mA0aTwqEKIFUDwmEPUB9Bz35yAW2nPI5eY9kZmp5A7dx+wPHzrVOq5n+qKnOdzXjHvgtqaXTbM5Ly3TxkzOusAN0XTpBBVfup4ABFJVQp1fEceweEB7j6Z4Vvei7xJeZ6mCF/cjZeIacYz9C2hTXKnFM1jnDnC3rWrJyKQWP7Xx064wiyhW7jhleVVG/mnKgdQmjOdB/GdLxeWIgKAD3EPiAZ9BdF6cbW+h7qbPCwGWZ2cY4uD4D5+9C1Ncqwx6tZUOO5vxYd9K2dIaz0q4uppGlXmmXNaCceRNt6naIOxLwyxjHKVGVSh3zxSPVMZMwAVUCGESj9zPn7qzkv1VYJJKuupZY6YvOCWOAI7Mjf5FtigvdBVNbHE9pfjrC5kqBPMborOWrZV2fymqTlwigo5UAyZRTbkVOQyxwMqUOxQEe5g+6HeM2bRd9vufS+F79njgE48avam5UtL9tcBlcPHTtUmpubrMFcqjO2atGMWx1uFskNKT8AYigInLNw7F6vIxRiLCBBBdNMQMPb4+mZ668lWr7RRivrKWVtMRucWOAPiJGCrWC+2+ok5qN7S/qyFya3ktUwVeumjFIx/LKq8cItkzKdhN5ZTrHIUx/CUR7B69gyK2/TN2uRcKWJ7y3jgE/Er6WtghxzjgMrzXSI0IdV4u3ZokMUplnSybdEpjD2KUVVTEIAmH4B39cUumbtWTmmgic6VvEAElH1sEbA9xAaV+nSIml7ws5bINRBMwOll0kmwlV7AkYHBzlS8KgmDwj3+d3DtndTaTvVXWdwwwvdU5xsgHPmXF9fTRx865wDFxkhL1qLm4SsyFrrDOz2Zqs9rdbcz8ShP2Bm3bOHq7qDh1XZZGWbIs2iqxzt0lClSSOYRApREM7W8mOrLfRPuFTSyilj8J2w7Zb0bzjA3kDf0lWsd7oJZRCx7ecPAZGSvtEBKIgPxD0zXz2Fjyw8QVlgcjIX5nFVTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi6XctdUTYTQGN1qcHZESFMRE8mwRWdtAN9kLF+BSPmBh7+pkVCG9fjkj09q7U+k6junTdfU0chOSI3kNd+Wzex47HtcFUEjgoo2TgFpWXVUXhHtwqZjCIkasJZvJxyff6PKm2L+RMBfo/sr+P6N6Wf0VPKPQMEdyjt9c0cXPidHIfLC9kY/ul2CV3ThYilOne1ZukVYy+yciwE4AukpAtQdty9wDxm8uRAiyQB9kYpQEv0l7AIhtjSXoop9QVzLXV2uGGskOGkTu2HHq3x5B6gSc9ecBZGkFBOxwqZXQzAbtwLXdmcjB6gePXnAVd3EPaXGTmNvrlzx6o0JuuDtvDC5v6RseVtjCkRNds0pGXm40JZxUnMNYrRKrR6srSnKoe9tWSvu6ifoBxMUvoLXF61XpjTkF6hiof+IYCBmV5ZtNDt4+xjIzjiRkcCOOC0ne7TqG+T2k8+DA4jJ2AHYcW7sFxxuz0birRalrGi0bsat15kzdAUSGklgO9lDgIdjh8oPDLuUyKfsiEMRP8A1Pw7eSr9rLUupCW3erkkgz9rGGRjq7xgDSR0FwLu1b5orVb6AZpYmtf7Y73ec5PkGAu95F1kUwiYRMImEUMue/PjT/Tl1frTaW5qVsi7Qu09loatg2etWtYdSLGbcQcnPEfSpbPZKy2JGA1ijlEUlFVfGYPmdu4ht/k85MKnXUczoZY4uaZtZftYO/GBsg71q/XPKFT6PfE2aOSQyP2cNxkbs5OSNynPPxZoeRWYnD5yRhD+Ic1reLe62VzqV3FpU+tVcLhRtqW8HBcLmKWSXRdnvmcdrq7unxvC2+peabG+HdRR8wWYt0S9/TxLuXBCB982SbRlNUVerbbDTDM3dsLvEGPD3HxNa0k+JY+6yMitk75PB5pw84IA8pOFCfia3cn2NKOEiD7uhU35HKnYfCXz5KI8lMR+HjUOkIgH0gQfuZ6M5c5YW6ShieRzrq5haOndHLk+IA4PjHWoJo9rjc3uHgiE58rm4/nsViWeTVstMIvrZIe8ukEP+qKFL/GOXNJFz9QyL2zgF0VMvMwOk6gtRbrk9V7khXeTF04e8cNk2zSOtdMEhYO72LXMw+qV62RfZGCjJ6dM+uMOszscTVa78rBGIxzNw3SdqoOF3QuCKN02/wBA+TDQVms+n4K6eGOWvnYH5cA4NB4AA5Gcb88d+OvPijlA1ldLrepqSKV8dHE4tw0kZI4kkb8dGP5Ee+kd1euUmu+UOpdI7025fN46H3de61q+aidp2aVvM3Q5i8y7WuVq6U602R1JWGEbQU9JIKSEeRc7B3Hmcf2P715C6Wa1zoWyagss/wBgjjrmRucx7WhpJaM4OMZzjG/eD2ZBxWkdX3ayXWE89I+ke8Nc1xJGCcZGeGOO7j5iN3eaZfJ8k6a/QkoYof4hz51XWl7jr5Kf2riF7lttT3VRsn9s1cVmOV8mETCJhFycPGqy8mxjUQHxO3BEzGAO/lpd/EsqP3kkSmMP8GWVxrY7dQy1sngxsJ8Z4NHlOB5VZ19Wygo5KuTwWNJ8Z6B5TgeVS5SSTQSSQSKBEkUyJJkD4FTTKBCFD7xSgAZ57kkfLI6WQ5e4kk9ZJyVoqR7pHmR5y9xJJ7TvK9mcFxTCJhF5AcxfgYQ/gHOxssjPAcR4lQtaeIX6RQxDAcB9QznFUSxSiZp+yA8VRzGubsngvQk1jW0lJzLSJimkzNpR6E1MNY9m3lZhCJ96+S0ZWQRRI7kEo0Hy/u5VjnBHzlPAAeM3eRVusL3cKRlDUzSOpo87LS4kDOM4HAZwM444Cs47fTRSGVjQHniccVVd1FujdxP6lNwoG4Ni2XbeleQ2rIZlA0neGj7NHV+0JxMPMvbFXY6eZzMNNMpFGszko6dsHLQY6UbLODAV35YFTL6I5J/RI3HQdoNjqYoqi3E52JAdxIAOyQRjIAyDkbuGc5iN+0dDdajuphcybrHz+LyL5eT/AEma5yn6XkR06L9yL2nfLdR3DK4UHk7t6Rkr/sJxtOEnbPMQ1ivh5WYcyFgh1ou3PoJVsDwDtYhYpWxiGQRKWT6R9EPbrfyhz6i7lhgttXhr4YgGtazDR3uABnLQ8nG92c8SVY3DSM0tpbSc4500e8OdvJO/j2b8dgUKeKVD9pZ426joHCaPgenpYqFq+rxWqdZcwrjardOydD1vAM0oKtLmpEZIQMpdZCkVpsi3hUX1Vbgp7qinImcl8xQ2/wC56w5ENQ3OLU9TUz93Ah3NbOMntOCBv44f4lFIbfqakhdRMY3muG1no/nsUK+hlwl5G8TuQHUb2TyvrNyZ3nYtsqdao+x7uMUvK7eiJa9bNt+w76Z/DzE+wXdWSTZwL52QjtYxHDgQOPcAEfRddWwTU8fMuBa4A7urAx8a8/ayvNFJRx0lNI1xLjkA8MYGPj8yx5Un6PIf2qC82TuZ7WOG/Hl8WIFYBFEgxmjYKivTCQ3zSlYbS309UREBH9dSIf4+gXDnCK2A9YV7LNHQ6Na7ONtmB2kkn4gr+JRcXMg7XEe/mLqG7/8AhZEnHLiVoGZ23K53WV8AB3EA+76ZxXWteb2m+TlbPrTpz8WK2p5s7undd+s5WJfEfwSkO0oet6assiUQMp7682nIkS7dx/WVA9O4d5XZm7MLnlb35PIBFbZJz04+clbLGwIyLrsjHVCCT8mDqEPFVeFb+nZCKgWDeJjkexQAoeWzaEL6AAemYCtftzk9q1PqSc1F0keelxWt77SmD++U3pmcT4Z0dOT3xyCukgKSKfnnbPmX6G+tKy8O27kFY6rjbD4ES9/nCkcO4fTnrO3Zhc8ra/J7EIbbLOeG74MlbMmtdLaB1xTorhrSNL68R42x1aQoL/WD6rwshXbTDFZJxci7uTJdj5Fpn7AVMy8jIPCqPHrtQ66qhlTCbLI1srqzjuyo4dR102othrjsbWFrDey/w4JV7qVoVx87c6ZQ3XpmO1i0cuFXSJFmo7uLJSCBzmEPfXtUNXyuVPUy5UkvF9gHe/u4BjZnjv8AmUn1+yN9HBtfbMn5liPmlW+RHIn2lGr6j4n3mJ1jtXU2kKpSkNuTUZ8txOnq1Lcd5y9XjYicWUSlkJ+qxO4HCkKgJ0wUshmaZlEhETkuaYMhogX+DxKzNmZTUGm2OnA5nZLiOvf/AJBXmdP7pzy/C3d2z9o7H59765ftrbrx3CWBjuMtgBhEyDScjLRL3lv8rbMu6S0idrCnQKCiYuEUVlAByJTnKbHS1UVU4QsaBvUQrr7QX6dltghY3EnEYyejHAdaiB7PrvDlxz04/cpdqbwv05tJrBbvgqRrZCaZ1eOSpzVKsOLVY41CVj4qHcyCZ0bVGF7O1nJ0yNyeX4fEbxRDlD1jpDQVA2u1FUspoyCQA173u8TGNc4792cAdZHRnr1yeXG/mKl0tRh84B2iC1jRwwXOe4NHScDf2Hcs/dW7mdunpiS/A+varo2m9mXrlbtG6VOQrmy4y5TMezi6m81bFNFIpaqW6mOUJFeb2U3KYVgdtzkIJQIb1EIxo7U9p5VbBcJLT3ZS21sOwJ+8ZKdsPyWN+yBuGtOHE7QznDSARf2vkrOlaqnm1EYKiuDw8RNJdGC0g4eSGl28jLRhu7BLgcG3DqXdRbjp0tdKIbq32WxWB1Z7ArUNYaxpSLFxcdh2pJkrIOWzI0k7ZRsPAQjJMFpSTcqeSzTOmQhF3K7Zsv4n0JyAVOt9T1FJE5sdtpz373cGjOAMDi49A6cHeACR6eumq2W2iY9wJmeNwHT/AJKo6we0C8l9L0+A3hy36JHLLQfFafNCuDbtjb8S6yFfhrC4bt4KRslNn9R62Y19WaF4iDVKVmYsF11U0UzqHUIJt51PoVNG1cbrfarrC+7Nae8LA3JA6xI446yGlRhmurjGRLPA4U5PHOfmHxhWQ736xvT/AOO3GDj/AMxbheLNb9A8ozykfqew0qlP7Id9JRkVJOpaLtcGdVnK19aHkoxeLkUFEFF2cikdBVMBKYQ1roX0OF1j11NQ1LhG63ua9xDi1w77LHRkdPBzTkbsHKy921dTS2kHZ2452luCMggjBDgejoIOepaxnRX6uWtbtRdu13qCczrLM8mNrbwp1e0pSrbU9kTjBavvoZjFMW1VVo9Efa1pyU5cps7YzUVmChjoEOoTygTPn0Lr7e0xAQNwGj+cknJ8v0ryzq3SsVTSCS2wsZzbXE7OG7uOTwzgD6FskP2hmTpVsb4pmEv8Q9v/AGmRdwwcLRMrObeWnoXx5xXWmETCLwUTTVTOkqQiqShTEUTUKU6ahDB2MQ5DAJTFMA9hAQ7CGVVQSDkbisA3Lirx2voHNY9RU4XChjqKvoSOGqSSyhwN3UcSVWVh3rk/c3fuoof1y8iuNbD9rldjtOR5jlZ6j1RqCh/o9XNsjocdseQP2gPIAu9J1mb19q09S0+qm1nqxUl4XXSlik3ajeNetGKjauhISIIPHirOKN5QAAkOYySQEEfUTB0l8c8+3VDMbnZdgcR07uG9WsdcKi8NuNwc5odMHyGMbLuOXFuCMOO/eCME57FgSF3z1ha6iRqws+pnRESgkVaUWazQqFJ6eICzK7oiYGAPgVMgFD4AX6KzWPRlQdqSF4J9rlvycLcdv5RaC2ANpbnddgfcybMwA6hzrJCB4is5aW5T9URvsqtq7pkNNv8AWhflf6pG0VCQpJFTvASZYcGxooWb0O0+LUx/AoX5gG7/ADe4DjKzS+knU7hSNmbUbsHad1jPHI4ZWUruWmSCie62TGavGNkSwgMPfDa2tjYPg5IwRvx4jM+58vd6JVC0rUyHo7q3o1ycVqrRzGvCNXljTjHR4Nq6UeWFFsm3cSZUiHMc6ZAKYRMYodxDEQ6TtHOt5103NbQz3w4Z38G9SwNPy5arkqY2VTKGOlMjQ9zYpCQwkbRAMrt4GSNx8R4KuR3z+6usWkJ5jQ+qnrdPsUVakFeM7VAA+cYG6uwLOv4x+6DYA+9mfbpDRpPeyS5/CLvma341Kp+VCOs72kvTqdx/F2H4XwY+Fc3rHqF8w9g36CoWytL7T1wnNDIgtdUHT5nWGHyfFPpMRcKo06JZpC5MzBFIpXxzGVVIAB93sm0rp+mhM1OYZMY707yd+Olx+JRK/al1C2hkrqTUzpy3H2NnNxvOXAbuacDuzk96MAFSas+3bNCwsxZLVsSztYSCjX0xMSMhZJtVuxjY5sq7eulS+9KnFNu3SMbwlKJh7dgAR7ANrFbaMuEcMEW2TgAMbxPkWtxqLVlxnbT9318s8jg1oM8pyScAb344rrevOSbS4FK/1puwliEhQVUSr15NILIh8fDIRaUgouh9HcjhEo/dDOyps8DRs1VMwDtYPgOPiKunXfW9il2n1Nyp356ZJQ0+c7Lh5wpy6m5Tv/fWkDss6C7RyciCFqRRTarNFDiBSDMtkCptlWgiIAK6REzJ/E5TgImLEbrpePYM9tyHjeWZyD+STvz2HOejHA7e0Py01XdLLZrAtdA8hrakANLSdw51rcNLet7QC3i4OGSJ1mXRKiLkyyRW5UhXMuZQgIlRAnmCsKoj4ASAnzvF37dvXINg52cd8vSwc1zQ9pBaRnPRjr8S06+rl1KVOSVoecfdLThw0JTJYAsc/HLiVHblsi1/mvCrJmAHVFr7tPvHJ9xSfOSe+m8ZSsxS3vofSQtMIudwb/5lI3vWn/lNPR+W4eF0gd77bOvb/ee7Hmkpj/wrTvI+7I/7R0dZ39WLiuiDv79Fzh0017KvfebToGxO6K4Iqp43alOlhVsNHeqB3ECNUW7l3FIB2DsnE/4xgfKHbO4b8apgxDUsD+zaHevHj4OP5SkWmavui3cy49/EdnyHe35x5FcfkDUhTCJhF4nORIh1FDlTTTKY6ihzAQhCEDxGOcxuxSlKUO4iPoAZXjuHFFXfyD6p/CvjsD5hPbXY7AtzLzCGpGpCt73N+8JdwUaPJNi7QqEI7SP2KdF/JtViiP2A9h7Sm16N1BdcOjhMUB+7l7weMAjaI7WtIWIq75baPIdIHyD7lnfHz8B5SFkXhVywn+XVGtd+l9F37SMTHWosdS07wi+ELzUl4pk6Z2uLfOYSFaLieQF0gui0F43Q8tPs5UE4gW01BZYrHUMpmVMVQ8sy/Yx3jsnLSMk8MEE4J37hjf3W2vfcInSuifE0OwNr7oY4jcPgz411jlP07ND8xdm692Luh3eXzbX9ffV8lLgbIpB1uxoOZP5TbKTZ2zc0s3M1Ou4IY8e4ZOFiqkA63hSIUe6zapuVhpJaW3iMGVwdtublzd2N3R1eECB1b1wrrRS3GZk1SXEMGMA4B3539PmwqluStG1TSt0PdU6H1tVaLVaOlF0thF1KIbtXU5YVCpOJd9MSIgrLT00pKPAYi4errrnIzTATenbJXbqqtqaIVlymfJNJlxLjkAdAA4NGBnAAG8rZGm7ZSWy2h8MbIy/LiQBnHRk8TuGd/WtgrSetmeotV0rXrQEzHr8KglJuEg+Y9nXhjv558UfshI6l3SxyAPcSpiUvfsAZrquqXVlW+od907d2DgB5lFa2oNXVPqD907d2DgB5llPLRWqYRMImEXDWezVWjVqYul8tVao1MrrQ0hYLdcZ2LrFYgmBDEId9Mz826ZRUWzKooUoqrqkIAmAO/ccyVBa6u4P2Kdpc49QVtUVcNM3akIAWG9L8suKXI+SlYTj7yX0Vuqeg0Du5eA1ltKmXKejmKapUTSTqFg5h5KJxQrHApXXle7nMPYDiOZSt0rdKGLnZY3BniVpBd6Sd+wxwys/CAlEQEOwhkbc0tOyeKygIIyOC/M4omETCJhEwiYRMImETCJhEwiYRMItTf2xv7WTov8O3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//0pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCLrdvptQ2DWZml36q1u706xMzR1gqdvg4yy1mdjznIodjMwMy1excmzOdMphSXSOQRKA9vQMIoyfqe3AX9w9xA/k06Y/4lYRZJpnFzjLrmt3im6946aJodQ2bGfImyarTNRa/q9b2DDe5Scd8kXiDhK8xjLZGfJ8y8Q93fpOEvJdrE8PhVOBiLvmutXaz0/WUKVqTXdF1bTWrp2+bVLXVRgKTWW76QV85+8Qga1HxkUi6fLfPWUKkB1TephEfXCLvWEUHORnTR4Dcur812lya4naX3bsRlW46oNLhsCptpucb1iJeycjGwaTxU5TFj2T6adqpk+BTuDj9OEXFaW6WHTd47WuPvmlODnGHXt6h3BHcJdobT1MUuEC7TOByOoCzyMU9nIJyUwB89ouif0D19AwimdeKNS9m06za82NU65e6HdIWQrduptuho+w1izQEq3O0k4adg5Vu6jZSMfNlDEVRWTOmco9hDCKtXW3Q/wCkxqQt+JReB+iI8NmwL+r3IZeDlLeZ9W5RdFzJwUYe4y8+erxUio3TBdCKFkmqmQCGASB4cIpsa14tcdNP6JNxh1rpfXtS48KQ9vry+mI+uMVNdOYG/vJiQu0I7q71N1GPIi1PLA+UftlSHRci7V8ZRA5gEii9xh6RfTf4Y7VX3dxh4n691FtReNmYYLlAvrg/kGkTYQSLMxsW3sNmmI2HYviIlKZJogiQCB4SgBfTCLgORHRg6WvK3ZUluHfXCnTt12dOOvf7FdGjOepc1apLuHilLetQZyrp26VVAoFUdSRHThQhSlMcSlAAIpf674r8b9R6NecaNXaR1rr7QUlX7DV5TU9QqkXAUyWhbcwcRdrbS0VGoN05RxZmLpUkg5cCo6eioYyyhzCIiRe3jrxf498SKAtqvjRqGkaT104sMjbF6dQIdKEglbJLto9nJzR2aQmKL981iWyah/iYqJQ+jCLPGEWAd0cWOOvIuwantO9NO0bas9oq4JbA1DIXWHSmjUC7IPIeQQs9fQciZq3mEHkAzORYxDmIKAAHYBMBiLP2EUets8TuNu9ti6d27uDS9C2DtDj7Ons2lL7YoVF1ataTqknCTJ5KqTBBSeRyxpSuMl+wGEnmNyj29TeIi119BdKqL351bOtTYuc/D5lsLitvyR43zOkrNtCspL1q2TdPqLyKmZ3XFhbOUJ6DnYQrxVqq9j12boiS6iXmCmocpiK+viX0/wDhfwTh52F4j8ctaaORtItfqok6nEKrWmzJMRUNHtbFdJx1L2+cYRyiyhmzd0+VQbnVOZMhTHOJiLJ8Vxm0DB8gbNysh9S0qO5HXKhoavtW5WsQkne57XrV5X5BvUJGZAfNXg0XtVjVSoiHYDskh/YhhE3txm0DyciqZB8gdS0rbkRru+Q20KNHXaISl2tX2FXmz9nB2+ITVEAazcW1lXBEVg9SlWMH04RNwcZtA8gJzU1m3VqWlbLn9E3yN2hp2WtkQlJvddbCh3kfIRlvqyyggMdNsXsS2VTWL3Ep0Sj9GEWc8IoE796XHTx5TbIkNwcieH+jtxbPlo6JiZK8XmntZiwvY2CZkj4dk4fKnKc7eOZJlSSL2+aQO2EXXtRdIzpm6D2RU9waZ4S8f9bbPosgpLU+8VWkNI2w12SVZuo9R7Fvkzidsudk9VSEwB9goIfThFlflrwC4Zc7YSBgeXHHTW28mtVUdHq0hbIpZGz1gr/yhkW9cuUG6iLdBMpIzdIzlu1fJIOTJJmVIYUyCUi5nipwh4k8HqhJ0biboDXGi67Oumz6xEpMIVCZtDxkRVJi5tdpkFX9ptK0ck4UI2NIPXItyKGKn4QMYBIofdM7py2LhvsbnjyJ3LaahsDkbzn5SXTcVnstOLMKwtT1EjKSa+ndSRrqwxkXKKlpTKefi4VBIiapl0kg8wrVNUxFarNQ0VY4aWr06wbSsJPRj+GmYx4mCrSSipRqqxkGDpIfRRs8aLnTOX9kUwhhFVp+oXdH797t4v8A4umP/wCcwimLxn4acV+GkFZqzxX0PrnRFfucs0nbVE65gUYFlPTDBmMeykZJFExgcOmzIRSIYfgT0wiixtDos9Krc+6H3IPZ3BnRFs2xLTQ2SfsDuvPGcXabAov707m7hSouSY0S4Skm6EVXi8pGO1HqhjGcCoYxhEiszjo6Ph49hERDBlFxUWyax0ZGRzVBjHx0exQTbMmDBk2TSbM2TNskVNJJMpSJkKBSgAAAARYU2vxf4970vWmNm7g1DSNibA47WZ3c9HW20Q6UjN6vtT93XX7yeqDs4gaLkXL2pxqh1C9xE7JIf2IYRZB2RrTXm4qLZ9YbYo9T2Vrm6xasJbqLeYCMtFUskSuYiijCagZls8jZBt5qRDlKombwKEKcvYxQECKvnQfRd6WPGHZzHc2kOEmlqbs6HfBKV+3OIyYtz+qSpD+YlLU1C7zNkj6bKtjCPkuotFouiURBM5QEQEi6p1COnLYufHJ7p02y4WioIcW+Hu4blyC2trCULMOrPtjZsZCwqWjmbBmSMWrYVerT7J2rMFeuPE8YvVWxEhA5jYRW0YRMIsD6q4v8e9HX/dG1NRahpGvdi8irDG2zeVxrEOlHTu0bJDubG8i5q4PCCJpR+xdW6TUTObsJTPlR/ZDhFGvdXSb6bPIzZ1p3RvThboTae1rsrGL22+3CltJWyWBaGhY2uRSkm/UOB3BmEFDtWqYiHzUUCF+jCL7tEdK3p0cYdmQe5uPvDjReotqVpvMNIC+UmmtYixxLawRD2BmkWT9I4nRTk4aRXbKgAfOSVMH04RZzpfEbjNrrfmxeUlG0lr+rciNtw31PbM3DDwiLW8XaE82vLfJk/MFMKr5p5tTjTeEQ+LJL+9DCKOHKPpG9Nnmjfk9qcmeH+pdn7K8hm2eXxdlMVa2TjeNRTaxyNonaPMVmRtqce0RIggEmo7BFuQqRPCmUCgRS/wBIaE0pxp1zC6i4/aromm9ZV7zjxFI11WourV9s5dCUz6QUYxTZuR5LSSpAUdPF/MdOlfnrKHOImEi7ZsCg0zatEuesdjVuKuWv9h1afpF4qM62K9hLRUrTFuoSxV+XaG7FdRkxEvVW66Y+h0lDB9OEXH6s1ZrrSOvKjqXUlOgtfa1oUM3r1MpVZZkj4CtwjQTi2jIpkQRI2aIiobwlD4d8IuTvtFp+0aNc9Z7DrsXb6BsSp2Ki3mpTjYryFtFPt0O8gLNXZdobsV1FzcLILtnCY+h0lTF+nCLr2nNM6r4960qum9JUOuax1bR2jthUKJUmBIyu15m/k30y8bRjBMRI3ScyskuucAH1UVMP04Rd9l4mNnoqTg5lk3koiZj3sTKxzogKNX8bItlWb5k5TH0UbumqxiHL9JTCGEWJNAccdFcVtcMtQ8c9WU7TmsY6TlZljSKLFJw1fays4597l36LFITEK5kXXz1Td/nGwi4PQHEvjRxWTviPHHR+udLpbQtB7rsImvq2yrxbdaTlWL8szQMyF96dJlcqAmHoRPzD+ApfEbuRfZrvi5x41JtfbW89aafo9K2/vhxHO9x7EgIdJlaNjuYgzg8YtaZEgipJKMTOlBTEwB4ROOEWe8IsKah446K0FJbSl9Masp2tZPduxJvbe2n1Uik41xsDZdkXVdT11syiYiMhPyrhY51lzdhOYw4RcDyT4kcZeYlPhqByj0drne1NrtiStsDX9j1xnYGENZUI6QiE5mMK5L5rJ98mSrhAxkzF8aSpim7h27EXu2jxR437s0cw407Z0zQ7/oOMjqjEx+p7LCpSFLZxtC9x+oxkhEnEEyN62EW390L3/WvJL2+GEWcIWGiq5DRNegmDaKhIGMYQ0NGM0wSaRsVFtUmMewapB6JtmbRAiZC/sSlAMIuTwiwO54v8e3nIRhyvdahpC/JGLpB9bR251IdI18Z0NRV6seqITXfzSQxlZFcwpdu3dU33cIs8YRMItQL21b7VloP8P/Vn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXMQE9KVmWaTUO5M1fM1AOmcO4pqEH0Vbrp9wBVuuTuU5R9BAfu9hDA6n0zZtX2SfT9+hE1tqG4cOlp+5ex33L2HvmuHAjpGQc1p+/3TTF2hvdmlMVdC7IPQ4fdMePumOG5zTxHUcEWJUC9Rt9gkpRl4UHiPgQlY4T+JVg88PcS/QKjZYAEySnbscvp6GKYC/KnlP5N7vyZakfZrhmSgky+mnxhs0WePUJGbmys4tdgjLHMc76Mcn2u7Zr+wtutFhlYzDZ4c5dFJjh1ljuMb/uhuOHNc1vdnbWMlYuVgJ6JjJ+vT0a+hp6Am2DSWhZuHk2yrKTiZeKfpOGMlGSLNY6S6CyZ0lUjmKYolEQHAaW1XdNKXFlxtkjo5mOBBaSCCOrClldQQV0JhmALSOlVEyfQM6SUtsA+wluMTpootIDKuKPF7S2jGa6WfmW94MJKyztaQsY4y/qDBquhHFJ+tFQBL5mep4vRgavZbe5nCI1YbjnDG3a8ftc9pblQk6AoTNtgu5vPDO76VblTa9VqTBVei0OsQFJo9RjWUFVahVollBVyvQrBMqLKLh4iORbsWDJsmXsUiZClD4/EREfPty1veNaaqiuF2lfJK+YElxJ6VKobbT26hMMDQGhq1LuARAU9rW6l5DD2A2iNhAI/e8XFnPpZqyBlRyH0sDzhjoIQfM5aYoHFmppHDiHu+MLvHK32nvcHEDae5aRbukbtY9A1pui/6hgN1WTe9soNM2H9SVqsMDC2KHcynE2RhEAuUZXzyTVojKPuyBh8tZchBVGBaS9Dhpups0NbR3b/AImpgZIdiNrtgva1xacTb9knBJ2fEOAytfrGsZUujkg7xjiN5Izg4z4PTjtVonVF5tXnS3Ra21zY1kV1rzZuxNAaZkaB7lKjJSmvp/krJa+rPvsPYAYRYuZugxWwXLxk+91biZ2wTVBJMRAga65MOS+ki5YJbbdcVNNSTynLhueItrZy0k7nEDLcnccZKzF7vcjtPtmg7x8jW8Ojaxnf2Z4rX31b7OZxn2V0ZE+Ztlve5n3Ou/cWJ/mfB7CNeBPWi2F9T5DcdMpryuuI1dd4ynK8m0ayMmu7VlPlJ0s9SWKQqbYvp+q5VqSk1+zRLWN5rnBFw6dzfgPRwwFCWWKSS1G5ZOcbXzq1jpm8pNgcxPZ0tv7B29YZG57M15xm5kaUtdzmnSj+btJdea1uI1KWnHzgyruSnC0OYim7x2udRw+coHcrHMqqcR1XqnQ9ptXLXQV9JEyOGeeCXZaMAO2xnA6AXNJAG4ZwNwWdobnPPpqWKRxLmtc3J6sfQVSN0Fuh/q/nlxRo/L7lJvXe7SK1nuafgeM2qNZWSrRVYqrSj2eJttpsc+Fup92Kt9V+wXThJVjHpRp/JZCqq5WMuiVpOeW/lej5N6XuSmiikramPvtsEjDgW/cuac44ZJ8XXi9M6fdeX849zhGw7sdm/qKue61/BHZPNvl3w+muSW69caM6Q+oYtnK7/mLnv+p6ZXktnSkxdXs0CTe1uGEU/fSFYhoCJj3iip3Uci/klGngOdUTw/kAv1pbpapqLdTvfqWaQ42Yi77Hhuz3wzgbReSOBw3PRjI6rpag1zGTPAo2t6Tjfvzu8WPhVWvFeK4ecIvaLOLWoelDyKi9n8QOU2lp+M3PUKbuJLb9Mj7e2qe7nI1J5YWshKC/c12RoMBY2B3y7mQaHfrpEVK1X8s20uUW1eqXk2r236ACshZtxlzcOaQWnI6sguacbiO0bsHaJ+47xEaV32NxwcHjx/yKlj7QxsqjaS6rPQo29sydbVjXGq9uu9g3qxOyKqNoOo03dmlrBYpRVFumq5cFZRTBVQE0iHVUEoFIUxhABhPofqPOga+jYNrakcwDrywjHwrJaskxdYpCeAz8K5DpeaYvfWE597D65PLGqP4vQuvrQ719079OWRIF2LJnRZR+zibsdqqZZk8a66eLuXRnKPmIPr++fOUDohEppGsuWvVVu5N9F+pa0hsdXW/bi3dkO3OGeOX42T/0xsnwl2aboZrxcu7p98cXg56xw83Hx+JR66uPGpbmT7TNwo41fog3HWENtriHGwd5tuv5X5DuJdWsYTlpYNt1mClhScJMXN81hES8CY6qLhDypI4KorJidI8p5Lr3DauR8XuoaDHCXPweGcs2fM4g+RWN7pnT6h7mbuLsD48rq+9+A2qOi91xOke/4PWbZNa13yzvjHVewKVbrctZyqMJe+1bWd6j1JIzVk4lq3YK/sNk8TZPyuvdJePK6RUKJUCN72HUNByn8nF1fWRtdHHDJxHBzGOexw6iC3iMbt3Sc9bqSWy3iARkglw8xOCPhWePavaNaL5yF6Juvtf2Z/R71e9577p1NukS4ctJSo2uyXvhjC1u0Rrpm4aPGz+vzD9J2iokqmoRRIBKcpgAQhnoc6OjtNhvEgaObD4y7ta1sxwfJlZHWEkk9VTjO/Bx4zsqJ/WK6Yeo+hAThR1F+AN83LD3KlcjK/rbZDW+3kLIpsCYeVWyX1vJvHrSKhztWV5htfz0ZZI0Sqxkg0kCETboFKqC+wdK6xtnKbFcdO1kbHU7Y3NII3bJOz52kgtPEEZzwxia+3T2Uw1kZIeSD5ePw9Knv7YW4jpPpz8Wp6KEVI+b5cVaVj1RKBTKMJLRW33rU4lATAAnQVKIh3Htmt+QHT0Fi1Ldo42gSCMt8nON3ecLMarrH1VHASd2c/AVMD2q5ukn0idsCUoAJN1aLAv3gG5B3yK8hVtpablNrXxNAcyKUDy4Cv8AU8z32SMOO4uasPdaFukT2ZGEOBQAwaE6e4gPp8TWfRPf+MBzP8nttpIeW24TsaBKJKog9ri/PxlWl2mkdpqFpPe4Z8GF0vosdEzWuvKhwV6pG596732Ny0mNJVLYVTgF7FVw1HVtV7G0C911q/XTiFkqhLXN+nTNKWxigkZGcYoNXTRFFFuRsgZNeN+iO5Z4bRR1mgaOKExTjYkcQ7aDmyNeS3DgM7bd+WuyCenBF7o/TjqiSO6yOdtN3gbsYIxv3Z4HrC2dTm8ZzG+6PfPm7PJzszpPbHK3E0bLQ3qXjnUuSYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFysJ/zybf9kL/AMIZLdD/ANZqX84PjVhc/wChP8S09eg5Cupnqmdf5qwKmK6fI23CmkYwJgcP0zPIQvgTMPYhTB6du4gH3wz6i8s9dBRcm9vfU55t8cYyN+PsTd5HHzZPYta8mtwht+q5Z6knmyTk8cd8d56fNkqfHO7qwan4Nb0pHE2t8et38vuWt6g2tmaaO0dFmeykVEyScg5iWsguyjrJPPrJLx8Yu+QjoyHkFSRyfvK5kE1EBV1hydcjcOqrO2/VdRHFbnk7Ljv2scT0AAHdvI37sccbb1fyvx2qsFBamGomwD3p3DPDfvOezG7px089wA6o2luoPdNr6Ubai21xl5OaSYnmtg6C3NHJtbE1gW0sygZaSi3Pu8XJCtWpyVZtJRnJRkW8aKvm4lTVIc5k+nlD5GnaYo23OhkbNQudjaG4gneMjfuIBwQTwPDpvtD8qrdQVTrfWRuirGtzgnORwODu4bsggcfN03mP1j+MXAflND8WN56q3TOz07qhrs+EtGuoyBsjacczTO4I1CiQtcPLMp17arfbaoSFa9yptE3T5JVZVNAqqhMhovkQGorGy8SzsZtOI2SDncRkk8MYOfIrHVnK66x3d1rjhe7ZaDtAjG/OABx4jCxpxS64GpuRvLCv8MNv8SeQfDPcWwGzpTWLXdCAIlsbtOLkJmLjJ6JlIGoT9Vd2aPi1wjFAavmbt0QEAXKc6fjymq+QaC22SS6WuobOYm5cAMbhxI3uBx08N29Y7TXLLNXXaO33KF0IkOGknIz0A7gRno471NPn/wA9NAdNHTUXt7fDS0Wh/b7Oem611lRW8evbrzYkWZ5B+KCkq9YR0TXoJmBFJB+scwIeeimmksusiiprvk75LKnWFbJG5zY6aHw3O4DfjGOknfgdh3qc655RoNL0jHtaX1EvgtHTu37+gDpPxqFnHvrea22pyQ1hxV5KcLeTvBDZm9TxrbSTvekG9aQN6ez652dTbqFn6zRLCwQucoBWMW8asJFgu/VIiddMDeMNkan5A4KS0S3Cz1DJ3QtLnNAwcAZOMFwOBvIONygenuWeapucdFdIHwtlcA0k5GSd2dwO/gMZ3qNftULQ7Lhxw8bKB2OlzKjSj/i1tdP/ADmSb0P9M6lpqyB475rQPhUe5a521FRSzN8FzifgVtXUM6kOpOIfKvRPEllrDY3IfkxyNWTWrWrNTL1oklVomUlQiK7N3N7Y5SOZw8dPum79YhxExGrCKdO3RkG5UzqRev5HJr3LWXytnjpqOIF208E5xknAHVu8ZIAyeEiouVKK0R0topIn1FVIQNlhAxk4Gc9fwAEldM6iXUq0L0wpPjYTkDSL7YoHkXYbrCpWGifJL5nQGWvnOu07NOzrJ84aSsuybNdiJLppMEFXKpGihSp+MxCjFtDcj7NWNqZxM1kUBaBkHLtra4Y3Dwd/jUj1hyou006CHmnPkmBJwR3uNnj1+Fu8SrVleu9ozcezqHxz2lxK5N8TqpvyahEdK7g3ZEoQ0PeI6VkEm9Qm5mvuI+NNDVaelnDMnynGv55i0VWTMsqVuCjhPdWmORe26auQvNPO2apijeA0DwXOGCQcn7naG8Ditey8sdXcSKGrhdFTyPHfE8RndkYG7ON+SpZchOXGtulLxrJyJ29ry7bEj79vmG0e1hqIvBNphk+Uot0uzKScqWB8wafJxEas8SOUhxVFRVIfCJQEQwWrtCVWv9SRWZsrYaeko3S5cCQXSSBhGB04a3B8alsuvafSVrFw5t0r55gzDSAQA0uzv8vwKbvPblPR+n1xstXJ/Y9Ntd5qdWnqZAOq3TlohCfXcXWZawrFZFWbdMo4Ema7oDq+JQDCUB8PcfTNKaV5LpdR399mEjYiwOO04EjvfFv3qXaj5RIrFZWXUsdIHlo2QQD33j6lwHI7mbrnjJwNQ6gltod0sWtlqHpHYH1CwC8GnciRu8pWkRUEyMvIPW8J75Dq3lAzofP8Bion8sTD4e97ZeSWS56sk046RrebfIC/Bx9j2t+OO/G7xq0u3KXHb9NMvrY3OMjWEMyM9/jdnhuzv8Sglxg683HHl5yn0Vx20Dx63ZIRW0Y1kNo3NaDRkJTtcXMdUSe0JelKtGLSbUn31fdRh4RdwdzGpLvyKKtQXagis4nd+5EKPTVmmvjqpnO0w2g3G9w2g3jkY454H6IdZuV2qv8AdIrQKd3NznZLs+Cdknhg54Y4j6YP9ajowb83pyDs3LziBXG20kdnN4VxtfVLKZhYa51y5QcIwrzi01hpPv4tnZq9ZmEU3Xctm655JvJHXOVBRuoAobK5NuUuxVdoitNymbDVwDZBd4Lmjhv6COG/AwBvyoJrvQN4pbnJcqGJ0tLMdohvFp6d3SDx3b853YWBelJ0N+TcRyQ1nyK5fUgdK6t0nboTY8LTrFLwrq/bIutRfIzdQi0a7DSEmrX6vH2Nk3dSa8p7ud03R92boqguou3ymvOU7T9ms00NFUMmuEkbmtDDkN2hgknhnHADO/j247R2gL1dbpFJVQvio2PDiXDBODnAHHx56OHZt+SzwX79y6H4qqGN/GPfPn/cao1lbJUHi5xK9qUFOKWlZAPuRhcblirxMImEXtSRVXVIigmossqYCJpJEMooocfgUhCgJjGEfoAM4ySRxMMkrg2NoySTgAdZJXB8jImGSQhsYGSScADtKkHQqceCSNJSRS/KjlPyyI9wN7k3N2MYgmDuUXCogHiEO/hAOwD8e+oNWajbdXiioie4WHJPDbd1/kjo6zvPRjVmpr+25PFJSE9xMOSfbu6/yR0dZ39WMkZDFEkwiYRMImETCJhEwifD4ZUEjeOKL1u3ThBo6WRMcyiLZdVMgD3ExyJGOQoB9IiYAzJ26aaWuggklc2F8rGk5OAC4AnyAqzrfsNJLNG0GVkbnAY4kNJA86qwPKPlTFMq5UUEo+IPGcw+vx7j3EfURz7UAkAAcBwXyldPK47TnElfcvYHbgyayqbczxNkeOI/FFIXxI9VVJwqxK78HvANFHCBDmT8XgE5CmEO4AIdhmeW7OdyuXXGpfDzBceb6s7lwQiIiIj8RHuP+POtWPFfpR7GKP0AYB/iHCDiq7+ZHTxsfLrnFwX5aqbgqkJr3iHKa5k5XUE1XZZeUs7ul7ad7Ol38XYWjtaPKNhSQjWBmi7RMpSMjGFcQUApM7SXCOCldEQdo5x5ltKxaupLbZJKJ7Xc+4OwQRje0AbuzirLrBJjMTrl+Ye4OHPjHv8AcMfuP+8OYWR22/aWt6qbn6kynpKo/wCoJo7dm/OtD0pZ2I07sqe436DZa+vFr2vHUywSWtK/dq5tS6bOmYmxWtmwcQEMdWNoVfSErtZEF1XZEQ8RjFA0lo5oo6B2XAOwd3Tw6lujTtyoaTS8u1IwT4d3pcA45aAMDOTxV1e79qN9V6h5SbtVdA3NrDQu6NhtF/F4Tg7qGvLJYGZUfUBMuo6YkKmUPUxxAA9RAMxNHiSsGelygendmq1E0ng6UfGqa/ZgqEnVOnBYrQ5TKSQ25ytvc0gv4fCZat1Oma4psakIiHc5W9gjJcQHv4Q8wQ+ID3yl2fmVrOoKca6na+sgpc8AD5yVi7pfJut3+0C9X/c7FM0sFDh9laTglUxA5PlFpuCga2hXTZYR8IJmrWmXyZD+ICe7qGN9iHcLfUV2t9g09LdbpK2G308RfI93ANAye0k8A0ZLiQACSApDcqKsrLJTWm2sdJXVBYxjBxcSPgAzkk4AAJJABI2U+SVYY6E4L83drCAy90pXETkndG7wpTGTZSNe03c5hohFJD28HlumhQ884eYPbxfML80PEWjeWy9cp3KlS2yiLqLSTatjWRA4kmG2O/ncOJdx5pp5tucHbcNs7Ns3JHaNC2B1wrdmr1I+Ml0hGWRnHgwtPDHDnHDbdxGwDsiq/wBk4prWC6SstMsBSXdX7lnuCyyopCB1W7qPqWq6W3ZuBDuZMSsKoksUg/Aq/iD7IRHLei/grqyoo4KdjnR8yBuHSXuPzqY8nzoo2SOeQDtH4gomdb+Tjt1de3oncXWzhKTNru4ah2PcYtEwLhHsrtyDjJ2aj3hA8QN3zqlaaK4MQweIrZdFQQEpy99qcilrn03yO1VTO0smfBK4Z6mxENPviVg9STtrNQsY05aHNHndvVk/tC/Sn3l1OdK6WsfGeYgR3vxauF3s9SoVqkmMFC7HhL+0qZZ+JYTsuUa/HW6OkqFFqx/yoZCMWSO5TXXR8RDDr3kM5Q6Oy3a42+8NcyiqZBiQAnZLC7GQN+yQ45IyQcbuOMtqe0SVMEMtOQZGDwevOPh3KuO19ebalapE1wy9oT6Zm1tba927AH1reNr64irlXKbsGPOCKUi+RgUpiLTkW5TtivHknR7o6VROQ4smJfCRIN5VOjIbjW+qXQ9yZ3e3eAS17c43Z448T2eNRhlxdDH3Fc4TzR8YP89oKu1a1fiVxZ6MPIp9wYFkbijH8L+Um6tRuGlqtl1j3zC1axv+wDuWkve5KWtRTu594p3ZvVQcsnImQUTTVIchdAWW86zrOWuOk1LurRNHE/DWty1uG8GgNPe9I3Eb94Urqaa2x6bMlF9r2S4byd/Hp38VVD7MLxe0rbOkynb9i6f1ncbRbOVW2LnWbna6DVLHa64vXIrWtVhX9bn5qJfScQtCzVJM4bGQVT8lyBjl7GERGVeiO5VL9yeXiilsb8OYxr3MJOxINp2WPAO9rmnHWM5BBAIw+ndL0WpbXU0VbtNZK1zQ5u5zMjc5p6wd+OB4EEEg2tXusTNTsTyMmk+6viFVq8IUwN5Bocw+U7bmHv3Kft2MXuIpnASj6hmxtBa8snKLp2LUNlf3ru9liJBfBKANqN46xxa7AD2kPG47vHWttI3fRd+ls13b3wO1HIAdiaMnvZGHqPAji1wLTvG/puTNRBMImETCJhEwiYRMImETCJhFxU5BQ1mh5Gv2GMZTMJLtVWMnFSLdN0xfNFg8Krdy3VAyaqZw+gQzmx7o3B7CQ8cCF2wTzU0zaincWTMOWuBwQR0gqEt06d3H6wrjJ1NC0avnEz+8NX9OnnRmyLsPsFvk+b+VSoEIP7Boo07dvQQ9e+VivdawbMmzIz8IfOMfDlTSj5QL9Tt5uqMVTDwIkaM48bdnP6wcuz6L0jyF1PeBb2rf7nZ+pU4aQI2irAyXUs4TAqNU4pMzmU+WnbaPaNjrGMZGUApjpkL5HhN3J11dXRVMOY4RHU54jhjp4Y3+Tyq1vd6sF0otqloBTXXbGXNPebO/a3N2QSTjizpJ2s8etdRjqB7Zg9Ml4pUSNs8MweoGj9kbSNHSrFF/THyCJo3XUBMKt0kFknhFjpSblFQSnZgmxKYfE6KFnY9K0Drsb3OWk8WR7tzxxkI8xaPbZd1LdugtT3Kr0bHa6h7XPic5jXBwL+YGNhrgN7cHaaM4ywNGMbzrtZsZZ1XI9D/f36EnMRrryUe+7Vbf1cd0ddNVTy2idyhwVsVHeqh3ATuVlmzyLbh2HupLf4wgfKHbO7rEapgzNTPD+3ZPevHi4OP5KkWmavue48y4/Y5Rs+Ub2/OPKtxq+7DoerKw+uuyrlWaFUIw7VKQs1umo+vwbNV85SZskXEnJrtmiazx2sRJIgm8SipylKAmEAHRFNS1NbMKekjfLOeDWguJxvO4b9w3lbDlmigYZJnNZGOknA+FQE2P1eOAWuEFxPvFpd5JEphSh9cVyyW1d2JQ9St5hvGN6oQwj2APOkUgHv6D2ARCTUmh9TVZH/DGNnXI5rceTO15mlYqbUFqh/5u07qaCfh4fCuc4YdQSO5p227sKlobbtC17XoJnM1jZ15ijIQVwXPJAwkIUq8Y1e1uMmWqThBwi3Tl3yzlEVjeAhUDCbqv+mH6fgjdPUwS1T3EOjYd7d2Qd+HEHeCdkAHHXu5W67NuUjhHFIyEDIc4bj2btwPlOd/UsrcyuIdc5m65gNZ2m/33X8FGXBlY5dxQpIjN3Y4lGNk495WJJu9K5h3DJ4d+kuRRy1d+Qs2IJSCBjgNlYb5LYKp1XDFFLIYy0bYyGnIIcMYORjG4jIKuLjb2XGEQSPexodk7PSMHd1ecHgus8fenLw840ixf6805AP7Wx8tQl9vZfq4uRXaXbs+Yyc8Vy1rrowFDv8lN2CY/3vqPfuumqr7d8tqp3CA/cM7xmOogeEPyi5ddJZ7dRYMMYMg+6d3x854eTCnBkdWTTCLXI0Wl+ihzHqj+S7KmndtS91dFV+cCqsa/lbmZNQDehiqKx/hEo+ggPbNk157lsr2t+5hDfOA351sKtPc1oc1v3MQb5wG/OtjfNbLXqYRMImEX6HxD+EMqN5AQ8Fome1r8itqOORmguKaUtLROloHSUPu1aAbrrtYy4bCt922DUjTkuikYjeXLVYSlJto7zQOLNV4+Enh883ffmiaSGG1CdgHOvOCewY3LXt8mkfWFjvBA3LVU09t7Y+gtn0fcuorZK0jZGurDH2epWaGcHbvI6Tj1QOUqhQHynsc+RE7d40WKds8aKqILEOkochpfJGyVhjkALHDBBWGa5zXBzThwX9jDXdrfX3Wutr7KRIwMpedf0y4ScGIKFNDSFmrkbNPYkxVRFUDRzl6ZEQMImDwevrnnDUNPHTXKSKLwQ4j4Vsu2SOlpGvfxwF23MEsgmETCJhEwiYRMImETCJhEwiYRMItTf2xv7WTov8O3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//05R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEUNt7dRDgjxgvBdZ8i+X3HbSGwjwsfYyUraG2abS7MaAlVXaEZMhDTssyfDGv1mC5UlvB4DmSOACPhHsRSG1RtvV+9tfVvbGl9g0/amsbi2dvKpfqFPxtoqNiasJJ5Dvl4eeiHDqOkE2ctHOGyopqG8tdE5DdjFEAIoube6m/Tu0BsSxaj3fza4wan2hUTRpLTr+/bnolYt1ePMw8fYIpOZgZaabSMceQg5Zs7RKqmUTt3CagfNMAiRTHqlqrd6q9bu1MnYq0U+4wEPaqpZoJ83k4SxVuwxzaWgp2Gkmh1WshFS8W7ScN10jGTVRUKYoiAgIkXP4RMImETCJhFHPkNy94s8SmFYleT/ITUGgI26vJKPqL/AG5fq5RGllfQyLRzLNIRewv2Kci4jm79E6xEhMZMqpRHsBg7kWcq3Y4C412At1UmY2xVe0wsXY63YIZ2jIRE7ATjFCTh5mKftjqN30bJxzpNdBZMxiKJHKYoiAgOEXNYRMImETCKMek+afEbkncbnrzj/wAlNKbmveukllr7UNa7FrFwsVPSbypoNdSxxMJIvHkQRGYILUwrEIALgJPsvTCKTmETCJhEwiYRYWS5I8dl9kG02jvvSy23iOTsj6rS2lRlNkFeJgInaGo5J0bOVyQAHumLXxh9zCLNOEXRLRtLWNIfoxN02NRKhKOGacg3jbRb6/AP12Cqzhsk+RZysg0cKs1XDRVMqpSiQx0jlAe5RACLgmu+dGPnTZky3Pqd49eLotWjRrsWoOHTp04UKk3bNm6UwdVdddU4FIQoCYxhAAARHCLLGETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/wCrPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXcqLdZOizzeYYCKqI9kJJgJxKlIMTGAVED/ABAqpO3iSP2ESHAB9Q7gMA5SeT20cpOmZbDcwGVAy+nmAy6CYDvXjrafBkZkbbCRkODXNmmg9bXPQd/jvNvJdAe9mizhssRO9p6nDwmO+5cAd4y02MwE9GWaIZTcQ4ByxfJAomb0BRMwfNVbrk7iKThBQBIcv0GD6Q7CPyh1Ppq8aQvlRp6+xGK5Uz9lw6HDi17Du2mPbhzHdII4HIH0f0/f7Zqe0QXuzyCShnZkHpB4OY4fcvYctcOgjpGCeYzArMr6Gh/A5RMPwA5RH+PMjaJhBcoZTwEg+NdNQ3ahc3sWnnS75TuFPtb/ACBf7wsETruj8t9LIQ+ub1b37aBq7l9sTWeprBDqOJqSVbsWbeT2NqaVrTdRQ5U1JUCIgPiOGfWuOll1vyGQU9pO1VCnAAG87UZII8eyQ7xFaEL22zU7nz7mbZ8x/wA9yk17XFsnXxumTQNdF2XQ396lOWWsLLE0ZpcK+7tz+uxWvNwt5Owsq2hIqTLmCjl5Rqmu7IiLdJRykUxwMoQDRz0O2mtV6efVR6gDxT7JDNoHjtDr7Mq81fW0FWGOpMbeRnHiWVer3SZm++zNg1rzZZ+/qfFrgxfHLNsmKiqkHVJTRz2yuuwAPhQhq+Z0/WN6AVFqccsdF3Wli5dK6kc4bcktQ0ePvz8JGPKu25QPdpiKQDcGsPxLLPHXlfpmO9msqu91dhVRGv6y6a8lpKV8c7HIuUNxUDSj/TrHW6qBnJV21wsN4i27RiyOBF3AvEFCFFJUhx77lyeXeblqZfWNPcJqRJns2to+beuEN3p26bNKT9k2CPLjChf0NqRM0z2aHkzLy7Vdo32fr7n7fq+K5Tk97g0NZzuvAdolU/6QpMUB2UolACm8AiHfv3HNa7udM/ldtdC1w56MwAjqJftAeZwVta4XiwTyEd6dojzY+ZSS9l29ejnqsBH/AOnVvX0/+3PNDejA2XahpWE7uajz5ypVyfbqR5/CKgJ1Hdaax5v+0p8PuFnNOyyY8T4jj60m6RrJxbJSlVm83WZrOybWEUSXj5GNcR8rsK6V5pFOnLNdvISKEQ3jUFSLGREvoLkWp47LyQsr7Ixpr5C4uOATkENAPY1u8A7hknpKiWo3mp1AYqkkRDGPj+H5liC46q4QcffapOAWh+DlA17ramap187r+3ITX0m8lIxLeEprzkZOSzOVfyEvNLLWFhR5eut3RDL+akuAoqFKqmcMmt6nudVyZ3Cpuue6XwOO/ob3vwZysbTNhZeoWQeAHDz71I72ijVVH3t1UehppPZkV8u6625taR1reocF1GhpKpXfdGmK3YWaTtESrs114qRVKmsmIKJHEDlEDFAQgfIJUGDRFxmY4B0crnZ6sMJz4tyyuqmB9zhaRuLcfCuT6K259g9NHnBvroI8rbK5dwEdb7BsTgvsKbN7pG2iDnyOLcasRSqhjMm7LZ9XEZ5m0QOCDC0NJqPE6rxymmFhy76Jp+UDSMeprXh1TTgc4GnPeg7z42O3HraQdwC7NL3J9puBop9zH8M9f+fxrtvJQgo+2AdOohuwCThfegH73/tjOdecbDCaT0PlXBJucwYP95Cq1Tuc1ZG4cD9Dl9PXQEP1Yv2eT1D05Nofxfo9cd8seRNzfWvvhyN0Uv7mRdupB/53S/lN+UF0L2pS/wBd1Ry06Ee07e8LH1LWvJbcN+tD8wGErGvU3Z3CexTbswEAxxK2jY5U4gACPzczPIRAarT96gZ4UpDR4y2YfOrbVDtirpnHgN/wtXP+2A7GpVh4QcRtJ1GzwFv2DuPlnU9q6+r1Yl2E7I2mkQGo9r1EtjhEYxy4GQhJSc2vFINHSfiRdKLgCRjdjdrvkW0bcdMXe511w72F7S0E/ltd8AauGpLjDW08MUW9wwfgx86+T2vCAdV7pg8QoFQBX+pPlLrutPnaXz0AeMOPO4GJAFQAAvdwMaqYnw8QEH/F1cjN0prjqy7ugcCS1xx2c436VXUcD4aCn2h2fAVnz2qveGoX3SFhRh9gViaPyS2zpWe0wlFS7F8ve6wwK5vz+1Qbdssos+rbCvIomXekKLZFZ61SOcFHCRT8OSrRl0suua+51bcQFjxntJH0Kt9uUFTbIoIz32Qvg60gh9bHwfYQHvoPp69uw/H/ANGbRI+mYzQpaOWq4NyM85Uf9677oD6m4j0YZ8yuM6fg9+nR08vX/wCoZ4lfxhoKgZ4x9Es7a5Ra3Bzipl+W5bG0YP8AyeP8hvxBStzzqpemETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfM+fx0RGSk3MyDSJhYONfTEzKv1iNmMZFRjVV7IyL1yqJUm7Rk0QOqqcwgUhCiI+gZmLJZay+17LfQtL6mRwa0AZJJOAB2kq3qamOliM0pAYBkroPHXkHoLk1Cu75xy3NrneFNg7IrU5iz6ytMVboSMszaPjJhxAvZCIcOG7eURi5ho4MiYQOCThM3bsYBHbMHJpqbQ+qKKO/00tPJIQ5oe0tJbtYyOzII8iwLrzRXOhlNI9rwAQcHpwtXz2eYxVurF1+DpGA5VORdrOmYvqBin5N8gzFMH3QEB757q5f2PdyX21jfD2Yv3TVq/ShAvcxPDJ+UVkXmZzB46cW+stZXnBTp77V55dW+xa1hYfasrD7RucTrfW1Xe60pUXHxZKogwtsIeTZ61iIhWVdpNISPjk5AoqyJ3Th2gTMckVqvp5OKNl7q2UtlbkxNDWh5G25xJduOC8uxnJIHDAGei/VFOy8yOpGF1V0nJwNwG4eLGeHxqIXTrv3IzentN2+7xyz47s+Je9rfxFfDfNNRM62syMQlEa90dGViTdTDV27bySthrcRHvjB5gimJykHsYnpLeUqaGi5N5pqd3dETHtwTuz35z4sZITS1fPSaljq3N+yYIIzxGOtSE5T0aNlva0enpETMe0nkoPiNI3GOartSrphP0yg8x7VVZMiCoH8D6CssQ1ftzF7mTcNiGKIGABDCaSvnNcj8t2i+xFhcMk8MuYOPV33Hcs1cpaa6a7ifUDZgdjayd24OPHqzjqXv60Rhd9aLoKzzhsRGfeblbwT+R8oUZBzEx27dZLsIx0t81ZRozVn3xiJmHwlF2r6fPN3vdC3Se8aFuM9Q7bHNyAHORgxuV7q2ipaHVtAKMARufGd3A9+OpZ366O1+COjXXEDYHJ/jvsPllyUr20rC+4W6G15fbRSDS9xCe1rI2CYtZq8WURfQatgga4xQaqw827kXa5WrZmdI7xRKOcklDeS+vFNI2G2ucOccWgndt7IbnsLid4x09CkHKbWWrYo+fY6Wva07DQ4gb9nJOO0ADcc+dUw9Ublh1AuUXMDo7WTmxwCPwfaVnldGL6bkXtwCyWa8oT+1OPDm0x0q2XTZS8E4p4w8Wp5blozOZR+P62UxRAN10tNRw2+pjp5ueBhcHe9d8e9amqJ6qWtp5J4uaIlBHnb/AJKwr2tTzW/Ebiidm3K5cpcyGh2zUVCoA4XJrO8GSQFYwCVEqygAXxCAgXv3zVvI+xrau4AcN3yiticp73OpqEnjj5l0voHqRPKDll1JOcXKuUdSPU4g9qymvrBqmzxZmKvH7WTtMa68CjNX7p06D3OSgVqSoBS+8QEVBJNTqmLLqCtc8slZX27SbKe1g9xPHfOHT0jPyu07+hdPJXS0VfqV01wI7qbwB6Og4+T2Dxr6PaNK3D3zkJ0Mqba2CEtXrjyo2PWLFGPEyrNpKEsOxeIMTLMHKRwEird4wdKJnKICBimEBzE8h08o0tXTu+2NaHeUNkPzLI8r8MZ1FSRD7WSR5CWLLPtdTRpO9PfR94eNES2ui806hB1idTTKnIxELa9O7qez8YwdkAqzRrJSFNiV1CpiUDKR6Ij6kKIZbktvlfc7tWwVTiY2tJGesOaPnKxvKJZ6K322kmpmgPcQD5Wk/MFGf2lueczHSy49uXgEF1YeW+mLe7OmBQKEjL8at6rSI9gAofrqq5RDsAAHhzZVBQxtvL69vh8wYz2jba5vm77zqOaiqny2WnifvG213+BwPzKxr2mgP/kRu6h7en6JOgP84EPmmOTUf/nzVfkPU716f/zPph+Ez51ifq2+nsz7L7/Gfp3/AOWXHcf/AGmZXS4A5TKv8ub/AL1j9Q7+T+m/Ii/7VYd014Cvau6X3T/qFChY+twk5xS0rsSaaxjZFqErdNn0KDv13sL8yJCGdyU5aLC6cKqqeI4+MC9+xSgGk+XLUlxdqKWgDyKdjy0DsBwttcj9hoRYo60tHPPaHE9pAKlUk9dInE6Kx0zCPfuUwhnn6OqqInbUb3A+NbsfTQSN2ZGghF3ztz/b11FP9kYR/wCHKzVdTP8Abnud4yqRUsEP2toCxpdNpUegkELHNoIvRICiUS1Az2WWKYO5DAyQ8R0E1A+xUWFNMe32WSHTuitSaodm0UznU+cGV3eRDr7924kdLW7TuxWtddqC3D/iZAH+1G93mHDxnAWAHfL6ukcCRlT5py18XYF3UgxZriXv9l7skm9TARD6PNzaUHIJdnRbVTcKdk+ODWPe33xLD/hUdfrOmDsRwPLOskA+bf8AGslVDkVrW1mTbKyStakFBApWtiIkzROcfTslJJqrx3hEfQvmKJnN39C/ch9+5JtYWNpmZC2spR91AS8gdsZAk8ey1wHWspR6ltdX3rnmKTqfuHvt7fOQexS2rWvpGeQbyC7hFlFuCFWRWKYjldyicO5ToJpm8spDh8DHMH3QKIZoW9avo7VK+kiY6WuYSCN7WtI6HE78jqAPVkKyuerqCjzFSfZ5x1bmDxu6f1cjtCzdB1eGr5O0e1DzxL4VHi/ZV2p90BVEA8so/SUgFL97NYXS+XK7uzVyfYs7mN3MHk6T2uye1a9uN5r7o7NU/wCx53MG5o8nT4zk9q7DmIWLTCJhEwiYRMImETCJhEwiYRRrufHaMl3bqTq8kWFcOTnXPGO0RWixWUETG92VREHDBIxh7+HwLFL37FApewB645P/AEVd4sVDDaNZUhuFLC0MFRG8MqNhowOca7vJnAbtraiJxl7nOy4+aNaehztl4q5bnpapFFUSuLjBI0ug2jvOw5vfxNJ342ZAM4aGtwBGG2UK00pcEp6NURQUOJG8igPvEa5H1EASdkDwlUEAEfLOBFQD1EoBnsbRHKbozlCpjNpqsbJUtbl8D+8nj/KjO8tzu22F8edweSvLurtAaq0TOIr/AEzmQOOGTN7+F/5Mg3A9Oy7ZfjeWgLp2T1QxMIv3uIfARD/HlVVfn38IuSJLyCaIoEcqFSEOwkAR7dv4O/bK7Thu6F2ieUN2QTsr5irIKt3zGRYspaNlGy7KTi5Ro3kI2SZOUzIuWb9i7TWavGjhIwlOmoUxDlEQEBDOTJHMdtN4rspqqWlkEsRIkBzkcUqyVdosexg6JUqtRK3HPHkg0rdLr0RV4Bu+knij+SeIw0GzYRyTqRfLHWXUKmB1VTmOYRMIiPN1RI9228ku7Vdz3arqZhPUPc946SST8KzBwl4L8a+LVi3JvPTuqE9e7H5OP4+wbRkvqqvVjNZHDOVs083mTMLhZZ9hX3ktJ2984WJGpNElCKk8RPmgBfBXoleW+S/10nJ/ZZNq00T9md7eEs7dxYCOLIT3vUZA7jssJ9w8jmmLl6TQam1D/TJo807C0AxwkDDjgDvpQARnJEeN4LnBTosFcrN3q1soV1iGthpd8rE/S7hAPfH7lOVe0xTuDsEO78o6avusnEv1kVPCYpvAcewgPrnmXQ2qqnSN/hvFMdmWKRrgeotII+FblulCy4Ujqd+9rgR51rRcd+jT1UunJatkUfpodR/Tta4obJuLu5fod8jtXLW6x1CTetmsalLMY9Co2qClbdHQbFq0cSLJ5AN5srNAztkXykSJfQSb0QHJXrC1Qy6ro5HXCNo3MLdnPTgl7XBpO/BDtnrPE6mbpO+W+dzaCQCI9Y3/ABH5l6dSdCzlTrXrJ8euobtXk3WuUlRrMXM2ne+zL3JP65uG4bicam2JU4t3V9URNNGhUnW1em5WAYQsSynnJY6IjfmlIIFRLXUfoidCS6Cq7RaWvgr3Rc3FGADGGFzQQX7WSdjaJJbvJ8qUekLo26R1E5Dog7Lj0k4PRjrx0rKHWe41dSKF5bcV+pX08lL7uFHREbVK3uziZV79YIJvfYSjXyx3VjJfUOxmGLbYEXcoy4PoOYatEnEq1IgzXbtnBRWO2xHIRrnQV103V6V1C6ngqp5XvZK9rfu2taRtkd4Wloc0kgHJGQcA9+qLZdYKyOupA9zGtALQT0Enh05zg/ziIPUg6gXPTqrcRbTwK0t0SeaWub1uqYoaVyvXIOgzMBRdXHqVzhLcdWtWy40ioVhtJvH0GVkWYlnkIDVis4MVExzB5e6dLWvSOgZZbpNe6N9FvcAJWk4wfuWvcTuPBoOVHK6evurWwNppBJw8E/QPhwrGdhcQNocN/Zvtt8MYjzdm7e13ws2rEWdvTiPJgshP32YsmwNoxtVKZBKRmomtIW+VbsRBBNd2zZkEqJDHBINL2PlC0/qrl3ZXwOayldKGMc7AzssDGE9RcWjxE8elSOptNXQ6WMTgTIG5IHacnzZUQvZl+oHwvk+C/G3p/R+znkfzFiJvkDMTeqn1HvBSTjZxsDYO00LHC3VnXXVDUikNbuGwKA7k2zsrxoqj5I924rPRYaAu92pnarhbm2U7GB7tpo2clrANkuDjlx+5aeOeGcNB3Wnp39wuP2Z5OBg7+njw4da2VL3RYe9RCkVKE8pdETqRskmQpnMc6EO3mJ9xDzEVOwAqkIgVQofQYCmL4g5O+UW/8mOohdrO7bpnENqIHEiOeMHwXcdl7ckxyAEsceDml7HS3XOhrNr+ym2XQbM7cuhmaO/heRxHDLTuD2EgPHU4Nc2vW21KYpcyvCzKHlrJ/rjdwn4havmpjCCTtooIB40lPCPcPQxDAJTABgEA+pOh9cWHlAsEWoLBJtQO717DgSQyAAuikbvw5ueO9rmkOaS0gn546u0jedFXmSy3qPZmbvY8Z2JWE97JGelpx42kFrgHAgdZyXqLphEwiYRMImETCJhEwiYRMImETCLMehp9vCbLg20gmg4hrN59TmWbtJNdo8ZzpQbIt3SKxToqtxkgQMcpwEolKID6DmHv1Oai2SFn22Pv2kcQW7zjtxlbD5Lbz6Ta1pHPOKapJp3joIlwG57BIGE9gUqL9wA4U7MRVStnGLTp1V1DrLyNcp0bR5pwqp9mdxPUcldm1zD/AKtwbsPr8cg9NqbUFIcwVk+Opzi8e9ftD4F7PltNtmH2SCPyANPnbgqMLvoy8J2NrrN51vC7I09aqdYYS1V2TouxZiR9wnq9JNZaKe+TsVO+FMCEgzTOJCiQBAOwCX07ZhuvdQOhfT1bop4ZGlrg9gGWuGCO82OgqyOnLaJGywh8cjSCC1x4jePC2lYZuXS+s+QOvJrVO3qwncKDYlohxMQCkrOQpXi0DMMZ+KP8pVyTh5hv7tKxiKggk4ICgEEhwMmY5DReguFXa6ptbQv5upaDh2AcZBB3OBHAniPhWXqaaGrhMFQ3aiOMjJHA5G8YPELEOtuCvDzUSyDug8cNTxEk1Epms0/qjGzWBqYnwM1sNpLNTbcw9vUSOCiPb175fVeo77XAtqaudzDxAcWtP6rcD4Fbw2u3U++KGMO68ZPnOSpWlKUhSkIUpCEKBSEKAFKUpQ7FKUodgAoAHoH0ZhVfLyyiJhEwiYRa5NmirHxo5YvHbGNcOQpewAsUU3TIIfK1QlXJnzdumr9h4pCuSBmxzAIgmsJy/EogGy4A27WkN6Xx4PY4bvgIytgxyRXC1APcBtx4PY4bvgIytiyMeoS8XHTDAxlo+VYNJJiv4TF85m+bpumyvhN2MXzEVSj2H1DvmvJaaeFxbI0gg4PkWvS5rXlhI2gcHxhfWBRH4AOdIa48AqkgcV+du3xyhBHFF+gAj6AHfABO4JnHFfvhMH0CA5y2XA8N6pkFVQdVvpF6Y6p9BqLazWp/qLd2r05RHWu34mFQsSaMTMHSXlKbdayq/hzWapu3jcjhAE3rR3Gu/Eqgr5azpu5n+l9VOtLe56hpdTk8OrtCjl1tIqzzsRxIFTPw49lCqWrdw1zZPLjkFAboo9Lmmc4w09QKXJwcPenUa5I7YNb7ZbDJrOUqwdZAoPotmxMo+SMZP31IniA8ruWuqVlMRRtdzpHE9HkWIprDM6Qc8RsA9C2+1lfNP3ApSlAAKUpQApSlD0KUpQ7AUpQDsAB8AzTlXUuqpjK/iSptDEIYwxvAL05artTCJhEwiZUAncEX6JTB8QEMqWuHEICDwX5nFEwiYRMImETCJhFqb+2N/aydF/h26y/J/wCT2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1/9SUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhF/Nt9oo46o8uPaM+P3GRRyDFfefHvTutomRMqZEkVYrMtuRhWZZQ4egoxNhUauTkN3IoVISmASiICRW6+yC8s26fT05N8bNuSo1mW4H7itlgnGs6c7UaRqbY8fM3J4nItlPEq1CF2NTrqu7EA8KfmAAlA3cTEWkdzHh7fy+1by56vN4SlGiO+epU31Hrls6OcyLWLnNabh25aq0fuYyaidCqqdFjGQlMoJEQUKJvTuYi/pOT/VK409KDo79PrefIsbdN/VZxW4t0nXGudexsfK3i/WoeP1QlXDWOSl5SFhouGh41oZeRkXjpFBsmYhCAq5Wbt1iKL+qfajNMqbl0ZqvmLwg5acE4Dky3gX+j9ubngmimvrRCWl20ZV61yThwyrEoxpr9zINiKSkehLNmQOkVnIotTGcEIrPOqz1fOLnSN1PVdgb8LaLfc9lSUrD6n07r9GMXu15dQKDJawSwrTL+NiYCo1kJRmEhIuFTCmd4imgi4WUKmJFTRPe19cYtV1CAf8jeCPOnRuwrOLOYruurFR6y1PZteyrJw4iNkVWx3id1y3nq06ctTNzGTbE/XFEzIGcJiodIisX6j/X14x9MzXvEDY+4NQ74vMTzMoFi2Jr9lrZhr5zI1mKrcJq+ddsriW0XytNkZBdttZkRMGSjxMTt1/EcoAmJyKBF+9rk4lay2vTIy8cQOZ1W40bHcr/oc8p7Nr1CsV7Y9bbO2zNxsfXtGsKsZK3HXKQu0nIumT5SU9yUIYY8HBythIu0e0e7i6T7jjtwp2vz71JvrktqS/2C1TvHyR40XJhWDAhbaNVLItZ5RzKXWjlkoKw1kGCjPsdYxe4j4C+IREirf69fW3vHF7ixpPhbwCh+V3GCfg63xbkW/IY0DWkaXLcdbbxnk7HC6krW1FZOdsjHaTFSXrqjx3HEZvSng3xU3wpicq5FYz0vuvHQZDpYWvaO29JcwH0n08uJHHSV3dsbYsLDOX3I2cmYgKfL23VNvst4O4vjmUnYBaRcvpdwyWXRepKnMZRQwARW0cJuqzpPnRwPv3UA1vr/AGlVNX69R2+vK0+7takhfXhdMwBrDYAj28DaZyvGNJtS+Bn5j9PxKf2zyw9cIul9LrrMcb+qlqHeW7NW07ZWmqPx+nmsLfH+8vqGg0m7ZasOLa7sBH1ZuNojGkDExDVQ7pd2u38oCCYQ8ACYCKrVb2tfilYdrXuJ0tw95n77436keiXbPKXWmu05Sq0utEXcIn2G8qJTKycdQjptFXKTmceQT1VqkcwNAUL5QkVRHsgdmg7X1Jup3coF+R7WrLQpSzQ0oZNdmm7g5nfTqVjn5kXqTdy1IuwcEUEqxCHIA9jFKICAEVwu6vaveNVd2dten8V+IPKrmzrnQh3Q7k35puvty6srMYwWeovrRHSabKwLuaWmaNcghMSxYNg993UVbKKtvA4ORWpaA6yPEflD08N2dRzSal0s2t+PWudp3nbOrX0bDw+4KfL6lojrYVgoUrDKzjiuksMlX0ElY5ylJrRTwjlMxXXzVQTIszdNLqE6z6nnFiA5YakpV6oFMsFtuVQbVzYxK+SzoPqXKfJT9yuWszM9Fe6OlvnI+FwY/h+yKUfTCKfmEVBftJ3NjZ/CXphXSZ0dOyNU3RyG2VRuL+t7bCujsZ6rSGx2dknrPMwD5E6LiMn/AND+ky7Vg+SUSWj3zpF0kcqqJBwi19Ni8FfZhpDUkbwGonN7UmqeotXV6lEl5rL2XdNoOnv+Gm4tS3TszdlJ2vcfH7OemWzxmWKTnWKcadchkDpPEAWEi3mOOlE2Fq7Qemta7Y2kru/ZVA1pTKbd9xuIY9eebRsdagWMRJXyRhlZiwHYSlpXaC8dFF657uFjm8Y9/QihPzV6M3TZ6iW04DdfMXjh+jBs2r6/itWwVm/Rg31r/wBxokJYrXbIyC+RtW7RpNfc+7WC7yjj3pZoo8P714DqmTTSImRav9H6UfAAntKWiuN/Cfj4z1pqHp56fiOVPKh4OxdvbJJYN3OXcfP6TqKzzbF/vzeLPWpKxVCYTbsxbmeJGkiLEP7uQ6ZFvf4RMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/qz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiyfrbZ8rr16oBExkIN6cppCKOoKf64AAUHjJQQMVB2UgAA+glVKAFN8CmLp3lc5HbJyp25rpHCl1HTtIgqQ3O7jzUrdxfETvG8OjcS5m4vY/aPJpyo3bk7rnNY01FincDLATjfw5yM7w2QDcd2y9oDXcGubL+D3TrucKmATqcU4OBfE1mkzx5kxH6DulPFHD6/wB6sbPB+o/Q+8qunHvLra+tpW5xJSOE4cB0iNuJ/fRBexLFy18nN9a0CvbSVDuLKkGEt7C85h80hWUEHCLhJNw2WScIKlBRJdBQiqShR+B01ExMQ5R+6AiGadngqaGodT1Ub4qqN2HMe0tc0joc0gEHsIBW0YZ4KqFs9M9klO8Za5pDmuHWCMgjtBVfnUH6V/C/qe12qxnKCoWVrcaI2eR9H3BrCeaVLaNYh5Bb3p9AIy0jD2KvztfWed1yMpaMkUGy51FW5UVFljKekeSj0Q995PKc2/vZrc4gmN4JbnhkYIION24jO7OcDERv2kaW7v53e2YdI4/z41Whpv2VDpP6qs7O0W5xyU5BEYOSOUqftnZ9bjaWuZE4KIA/Z6l19rKxPiFUABUSUlBbrAHhOkJBMU23r56Mi4zUborVTwQ1DhgODS4g9Y23Ob52lR+m5O4WyB073OZ1Zx8QBWw06pdBf6/dahf0qtvNSvqMtrF5rhzFNVqe510vAjVlaWtBnTFkeuKVswsRaiXyvdh8Hbtnlam5TL5T6r9VLZX93mbnNrO/a2traz153qdPstK+g7hLRzWzjHRjGFr1SPsp/SPf3xW6IpcnYmDVlBkQ1PG7lhx14k2FbzRhEn0jr6R2gWK8I+WAjZRdgT4L+L52eoo/RlXltu5t9PSmu2Mbew7OcccB4bn9XHYoOeTunM20HvEWeGR9GfhV8YaO1Ex49veKtYqDWkaIX1FL6NYUqoHPFIweuZqrPKc6i4d2f3pyi9CGfKdnaorOFHBhWVMoqYxjedZuV++1Gsm6wnk265s7ZQXbwXNcHDI3bsgDAwMbhgKYN09Sst3pe0YiLS3d1EY8/asZ8OOH+kuBuhIXjdx5a2hlrOBsNks7BC32A9nmglLW/wDlKXMrKqNWZlEDOv7WTwB4C+nccteU/lVu/KXcm3O6CNs7WNbhjdluG8N2Tv69652SxU9mhMMGS0knecneo09RPpCcJuqK5ok9yWhtgwOwtcxK9bre0dQWmLqd4+pFw/XljVCXUsNZuVbm4BvLu13TYjqNVXZLOXAt1UgcLgpsbkq9Ebe+Ty3OtQbHPQk52JASA7AG03DmkEgAHfg4GRuGMPfdH013mE+S2XhkdXbuKxNoLoHdNXi/tLjzuvS1L2fXtocbzrvava3Ox13ru6TjtzNKvbDspD5IRZ2GTdspw7ESNk2DNJiikkigmBRE0q1T6LG+3201VpZFA2CqYWO7w5a0jGGHa3deTk5VjQ6DpaWojnLnlzDkb+J7dymNyP4E8ceVnIPi3yc24yujnafDy2N7pphxXrUrCwTWba2mt3FI9jhysXJZ1sEzVWgimKiXdMDl7/O7hrnSnL3qDStgrrDRc0aauaQ8ublwy1ze8ORsnDuo78LMV2laSuqoqqXa24jkYO7cQd/XwXUOZ/TO4n88NraR3tuiO2DX91ceFiLav2jqe7uKBcor3KxMLdAJvZVsxfGkU6nZ2R38UBygLJy7cmIP6+cBzGkvRJal0zbai1tEM9HUZ2mytL27wWuwMjG0Dh3XgdStq/R1FWzMnO02RnS04PWPMeC7jcuBXHG9c79UdR2fa3dfk1pnXshrKmSaFpFrTQrMnWtkVR58q1NGOK2fSCkVtaX7KgqmBVDpGAv62ADZyeiCvw0fU6NiEXpbUv2nHZO2O+Y7DXbW4ZY3oO7PXu7BpKl9MGXF21zzBgb93AjePKvzkhwM46crd9cWOSW3WVzc7P4c3At50svXrSpCQbWeJZqpbSnskSVk5LOtflemsh8sVEv1sDl7/O7hjNJcut+0np2v07RCI0tewteXNy4Atcw7ByMHDj178Lvr9L0lfWRVcm1txEEYO7cQd/XwVBPtN9TqmzuX3QM1/fIdrY6TfeUe1KddK89MuVnO1W1bV4RwlhhnhmyqDkrWUiHqyCgpqEOBDj4TAPYQ9m+hou3PaJutwc7D2NbIT1YZMc/Atc6zp9m5QRAbiSPhap/cePZweltxL5Gw3IuiVbcN7tVGs6Nw1vUNtbEjbZrrXtnjngPYCZg4WNqFdmZt5WHZCKx5p6RmAQcJJriBl001S6l5RvRUXd8VVp22Miia4OYZGtO2WnIIyXEDI47LQVn7PoanDmVc5c4jfg8M+b4yVZ5y44qaE516MtXHTkzT1blrW0u46XArGScwlirVmhVVFoO21OeZD71C2KIUWUKmqAKJLILKt3CSzZdZFTzxye8sd80Lf3Xqkdlz8hzXDLXNPFrh0g8egggEEEAiXXfTtLdKUUzxuHDHEHrCp1p/svfSXqtGtdMlYPkDsd3Zhi0mN2v+2mLi30iLjZgk4rC0U1WpdUrMGzl3yZQdrnjF5BRDxolckSWXIr6BrPRkXp5a+mp6ZjgDuDHFpOMZOXknHRvA7NwUTj5O6YbnveR4xn4lapvjg5x85H8NI3gbs9tdHmgImo6mpLVvE2g8XcTQmll6w5pQuLMRiqZV6Vaosxdq+QHvHY/oXxeml7Ny8X6zaxm1jTCI18z5XEOaSzMu1tDZyNw2jjfu3KR1GlqWptzbc/a5poaNx397jG/yKQGr9d1bTeqdV6Xoqb9Kjac1vR9V0tKVeDIyiVT17WIyo11OSkDJomfvyQ8QiCywkIKqgCbsHfsGrtcauq9aX2e+V2O6J5XyOwMDL3FxwN+Bk7h0BZy2W+O3UraaPwGtAHiAwu65DVkUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL4Zqtxl0rNtpEyodGJutWsFRk1UylMokwskS8hniiZDdimUI3emEoCIAIhmxOTC9wWDVtLcJ8GOOVrt/YQfmWIvdM6roHws4lpHwLQv6cvUF5A+zmNeUnCPlfwV2/s6Rse2nexNNWWoLuK9VrjaiV6PpKr+Isj+uy8dadd3SKq0Q6aSMSLp4xOmsis0OuJk2/1lu1g0pynxUWoKeaKWOJgIIIJaCdrZcOIIJOWnHj69CwVVfZHSUj2uaSfP0ZHYetW5ezN8TOTOt2vNnnjyuoc3qy685dkQtjqNGs8PIVixrQzeybBvlvvD2rywFl4aAtdn2CmjDEeERcqto1VwBTNnDZZXQnoluUCxUtFRaYt80cssD8ybJDg3Aa1rcjdkAHaA4ZA4ggSrRlpqpJJa2Zpa1w3Z3Z6SfoUV9xbs250Xuvxyw5m7B4obq3/AMaOaWpWMFUrlqGuLTMq1dyrHU8xIMIiVcJBXjTlevWtXMc9gnT5k5PGOWkgTuTyEltt6CuVl15yaUNDSVUUdTAwNkZtAFpbtAEjjhzSHB2CM5HEHGAusNTa7zLLIxxY45Bxxz9HUuP6Z1k5hby9ow2lzX5KcS918eK/yK4/W5alxlzo9qShKVSEtfa6jtS16x21xBMINranuvaI2Vet1RaODSS6nibpKH8oOjlXuNjtnJbPQQ1cEjoixuBI0uJ28EgZycE9u5c7DDVTXxkro3AHJ4HHBTi37rPZsj7Vjwa3DH62v77U1e4bXGBndnM6dYnWvYaaX1VzEZoxMrdEI49bjpJV1OM0ioLOSKmUdolAvdUgG1tZNT2Vvofq5jqiEVIk2ebL27ZzJBvDM7RG/OQOg9RxmKmhqTqyI7DtjGc4OODungvR1ltW7KvvV86FNyp2tL9cKXQN3A92Ba6vTrHO1qmRxtx6jei7ts/ExzqMrjUGLNZXzHiyJQSSObv4SmEOvkX1VaKTkwvnO1MMdRGyRzWue0OceafjZa45dvGNwO9duoKWrF+pJImuOHN3gEgYcOPR51jX2iDV28dN8pemX1L9N6XtnIGgcQtnLvNsUyrRchMPYNCIvVOvtddyAREdLO4SLtLaPlGRJs7RRrFSLdp53iOugmpLeQzXtn1Db66xVE0MNwL8ty4N2wQQcZO9zcAkA5IJIGAcNZiudWU1xkj2mxtAOAcbiCMjfjPmVXvUe5hcoOqZyz6Z/IugcDuVer+H3H7fsAlVp67a5npWx2q2yOydR2nb9rfNKtHSbCKqMDB1aGZtHPnOGplUHRgc+aK7ZrumkFpstBVUrquA1Bjc5wMjcjLXYG8537/54x6eetvNdBLHC/Ya5oGGk9Iyd2f5+CzX2obX+xdwcZeLUPqnXd72VKQ/LhjPS8dQKjYLk/i4cmv7e1NKSLSux8i4ZR5XDgiYrKlKmBzAHi7iADqfkjvdtZX3Bs00UYLcgucG577oyRvWzuU20V7qOiMUUjyHYOy0ux3vYCum9W7S25OBnU50j1gODeqrts6u7XlA1jzQ0pq2tzFkf2wizBBGblnEDXGT1VJjsqlQxVQeqNxaRtwgGcg4Mo4elKaVWnUunda2mq09XSxRkNJaXuAGOggkje0neOlpI4ZUcuVgvmk7nT3yjjkeC4bQa0k9oIGdzgOPQRnjhYU9ppuFjsc70SNj8e4iSnLrZdpbZu2ma7NRDyAm5K4SkxxGmdfwE1AT3yTIQcu5nVmjZ0ye+6rNVxMkt5Zim8PLkst0FuobhRkjm2yBrsEEYHOA4IyCOojIKpyi10tfWUVVg845hIyMHJ2CMg7wesHeFhnqVcvd/deCQ4ydPvRfAzkpx2eQG9YfZPJax7orD1lFauscXXp2ivHD58WLZoxlNosNdZ1ys7lgjpCTX92bN2AOTlSVzlDbrBoWGqvMs0Qa9pPhDLunZA6SSBwz48b1h6utvOsJae1xxSFzXAcDgdGSegAE8cedWD+0ccS9obx4BtIzjpSpzYDfTW8tf7QlKXV493O2prRq9r7ZGvJNeHhY5JeSmU4hW6MnSpW6RzosknChigRLxDFuTflKt+oayW2Vr2x3JpIYSQBKM7sfhjgR91xGd4E15QdF11ttMNTSsc+nbguAGS3cQfJ8XT1qtLqb9UbfnVM6cTXSGi+n7yghH8NP6rtPKfYk/RnDyqRszW3CTRhR9ToQpX05dTzV3fISCi6zZi/YRbA4qsjpmVdIbDtumLTaLvLdqbDJpgcjO7fxI6h2cOrduWvLjfbpd7ZHb5GPdFERvwejgO3+fGrX+prXbhsr2c2G1/RaTcLZsB3xx4DsAoVbrM3O3RKTr1o0G5sUWtVo1g4nk5Gvpxrj31AzcqrT3dTzSk8Bu2orBdKSl5U6qKqe2IGSfe8hoxh5By7Aweg8DkY7dkXy11svJ3Tuije9wjh3NBJ4t6BvyOnqVi/CmPlYLgDwIrNgiZOAsVZ4a8aYCwQM2wdRUzCTURpunx8pEy8W/Sbvo2Sj3rc6S6CyZFUlSGKYoGAQDzxyy1tPW6vqnU7mvjE7xkEEHvjvBG4jqK3fyVUk9JpinbO1zXmFhwRgjvRuIO8FSDzUS2esB7j3ZBUOJkYqIkW726roHbMmTUSOgiFlQ8IvpQQ8aLczUpvGRE/dRQ/h7k8AmMG0eT/k5uep66Gtr4Xx6da4Oe92W86Bv2I+BcHcC8d60Z77awDHb3fae3wuhhcHVxGABv2T1u6BjiAd53bsZIhnrLU9l3HJycmvKGaR7d0U0zYJAFnzpy9dd1jItkzKEF69Enz1BOqQqZTFER7mKBvQmstc2fk/ooaOOASVT2fYoGYY1rG7suODsMzubhpLiCANxIhFqs9Ve5Xyufsxg9885JJPQOs9JyRjzZmXWuIuvZDyohNtOzEisX58g4lTtRQAP7Y48tmkg0RQTEfQDkUH4B84RDv57vPL1qqjDrhI+mp6Rp3MbEHbXU3Ly5xcewt6TuHCT1NgsNsozPWmQtA47W8nqaBgZPQN/acAlcffenjPNERea4uTKXMBPEpCWdI0a5AwB3EjKYZprtHRjCPYoLINSgAdxP69g7NL+i1tU8nc+r7dLTtzgTUx5xuOt8Ty1ze0sfIepvXrmSaEyu5kOEOd2SCcdpAAz4go4Ka05UaaVVPHQmzq0iicyizqnvJJ/EGAB7io6Xqzp9GmRP8AT5w9h+kO/pm4Gay5D+URgbV1NlrJHDAbVsjZL4mtqWskyPwN/UqbTHdSzVo7mtsaFt0RW9sSSdhq8g/QiX0nIMWjCcrh11StyP1HTNBoDxo0WP4nJHJFFvLARKcBKBTa45TPQ4aQuNgqLxoSE0l7iidKyON7nw1AaNosDXufsOeBiMxuazawHNIORxdGCMt4q2C122t0eBf2e1y7SEgoxIFXkg8OYEy+IQKkkkmmVRd05XUECpJJFOqqcQKUoiIAPhSxWG8alukVlsVPJU3OZ2GRsG89JJJwGtaN7nOIa0AlxAGV0AEnA4qICHP3Si0+jEiwuqEWq4K3NZXERHljUAOfw+9qtE5dWX9xKA9zCDcVgD/pQ56Ak9CtykR2p1cJba6taza7nbLJzhwPADjEItvoA29j8NdnNOx0KRezN1a71LAM7DcJ1NJvKFE0IyjifKMnO9k01hNFNETACyBU1SCZc5k25PGXxKAJigOodGcnGrteXWS06fpS6aA/ZnyHm44d5H2Vx4OyCAwB0hw7DTsnHBrS44CjGw6hOnnL0G7yuX+NaHP4SP1Y2DckTL3/ALY5btZ9VwQoB6iCYKm+8ObpqvQncoMNNztPWWqacDewSTNJ7GudAGk/lFo7Vz5p3YpW0DbWudoNDO6LbYqeFNMFHLFFU7aXZkEQKBnsM9I2lGhBMPYDnRKQw/YiOaL1VoPV+iZxBqegnpcnDXkB0Tz1MlYXRuON+GuJHSAustLeKyLkRVEwiYRMImETCJhF8j5gyk2i7CRat3rJymKbhq6SIsgsQf2J0zgYo9hDuH0gIdw9cvrbcrhZ66O52qaWnuELtpkkbix7T1hwwR1HrG47irSvoKK6UklBcYo56KVuy9j2hzXDqIOR2jqO8b1EjYXHx40OtK0UDPGg+JRWAWVD31sH2Q/J7hUwA8RAPgmoYFg7dgFQR9PcnJZ6KOhrY47LykYp64Ya2tY37FJ0Dn2NGYnHpewGI5JLYgMnyHyieh5rKR77roTM1Gcl1K532RnT9he4/ZG9THESDGAZCd0aHrF7HOFGkg0csXSQ9lWzxBVsumP3DorFIoX4fSGevbfcbfdqVtda54amieMtkie2RjvE5pLT5CvMtbQ1ttqXUdwhlgq2HvmSNcx48bXAEeUL5cvFaJhEwi+psxfPB8LNm6dmEewFbN1lxEfudkiHHvlnV3K3W9u3X1EMDeuR7WD/ABEK7pqCurXbNHDLK7qYxzj/AIQVnrVel5ialG0va4xxGQDJQi/uT9E7d3LqkHxJt/dVQKukxEQAVTnKXzC/NJ38QmJ5m5aPRBWHT9mmsWiayKs1PUNLOdhcHxUrTuc/nG5Y6bGRGxpOw7v5MbIY/fvJVyKXi9XWK8atpZKXT8Lg/m5WlklQ4b2s5t2HNi6XucBtN71mdouZN4AAoAUoAAAAAAAHYAAPQAAA9AAAz51OcXEucSXE5JPSvcYAaA1ow0L9yiqv3uP3R/jzkHOG4E4VMBPEb7o/x45x+MZOEwF7Ul1UR7pnMQfvDl1S19XRu26aRzXdhXB8Ucgw8AhfUeUfHL4TLnEv3O4/+dzKzapvs8fNSVDyzxldDaGladoMGV6EHa6CoKpnEDgPfv39csaG711vqhWQPcJgc5yu2WnilZzbwNlYvidJaHr15V2jW9E6Zre0HBHqbjZUBq+jw1/XJJpKISRVrlHQbaxqlkEVjkXAzkfNKcQP3ARAZ9d+VzWN7tXpNX1dRJQYA2HSPLDjhlpds7ujduWJp7BbqafuiKNgl6wBnzrJAj3ERH6fXNYOcXOLjxKzYGBhY32fRmt5rLpn5RPlhimq8g3PYAUTeEJ4vdRP8QbvwICZw+AD4TdhEodtrcjnKRWcm+sIa8vd6Q1L2xVcf3Loicc5j28JJew8cbTMhr3Z1xyo6Epdd6Ylo9genEDXSUz+kSAZ2M+0lxsOHDwX4y0YrkEBKIlMAgYBEBAQ7CAh6CAgPqAgOfWJrmuaHNILSMgjgQvm4QWktcMOC/MqqJhEwiYRMImETCJhEwiYRMImEXubuFmrhB03UMk4bLJOEFS+hk1kTlUSUKP0GIcoCH8GUc0OaWu3tIwV2RSyQStmiJbKxwcCOgg5B8hV1FYm0bJXIGwIeEEpqIjpQpSj3BP31ok4MkP0gZIyglEB9QEO2aaqYTTVElO7ix5b5jhfQyzXGO72mmukWNiogZJ4ttodjyE4PaFzmdCySYRMImETCJhEwi4ubm4itxElPz0g1ioaIZrv5OReKAk2Zs2xBUWWVOPcexSh6AACYw9gABEQAeyON8sgijBL3HAA6SubGPkcGMBLycABad3WX6j3Id3yl45cRuA9KhHfLHlRHQMfSLJZIiBlnVMoMlbrBWaW4ZR9mSdU9vYbPYY6bfSD+YScM4KHYgIpKCoVy33ppaxQ0Fu26neclx6s4GfIAB4zv7FgNQ3mttpbaKN2JT3zzxwTuwPN1fHujFyG5Me0O9Bmy8fdzc1OQmquX/FvYVyY0a0UusLRlkrrdw0jTyzugln5fUGqrvr66r1KNkHEE6jDOoUysecXJHCaQtj5J9vsV7jkiiY0S7943EE9Pbv45UPNXcqOUTTOcdo5OenrV+vXr557u4g9MGA5ccMthtKZbLhszSiNat72nVC4pO6BsiDnpwSDA3mDsUIQ8iyRanBQW4rJduxTh3HvC9O6do5LpLT1jNuNgduyRvBA6MLOXO5ztpGSQO2XOI6urtVwGiLFYb1oPRN7s7kJGzXbTWr7fY5BNo1ZEfT1lpEHMzD0jNii3YtCupB6ocEkUyJJgbwkKUoAAQzUNuNLcJI4WkRBxx4srO2yq56ma6QjbIC43kUnuhTjryBT44KM0ORamkNrk0EtIhACwR3WahzwarVfBbElqqLNO9CwFX5TIePEgD7wUUfGA21jbS+mEYrh/wANtt2uPg5GeG/hnhvXZcDN3M7uf7bsnHjxuUa+lqw6hSfF2Mb9T95AP+Uo364mfOK2TVxI0aGZSP8AqPIAagZsqd5xU/ePH4Se8/DzRH0yU3Wns891ZHaximLR18enwt6xNHLWx0bn1Z+ygnq4eRV1ezb89+UXUM4m782jy02Kw2Rd6JyfnNb1qTY0qi0UsfTWWttcWBtHHjKFXa1HPDFl592p7wuio4MCngE4lKUC5HV1lt9ulhdSs2Iy3fvJ35PWSrWy11VVMfzztp2d24dXYpQ9O1n1dG/IDmip1E5KqPuPy1xIPDRGAT0cR81p/wBXF/ExZcdWx7OzmV+ok0AH+jx1F/GU3r5vnCON1CLD6XQ+loxU7Pf+FxwPbbuOeCurYbj3U/uo/Ys97w6z1dnWraipnN9iUR/gDIC2KR/gglSMva3iQgpnL8SGD+EMq6GRvhNIQPaeBC/PCbt37D2zjsPxnBwq7Q4Z3p4TD69h7YDHHeBuTaCAQ4/Aoj/iyoje7wQShc0cSvME1wIt5Rey/kq+QJgDt53gN5XfxfM7eZ2+Ppl7RRbNQ3nh3mVb1D8xHmz3yqc6SLPq0NNUbaL1b5GrSW0T36LNqZSrJ6STbJ0H6nUAlCOg0iwYQ4rjYfMEPfSmc+H7EfB2DJXqsWMCP0nGG7J2vC49HhdnUsPZjcMu7uOTndw+ZWvZA1IUwiYRMImETCJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRaCnVF/uvnpv/8Aa7in/lftLCKrjq67A2R0d+pz1gtTaxjXTHX3U743yKlcKgr8nx8fEckLlWbPsG1INk/AAEgpRjsmsME0R8CRZEDABQKJSEUj+sTxC/STezO9KTUEnF/Jd6nuRdb3LtFJVDyJEuw9z6U3VsOXi5gvYvikqfHzbOAMPbt5USQO5u3iEint1iupDN8Nulr0ZdH601HoK4bg5CcStOP4XbPIjVFB21WdI1iqaU0jCycnU4DZkDYae3tNmlLY18569avGbGOjlvOaqnXbqIEVDvtIOkOX/H+y8LapzJ6j0Fzt2TOa02DeYSrVbWtV11XdA1qae0Fi0PVV6s+RJZKpsp1CKBHOjxMKmCVeEUUPCcwEIrWfa0GbqhdXDphbu3FHvHnFhlRdYM5YHTJeQgnLrW3Jift29Y8rQqSybp4411a697wgUpjrI+WXwmAADCL5PbKeV/EXkHSuA1d0ZuXUW7dgw8juC8OpbVV0q9+LWda22G181jflmXrEjJoRqF0l4oizJBVQp1ixaqnhApQExFiX2tH/AErPQf8AwYNrf5uuG2EVqPtmVYrsD0veHLKGhIyMa1bllQ6xXEWbNBAkJXS8edypBCRgJkL7nGCnCMwFEnhIINUvT5hexFV/7Q8Yx+hD7PQYxhMY3HHRpjGMIiYxh4c6dETGEe4iIiPqOEVgHtRxDm9n26bpilMYE93cOzqCUoiBCDwq5AJgY4h6FKJzlL3H07iAfSGEU291nTn/AGQWGNBqJSxUOlloAi5o5QjsqSlaqWt07CmoZExykVhFYpyR0UR8SB26hTgBiiAEULegDvDUlQ9me5tuLPsGrQZdXoczWd6Rkphi1d193cdUNHFOau2SqxXQubepKoNoohSCaSeHFu3BRYokAiq16IkRf532ebr1xmsiv1LUvX1lToRhVTvnVUZamWfbCZIJIfry4vdftpNIyZQEyhTiUAN37CRXQ+yC7P451rpI8jEbXadeV5xQOQ+1rjyILapGFZliaI/1hrkIq13VGTMTy6M6rMK7apOHICyUUYPUiiJyLFAioI9nbB7MtuvkHHtrKspGW6bXI4NHsmIOCzbR6+Tuv6GjVoUvidFlUF1WREwDuoCwB9OEXD+z96g6o+1OL3LdzwJ6inGLh7qeoW5OR5G0ndlIoVklJCHeUDslsKblbVpDZzqK18avsX7IDHfNWaazJ2byimMdQ5FfJ7Llx00nw80v1INjynOfi5yi40ysLqp7tGcoLHakZrzVzTWtZ3FNXqQ2Mpu7Wmv4kIiSo9oTVdmbg7RBmyH3vwEBHxkW2lxj2nxj3HqmPu/EW3aju+mHUvNMIyf0i4rjmhLTkc78ifbtFaqROIGQbPfmuQKHjBT7L1wikHhFqYe2Qa6k7h0xdP21EkiWs6r5raks2w5KMbGcOK9S7BQNu6/PYAAPmgo3s9sjGqQGEpTrvCF79xABIsj9X7hZ0raD0G92ymvdQ8c6trKj8e4Cz8XNp1KtU1GxyN9cpQy+n5qsbKZsyWazz2zppy1QkXYvF3M42kXRnRlSqqiJFN/pQcl65p7o+dOm784N3660zPWvQdFgoezb52TVdc/VTHIR75TWzdCYvs1Dlm52R1UwjXglBRV0ul4ljAbuY2EVsm39p03Rup9m7p2JJFhqDqOgXDZd1lTeAfk+q0evyFln3ZSnOmVRRCLjFTFL4g8ZgAPiOEWux7Mnq25XfQvKTqgbmjTNt09T7ktfNwB7x4zqw2m6ZZrLX9e1lkLkhXLeJY2WQsQsgKBElof5PEpRIRMwkWzZhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f+rPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi77RtjWKhviLRrk7iNOoBn0M4UOLF2QR+eJC/O91deH7FUgAYBAPF4i9yjrPlH5KNK8pVudT3aJsV3awiGrY0CaI9GTu5yPPhRPOyQTslj8PE/0Jyj6i0FXNmtsrpLY52ZaZ5PNSDpwN+w/HCRoyDja2m5abB6xZIy2wjKdiVRUaPE+4kP2BZsuQfCu0cEARAi6CgCA+ogPoICJRAR+W+sdJXjQ+oajTd8Zs1tO7iM7EjDvZJGTjLHt3jgRva4BzSB9DdL6lterrJBfrQ7apJm8D4THDc6N46HMO49B3OBLSCefyMKQJhEwiYRMImETCJhEwiYRMIsG7j4wccuQ1p07eN5adqGzbhx9sjq36WsNmauXEhrmzvZOqzLqarp0HTciDxaUpESuYTlUDxsEvT0EB2hpTlW1TpC11Nps1TJDSVbNiVrcYe3DmgHIPQ9w3Y4+bCV9hobhOyoqGB0kZy0no4fQPMs7rKmWUMob4mHuOa6rauStqXVMm97jkrLxRiJgY3gF6stF2JhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfoCJRAQHsIZyY90bg5hw4KhAIweC5ZCckW5PLTXOUvw7AYfhkvoddakt0Hc9NUPbHjGMlWEtro5nbb2AuXwuHa7k3jWUMc3x7iOYC4XavucpmrJHPeesq6ip4oG7MYAC+hvKvWpfCisYofcARDMjbtV3y1x81RzvazqyV0zUFNOcyNBK/FpR6uHZVYxg++I5St1Ve7g3Zqpnub2kpHQ00RyxoBXoB44AvgBQfD9zuOWIvFwbDzAkdzR6Mrt7niLtrA2kK7XIUSlUECj8Q7/ABykV4r4YzFHIQw8RlHU8TjtEDK80H7lsbxpKGKI+voI53UF/ultkMtJK5jz1FcZaWCZuzI0EL3OJZ66TMkup5qRy+E6anzyGKPxAxTdwMA/fzKT631JUeHUyZ7CQuuK300Dg+Juy8cCNxWP5GmxjsVFGR14lwp3ETsjfrBjD9J2p+6YF+8QU8v7Zyi6jtx2Xyc9EeIf4WOxwwffbSlNJfquDDKgNniHQ/j5HDf59pY4f0u3xRlFY1wSTSHv3Fup5Dnw/dM3WMACP3iHOOTe2cpdLIfsz5KeU8drLm++b87QpbTX+wVzRHVsML/whlufyh84Coe6y/FHk7yV5E9IG76b1PN3ivcaOTFhvm5pZGTrcMSkVl3sLjPNNpZ63ss1Du5JFWOokoqBGKbpXs0MAl7mTA3tXkc5Q9PU+mK9tZWwioMQMe/a2jsybhs535LRvxx82leUfTFZeL7RTWWPuik5w7ZY5pDRtM3nf1Z4dSvLuF1l5WTef2aqZuoofsXxj2EoiP8A7Qc0FqbVVyuNfL9lcYC49K3tp/TdBQ0Uf2NolAHQuktZF20UFVBUxTj379hH17/EBD6QHIrTXCqo5eegeWyZzkFSOooqapj5qZoLMLD2y9dWW1orPajYH1ekzFMJmCoOVYF4YQH08CQGXjDmEfskgOmAB6JdxEc3Jpbl3u1rLaPUZFXQDdthwEzB4ycSDsdh34fAKD3DQdklJlodiKfqONg/O3yZHYoPyR98aaklZRY1jrwHXADyrJVRzBPTiPZIF1kRWjXHmfEqTgPH90gCAgG8aG/6G1/EIoZaaqm2ftb+9nYOnAOJG46XMOPwuuNy26vs5wWuYwHi05YerOMtPiPmUltPcjlNgyKFYuSaDOyrpnGPk24+VHy5kEzqqpLpKGEse+BFMx+4G8lTsbt5Y+EhtG8pfJjLYoH3+0SPmtTSOcjdvki2jgEEeGzJA4bbcjO0MuExsWo6Zze5q3YieBufwacdeeB+A9GDgHFe5+Rrx+4eVfXrwzOMSMo2kLM2P2dSJiiJFEoZYg92zABAf7IKPmLfEglJ6nlnJ5ySU9LFHetVRiSscA5lO4d7GOIMoPhP/APes+6BdubZ3vU75iaW2kth6X8CfyekDt4nsHHn9HcKbrskjKz31w6pNRdiR0kiqj4rZONlBA/mtGbgopxTdyURErh0Bjj3AxUFCGA2YblM9EfpvRzpLLpZrLlfo8tJBxSwuG7Dnt3yub0xxEAb2uka4Fqg75cdrla9UdUa+o8Ewrlcq8Y0jI9PwJlVRB24XUN6rOnjlz5qzp24P845ziIj8A7AAAHha/a71bqW5y3e71076yU5OHbDWjoaxrcBrWjcGgdu8kk90V0uMEfNQTSMjHQ0lo+DC7u0jo9gBgYsWbID9vGDRsi38fb4eLySE8Xbv9ORqorKurINVLJKRw23OdjxZJXRPV1VVg1MskhHDacXY8WSV9mWyt0wiqM5/apPC22I2tFte0XbUkYawnSJ8xvZI1sJWLhYQACl+VoZACl+6dmcRHuYO/vj0Kuum3Gw1Ghq1/8AxtA4zQAne6nkd37R+amcSeyZoG5px3xOyNlRu2xv6zbVpWsqdKHXTQo8KLeWUMr3LPziKizBjLrlARFRVvX0UCeI/wA73hZyIfNOHfcOhOSqzaG1HetQ0QYZbnU7UQxvghID3xN6g6cvOBu5tkI4tOOxrQ0k9a+TcekJvUEZrV/KC4WG8VBKbfGOj5aEZPGdLLO4FMwB6qR0S7Y+YJhETLnUEvzAAAuOT3lLtvKBW3mlodhotlwMLMHJkg2QGznsklbNs4GAwMB77JJrtrPYVxklNW7fN3oVdSIdR+WFpWua8y8xRduzbREayilnpx8ACmi5eEcSDk3YfLBQ3cRKQBy8o7dYOS7TV1u7yBS901lwnfgNc90sj5Qwb95awsgjH3Ra3cC4hNzQSrIZDp46vWhkm0bb7ownU25SnlnJ4iQj13XgDzFlYYseyVBAVO4lTI7IYpfQTmH5w+PqT0WutY7i6ast9tltZdkRNErJGtzuAm5x4zji4xEE7w1o3Lp513ZhQs2Txg3Zop6FpiBeS8TFqC6a3SjrPknkSCfcQcyDVuKctCmIT7NUvmNi9+3nCI9s9G6O5auTflOpvSSv5unr527LqOsDCyXP3MbnZimBPBp2ZDx5scV2h7Xblk/WnP2/VtuhGbCg2d8ZolKmSXbrkgrEVMPm+J0dJq4jJMxCgHbui3UOPcTqmEe+QrWXoVdK3iV1bpOpktdQ7JMTmmenz+CC5skeT+G9o4NYBuXExA8NynJrXl9pXZKyEcnOq1GccCUiURcE0Ir3hU3Yvls5UjhzDODnUECpkFwRdQRDsn39A8zay5AOUfR0bqt9K2vtjMky0hMuyOt8Ra2ZoA3udsFjel/SeoxuHiUoAEBABAQEBDuAh6gID8BAfgICGaUIIODxXBfuETCJhEwiYRMIvhfRkbJkBKSj2MgmHwTfNEHZA7/HsRdNQod/4MyNuvF2tEhmtNVUUsp4uhkfGfOxzSrGutltubBFcqeCojHRLGyQeZwIXCfUPSgHuFPq3f7v1PxPf1+/7p39ckR5RuUIjZN+vOz1d21P8VYP1C6JByLPas/okH8Ne4lPqSf9rq1cT/2EJGF/9dah93LeTXmuJd0t5uzh21dQfjkXezR2kY/tdqtrfFTQj4mLkEYWHbdvd4mMQ7fDyWLVLt/B4Ei5i6jUF+qt1VXVkgPt5pHfG4rIQ2SzU/8AR6Slj/JiY34mhckAAAAAAAAHoAAHYAD7gB8AzEklx2nHJKyQAAwNwX7lFVMImETCJhFwspY69BnQSmp6Fh1HQgDZOUlGMedwIj4QBAjtdEywib0+aA+uZGhs92ubXPttLU1DGeEYonyBv5Ra048qYJ4LmQEDABiiBimABKYB7gID6gICHoICGY8gg4O4hF+5REwiYRMIq2doRKUJsC0x6AACJZMztIhfsU05NFKTKkX7hUQd+EPuAGfW/kbvk+ouS+y3SpJNQaMROJ4udTudTlx7XGLaPaV80uVK0RWPlButugwIRVGRoHACZrZg0djec2R2BdCzZigCYRMImETCJhEwiYRMImETCJhEwis74tWIZrVjVgqfxL1mVkIYfEPc4tlDJyrQw/6gqciKRfvJdvozWmp6fmboZB4MjA7y+Cfiz5V7I5FrqbjoplK85lo53xduySJG+TD9kfkqR+R1baTCJhEwiYRMImEVGPOHlQts6zDqmgPzK0CtSiZJh8wOJyXWyM1+wAmdIR96gYhwXwtih3I5cgK/zylbmLPbDahSMFZUD/iHDcD9y36T09Q3dam1ltfc0XdM4/4hw3Z+5B+c9PUN3WqTer9wy5vcVt18Hus/xz16vs2Z4v1WuR+6dYs4t9NSFHgafZ7VaIyctELGeZNuaVa6pe5OIsbpiUqldKkmucxAMdwlsOw3qguUUlv2gDkgH23QcfN1rTWsInemzq2nBdEN2e0E7/F9CuG43dQPpIe0Q6krmiNtU+GlNjV+aj9pSXEDdk1KQVqi7rXK7YYVa2a5nqzL19ptSDh4eyyqZV45b3tFiuK8hHMhMmAYK4Wy76fkfW21xMThvI37s8CDnCtqarork1sFUBthYH9qsq0BReizDUWpxaMHVKTvjjxUatCN1HCreHrlbgbbDQkUgq7VcOlEI+MZJIkMoodQSkATGMPcRroiolqq6aaf7aWknxkjKX+JkVOxkfgAj4lWXvia9ox4/dOPVnVGZ81NZ6807R9V6GskRw+pNKrzlzQdE2VvTKfrlxZErRryUY3iwOY6bi3dhav3yztoR44MmuQW4NkZc+GzVlU6jlja+bfknj2rCtkroIhOxxbGtoatcwbruro7SPPCplaa/wBp2jp93rkBG/JjJrJRtN2xDaQsFkcKw7CwoSzKSiIK+RSh2aT9Jymu2SIC5DgY5R1wbHTw6lFGRmDnRu625HV2KUC4SSWozDdJsHz4+lQ+6LnN/kbyl6UGr+RXIzY62x923vcGx6A6u5q3TqiseLiL1JR8eiSGodeq1ebKsa7HKpJqpNCKifsoYxjh3HOVtopKbUUbKdgbCGB2Mk8PGT04XKxySV1M7ug7WyHE+Thw7cKij2ZCesNZ4fbfmq1JuoiUbc2rKKLpucxSKlDVOofOaOk/7U7ZuCGAqqJwEhyD2EMk1/p4qoNgmALHD+fKu/RjY3U1SJAC3PzfGrh+htz25Y8y+YvWQ1nyI2opfaBxf5EV6maFrA07XtbT15VJLavJ+vrwiMrTqlXZuykCE19DtwXmHMg57MgP5nmKrHUiGqrHQ0tupzSs2ZCMOOSdrc3fvJx08McfNjrZXTurpo5HZY1xxuG7eepR0508xepjzd6uk/0m+mFvSt8W69xx1iy2NyG3fJQsZJunsmvE0+dlFF5N1WbRLJQldX2LAwTOKjEWiryacuzvXBmiZBbZSxWS12+1Nra5gdI/r4Dq8+M56vhsbhX1dTWGnp3ENb1Lo3Afm51gK/11ozpk8++QFO2FV9e6buD2bR17rXW0LVNtEZavG9UHa6Nka6+grs2lJdjJthftW67Bmk+bKoGagJFBP33qz2iazvq6aJofuIOTu37+nC66GurWVrYZXEjfkeRTZ3pzl5WU72lfhZwErm11Y7iXtjjJa9g3/UoUzXjpGft0bqflnZGUsa6Pak52JGijNa0hFvJZy7duYWQFMmJFVyqYansVvdpmSqdGO6gdzsncMt6M46+jpV9LcakXZsQceZxw3dR8q+vqec4eVHHrq7dIbjFp/aqlP0dyet4xe8KOSna+nCXhiGw4OD8hSwWWpzFrr/8AoW8US8UU+Yn+d4u/jADBwslit9RZKmeaMOnaDsnJ3YHYccesFcq+4VMdfFGxxEZxkbt+9YJ9on6kfPDgHyL6bNU4TWlIy28bJsRrbNNuqPRLUw3hOQN10vE0uhPpGx1yRtcE1sC9sdRpzQclEPDkfCJXBFSJKp3ulrHbpqaaSpjDnBwAJzuG/PA486t7vcKpkrGxOIBG8dfBWN9JXRHV41bM79tHVc5I6w3i/wBostTymoahrSQbrNtQP49XY6+yq/JxkRqfW1WjVXic1AopjFuJhsqLA/ZfsQqi9hezY56uKjoGBsjXHaPXwxvyT19Subf3fHC+eodlhAx2cc9HiURPZtudfK7nvxs5R3zlnthbbVq11yaea+p0qtTdeUwYeopUWsTCcQDPXdSqLB8BZGQWU89yks4+f4fM8IAAW2ubTRUEcbqRgYC3fvJyc9pK7dP1k9Q9wmdtHPUPmWxPmrVLkwiYRMImETCJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//1pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEVZ24+knw13tzo1P1FNhVq7POTOlkqWjRZyNvkzF1ZoSgvpmRrgSFRb/6GSIoup5wKvmf20DFAfsQwi4Hnn0aeBvUl2lqjcXKzXFgt1307D/U5WXcHcpirsZOtlsQWlOvWthGmBGwQ6Muo4MRJXt4SPXBe/ZUexFlbqDdNbi11OdV0zTfK2Atc9R6Ffm2yq6zp1wk6U9b2hpXJ+rILOH8T+vOWZYiyui+Qb5njMU3xKGEWIeY3Rj4J85+MuiuLG9aLaHFM4y1aBp+h7pVra5hNpa4hIGqwNL91jLY4aSbaUQm6/WGCck3kmT1o9WZoLnR89BFRMigLE+yd9HOO1hG61fau21YnDKyq2Z7smZ29Mp7MnFPk35KZQknNwbCFhm9Zi25jGRYsY5kkZY/mq+acpDFIuqe0tXXa1N0PpmFf9M+k9SHiTJzUivu0ZVLai+z9JWaCGLTrlvrc9qOSjLjQyWiuSMo0+qJqJUWzhIzZ4oVJ4ki4ItOLlLrbjL1FHHGzhp0OOlNyP0y9+r6Ss+7di7kgJ2ZtUnZZhhHVqDa2vY7++bbLUtRUBqvIvHLyTmY1iVVz4k49BUDi4Iv6DXLrolcKufOreKOt+WkNeboHEbWy+vNeSVOvc1Q/MQmK7ruBsr2SRiRN7+aS/Q0jlEgUERQ7HAPsxwikP1AOmxxb6mOoKZo7lTA2yfoFCv8AG7LrrOo3GUpkijaoqsWWoM3DmTiv7IdNCwtseFMib5hjmKf4lDCLCvKTos8FeYnG3i5xR3bVL/Kae4eVOuUvScbBbGna/NRcFVaFA63iEp2dZf2ZYHCdXrbVM6i/zjqlMoPzjDhFnPlb04OLHNDiDGcIt61Sbm9KV6KojComibE7ibpTn+tYtKGptmr1nKm4URsUXFkO3Oqui4QdIOFkl0lUljkMRRj6fPQy4K9OCmcidf6djNlbHqPKerQdH3PA77tMFsGIs1Ng2l1YJ1n5HjahVYZKIk2OwJNF6mZuoLpNUoGHsX1Iob1D2Tno51Da8ns0mrts2OJdqSS0Zp+2bclZrUtdcPkFkmq0fGmjULjLkhTr+a1RmZuVbeYUvnJrFDwiRWb9PjpV8QemRS9o6+4sVm3RVU3FNRM/eYu93OTvyUg/h4p5CNwQCbIYrZqvGvjprpAAkWAA8QenqRVqTvso3R3nN8ON3DqnZ0RFPbEFlkNCwO0n8Xod67M9CScRwVxKKNco6tuX5fH8lsp9rHop9kEEUm5SolIp88F+jfwa6c239ubs4sUm20237riHcDc2MldpScqacO6s6dtJH16sOSEjYBoxk0wI2TQKBEG360UAL6ARV8b99k/6Re+NqWPayNN3PpV1bpZ1OWGkaO2Ywq+uHcnIPPf5JSPq1lp9yCssHjsRODCJXYR7YB8LZBEhSFKRWnad6XPC3j/wo2PwA07qw9F467epew6Xs2Ni7BMLXO7p7Vqq1MvNlsN7kXT2wv7dLV9UrdN4dXsyRQQRbERboIokIslcHuD2gunloKI41caoixQmrISxWW0MGFosr+2yxJa2v/lKZUUmZL+ylEVHXqQg+iYegYRS9wixhunS+q+RWqb3o/d1Ig9kao2ZX3dXvFKsSCi0VOwzzwHMioZBVu8ZPGjlJNw0dtlUXbJ2im4bqpLJpqFIqDaD7K30paVdq3YZeJ5E7ToNNsKlmqfHza29Je0aFgpMzkztMqVPaw8PMSbAq5h81tISjxB8QTJvCuEzqEMRWd89umLxL6kesta6h5NVWxv6JqS4trxRoih2p/QQippnX31YaJAaDImU8W2h5FRJNqBSpE7F7AHhAMIpA8rOMus+ZPH3ZfGbchrT+hdtuIZQF2b02yPajPyEI0m4ycWim9gjgF6yZSq0URu8In295ZqKom+YoYBIu8aV0/QOPmoNYaK1VCEretdP0Oq62osGVZRyaNq1NhWcDCt3DxcTOZB6DFiQXDlYxlnK4nVUMY5zCJFk3CJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1AvbVvtWWg/w/wDVn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIpC8e7keHsqlYdKiEbYgEWxTD8xCYbpiZE5e/oX31uQyRu3qc4Jh9GeWfRS6Bjv2kW6xomf+bWr7YQN76V7sPB6+aeRIM7msMp6V6I9DxrN9m1K7S1W/wD8tuPgAncyoYMtI6ucYCw9LnCIdCm9nzqXuRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLy8ZvCJBHuQfQSj6lEPuCA+ghlxFV1MIxE9zR2FcdkZ2vulx5ouNOYTHjmJjD6iYzRuIiP3xFPvnYbhXn/ny+/d9Ku21lW0bLZZAPynfSvoSbN0f7Sgij/2JIif/rpQy3fNNL9se53jJPxrqfLLJ9sc53jJPxr3Z1rrXyvWTOSaOWEi0bP2LxFRu7ZPUEnTR03VKJFUHLdch0V0VCCIGKYBKIfEM7qapqKOdlVSSPiqo3BzHscWua4bw5rgQQQd4IIIRa/HJCkxuvd2XurwUerGQraRavIdkIKeWiymIxlKFRZmP4jHZorPDpJepvCUnhEe5Rz6ucj+pKzVnJva73c5WzXF8LmSv3ZL4pHx5fjg8hgc7cMk54EK7YctB6VOfiRxKSjEo7aO1IkDyynlPalUZFDuSKT9FG85ONFS9jSh/Q7ZscOzYOyhw84SlR8ycvXLy+tkm0ToefFAMsqqqM75TwdDC4f8scJJGn7IcsaebBMnVJJnvW8FZVnjhdKYRMImETCLo+x6BBbPpc7SLGmJo2baCj56YFFzHvEjFWYSbMTgJSumDtMipO/zTeHwmASmMAyXSGqrporUdLqW0OArKaTOyc7MjCMPjfj7l7SWnpGcjDgCKglpyFWDSuBGw22xo5O3vK8rQYqWQevpRm+Os4n41o4KsEe1izIg5aOJEhATV84SpoFMYSmVEpQP7V1J6KXSU2kJnafjq26pngcxkb2ANgkc3HOOlzsubGSXN2MueQ0FrASW9xlGN3FWkXWh1DYsEtW7rAsZ+GWOVX3V2U5Dt3BCmIm6Yu250XjB2mQ5ilVRUTUAphDv2EQHxJpvVGoNI3Nt405VS0lwaMbTMYc04Ja9rgWPYSAS17XNyAcZAI6QSN4WNtZ8bdQ6mmFrBUK2dOcUSVQRlZSQeSztg2XKJFkI4Xip0mQKpiJDqEKCxyCJTHEoiAzDWfLFr/XlvbadQVgNsBDjFHGyJr3N3h0mwAX4O8NJ2AQHBoIBFXPc7ceCzvmsFxTCKP8AfeL2kNiLLvZqksmEs4ExlJmtqLV9+dY/2bhwSOMkwfuDCPqdygsYc2tpbls5StIxtprbcpJaBmAIagCdgA4NaZMvY3sjewLmHuHDgoKbR6floiRWkdUTyVqZB4jBXrAq1ip9Iv7EjaUAG8LJGH6RVBj2+gDZ6d0T6K6yV+zSa6pXUNT7vAHSwHrLo++mj7Nnns9i7Gyj7pR9RY8stVE9waN9z1mPZfNKgxLZnFdTAn/UfdPe4E5SgHxIIh2+9m15KnkI1y7uqd+nK2rk+6eadtQc9e1sTjy4XP7G7qWXNU869lVWVbx2zwC7V3zgbvXAsmcbaoshTeA6rZZqkyaSJkPUTouk/MUEO3nJ/EYDrn0MWjr5Qvq9Ff8Alt32dpjdt8lNKeIDg4vfHtcA+N2y3OebcuLomnwdxVqFG2rrvZLJB7S7dCTnnIgsZg3eopzDUol8Qkfwy5kpNioQPiCqRfuh3D1Hw9qbQ2rdHVDqfUdBU02y7G25hMTu1kwzG8Hra4+fcugtI4rIORRUTCJhEwiYRMImETCJhEwiYRMImEVYXJjmpIR0nJUHTjxFA7BVVjO3ohUnRxdJiKbljWCqFUblI3OAkO9MU4mP38gCgUqxvanIz6HGlq6KHVXKFG5zZWh8NESWjZO9r6nGHZcMEQgjAxzpJJjb3Mj6XKvW213YSbGKvV4aT3k3NZ2eJm7K4WPI2EWSbVR09QCQWNJvGaZHiXZyJRRP4wApx9QD1lYbvpN9VPpjTUlLzluawSw07QI4NsuDWO5sc2x5LHfYwdsbJLmjp7gRwHQrkOEcpOSugIA004XdEYzE7GQqzk51VAhWbspWyAKHETGRZujLIph37JpplIHYpQAPnp6JOhtlDyq1QtrGMdLTwyTBoAHPPblzsDcC9uw93tnOLjkuJNvLjaUt80IutMImEXyvnraNZO5B6qVBoxbLu3Sx/sUm7dMyqqg/T2KQgj9/L222+su1wgtdvYZK6pmZFGwcXPe4NaB4yQFa11bTW2imuNa8R0cETpHuPBrGAucfIAVWLaZ1azWKZnlyiQ8o/XckTEe4ooGN4WyAiHoPu7YpCd/p8OfYjRmm4NH6UoNM05DmUdMyMuH3bwMyP7NuQufjoyvl7qq/Tan1HW3+cEOqqhzwPatJwxn6jA1vkXXZOUiavUbzfbAlIL17XdLtN8sCMSgi6lVYOnwT+wyyca2cuWbZxIKMI5QESKLJEOoJQMcoCJglsEJnkEbeJKs7Vb33OrZSsxtOcB59ypVR9pN6VXlFBamcxwW7B4hLqjVpiAP0+v6OoGEO/wB7M4LG7G9zc+X6Fs1vJm/Z76SPa8v0KyfiPzU4m8/KVabpxXvsnNuaIvHo3ygXGCXqmw6aWXBwaHeysEqu9ZvYiU90VKi+j3b1kKqR0jKlVKYgY+rt0lLvO9qieoNIVdlAkdh0J4Ebx/PjXAcrOcfHvhVa+OVF3XE7Pk7Byjs81Udbq6/rtdnI1hKwUzQ4J4pbHE3cKw4jGZ3uxGIpnbIvTmTIsIlKJSAelLb31MbntIGz1/z2LhY9KT3mllqYnMaIhk7RPSCd2Afa9OFLqaj/AJMkF2fcB8o5i9w+8PbLB7dl2FFKiLmZTH1Lis4LoTCL9ABMIFAO4j6AH3cqqgZ3LlTQkkRv7yZucEfj4xKPb4fd7Zy2HYzjcu800wbtkd6uJEOwiH3PTOK6EyiomETCKdfDJyoZvsNmIiKKK1YckD9iVRySeSVH7wmK1J/D2yD6xaA6nf0kPHm2fpXpX0PszzFdac+A11O4eNwmB+SPMpv5Cl6NTCJhEwiYRMIq6+fXJJTWtTLqunvxRu94j1DTD1qp4XNbqC4qtljpqFEDISdgMQ6CIh85JuRVQPCcUTDJNP2zumbuuYfYIzuHtnfQOJ7cdqkNit3dMvdUo+wsO4dbvoHHx47VHfp9cYSWSRbb0vMeB4OHeHJr2Ldpd0paaZqimvZ1kzh4VGMI4IKbT0HxvSmU+b5BfHk7/c9j/wAvgPfu8M9QP3PjPT2ePdf3+580w0UB78jvj1Dq8Z6ezx7sgj1cKJF9XeO6SD3UNkYXqZow3OE3E6tkSlV5kf0H3e3jQzGqmiwlF3YRka6a+IHQlFRsc3bsHhzKUOmZ4rOLvTSfZMZ2QDnjjjny8FqWou0b640Ure96/Jla+ftRXTu0JxJomn+qdxJYNeLvJaE5K0qr2E2rfJpsJdLHMw1wusFseHgowqEbCbOrc3R/PcOGCKBZZs4crvSqrpAoabaWuNXcKd1NXNyGjG/pHDB61gbvSw00glpzjJ6FK32kTZM3uj2e7QG5bMxRi7Nt2w8NNn2OLbpCghHTt+1lK2uXYIoCJhRSZyEsomUncfCBe30Zb2Cmjpb3URReANoeYhdlxldNQRvfxOPiU0uq0P8A8rc7XKHoAcI+NIAAegAHvml+wAHwAADLG2uPqqeM7tt//criqAFnb4h8y8eIf9zGQX/ept3/AOZfY+car+trfzjfmVYfYU/kn51Xt7Pjd3KvSc4r69RQIVkhvLeFmfOTeqqz39EGfYsUEvoIig2dKmOPqJzKF+Hg+dILjABde6Ce+2A0eLp/n+Rm9KwgWuaoPHBA8W4rAHsvurp68dPPkJYK22PIP6pzqtSr+LRATO3cU405pc6q7JMPVdwwUR8QpAHjUTObw9zFApqX2qjgrIY5Thr27j25PHx/z2WmkKpkLZ45Dhr+B7cfOu1+zybZidTdQPrzO7C0XUhJnl5WWD922DxuYsUt28xvKdg2H/mpAgrm80hRBQC+pPEIeA3HUdI6qoIQw9+0ZHbub/P87rWyUj6uvqmxn7IHEjt3uWWulRJs2HtQPWLgnztFSWuOoJi3VdY6nrJVpzduPFgZGjzmOBV0nFftDBwQCgImbk8YdilNnRdopJNOQtiB2gGjHiBHxrHUxEN2kbLuIJ4+NdulJGOee2L1xmzWRVeQfCVaMnE0zlMo2k1tMzs0ii5ABEU1jQsuzUAB7D5ahB+Ah34mOSPSZbJ4X+pNprrxlnD/ACXxcmxD68c6c3qAd+GV4KHcQDuY2jOdpSlDv9JjCAAH0jlKNpfpWRrd5OfjaqzkC8NJ4f5FfX1pVUg6/XQOZeYQXaN4RdKtwEPNTbu9uwaTZY5PiCa6jJUpR+kUzfcylijfHYagPGNzvkpcHtdcYiDu3fGvL2gRNNXrA+zlEVIVQn6b6ON4TlAxfEnyO4pqEEQHuAiU5QEPvhlNPEi01ZHEA/Jclz/pkPjHxhbb7YwmmPURH9c/9rmraRzjfDn23zqXzgC3bupagfsev+k85s/hmSH+bKmZPeUT7RF+SfjUd0z9td41tuZppThMImETCJhEwiYRam/tjf2snRf4dusvyf8Ak9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/XlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRfMo8aIqkQWdNkllPD5aKi6RFT+MwlJ4EzGA5vEYBAOweo4RfThEwiYRMImETCJhEwi+YrxmdYWxHTYzgBMAoFXSMsAlDuYBSAwnASgHr6emEX04RMImETCJhEwiYRMImETCJhEwiYRMImEUBOop1FdJdNjSsLtnbcPe77Yb9eoPVGl9L6mgS2na25tqWcrg0HS6VAmctE1VlE2x1HDhVQpEiAVNMq7tdq1cEUc+n71gabzR3bfuKG1uNHIHhBy7oNHZ7WNoPkdAJxMtctUP5BrFEvVDm00mITzKOknqKL1FRo1OmZXugLkqLszYiuHwi+cHbUVxag5bi5D1FuCyYrh83x+qXi8wPmj3+Hwwi9xjFIUxzmKQhCiY5zCBSlKUO5jGMPYAKAB6j9GEX4mqmsQqqKhFUzh3IomcpyGD4dynKIlMHcPoHCLzwiYRMImETCKqrqNdVvW/ACx6Z07D6W3Pyw5WciFJ1XTPGHj5Akn7/YIKrIi4slyn1z+cSs1CLSTUD3r3d2sqZBc5ERbtHrhsRdo6b3U71T1Gq9tthCa32rx933x1tzCi8ieNO84Atd2jqiwTCD9zX3Eg1TOZOQrtkTiHoMXQkbLnOyXKq3R8JBORWW4Rcf8rRX/AKc4/wD8dbf/AJzCL3oPGjoTA2dNnAkABOCC6SwlAfgJgTMYQARDCL6cImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1AvbVvtWWg/w/wDVn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvqYvXEc9ZyDQ4pOmLpu8bKB8U3DZUiyJ/o+xUIA5Z3K30t2t09rrm7dFUwvikb7ZkjSxw8rSQrugrai210NxpHbNXBKyRh6nscHNPkICtFg5VCchouZbdvIlI9o/TDv3EgOkCK+WYf79ITCU33BDPjTqKy1OnL/W2Cr/pNFVSwuPWY3lu0OxwG0OsEFfUyx3WC+2alvVN9oqqeOUdge0Owe1ucHqIK5TMMsqmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXXZKoVOZlI+cmKvXZWbifD8lzElCRr6UjfCcVC/J8g6aqu2fhUMJg8s5exh7/HMvR3+/W6hltlvrauC2z/AG2KOaRkUmRjv42uDX7t3fA7tyrkjd0LsWYhUTCJhEwiYRMImETCJhEwiYRMImETCJhFGHe3FehbsIMqYfqUuqafhStEW0RV9+KAdiI2CP8AG3JLJEAAAinmJOCAAACngDwDurkw5cNUcm7u4R/x+mycmmkeRsdZgkw4xE9Ldl0bt5LNo7Q5tkLd3Qqz9icQN26qQXszJBtZYqIEXozdMeujyUaigPjK+WjVkWUugKBS+M525VyIgAmMcCgJg9l6R9EByba5kbZqlz6OuqBsczVsaI5Cd2wJAXxO2uDRIWF5OA3Jwu4SNdu6VnvjFzPfNnbKh7mlxdx7gU20He5A/d0wXEQIkxtDofV0xVHsBXx/11E/9vMZMwqJat5afQ6U01PJqjk7p+bq2ZdNRMHevHEvpm/cvHTC3vXj7UGvAZJxfH0t4q1EhyKkIomcqiahSnTUIYDkOQ4eIpyGL3KYpiiAgIeghnh5zXMcWPBDwcEHcQRxBHWuheWcUTCJhEwiYRMImETCLHFw29q+gGOlcL3WYJ0QviNHOpNupLeHt38RYhsZeTOUQ+kERDJfp/QGtdVNEmn7XW1UB/5jY3CLP512zGD43Koa48AsFSnOPj1HmMVrYZub8PcPFF1iXIUwh/ejLoRXcO/0/Ac2fRehn5WatoM1JTU2fdKmIn9k6Vc+aeo1bu54xtkqkpVdUw9gi3c03Uj3tpnAZMHLBiuUU3YQrOPfSKnvjlEwkK4UVSMgAiYpBP4TF3Hya+herLPfYL5rmopJ6emeJGU0O29r3tOW8897IxsNPfGNrXB+AHO2ctdzbFg5cuscK+N6Fye/oqXuJBzVYpcU6pFSCHiaWGXQP2WlHCCoeF3ERChfCQogKa7ruAiIInIbNeiO5YJdPU3qH0vPsXyduaqVh76CJw3RtcN7ZZQck7nMjwRgyNc1I/Hejiupc9biM/uZCroKd2VFrsdHCiUe5CysyQJt8qXt6AY7F0zTMAfAUe3x9Az/AKFvTwtXJ269SD/iLnVySZ6eahPMsB8T2yuH5fnrEMNz1q1TSlM/Q91PQagZLyXMTXGIySfbt4Zl+UZOa9PQewyz1YQ7+vb454b5SNReqzXd1v7TtQ1FY/mz/wBJn2OH9kxi6XHLiVlHISuKYRMIo/cirCtF09pDtzimpYX/AJLgxR7CLBgUrlwmAh6h5jk6AD90niAfQc9RehS0tT3nXk9+qmh0VqpdpgPRNOTGx36sYmI6nbLhvC89+iO1DNatHQ2anJbJcajZeR7lEA948rzED1t2gdxUHc+jK8LrhNnB3418r/Tv/wC4x777fipteZG2/wBJb4wphov2Zi/LHxhVfezEaapl96W7yYltMav2DJLcrdtRT+Wt+vana5Q0alT9WGSjFH03EP3XyaQHKglRE3ld1D9g9R7yGufO145pbc1LNdIp4xb87JxnHjUSOFlH1VSPaU+dNd4dx9eiON9c0ha0r5Ea4KzLrSBm39Y0oveqxBpRP+gkfHRHIpdwi3YNwTQYrNVm7YhUG4ACsOaHMvhfz8yaicXaYJrftxA49e/5lbjzT5OcRuN904gVrlDod1uO1cgtpS9A4+TjXVOqtjF1xbk7BrSOfSzuU2NY4KUprR1KWyGWM4hk3jk/uInMn40EQPh6KGeSN7onbLQN+8jPHqWvtN2261dHUSUM3NxNblw2nDaGHe1BB3A8cce0rvvOzltp3p+ajQ5B8hq/s+zUmT2bBatSYamhKtP2gliscHa7CxcrsrhdaHFFiU2VPdFVUK9MsVU6QFSMUxjE6aehfVSluQMDp/krGWfTE98rHxbTWloJJOesDoB371GnjB1YOHXNnltOcS+NkFtKfdQdStVqLtywxVegqFYEak4iWz8lbZksMhZ3jJyrLFBu5ctGgK+WYxSCmJDnuKi1Ohi5zI48FlrtoR1uoe6i9pO0BgZzv8i6jyW6xXFDjXvy38YKzp7kdyq3HrdBwts+O4/UuLsEFRVmCLdaZjH8k8mm8lISdbB0kSTFsxOwYLn8hV0VwRZFPnBZzJGHvIAKuLXyfOqaVtRUvbG1wyAePj8qkvxb568V+XnGnaPLfSZNiSdS0TC2yc2zqiRrkU33LWnNPqT+6KQLauoWJxXpp/aIWNV+RV28qLF8uBkTLorIuE0OiW2Pinaw4w47j0LHVuipqG4xU7y0xSOADujecb92d3TuWu/p/rY63jurxyj5KbGonOi78abFxsX1XovQDCm12c2RqKVfSfHKZlJaV1XIbaY0mm1+UlaJMruHjCUdOl1ZNmZQhhWU8jOSULHUogGyDxz5/pWzKnTNLLZG22MRNeCCXcMkBwyTjJ4q93lD1SOFPDDZGj6FyJh961hLfukI7f8AWbfGUipy1WrNRl07KdpA3NIuw29tbXUHNaM1MyjYmUSFy7bkIubxKCniIrQ6QFwIwDha/otASVgfIHs2WyFvE5OOkbsY8eFgXj51u+GnIjkZS+MLzUPJLj5d9qSDGH1RNbuqNZhIa1y86oojUouRbRNrlZeBd3N2BGsWoVB4yXeKFSM4J4imHlNZyyIvYQcBd9x5PHU9G6op3te5gyQM9HHHXjyKffK3kfongrpae39yTmpiMpcXOx9UhIKsRqMzc7zcJZF+7jalUIl0+iWLqXcx8S7dGM6dtGiDVqqqqsQpO42FLQvqJNgdCiti0xUXerNO3ADd5J4AKvzSPXB4e7k25q/S150jye4wTG8nMQy03dd30iEi6DdXFidIx9ZN8rx1gcvmbCySTxBu1kEWryKKqsUV3SCf65mQmsxbGXRkEhSyv5OnQ0rpqWRr3sGSBx3dX8hbCUNtnU/CTjLvTlHyIsxaRqrX/hk7JMnbLPXi7WLUbw8JFQsagHvEtP2W0T5IyOaE7GcPlk0+5QN4g13drZNeLvFb4RksZv7C47/MGgrZXI5SekWnq251Aw6oqQ0drYm4BH673jxhU7V72uXp5LVezXC+ceuauv4FFD3vWThzrjXksbcSKFli67LR9SffopxdYa2CARkzSL1B1JEZps2bghHajsG7Vxkn8nJ2Q1krC/p47vgWyxqjflzHbPkWwzROT+n7rxJpvNyQlJHXWhLdx7r/ACcdS+wmzKOl6Zqye1+12Wd5cGMBJWRg2lYSsOvE8QYu35AXTMRBRf5hjQuXTtQy6m2Nw6QP2d3AnON2cLPMukbqPuo7m7OfEteo/taHB/31azocU+cbnjw3t4UpbkalrOnBSSy4nKUpvdj3wqZAOicrkrM70kuLUwG9yBUfJyaet0eZxzrOfxw3/Hj5lgfVP3+dh3N9a2I5LkhqNLi3NcyazMuthaLjdDTfI+LmqS3QdSds1pC0N5sXz65HzjuBR+WZKvMjFQav12IpujAk4MgJTiSFDT1R6ai2u72QvDd/AEnHR0eL4Vnjc4+4+6hvaG5Wvw29rL6b9ofaMrmttY8n7TdN2W+OqilVmKpratOdamlbsWkxju9yLXaFkiRXl1jfKDVrFrSSvycJFHAtlFE0jzF3J29kTnOkZlrSenfgZ6gsINTtc8NDXYJ7PpWz6sQE1DED6BzV9RGIpSwcApbE7bYHLWwYNZLlVyoK0lJFcpNiXt8ZZ0QfErH1GLK6dg1Y+PxlA0ZU4nyW/i7h4kyibv6iOxHFtptOWDfHGPK49fjcd62O4ttdry0b42DyuPX43HetjaChIqsw0TX4FihGQsGwaRcVHtS+BBmwYokbtW6Qeo+FJJMA7iImH4iIiIiOuHSPkkMrzmQnJPWVr2R7pXF8hy9xJJ7StfDrLdELYvPXdOm+bXC/kDH8ZebelIiJr0dZZx9Z6/WrXGViXkZ2mTBLjRo+ZtFKudUeTDxAHicbJpyLBZJssRIjYhj7S0tq2mpaXuGvBMXQerPEYPQobd7LLLN3RT+Gq8lOgB1befOz9Vvesp1DqZszQOqZtKYb6x1JNT0zOWAhBRSlGLGPbat0/QqjKWOOR90Vsh0peYRbnOUqQiYByQ1Wr7LQwONA3MpG7cAM9u8nyLGRWSuqJB3Qe8HlV6HWO6ctp6kPBJlw+0zb6Hp5eH2NrK0wb+1sJg9Uiq1ryOmoxCvs2VcZvHiAkaSCKbcpU/LIRLsIh6ZDrFqqKjuElVVhzmuB4cck9qzlxs756ZsMOAQRxWSOY3CS6clullcuAVdu1Vrt6sugtVahb3ubby6tRbyuv16Iq/lVmzBqtMDHPwqSoIlKkKoCqTxAHYe3VQ6kggvpuEgJhLnHG7ODn6VzqLXJJbxTNI5zAHmwutUPilK8ceji54O3rY1P+qKq8LdiceJHZTZCVTpxp+3US0U+Pmm7Ny3Sm1WHylYkQKgCXvKpvmEKJzFAew36Os1Iyrga4sMoIG7OAR5OA8S7KWy1ElEKCPfO4EDqyenxdJ7FWB0RuNUvxgpui+LFpstd2Qvr2x7Rv0zYKy1kkIIzKYkpWyRgC2lUUHfZtKvGiCnjKBDKH7eoD2GUaivUbIzUx5b4IHXvO/4MqR0lgqLNYJYJ3N55zujPSe3syp0dDLpj7J6UXHTcGltn7Mom0JjZO/5bb8dMUBpYGcZHRUjRaPVE4p8nYmLF0eQTdVVVUxkymS8tUvr37gEZ1Hqeluc8UlOHNaxu/OOOexRS2WiWkje2Uglx6FC3S3SS2/wg2L1SuUdh2lQ71E8u9+x+7KrVaiysDaXqNVHZ28rZIsLMrMMWrNeWZNNuMOwtDqI9mTr19UvFm3aso69tPQxNcH7OyScY2gBjG/gcHzhZfSlufRXWQz4LJTu7DvIz4848arn23xNqnJ7qea9snBXqQw/DDqxRmvmMVZNdzFK2C+bbDrETrEZdvYmtui668qwyzfThEUH0S8+VGUnGM0OybZdosC8zo5XtohzzNqDr3dfV41HdVQUzby/uV+J/uhg8cbj1cF1LgLxk2FxP9qaaau3ByQsPLTeCnGq5X/eW7LE1Bk+mNg3vSYTLiNJFfKEs5hIOvwb2MYxzddfuVkRAU026J0WyPRe5WmwyvADW4GB5VgqBhFxY0nJ/yVy3V56PHJjl5yy429QngHySo/HXmHx3rTCjsnmzkZtGmy0HBWC02GuzDeWgKhsI6Mk0G8zEdJR76Ak46bi3hEFvKTRORxC9OasoqWldQ14JjySCMeUbyOrrWdulnqJphUU5G1jpUYYnoUdRjYnPvhj1GuYnPrVW+t3aS2JSrJtSvsKXK1emQdAoVpay0BrTRjCBqNeiwag0dyzty9exsMDqSkfGdv5oLu3OUq9Y2hlFLTU7XDaYQ3hxI4nf9KtIbHWunZLKRucCfEOpWR9Sbpk7J5vc3ul5yopmzKJTKzwL3Y32jd6zaGlgcT14jUdoadvho2qLRTJzHt3wsdbOEAF4dJPzXCY9/CBhCO2nVVLR2+pppQ4yStIbjGASHDf5wsnWWeaepilYRssIz5wrokXQEe+f/qu/+/kJgrBHcO6ejKz8kBdTc12KkrohdL3ZfSs0fvzVmzdm0PZ8lt3ernbEVJUFnYWbGKi16nBV4IuRJYWLFweQKvEmUEyRTJ+A4evfv2lWrdSU15ZG2mDgGtwc4457Fh7La5qFzjKQST0K6PNfqSJhEwiYRMImETCLU39sb+1k6L/Dt1l+T/yezYfJr7Oy/ojv3kSjWqvY9n54fJev/9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhF/PD9oq/umTpTf8Ac/wF/Ll29hF/Q8wirU5/dXXgN0zEK825abvZ1K5XBgeWqWr6vBTl82ZPQ6blZmM4WqVhi/Xg68o7aropSUqpHsHC7dVFFZRZM6YEWPuAvXC6b3UmtrrWvGneR1tuNY55Ml1HsarT2ur7KQ8ekK7+RrLSfapwtxTj2xDrOkoh8+cs25DLLpJJABxIu89Qnq98DOmE3qrflluA1cuV5ZLSlO1hT67MXrZE7CN3KrJew/U5BN1iQVcB43VRSkJRdg0dOEFUUFFVUlCFIuX4AdWLgn1NomzPOI2521zsVIQau7trqxQM5R9j1Zg+W93aSr6qWZkxdSUCs4EqXylGnfRxFzlROuVYfLwig3yC9pv6Q/Hba9q05PbyuGwrVQpd7A3uR0/qu4XynVSWi3wRsq1dXBuzZQU2SMfmBFdaIWkm5Fh8rxiqBiARSzsvWm6atW4bVjn295JRslxYtl9Y6sYbCrVH2PaJGO2O+YSUoWlWehwNRkL/AFKxNmEUqsu3koxqZJE6Khv1twgdQi1peh57T1ZOSvJbcFJ6mG6apSJbddq476x4Zai1fpK0EpTa93S23mt2iJbTlZgrrZWXytJzlZQO8ts8q3TKAGRUTIVyOEUquKvHLpW1v2jfdGz9a81dwW/qBHvHIizXLjBLaaskTrmCkbhQ5cLsxZ7NXozOAft61BT4uWxk5ZQXChAIAnHuXCK4/n11w+m702rc11pyV3kdLbjqOZzB9Sa4q07sW+RURIIlcMJCztIBseGpxJFqoRZqjLvmLl43UKsgkokPjAiyLwB6uXAfqZt7E34lbuZ264U5inK27WNngZ2ibLgIhVyk0JNnqloYsHE3XiOnKKSsjFHfsG666SKqxFlCJiRYc3D19elHoDeu3ON25OUbfX+29GozamyIGd1jt5OOinEDDtZtzFxlmb0RxW7RNvWj5EjFjGOnbuQcqlQbpqLD4MInA/rzdNDqMbScaQ467rkybgFrKSMBrvZVJsWvJ67xUK1Wfyz6jqzTX5Gsi0dGtlXazBF38qpM0VXBmoIIqqEIpMPupdw8jud8P013ex5VPl/PVxW1xmuQoV6PFLwaNClNmKOjXwlfNRkThToZw58s8gVQTkBLw+aYpBIp6YRMItTX9R25p9Tnl7zA3N1XN18nNC6Er2xHdW4I6C43chqPB1lnq1rJTzeL2HNt6qtsKMYWdWBZxa7j3xkzlnso6XO4N7qg3aJkXTOh7ZOQG27B1sekLtnlXu/cOoOLFxmtCaU5SEuK5+QGvK7slxuvWMmzhtlvkphVpb6kjSm76GE/nowsu0dg3T91BFBEi+TnL0UNX8JuIHIvlbburr1lXEXo3VVpu7OLecymCCFjtLVkLKj1AFi66SMmvc7q9j4pEfEXsq8L6h8QIrNPZytPbu1p0r9GXjkZs3am0tv8kzyXIqYldt3u3X+dgqjf0Y9DVleipO4y0rIR0IrrKGipYzNMUkkpCVdD4RMYxzEVi/N/iKy5uaIkNEv968guOjeQs1cso7K4zX1LW+0mpq45WcliGlnWiJsiULLCt4HiPkD5xCgHiDthFp29anpll6ZPDYm4dV9Ujq87J5CbJ2zrfR/HzWlt5eOZCEuWwbrLndv20jF1qnwFietmNJhJRVIGrtv4pH3RI5wBUAMRWW9XvZfLbpQdCDQFC0/uO7p7sGf0Fxz3ryql5yfu95oaV8gLTN7i3Gztky5lZxq6mNgxYRLB6ZU7qNbTaRWSiTpJqsmRRx6gnSs4/wDT/wCnJe+fvGPqFcvqTyi1DRa5tCm8qZvltbLbGcmrY+cRbiOrNjrjuYeUe2Re3CvToRbONTBJVRyiLgX7UrhNcimzv7jXzK6p3Tp6UfNzV0vr7WXUS47JaL5nU6ubUiJCP1DsG4zNHg5G51K0RUa3VkKmwvRkGkix8Bf7CIIsjKNgW9/akXeuDfCnqK7a6jTrqi9TqN0DqK76744O+L/H7jzx2m5a1x8ZBzdmd2e1X2/W2SeSyTl04XlHyLJoi9deYV6BlCtPcyA8Ith3CL+bJ1CtYcm4DrmdWfqI8QpR0pubpiT3DjkS/o6KC6yF903NcfaLWtzxbwrQSO3EYzqCAnl25TkKvWjynhN55UAEi3Ldn8s9V85+ihyN5WaZf+90PcfT/wCStkasVV0V5Krziekr9G22kTwofrRLFSLSxeRT4CfrYuWhzJiZMxDGIun+zxfaXOn/AP7T8p/nGu2EVz2EWu77S3y15F8UuDOsC8edlSWhFuQHKXWHH3aXJCHI4LLaL1bc4W5Slgt0TJszou6xILOK8gh8rJKouGjYViNlUXizZdIirg6nvTL0l0vOn5Z+fvEDnry71Vyl1Ajr601HdVt5V2a/x3KaesFlgGalWuNOmXzik3gLvESTh42aRrEjFUiXjdoOWBXACRSc6nHUd5hKcDekxo3TMqfj7zz6wyvH2hSlxj2jmOktEtbtT9Yvt42GstzqhJ1uZhLRtKKZJqiJX0VHOHaiKiL9BusmRRUsnSEmdO3bXV86K/V4tu0uoLq3YMRIb815yH5r1jYlP2xT2CL5a8p7K13RIeasTUyliQbJKxso2ftRZuFQOcjxFJ3hFa31KeDnOWW5jcWeqL08TaVsvJvQ2pLVoLZHH3fMrKRuv9oakuT2WmxQq9xjfkxWEtVbsFkfnBRZaPTdpi3UFYCtlGL4i7h0muCXLLT27ebfP3n3M6qR5c88J/VZbBq/Ry0k81lp7XGlaq4qFFrLWYkhMtO2RzEKIIvVQVepETjkTldrrOHIgRXi4RfztPZuuhf06eo9wAtO/uVesbncNlxfJPYmtmcrX9q3ylMSVSu0nV01FszRFamGEeo4RkLQ8MZcSCqcpylERApQAi3Cen50eOCvTEsmyLXxC17a6VNbYhIGvXRex7IuV6Sfxdafv5KJRat7RKSCMeoi7klTGOiBTHAwAYRAA7EVoWETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f+rPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIpS6b3JEwcU3qVqUOzbtFFQipfwHWbkRXWOsLR8VMDqpeWsqby1AAxAIPhN4QKAj4x5feQK96jvcuuNFtbUVU7W900uQ15exoYJYS4hrtpjRtxkh20Npu2XlrfVPIzyzWixWmPSOq3GGnhc7mKjBcwNe4u5uUDLm4c47LwC3ZOy7ZDQTK6PlouXRBxFSTCSQMACCzF2g7T7D/q0FFChnia62S82Oc0t6pKmkqQcbM0T4neZ7QV6zt13tV3hFRaqmnqYCPCikZIPO0kLwk5qIhURcS8pHxiAB381+7QalH7xRWUJ4zCPwAO4iOc7Pp++6gqBS2KjqqyoJ8GGJ8h8uw04HWTgAbyuFzvVnssJqLxVU9LAB4UsjWDybRGT2DJK6/F7Eo806BlG2iIcOzm8CbcXRUFVjiPYCNyuARFwYfuE8Q5KbzyVco2n6M3C72auioWjLn82XtYOt5j2tgdr9kKPWvlG0NeqoUVtulHJVk4DNsNc49TA/Z2z2NyV3PNfqaJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIq0eUPDQ0qtI7E0/HkLIKiq9sNGaEImR8oPdRxJVhIvhIm9OPcyrEOxVh7ij2P2SP7K5E/REChjh0lygSk0gwyCtcSSwcGx1J4lg4Nm4sGBJlvft7mSY3OWB+OfLax6hdNqRfwkJqhIL+4gmuVQ89TDkU8o4MSLdlnMY3OAgqxP2Ml27oiUQFNTaPK9yC2fX8D9S6VMVNqlzdvLSBBVgjI2yNzZHDe2Zu52cSbQIezm+MO3jirkYOch7NER8/ASLSXhpVqm8jpFiqVZs6bqB806Zy/AQEBKYogBiHASmADAIB88rnbLhZrhLarrDJT3GB5ZJG8Yc1w6CPhBGQQQQSCCbYjG48VyuWKJhEwiYRMImEVXPMvk9Z4myPtSa9lHEElFoNyW+fjlTISrp69bJuiwka9TEFWDVq1XTFwqkYqyixhS8RSkOCntr0O/IrZa+zxa91ZAyqfO5xpYJBmJrGOLeekYdz3Oc12w1wLGtAfhznNLO6NgI2isE664Ubm2G1QnpkI+kxkiAOyOLSs6POPEl/n+8lhmqK7tM6gm8Qg8O1Ob49hAQEdn6u9Ehyd6Snda7dztyrYe9LaYNELC3ds884taQOGYmyAcN2CBzMjRu4lSSiOnJAJEKM7tCYeqCACcsRXGUYQo/SUp3knLiYAH9kJQ7/cD4Zp2v9F9dXuPpXZKeNvRztQ+Q+ZkcWPFk+NcDMegLLdQ4JaOrTxF/JkstzVQOVUrWxyjYsX5hB7kE7GFYRJnCYCHqmsoqmf4GKIemQK/+if5S7zTupaI0dujcMF1PG7ncHjh8z5dk/hMa1w4gg71xMripjM2bSPatmLBq3ZMmaCTZozaIptmrVsgQE0W7ZuiUiSCCKZQKUhQApSh2AO2ee6ionq531VU98lTI4ue9xLnOcTkuc45JJO8kkkniutUQTKX6IHLx4zfdlm01vQIpYp/nd4htcCxpUxAfQfDFNQL2+Hp2z6gW9/qU5AY6im72am0xzox7q6k5zPlldlXQ3R+RX0Z8uVaphEwiYRRm5LsFXEJV3iaZji3lXrTsUBH1etCLB/7IZ7E9B7WbGorzbvdaKKT+6lLf/yy8weieo3S2O11rd/N1ckf95GHf/klDxRs4S9VUVCB/qiCGe+MELxqWPG8g4XXtmD242crx/1se+/81NrzIW3+kt8alui/ZmL8sfGFqF9IrobaZ6gfCx9yL2Byj3Bp6bU3LetXtqjSa/X5euGaVuBpsihNuwk3zJ0u4eK2Y6aqQGIUSIl7GDuIhJ6qsbTOAcOK3ZetQU9mka2ZudpT16cDLZPSC6nti6Qd4X1ltPUfKarp7G1lvuD1pC0bZsmu3pdttVFd2eZZHfWORgVHVVnIBaCkpCXQjJZQHMc5RbqOSuemra2qozI3qyrC/wAcV6sDquEnc3OM+f6Vmfr4N/dt+9DxAQDunzIs5B+/22JxX+OdFrGIHjs+lYrRDNi1VLeofM5ZI9qa7B01IEAAPXmnqz/e1dvj/e9cpbPtz/F8646M9kKj8k/KCui1JSqlpDV2gtF6kqsJUqLr3WtJhIKJhYxowKoqSuRacnNPhbIkM+nrE8A7uReKidy9drKLLHOocxhxtZPI+p2ejKh2o7rWVF6MAJ2drAHlVBmnOd2guEPPDm1WelL0+OV3UW5M7NvEi/5YXmOvTpKg1q4sbzdJyzNaa+gtS7DmWdULfLO9aO3T8saxkHrJIjVZwmiiurn42SOhbzpDQBuW2KOGploITXPZGAwYAHRgYzv44/nq637OVbLRYOVnWostk1y40nY7Fv8A11Z7HpZZwLk2pbLKbT5VvJXXCqvyfElXcUF68WiRU90aib3YR8pP7AvRct0TCP54LEaxPN0EDmHJDtx69w+NZZ4gTb9t7UH1VZJFXwul+FjBNRT6RKb9IX4vX49x8sMVD3C3tcOP/wBVW6VErNKRzNPfkD/uXWOprWa9sjr09GeIusQwsEQNWj553GSTVF4wkHNL2Zsa5QqEg1cEOg9ZEmoVE50VSnSUL4imKJTCA0o3nuJzukZXHTtRI3TUs+fsg2viC7V7Q89JO8puiPd3DZunbWXMOTgk7AikmlKmiEdm8bJVnHrPiFBws1j5Eyi7YhjCVBRdUxAKKqgmrQyOkik2ur6Vz01WTVtDU88c4B+EOUkuusr0/avomhXHn9G7cucJW9sPXekNO6XsMbA2bZuxVoc6bxGVGYZuYpOqQcMUwyD1wIEapOgTTIu4coN1ba3iXnX83jZ6SVhtJR1orpxTBoiPhEjgM7sdp+ZUZ9brqEcrualA4VS26ul/tjgtSKPvxlOag2vs+wTj+StoTUWy82qw8VN6h1kvBovGMQzk+yR1yGIxS7AYpSKBl42BucOycKf0sDItpokDyRv/AJyVer7X/LSmv+lXpejwa52Mfc+Y+uom1JoHEhJJhG6q3hcDR66Zfmqt1LXGtHnqI9lWpB9R9Qh2nA2W8VNQfCwceLIA+AKRGkbbbJS0DBhrBv8AyjlzvO4krM/tHeo9O0zoCT2uIuuQDFjoGO4oDoyNasGiY1b5B2HrPViz6FIkTuwTGhXB+yWUTEPGV6JTCIn9eVlr6qpvUsT/ALUM5+HCyFbRsZbRMweDjJ8ZwuY1BtvjhbehjqjT3NmQnaLxiYdMPji72RdaJKuYy1uKnBai1su4rcT/AGJJqq2W0O0EGTJFFMwvlXHuoEAypRy1q6CpZqBtbRYMpkOQRuGc7/EFmnUcLNNtqXuOwWjI8eOHl3YVEe1epXYrp0WtzcN+EPRt5ONem1C64uVfgeX25Lsq9ZQLJPZjq/SOxZtpCaaPSJ2dr9+UMu49ztLr3Z4QCHXBRLuMtjgLagSTStM5I3DxeNQ10mY9ljTzfWr7+n+sqv7LWxVXVUWUDpv8v0AOqcxzAi2gd6tmyQGMIiCaDdIiZA+BSFAA9ADIdWtA1axwG/bZ/wBqzlOSbM4fgu+dYz9ky0zrOmdKRltaHp8CTYu6t0bWW2BcVopitYZqNps22qNYri8uoid8atwrOGFw2Y+P3ZJ48crFICi6hjWevrlUU7m08Rw3APnXfpykjlBkeMnK2bjGEwiYfURzUD3F7tp3FTYANGBwWubwmH5H5ZayRc+h28jco0/f07LrUi1xxQ/h89UPTNi3zv7RKR1NP+JpWwrz39qkI6mn/E0rYwzW618nwyuSOCL97j90cEk8SmAvzCJhFTT1M9qTS1qqen2S6ravx8K1uc0mmYxAlZiQdyTCMScdvVRvEMmR1Ew+xMo6MIgIpkEs00xSsET612+Uu2R2AYJ85PwKYabpWCJ1WfthOyOwDBPnz8C6eRzIcNOPNSstdWaF3fyFalkCWA6TaQGnUBo1YyaTOKI4Iu1GQcBKszqmOQyZlljehhapGzuIberi+KXPcNMcY4bT9439m4+QdpXbht3r3xyZ7ipzjHDadw39m4+btKxbrDnXv3X02g8sVidbFrzlQFZCAthiHUcICoYqisTOEb/KMY4L4TFTEBWbAYPnIn7AAXVVYbfUs2Y2iOQcC35xwPwHtV1U2SgnZiNvNyDgW/OOB+PtVqdQ5p8Z9mwAMpu2x9ZVm2asbM1a+NVY5MiT1Azd4zeSKiStddMHCShiCcHPhMmPzykERKEVlst0pJdpjC8NOQ5u/hwOOOfIovNZrjTvyxhcAchzd/iOOOfItejqc9KDjdtbkFr7eEdtfbmiNnR1fYO9WcgdCWhm2fy1cinLosYzlHBSCs5stIUdnbs5eMkGLw0euiVwdYpUCN9o6c1K6ai5qob9lYcOaRjB68dR6uvKwtdpQagcaxjnRVze9eMcT0EjtHi6ugLI/Tg449PTpo36+8iY228peTXK7atecV65bl3K8qlil2MfLPo6XsrGt+GTiFCqWKUiWp30nIrSUouRuUhFUElFkVLe/VtyusPckHNR02et2T1Z70+YbvGuNt0BV0sxle9hd0Ek8PEGner7NGcw9Sb7l1q3XVJuvWoiCztvX7S1ZM3Uq2bl8x0tEOY+QkmT4WqXz1EhUI4AgGOCYkIc4ayr7PW0Dedk2XRE8Wk7vHkAj4lma20VVCwSSbLoutu/HjyBj4lKnuP3cxOSsXhegzpsRdNqdwgRysUx0W5lkyrqkJ9mdNETAocpPpEAEAyuHYzvwq4OM43L35xVEyqJlETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/9GUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhF/PD9oq/umTpTf8Ac/wF/Ll29hF/Q8wi/nYaSgYPkd7ZTuaF5Ww8XdiUu97kJq2m7AZNpWBUT1Zo1UdNJsa7LpOI1ynDUtkWxMCAl4QfIlflDzgE4kXo9oErFa44e0WdNS9cVK/C0Lc1xbcWrXaInXcczhlbPd3/ACVuVCin85FQqTZN7J3mox6UI+IoH+iMa3IkqUxTmE5FyzFJDdXtrD2t8k41lZIqpXO0RmuqncWqMjXWrCh8KZi16gBnFyiSrFJMrlNGxsylKAKTKoOC+JVQRMRXuaS4/wDQy4k9UrkzyD0tyJcU/mrBVLfdt3zx8qd3TQpNWqRawlsDcQfobQVHYpx7CEaRJJr3ZKTMDd+mQ5C+MpUwItdLhltXk3yP0p1KtndHHp99PrhXwURoV1pHIW5cirTuDZG1tiUWr68uNlfV+QlZe9XONRmkaHZHMgsyaQLOHbuZBJJeQfCiVUhFM72MCkUjbvFDnVrza1KqGzaJF7+1FaY6nbBrMJcqyzsj3X1kjnM62g7GxkoxGWUYxqCPvBUgVBNMC+Lt6YRRq9ib1ZrHYN96gE3ftc0O7zVCZ8TJyjS9vqFfsspTJr5Z327GXqb+aj3ruuynvcS1V94ZnRV8xskbxd0yCUi77we/uzblR/2/5Lf5nGWEXQ/Z86xW+R/tEfUqvnKyvQl73XUWnKG21mH2FHMpw9Xu7TkpT6JNP4ONmkVys5Kj1WQUhGBUyB8nxrk6SRSEKXwEXv3PAwXHD2yvTsJxQh4qlJ3S96fT2lTKAybRMAkntTRKRtzpPa9EJt41unL056exviCkBff1hfiALdjgRcdonUmuNx+2Z7vgdoU+BvVermz9yXyPr1njGc1BHtNT48lfVeVeRMgi4ZPHFemDJP2YqEN5D5sisXsdIogRctzZ1/StQ+2I8R0tXVeD1+1t9+4xWiwsahGtK/HSE/Z6s+gLNKHj4xJsyTdWKNZlB+YhCi7VOqqr4lFVDmIt5Z1w24eu+WMbzEd6c1yty+i4VSCjNwqeb+iK1g1Kk/pqjFD/AERBL3U1OkXDMf7HH+xlDev0gRS1wiYRa5/V16r2z6nsWH6W/TDiibi6mu92YQ7t9CnReVbiHR5hoRWT2nsmX8p1Ew1rjoF178wbO/1qJbHTk3xDEMwZShFPDpMdMfXHS14uMdNV6aV2Ftu7y59jcjt2yhXB57bm3JdAgS8udd+ovIoViF7maRDRVQ500AO4WE7107WVIqo/aLZ2Y5ZbY6b/AEYqBJPE5Xm3yEh9ocgvkZc5ZKC4yaScKzU+6eolHsLR+q0lJtmbsHd5TPCJidw8RFtDwUHD1iEhq1Xo1nDQFeio6Dg4ePQI2YRUPEtEWEZGsW6YAm3ZsWTciSRCgAEIQAD0DCLlcItU7k2P6pB7SLxW4xIdpnQnSS1U55Ybibh8+Mcci70NalNaQjpQvjZOZKvruaVKNU1fGqVNvLpFKTsobCKVftGvLm28dOGWudL0Cpapsdy528gqJxGZzW9abCbA1Hr6GvaMk/mr1aabaGMpV7I6hjRTf3JvJNnDNFRQz06S3ugIqEVPvMb2ZDjtwa4O3flhprkhtm5b54R63tvJBjEcj4XT20eL2xZLW0I8vFzqbjjpYddr1qvsLm2i3DSHakevPdHK6BVjOzgCpSLan6avKeV5tcDOLHKmeq0fSrFubUkBZbLWIcq6cFFWZqZzBWMleSdKuHSFbczcQutHJqqKqpsVEinUOYBOYinDhEwi1eOnmxYyntGnX0jJNm1kY2R1twxYyEe+bou2L5i70nTW7tm8aOCKIOmrpBQxFEzlMQ5DCAgICIYRVe3R296Gm5+pn0wrk8dR3AXqK8TuW28eAFhlXCwwWuNzutJ3FjZ9EJP3RvKQUkDEQgk0jrLuFVW9bV8ILzDg2EWxX7PF9pc6f/8AtPyn+ca7YRXPYRa7HtGfJy4a44/8aeG2v63qR7a+pTyZovFE143tQ4DZmsNVVuxzMG1k77IUq1tH9Wl7DCTc3FuGB5BBdBkRFw7IT3hBA5CKo7nT7OFx96cHC+Z5uceeQO0rzvDgvWSbnjavyyitQ7q427ELXXrJ9bKwfSs9rptDVJSeIKgQoNHS6jZ35CfiUcim9RIsQdYibkuppsj2YLcNwlJ/QNT5spPK7dpmkzDuFkddze3JbjUjeIak2RwYy8Y9nGk46Z194v4jqkKmqch/CcmEWYfaBulBwe6ZPCPWnObgHRlOInJvjPvbT7fXl7od7vK81cE5h+7jVoqXLa7NPknJ9iKISwvTFF2s2YukVzKtllU8It03TNum7/p/VN8s0UEHZLtrai26wQhU1kSw83ZKvFzMrFFScfr6QR794oiBT/PL4Ow+vfCLJOETCL+c/wCzj9D7ip1FeAto31unanLCl26L5IbD1yhEaT3Uhr6nqQlepesJlm9cQSlQnTKzazqzrlWcecAKJJpF8IeDuJFuZ9OjpYcf+mQy22x0Tf8AkHektzOqQ7s599bPS2StGKUJK1oxBaudKuV75HTdlt7kXgCCvnimj9j5fziKy3CJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P/AFZ+TryqwilNmul5BTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi/SmMUQMUwlMHwEoiAh/AIeuUc1r27LwC3qO8Lk1zmnaaSHdiGMYwiYwiYw/ETCIiP8ACI+o4a1rG7LAA0dA3BHOc47TiS7tX5lVRZ415vOcqwoxlgFeegS+FMhjqeOVjkw9A91cKmD3pAhf+kqm9AAAIcgB2HzTyqehw05rMSXjS4itmpjkkBuKad3/AFGNH2N5P/NjG8kl7Hk5G+uTrl1vmlSy2ahMlwsAwASczwj/AKb3Hv2gf8t53bgx7AMGZtes0FamBJKBkUJBqbwgfyzeFduoId/Jdtz+FdssAfsTlARD1DuHYR+f+qdH6k0Vc3WjU1JLS1gzjaGWSNH3UbxlkjfwmEgHccEED2np3U9i1Xbxc7BUx1FKeOycOYfayMOHMd2OAPSMjBPPZGlnkwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIoU8oOKEVtdm8uVJbNYnZLVEyqyZPLasLimiT0aSI/NSQmQIXwt3Y9gP6JrD4PAol6P5FOXWu0LUR6e1I98+jnuwCcufSEnwo+JdDne+IZxvfGNraZJ2Mk2dx4KCPHHkVYuP1nd1G4t5RSjuJFZrYYBwioEnVpZNT3dxJx7NfwKIuEVU/C8bfN84pe4B5hS9/T/K/yR2nlWssd/wBPPgGpWQh0E7SObqYiNpscj25BaQcxSb9gnHgOOO17A8ZHFXRVe3Vm7RDaeqU7G2CIdEKZJ9GOk3CYCYoGFFcpR81q5T79joqlIqmb0MUBAQD50Xuw3rTde+136lmpK9hwWSNLT42ng5p6HNJa4bwSN6tyCNxXYsxComEUAOSHNFDXUs8o2s20bOWmPUO3np2QA7mFgnRfmqRrRsgsgMnLNx7+cInBBscPAYFT+Mifqvkf9DnLq6gj1NrN81NY5QHQQx4bNM3okc5wPNxO+4AaXyA7QLG7Ln9rI873cFjbQHOOyS9wj6nt4YdSLnnKbGPtLJmSKUiJJwcE2icskkf3FWKcKiVMVQImZuY3jOYxPEJJjyq+hns9Bp+W+6A7oFbSsL5KZ7zKJY2jLjESNsStGXbJc4PA2WgOwHcnRDGWq0VRQiSZ1VTkTSTIZRRQ5gIRMhAExznMbsUpClARER9ADPErGOe4MYCXk4AG8kngAOsroVCtHKXcPKuKeCQXjK07Xd2VVFQvjKpBM5h1YlmxyGDv5BYZiKYgIehAz6kamJ5PuQyenB5upobE2nBBxiZ8TacOB6zM8O8ZV0e9Z5Ffbny1VqmETCJhFQrssHumeVE3NOmipyV/aSV4atwDwi+hX82lZ2qKKhvCQ/nxzryRMA9gOBgHsICAfUjRvc3KJyHU1tgkaHVdkNE53tJmQmmcSOI2ZG7eOrB4EZum98zyK8SoXGtXyAYWepS7OahZFIqiDtmqU/gOJSmUaukv7azetxN4VUVAKomb0MUBz5oX/T150vdZbLfqeSmuMLsOa8YyOhzTwex3Fr2ktcN4JCtiCDgrs2YZUTCLzIQTnKQPiYQDO6nidPM2FvhOIC4ucGtLjwC1muuB1u33DPYTbiPxuqFPte7YKOgrVtG/3to5mq7rRaxw/wAp1ypwVZaPY4k1cXlclm8m5cPFTx7Jq7bpgg5WVV90+nnoZeSKPTds9WVaT3VWU7omM64y9ji4/rRgAdhPDGdDcotTSajLLRVN2qaCYScfuw1zQPFh5yqguI3tD+5/0S4Cqc1a9QrzqKzyjWKm7/Tac2pl81ym+XI3TsqLGvHRr1or8QKvmvWBmBH6iBROg4FQgIL+qZ7bBIz7GMOWn7roi1VlO4UrObnA3b8gntz8a2f97xpIbQnKdg0MEiWU417wSiDx4g8LJ/KOrLOWPGPFv5nvgPfOJ5Xl+LzPEHh79w74OkbzNYGu9stUafg9LtRMhm3YlA+ELUP6TvWGV6dfD9xxmvXAPfm5JY24rptNrboCTe1CPBtaYSnxaEIpGyGu59wCjRasGOZcFRAxVwACdy+skqaSOpILiNy3FeLFS3l7XzOA2VL3gzA8xOpb1c4zqr8htAWLjboDRlMkIXVdYtMdORzN22Z0iz0vX1BpcpaIiAmL+7ZTVzf2SbnG7BGNB4RVACtRXbNi9FXLDS0hiaQXEYWNv1dQWWyOoY3tMhbsgZ39pPV/PapCddwsjad/dFxzBxUnMkrfLqxythPFMHUiSGYLbA4xLJu5QzRJYI9sokwWMU6vgIJUzD37FHtbWuRvMSZIzj6Vj9Ec6+0VM+w/mnDc7ZODgOyAcYJHSBwWRvadWkpcenPX4iqw8tYpL9OLrKSFhBxzyWeFZIay3giq6M2YIuFitk1XKZTH8PhAxygI+od6Wt7eecM9HzhWei6mI3KcFwBLDx/KarxK/MtEZfXz1TsCSNXqpFSnAQMQycPHgcpij2EpimAQEB9QHMTM8d17XRlQO41MQ1CZcgs2z8a1N+nd1Eojoacj+ofxg5R8aOQF6v2496heNFyGpa1DyEvtlaNlLm0qDNVewzEG7f0u7R9iZvouSiyS67dR27IdkZcfLyUloqI2vYRs4W8XMiutLDUQPHNbIPHh2eMcCs5+zyS+3keUXV2sPIvX9j1pt7aO1KNernXZ6FkYpJhd/wBFDkO/2NDM13yRUnnyFZbWCAimooHbsPcQEBGzuhaIWYO7KjmtpoWW6HZII2t2/owFjLbPLFr0v/aAeX3Jzfuhd4XnS3JvjzXtcUGY1TWo+VkZkJWqcb5ck/Vi2SWrFesycRadOPIWQaFkm7hsqodQAP5ZU1e2NjaqhaxpGVfUsEF701HTxvbkDfk8CM8erjnxKVnNh64vfW26KW165VbY3p8rpBna3ikhCuQVq6NrX2XONIq0OGfvkbFTDJvKJpuEhXMUivcAMYOwj1Q7MdHIzI3ZVpQ8zRaeqoNppMZcDv7ANy+vrzsZayb26NrivwkxNoV3mXKyc2tExj2SRimI3njsoDqRUZoLEZNxTZqD41RKXsQw9/mj267a9vNSZI4fSrHR1TD3DVguAIbnj2OXs9pCrd/QS6f3Myi68kdqUrhTyOsV02tU41o4kGhoawTun7fCvbOk1avzR9UdOdPrxTqQVRM2bKyiJFB7rEKblbZWOL48jaP+auNIV1NK+opQ4CV+MduM8O3flVa9bjqqLdV6n8XbJxl43cj4Di9o/bCk1dtjbJpkeRxY9yWmLbLs6lW2tLnblFuWFGqNbkjuHJHp1VVpEgLINSg2M7yEUYiJBI2iprb7c+ma5/fO2ndpAV/3Wo1DuTqacB9zaL1fHv8AaW2dHbHqXJ/UdUim6Tq0XZtSWVopV2p1eSakKvOzR6DsiRko5kQqjp84Ye6oAosqgmEUtz6eiuRkb3scmWnqyd4PZvGD4/GtqansvN2qKqhbhwxkeTiqIupP1eN9c3ulw60TIcIeQGu7Zris6Cq/MPd97hXsZqqtNtdWyoRUQ1rQvo1hINLDtDbyUU8Mwf8AlO2BBXQIR6mmd2hI6WggpZnSR42nknx5/wAlDZrhPLQCjLSI2nJPxfMrLN2afvHI7oH630RqiGkLNs609PrhnZanVoZuq9m7U41lX9KbSk6zBxjYp3kxOzUNTXLdgzQKdd29OkkmU5zlKbH8/HBcy6UgNyd56M7lL5qSao0g10QJ2WNPkBB+JQbs/Wpd8gOhk16UvHXh9yHecnta8c6vqHkHOMabFn1VrrUOkVot1etjLP46Zc2kbHe4SpkaLsJOHiwTl5ZyRNdy4I1Se3opGsre7HvGweAzxJ/n+eiCmYug5lre+HFbB3TuRlHXsvCEIpCTLKwN+AvNisKV97GPm04ExGqcgoP3IYldulIA5dum4Cin5fiUBQol8QGARhVwqIm6sYCR4bOnr2VnqWN5szt33LvnXO+y8wU5Wujrp+GskLL1+WQ2xvdZaMm415EyCSTjYkkogooyfot3JE1kxAxREoAYB7hmC5Q5Y31oY0gkNHBZHTLHNgLiN2StgnNZqVLXNoHek83YdgX9bCL5DPKz6egFSeXZ3XDfwEFJ0P3vD97NkVH2exud1021/hythT/Z7KXddPtf4crYyzW616mETCJhEwirS6g3G+Y2JER+3qUzVkbFTYhSMssM2IKjuUqqDhzIIP49IgCZd7BLu1zqJAAnWbKiJfVEpDyfTtyZTPNHOcRvOWnqdwwew7vL490jsNxZTvNJMcRvOQep3DB8e7y+PdThP3m02iDqVdnpVeTi6OxfRlYSc9jqRsa/dFeKsCLf2xRqiuX9aKcRFInYhRAhSFLM44IopHyRgB8hBd2kdKl8cEUT3yMGHPIJ7SOlXp66436r3Hxb0zCXavkM6RoEQ9irHFimwskMtMpGlnJ2MkCSoKILOnx1Dt3BFmxzj4jJiYAEIHU3KrorrO+B27nCCDvacbt48nEYPaoTUXGqo7nM+F27nCCDvBxu3jycRgqKF26X9pZISDugbKiZ4yZVFo+GscOtBulilATFZmlmbyUZqOjAHhKoZBukYwh4vLL3EMvBqmJxDaiIt6y058uMA/CfKspDqWIkCeMt6yDn4N3zqF+vpCPrlwS0/veNlS0ELMrFWKLWdKMZfXk+qsEa5tUA5EFyR7lmcpff0gIq1kGhPnpqKJtlE81UNdLD3ZQEd0bGQeIeOOyevPRwIPSASDmKhrpIe66Ejn9nIPEPHHZPX2cCD0jJzaSj0x9G+d5p7ltNZsI+IiRZapEMJR9SgZcKcYDlEO3qBS9w+59EVOqK/HgRZ8TvrKMnUlbjGxFnxO+sq3N368nOJfIFulVJF6CMI7iLtQZh4JTOnESo4UFFCRFBNui5M2es3DJyAFIRwRMwiQpVPAEloamO724mUDLgWvA6+zyEEdXkUioqhl1oMygZcC1w7ezyYI6vIrbN4cw6xrvSNWv1dM0kLhs2uM5Ki19ZQq/uh3zNJV5KzSZBIcGFdXWFJQnzTLuigiHhDzDpxGhs0tTXPp5MiGJxDj14PAdp+Ab+rMUorRJUVroJMiGN2HHxdA7T8A39WaJZuy7DsMuptKblrM+l3U74S3ZVd8RUk+2TTfkasZZLy02btg3UIdJBAxPd0hJ4ClJ4Qyesipo2dysDQwN8Hdw4bx1HrPFTdkdPGzuZgaGBvg7uHDh1HrPFbE/Ffbam6NJ1K3SDgjixtklq7bDFAhTDYYQSN3LpUiYAmmpLMzoPvCUAKUHQAAAAdg1xdqMUVc+Fv2s72+I/QcjyLX90pO4618TftZ3t8R+jePIpE5jVj0wiYRMImETCLEu79uQWkNbz+wZ0nvRY1NNrExJFioLzk69EUoyJQUEpxTBZUBOqcCnFFumop4TeAQG8oaOSuqW08e7PE9QHE/z04Cu6KkfW1DaePdnieodJ/npwFU9r3qS7PRvjNxsePrj6gyL8iMpHwkQqykK+wXVAovodz704cPjx5TeMyLkVhcEKJCmTMYDlltRpmlNORTFwqANxJyCeo9WezGFKajTtMYCKcuE4G4k7ie3qz2Ywq4/bB5SOm+lvx8mYh62koqV5w6pkI2QZqkXaPWLzjzybXaumyxBEiqK6KgGKYB7CA5ecm7HR3+ZjwQ8UrwQeg85EtT6sa5lC1jxhwnAI6jsvX//SlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRa5/Vp9nT051ZeTlN5PXzkptbTdkpem6rp6PgaJWatLMFGVUu2wbuzsAyEyqk/byir3YCqQlJ2IQrZMxR8Qj2IoF0j2O/TlJulQuaHUL5USS1RtEBZ0Y53CVYrSQVgZVpKpsnRiSYnK3dHaAmcQARAphwiso6n3s/eieoXvSp8v9c7w2vwt5n09CDateQOleyzqc+pdAGlWmbHBtpmpTQ3Kqx6ZGbCZi5yKelYEI2cGcJINCtyLG/Ar2cbVXGHlYz51cruV27+ody0r6yLylbH3gm4YQ9YmWsb8kRtqUhZq3bJs1itNcjP1iHVfzyzGJL4VG7QrlFs4bkWTOqV0CtSdRHeeu+XusOQO0OFHMzW7WFjozf8AqFj8puJhnWlVlavITkGzslGmyXCqkXM3j5mOnI50ViYGzgHKSLQrYi43pm+zy8ceAlj33trZ+2di80eRXJWm3TXW1tv7gb/JQSFJ2S5992SwjYIk7Z5v5d2O8AppuYkpyTkXJUwIio3Ko6ByRQK1J7JFRdN37YMBUOpLy7guFu2ZdoptjiNT1XNEJtyoxzldVlQ9qbHq98ZQVzgjM3KrFdVSoIuzsV1iJKoKKCqBFbT0d+jXrXo8UzeFK1rui87jYbutFPtMi6vNfr8E6gXVRipqJRbMfkBQyTtB8jMeI4qFKYhkvTuBhACKtnjF7L6rws5ok5K8UupPyI0pp5ztynbAs/GupVZ1ENL/AEWo31vd0dJ7Dv8AXtq19jc6C6RItFeF/W1jlYOVSnBUyihlCKeGnehrqnTvVn2V1Zo3eewpnYeyXuwXz7Ur6u1tClxh9g1RGqPCNJtucZxYse3RBVLxh3McexvTCLAvPP2cXVfJvla+51cT+V+7+nfyysSy7y7bG0ek4fw9nmnkf8kylrThYW362stdtNljBFCZVYTyLGWDxKuGhnKzpdwRZL6X/s/miOnlvK3cvdibv2tzR5nXJGcbO+QW6eyDqDC0ImbWqYrkG5mbbMhcbWxVO0kJmUnJZ8dic7duZuku7K4Iu36q6GuqdV9W+/dW6P3nsKV2Lfnt6fPNRvK7W0aVHnvNBJQnZG02icZxUrFoT3hPxB3Mp80fm4RN/dDXVO/eqxp7qrzG89hV/YOn3urn0bqmNrtbc06YPq5B2gwI+mnRwm0CygOxFbyw7k7fNwiyNLdHrW0t1fqx1fFNxXhHZFYo7ijoafJBQJqQ6auNPWHTwvlpwx/l4jgsbYTvAKAeHz0yl+wEcIrhsImEWp7UPZdZHVW29xbp0X1Z+dOib3vOzzlm2LPaqfRtQnrMpN2OStBmFgscLOMZmwNWsrKKql97VU8So+YYPGPfCK3zp59PPcfCOf2dM7R6ivL3nI22BEVqMh4Xk3cH9ojderwL2WdO5SpJPJyXBm+n05IiTsxQJ402yYCI9vQi5it9NKjR/VDv/VItuzLXfNlTmhorj3rDW0zEw6FL0pTWpoRxMPKg/SMrMu5mfkWkouqosYhE/qgfkKXwqF8JFNje+rGm9NH7l0k/nJKsMdxap2Hqx5ZYYiakvXmmwajMVJxORSaxiInkolGXFwgBxAoqpl7iAYRRU6ZvAWv9NTirAcWaztW7bmioC3XO2p3nYDZk1sbpa4yvyoswWRj1l2wNY43zEhA3cS/HCLqXAzppUfg7tbmpvdLZlr3JuTnJu5bcOz7vcImIiHEOybObA9rOu62zijLFb1SqOrZIg0KZQTAgqkkIAVBPCLKHUH6fnHjqX8b5/jLySiZlxUpCYjbZWLRU5BvEXjXN9g0H7WDvNKlXjGUYNJxgylnbUxXTV00cs3i6CyR01RDCKoW19BnlZvXXsJxp5c9ajlXv7hdELwaL/RMfp3VWs79d69W3bV5EVrZnIaPkrJeNjRxFmCBlvldo6FRVIqxQTXImoQi2GtVauoOkdaUHTuq6xHUvWur6hX6HRKnFAqEfXqpVottDwcU2O4VXdLlaR7QhTKrKKLrGATqHOcxjCRd+wiYRV0aE6dNL0Jz95rc/IjY1on7fzVg9QwlooElFRLat0lLUVSiKnGrwEm2MMpIKTDeIKsuDgABM5xAvoAYRdc6rfSv0R1aeOcfoXc0rNUmUqtzib5rjatSYRb23UOcagZhOIsEZUgtX8La645XZPmapioqH93c9hWaICUikLwT4l13gnxI0fxIqdtmr3XdH1VzVYq3WJkxjZqcbuZ6YnjO5BjGiZi3WKtMGTAqY+HwkAfiI4RS1wigT1GenLx36nfHpxx85DNbGxYR1jjr1rzYVFkm8JsLVuwYds+ZRlvqEq7ZSTAHIMJNw1ctXbZw0dNlzAYhVSorJEVUly6DXJ/kfU6zoXnT1luUfKPh9W5KBeO9Bxun9YaZsuwGNXetpGDhdu7yr0rYrvtBmm+YoLLqyqKzs66RXCKqDsiLhIisZ549Jzirz04h0rh7boiW1TTtNfUc846WzU6zaEtWhZnXkD9TFMcUhR23etTwzCuf6HuI9cpknLTwiU6LpFs6bkVZtL9nUtOxdmajtHUk6m3J3qP6s0JY2Nv1dx+2bCJ0rW6tliSgjFSWz01b7sJ5slVFv3I4UP7g6fpmOg5XUaLOWy5Fs0gAAAAAAAAHYAD0AAD6A+9hF+4RMItT3Rnswl84xUxxrrjn1neojougu519aHVM1NY0KDWHFkkmkexkZ5aDrNjjY5SXfMolqkq4FMVVE26ZRMIEKAEVtPT56ce6OE93v9u2h1JuZHN+OulVY1yMqHJi5v7PX6S9Zy6UmpZK23eTssVtMvEExaqHApBFAwh3+jCK1nCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P8A1Z+TryqwilNmul5BTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLloadmK89JIwki6jHifoCzVUUxOXv3FNYnqmuiYQ9SHKYg/SGYS/6bsOqbe61aipIKygd9xI0OwfbNPhMcOh7C1w6CFl7Lfrzp2tbcbHUy0tY37qNxGR1OHgvaelrgWnpClDSORiagosLy0BEw+EgTsckYUh+jxv44niOn90x0PEAj8EgD1zxtyiehQliElz5OJzI3eTRzuG14oZzgHqDJsHHGZx3L1Lof0R8chZb9dQhjtw7qhadnxywjJHWXRZGeEQG9SfjpKPlmaMhFvGz9k4L40XTRYi6KgfSAHTEQAxR9DAPYSj6CADnji62m6WOvktd4p5qW4RHD45Wljx5HAHB4gjcRvBIIK9RW65W+70bLha5oqihkGWvjcHNPlGd44EcQdxAO5fbmPV8mETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKIvIfiXV90nUskM6Rqd/KiVM8sDcVYufIiQCIIz7VHwq+ekQoEI8S7rET+acipSkKTfvJLy8Xvk5aLPcWOr9Kl2RFtYkgJOXGBx3bJJLnROw0u3tdGXOLuxkhbuPBVwyvFrkxrt+q4h61NORSESpzVCmyOxcFIPoZFKPdNp0he/qAKtkzfez1/Q8t/Izq6lbDcKymYHcYa6Et2SesyNdCe0tkcO1du2w8V80fv/AJP6ikEWs1Ybs0OUfWF2RHPpArlJMQ8SXhs7cZNJIPQO7dZIwB8DAGd1XyVcimvqR09tpLbI0/8AOt8jI9knp/4Z3Nk9j2OHWFXYY7qUmD9QT5V1pZ2TutOK/s1SIUZwEhDnB1XVXzwybQ8mUHS3v8S4jUVzuEkT+9JnOiACr87w5plvoUe4dZUVTT1jKvRYqA+eOUbNQGMy4R963YlbIWiNzxzTgHkhm7K4c1334Kwlw90Qy3Jc5Sy3FFR9T6gds5ftFzKCWxT746qzOOdKiPiWZpEQOu7ADeI/dMhvmqiIbJ9EFyoVPJ5p2CzaecItQXAOaxwx/wAPAwAPkaOAeSQyLdgd+4b2BcpH7IwOKy/zA4qyDaTW2dqyve8xLtIg2urQTIAWi3SCYJ/LcTFtEw8yOdJED3pJEgmRVAVewkOcUtf+h+5cqSaibovXFXsV0bj3LUzv3StJzzMsjzukaSebc84e0iPIc1ofxjf9y7iorr8md8P6f+hsrcpBeIWZfICiQRzAZ9zHmJ7qMUrMAy+WVQUT/WjD5nnnKIkMcSiIDvGLkY5L6XUHqxZboW17ZOfB5x/MNkB2udEW3zIwe+He7DT3waCARz2G5zhTX4RcdbDVZBztm9RTiFerRy0ZUIWRRM3kkkH3gCQnXrRQCrsBWbF93bpqAVQ6aipzFAopmN5v9EpyuWm+UjNCaYnZU0zZhJVzRkOjLmZ5uBjhlr8OPOSObloc1jQ4kPDeuR4PehWUZ45XSmETCJhFF3kfxmgt7x7WQbPEq/e4ZsdtEzh0RVaPmfjOsWHnEkg89RkC5zGSVJ3UbGOYwFOUxiG3ZyP8s105L6t9JNGavTFQ8OlhBw9j8Ac7CTuD9kAOa7DZA1oJaQHDmx+z4lVdK07kTxgmlJRMlkqKfnET+qGBXPIVOWKU/wDY5Hi6RXEO7IoI9yNnyRVPupAPw9xUOoeSPlqtwonmjr37JPMTtEdVFu74sadmVpHAyQuLep5C78seph6W58t367Ov7mj28aoqYiCV2hUFCsPGPYpTz0MXzlGhTD9m4aiZMBH1QTIAnDz7yj+hZmpYpLtydyvmY0Fxo5nDbx1QS7g7sjlw7A+2ucQ09boulqshYysZJxzeXjpFi/inaBHTWTZu0HLBy2OHcjhB4ioduqiYPgYphKOePamhraKrfQVkMsVdG4tdG9rmva4cWuYQHA9hGV0r6Y+Ujl3SYNnzNyYhgMJEHSCxgAPiIlTOYewBl7QxVNBWxVFTFIyNrxvc0gce0LqnaXROaOJC/nZ+0YcYNm6W6jm0tv2CHlHGreSv1PbA1pdjILqxEg5Y1Cu124VFSQAhmiE9VJ+JVAWYn84sY4ZriUCLl7fZTkc1JbtR6CoX0L2mSnhEUjQd7SM4JHU4bweBOR0FeeL/AEktJdJWyDc5xcD1j/JUw6X01sfkFtGl6b1LWX9u2BfptpBV+GYIqKd1nB+7iRkVyEOnGQcO0Ko7fvVvC3ZM0VF1TFTIYwbRc4NaXO3ALAzTRwROmmIbG0ZJK/pXO02+tYGlVRCcI7Q1xRqlTVbC5UBsR+FTr8dAmlF1Fj/rQvTMPNHxG79z+o5CquXandI3cMrzVdZKq76gLLVHJLVyykMZG0ve4k7g1rQST2AFcAvyxbRqYtyXFdx5YeEE2beRXAe396sVuDY3ft/f9s6O7XgYDlsi3ck3LBXMaW0DoYj0yzQsx42GQyD3mVHzY/Jay2tNVlCrPWiKgCVWTeHAX5ij6GK1RIdVNp3/AOqCY5+w+ngEO+W0tU+Tdlbr0P6H6KjnbdNeTx1tQ3e2mj2jAD1yOcGul/I2Wsz4RkacLpVbhtouYZzJRabgGrgoqkK7eeQ8kyn+cdVumuYDLAYB8QGOJQU7/NEw5xaZcbuCnd75VeTPTd4j05V1LGzMOw7mYy6GnxuDZHMGG44bLA4sx34aF6oTb2z6CuqxK+eoeEex4yaQVOCX3kyrgm6QT+PYCHKUfjhs8rDuKuLpyc8m+vovTinZC58o/pNHIGl/a4s2o3u6y9rndGehdqZ8i5lV2VxOQrRyPiDxLRzhdqqX19Tgk5F2VQfveMn8IZXuhxOXBatvXoYLZM0y2G6VEc/ECoYyUHsLoxEW+PYd4ipPUjkAtONSIQM2oRwgmIjHOx8iQbFEOxzFSExgUT7CAGOkY5A79hEB9Muo6p+MNK0Bq/Rmu+T13N3iI+l5OGTxEvgd1DbwCxx6GyNY44yARvXOStxnZkOz96qt2HuHjOYfX/GOHSvf4RWup7hU1H21xK+mOvdji2wtGj9VNEQ7CQDm7dvudvhlWzSNGAdy5xXOrhZsMcQ1Rs2PyRsiLl3BVd8HdI50X0ufsuHnlHwqIsEj+JExUjAIGVOBgMPfwh2ADD0SVT+AK9ZclnIeLnb49Q665wxTtD4qQOLO8O9r53DDgXDeI2lpAxtuySxuOqvyB2FW3Ylkn7iVj1/CZ0zdARBwCapQMCrVciRDkOJDAJQN4kzF+gO4GDrbUSN48FsfUvIdoq+2xzdOsbb7iAQyWJznRlzSQWyMLiHDIIcW7L2npOC09ysXJGQSZ+TS1ZNk7eCHvz10BG50UPiZugVFwt4lFh9DHEQApO4B3E3cvLulzfAzlQfk05BLpYr6bxq+Wmlhg3wxQuc8Pk6JHlzGYazi1uCS7BdshuHSv4SmtGzr81kL8qaTrzKHlX0ZBvAFRi6MgVJmR+6am/W1UEXDsPJKYPCJy+Pt6EEcPf7jV09sMkbi17nhoPwn4lNrzqq2+rmPQ9kDHSw075quQb9ggNEcIPtsvD5D0d43OS8CDHUE438saXrvcVB4tbdtmk94vnLK2cfNq161yFHUs7OKmEHsjRXF0YqoDDyE3W1XEY485RNAj06Ki4kaKebmT0zdaSua2So2S7GHtO/B68dWd4PzggSvUMc16smzbzipbguaDjeOI8R4jo8xxURtWY6+HUo4SUrpg2PgOpGyybvWsLu7lnfdowZ2l1gdbT8bKwFlskhIy6sWylnEtX2UhNSTB9PPJtRosZmzA6/l5Npq+20Te6JZWhnQPoH84Wp5qW6vYKeaF7XcMndnH87+KufsdDm+Dspx30jDy5pxbjJqPQNMiLCCajNG1J60oVUgwmSoGEx0EZSQgVvEQe/hN4i+vb1g01wZdmPnj3NeXjxbyPi3rdumLfG+wNppcHLCw+bH+a2RK7bmtmgYezQjkjiKskVGzce7T8Ie9MZFkg6ZLGEvfxGM1VL8RHt8PozWst1uMTjA9xDmkgjtCiMlthilcx7QHtJB8YXIi5VMbxiYfF93vli6rnc/nCTtLsEMYbsgbl4KKqK/ZmEc65Z5Jt7zlcmRsZ4IXTr1d63ripzl1tsgnGQFfYqPXzk4lFQ/h7EQaNEhMUXL984MVFBIo+JVU5Sh6jiCCWpmbBCMyOOB/PUOlXMEMlRK2GIZkcd389Q6Vr8aPbS+9OYFesjZidE0xtdztGWRT/XEYuKjrCpcHiSywFApUSlRK1Ice3jVUIUPnGDvsOuLKCzOiJ8GHYHaSNn/ADU8rSyhtLoyeEWwO0kbP+a2NM1stephEwiYRMImEVZ+4+nLXr9sFxb6Rb29EiJ5577Ya6MCMi2aPFT+N88rnkP2KbdN6YRP7qoUE0lTGEhwTEqRJRRakkp6cQzsMj2jAOceLO48Ov8A+pklHqGSCnEMzNt7RgHOPFnceHX/APU2I1StxtOq9cqMMVQkTV4KJr0YVYwHWBhDMEI9p5yhSkBRYUG5RObsHiN3H6cjcsrppXTP8N7iT4ycqPyyOmldK/wnOJPjJyufzrXWqN+pdQG9f2zV70ybAgjf62dGSOQnYrmeqqyDFw5MYOwCoeFfMExD4/rXf6fSd6YqDJSPp3HfG7d4nb/jBU105OZKV0DuMbt3idv+MFWg8U78nsfQGtZ4XpHsizrzWtzh/MBRwSZrRfkZ0L4O4mTdPCNCORAwB4iLlOHzTAIxa7U5prhLHjDS7aHidv3fF5FGrpB3PXyR4w0uyPEd+74vIo+dQXQk5tKjQN3pkS4mLVQFnpHkVHoGXkpWrSgIneAzbpFMu+dw71qmsmiQBMKSq4lATdimyGnrgylndBMQ2GTGCeAcOHiyN2fEr+w1zKad0MxAikxvPAOHxZ+hVU6d497Z3vaYmtMY2dZQcUBWEnZ51pIFhKlDkdrunLZEzvykzuveHSx0I9AxTqrqGMIEKKipZZW3GkoIjK4tLzvDRjLj/PEno8gMoq6+loYjI4tLzvDRjLj/ADxJ6PIFcpt/ibWZzjQOmNfMEGb+pkQsFOcOjIlcSVrjyLC7cSzzwpFO9s7dy4QVVN4EkjrkEAKmkUgQuju8sdz7tqDlr9zuxp6h1N3HydZUQpLrIy5d2TnLX7ndjT1fk7j5Osqq/i3yQn+L15ma3b4qTPTZWSBjda4ogZGZr0zHnOzGYYNHIoiSSZAApOm5hJ7wkUAEQOmmJZZdbbHdYGywkc+Blp6CD0HsPQejylSe526O5wCSIjngMtPQQeg9nUejzq+qi7CpWzIBtZ6JY4yywrnsAOo5fxqNlhIU5mkg0UBN5GvkymAToOE01igIdyh3DvAJ6eelkMVQ0teOv5usdoUGnp5qaQxTtLXjr+brHaF3LOhdKYRMImEXyP37OLYvZORdIMo+OaOH7965UKk2aM2iJ3Dp04VOIFSQboJmOcwj2KUBHOTWuc4NaMuJwB2rk1pc4NaMuJwFr48q+Sk7ybusXV6lGPgpMJLrNKZCNUHC8xZ5V6crFKaeskgMod89J8xm2KQTt0lTF7mOocR2HabZHa4DLMRz7m98eho44HYOk9OFPbXbmW2Eyykc84d8eho6h2dZ6Vn+59O+aaaGq01WSnc7mh2LqYucADnzUJ9KQEHfyFEj4zN05msoAVFPwG8t8cFexhMZEAx8Oo2GveyXdRE4aerHSex3wbu1WEOoGGucyTdRk4aerHSew/Bu7VqndfTaF7U6e+ttKTTxdeqwnMGkWiNjJNJX5Qrkww1Fv6JexzIyokVaMHZpxVRdscogRwn4iAQxlfM2Bpulpxd31zB9ldTlpI4OBdGQT27tx6vJiL8plNALTDWMH2U1LWkjgQY5Dnx7tx6vJj//05R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f8Aqz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF22p3eyUp573AyB0CHMUzpir3WjnoF9PC6aCYCGHw+gHL4VSgPzTBkI1vydaS5QqDuHU1K2R7QRHM3vZ4iemOQDIGd5Y7ajcQNpjlLtJa51Lomt7ssFQ6NhIL4nd9DJjofGTg7twcNl7R4Lgpn6/3TXbn5Me+EkFYD+EgMXKoe6PlB9P9DXZvCU5zj8ET+FXuPYvj7CbPn3yo+h81XoDnLpbQ65aXbk89G37LC3/AK8QyQB0ys2o92Xc2SGr2rye8tmnNabFur9mg1CcDmnu+xyn/oyHAJPRG7D9+G7eC5Znzz+t0qGvN7n5x26eNFouxORwX/6ndiWp5T68NArDS0PgmGMStNL+/tnc3CFbNfc0DeE4HOIn9PD9OeguSDkPuPKg2aWlkijhhaC4vJHhHAxhrsnd2KKX/UsVlLWvDnOcTjH/ANV6eC3UF439RmubDtfG0uwvkjWM9BV2zDsCrNKu6GQsTB9Ix/yci0nJwHaHu8ep4zGMmJTdg7D37hkuU/kAufJ7LTc9JFLFU7WyWEnGyQDnLW44jHFdNl1VDdWv2Q5rmYznt8qhnvDr/wDTq467j2bonZZd+hfdSXSeoVt+p/WUVKQoz1cfqx0iMZIq3Viq8Ze8Ij5ahkUxOX18IfDNmaa9CLc7xZqe6VFTTxiohZI0bTtoB7Q4bXeYBwd4yVhqzXsUFQ+FjHHZcRnd0butSb4MdUXiB1GJvY9X43TF6Ts+sISFsk9Xti1dpVJaQr0y+dRYzVfbtJ2cCUj4eSRQQfn8Sfuyr5qAgPnAIQTlS9DfeuT+1tu4fHPRFxBMZcdkgZAdloxkZxx4Hy5Oyavp7pOYCC2Ttxv8SsOYszPHJG5fsjGAv8Y9s87WKzy3i6Mt0Y+yOcB8Kl1VUNp4DMeACpb0v19enpvzdmu+PdAJvn9EbZ19iNb1n5b1pFR0CFjm5MkSyGQk0ro8VasPezh41SoqCUvr4R+Geurz6Ea+WnT812dUUrpKeB0jmtc/OGtLiBlgBOBw3KA0+vKeeqbBsvDXOABwOk4371MPnV1CuNnTkgdc2XkmGxPkvaUzYoKrjr6qs7S4B9V2cW+k/lJJ5OwYNEfIl0vLMUynjN4g7B27jr/kw9D9c+UKSpMUkUUNMWhxeSM7W1jGGuz4JzwWVvWqobUGZBc5+cY7FXL9czdLD7nJX8UUN/SBm6P/AAZ1P35T+d31FHfXCb7m74PpWX9V+0EdJ7a0w0gVd62nU8jIKpt2Km3tZ2yuwyjhQQApHlmgWtprEKiX4mXkHjVuUA9VA9AGPXv0HeoqaAy2yWGd4Hgtdg+ZwbnyZV1TcoFK92JmuaO0fRlXCwsrX7XXYa40uxwFzp1kYIytcttTmY6xVqfi3ACLeShZ2IcvIuUYLgHzFUFTpm+gc8s6u0Ff9HVjqS7QSRvacHaBHxqcUF0pbhGJIHAg9RUS+bPO3j909ta1DbHIwL2NTu93Jr+F+oGtNbPJhPqQMxYi++M3czCJoMvk6DX/AFwFDj5nhDw+oiGxuSDkUuPKi+XuV8UcULA5xeSBgkDAw12Tv8yxF/1HFZQ3bBLnHAwut8Geozxm6jEPtGc41hsYGOoX9SjraOwqozqyoubo3sLmG+SyNJ6cB4n5VZc+cJhT8A+Dt4vEPbI8r3INcuTGlhraiSKWnn29ksLjjY2c7WWtx4Qxx6eC6bBqiK8yOjaHNe3HHtzw39inKQgqHKQPUTCABnnaCF08zYWeE44Utc4MaXHgFVXy/wCtPwO4M7wl+PO8pLa77ZNega3PWBrr2jR9ni4UlrjSTcPFyL53aIVRGYVg3LZ4ZEEjFK3dom8QiYQL7B0F6Fa8arsMV8qJoYIZgdkPLtogHGcBpGM5A39B7Fr+6a3goap1MxrnObxxjHxrPPBrqI8YOovXNlWPjTI3RVPU0vXom5RF9rbWsTrL6q2cm8r0mgxaTE2mvEyfyI9STVFQpvOaKlEoAACMI5W+QK78mlPHWyujmpJdrDmEkAtxkHIbg7wf5KyVh1TBeHmMAtkGNx7VNshfGcpPpMIBnnaCIyzNiHFzsKXOdstLuoKpXlb1vuBnCvfl3427xDdwbJ1+hVHE+NO13GT9eFO5U2AvUP7jKOLfFLOR+Q7K283ugTwLeMgeICgYfY2hfQq3LVWnqe/y1EEUFS0loJdtYDnN3gNIG9pxvO7C17c9cRUVW+la1xcw4PDHDPX2ruvCvrBcHuoBteU0noCY2Sx2HHU6UvDWK2TTWVSRn4iEeRrSWbV902sU2WRl49OUI5O17EUFomqsXxERUEuO5RfQvXrRtkffKeSKemjIDtguLm54EgtG7djPWQOld1o1rT3CpFM8FrzwzjB+FWdotzKuCt+3zhN4e2eV6K3S1VxbQY+yF2FOJJmshMvRhUv2/r6dPSj77tPGqcLvn9E+n7im9Gy4MtaRTiu/VxX7q6oL/wB1lTXRFZaG+Xmh/A4FApjIdj+ABHwh7Fo/Qi3yr0/HdhUUolkp2yhpc/OHMDwD3mA7BwRnj09K19Jr2njqjAWv2WvLc4HQcdfBXQvGxmjg6BviQRD+Ic8e3q2vtNwfQyeGwkLYFNMKiISt4EL5cxK70wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLhp6vQNpjHENZIaMnYl0XwuI6WZN37RT0EAMKDlNQgKE7/NMAAYo+oCA+uZC13a6WStZcbPUTUtew97JE9zHj9ZpBwekcDwIQEjgoPXXp960nZIz+o2SdpCCygnXifISsUYkAj3Ekf765aSLYo9/+muHAB9AAHpnpfTnortZWujFLf6OluUjRgS5NPIe2TYa6N36sbO3J3rtErhx3qVmo9UVjTVNaU2rFcKNk3Cz+RkXxkzv5eVclSI4fvDIppJFMKSCaSZCFAqaSZS+ogJh0Zr3XV65RNQyaivZYJiwMjjZkMiibktYzJJxkuc4kkuc5x3AgDrc4uOSsnZC1RfGEewK6F6VizK9N38TsGyIOjdw7D3cATzR7h6fHLg1dUYe5jLIacfcbR2fe5x8CL7Mt0TCJhEwiYRMIvS4bt3iCzV2gi6auEjouGzhIi6C6KhRKoksioUyaqShREDFMAgID652RTS08rZ4HOZMwgtc0kOaRvBBGCCDwI3hFADe3Biu20zix6kNH1CfN41XVZXBRGrSh/UwmYeSRU1fdG+AETIZoYfCHgR+ccfVfJh6Jq72EMs+vRLcLUMBtQ3BqYx+HkgTt7XESjedqTc0drZSNzt4UIQ4jcllFhhvqBfi3RWMYAPZaySJAwj85wkqpPFaG8Yevcvc4/c7+melDy+cjbI/TH01i51zQN1PUGXHtSBBtbu3d243rt5xnWvsc8LuSDAoOUaQg5OmIHAGNrqorpiX1AxCqTSBjGAfh4O5st4fRGckFS7mn3JzAd3f01Tsnx4hdu8eAqc4zrXR7k7uUdBP9U77oLLYNJ89IkhQtt12NvtNM7TJ5jdQIiyt5mAF8gVTxJKpl85IR7kMUfUNx6Xu1nqrcy96Y5k26rG02SJmwJA0luT3rScHaA2h19e+F3Gh0fqivktjpqWW8U257GSNE8WQDvDXCRoILSeg7s8FkvjYx0Nr6IsA6I4+6g0fOPCJMLRI63oderUvOR65hXaJP5xgxTmXcd57cwlaquDopKEExSh39JS+5T1DdlxK8h8ttivGirnDTNqZJrJWMc6Iu8JrmECSN2MAlu2wh2BkOAxkEnou/LK8dy7GBBc/uyLUsk8IBh7Lu3KqpEQVD9kDdFLxF+juqP3A7YyZxJwtnehm0xSstFXrCoYHXGacwRuIyWRMa1zy09HOPdh3ZGOgnPor+jVpOMj5KRngZC+aoO/ckI/zzpJuEyqpkO4UdolBUEzh4gBMQA3cO49u4mxZGSVy1V6JaCzXmqs9ptfdDaad8XOvn2A50bi1xEbYnHZLgdkl4JGDgZwMo17UVRgVU3SiC0w8TEDEVlDJqopnD1AybNNNJuPYQ7h5gKCUfUBzsbG0dpWlNV8vOvdTwOoopY7fQPBBbTBzXuB6HSuc6TsOwWAjcQQso5zWluO88V8jtgxkE/Kfsmj1L1/WnbZFyn6/H5ixDl9f4MEA8VfUF0udql5+11E9NP7aKR8bvOwgro0xqukzCZy/JCUYuID4HMT/YJ0xH6QQIAsj/APhJD/izgY2noWy9P8t3KNYJmu7vfWUwO+Oq+zBw/LP2UfqyDtyo523XljobkkoyWWdRyKoKNplh5iK7M4D8z3siZhUaKdx7AcDCmbv9kAj4Q6XMczf0L1voXlX0jynUbrJcY44btIwtkpJtl7JRjvuaLgGyt6SwgPbgnZLRtnINR3gQqSbK3oKGOQAIWYZJFN5gB+yesyeEQMHb1OiA9/7wPUR5tl6HLVWvfQ2SPnfcdBSMEbiSaWZxGz2QynOR1NlIx7odwHdLRtCsfUvLLQc63cSarI6DBFMF0XRV3IlbgsVJZJJQhmxVRU9QDt4P8WcnSN2Tg71rvRXIvrP1aUFPqW2SxWZlQHzPcWOjLI8vLC5jnNIkLRHuJzteUYd03VGlgnHcjJIFcsoRJBUrdUviRXfOTqe7ecUfmqpokQOcSj6Cbw9/TuA9cTQTk8AvQHog9c1+ldNwWmzyGG5XJ72l7Th7IYw3nNkje1zy9jQ4bw3b2cOwRIy00Su28hPlRqYjpIngRkGZit3qSf0J+YJFE1kgEfQqhDlL3Ht2ER79zmNdxXkjRPKbq3QUrvSSdrqJ7svglBfC4+22dprmOPS5jmk4AcSAAOlxmkKkxdEcul5OVKmYDEau1kE2phAe4ecVsgiqqACHw8YFH6QEPTOIiaFsO8+iS13cqJ1JQxUVE94wZImvdIM+0Mj3Nb49guHEEHerI+GsUQLXaZBJIiaMbWW0YmRMgETRLISLZZNMhCgBSFAkQIAAduwBkV1fJikii65M+9aR/wBy6eQeKWq1HcLpO5z5hTYc5xJcXSyh5JJ3kkxkkned6nbZarW7lFLQdrg4uwxC5iKKR8szRetwWT7+U4TIsQwouURMIkVIJVCCPcpgHINDPNTSc7A5zJB0g4XqiOSSJ23GS13WF89QpdVoMaeIp0Ewr8eqr566DBISmcLdvCVR04VMo5dHIX5pRUObwl9A7B6Z3z3GtqTmeRzjjpK4yudO/blO05Qr5u8VZnejCFulBI0U2BVmS0WrFu3CLItmr51lHiDFB84MRq3kot6sqdAFjpoqFcKAY5RAnfKWS7toXOhqc9zvOc8dk9eOojjjqHas3ZbmyhcYZ89zuOc+1PXjqI4+IKs3WvILf/FK0EqcyjOEh4xYgSusrqR4mxBmqoYx1YQzkqi8IZwAmOi5ZiLZUwgc5Fy+gyept1vu0XPM2ds8HtxnPb19oO/xKSVNBQXSLnWbO2eD24z5evtB3+JXr6c3HS94UtldKW9FVuqINpWKcimSVr8qQhTOIqVbkMbyl0/EBiHARTXTEqiZjFMA5Aq2inoZzBON/QegjrH87lCKyjmopjDMN/QegjrH87llbLRWqoi59b8fbM2QOp6w5WXqFBkjMHLdkJ1S2G8h4mr9YU0u4uCwp1DMW5PCIgsC5iiYFC9p9p+3tpabuuUfZpBnf0N6PPxPk6lOLFQtpqbuqUfZZBnxN6PPxPZjqViXDjjM00NSSzE83TV2bcGTZeyuDAU4wLE3hctaoyUDuBSNDCU7w5R7Luw+Jk0kRCN3q6G4T7Ef9FYe97T7Y/N1DxlR+73I102xGf8AhmHd2n230dQ8ZUy8wqw6YRMImETCJhEwiYRcRN2CBrMerL2SbiK/FIGKVaTm5JnEx6Jj9/AVV6/WbtkzHEB7AJg75zjjkldsRNLn9QBJ8wXNkb5HbEbS53UBk/Ao48gtQ0/lbqs0ZW7RAO5OLejLU61xT9pMxLaYSQOiuweu4tV0B4yTbK+WuCYmOmYE1QKcUwIbJ26smtNXtSscGkYc0jBx1jPSOjzdKyNBVzWuq2pGuDSMOaRg46xnpHR5ulUwV60734WbQPHO0HsG7TUbOpmrPHAuardIXzVE0nSZkTKM3iC5E1CIPUOzhsoBidymKonk1kioL3S7Qw4dDh4TT8fjB3HzFTCSKhvNNtDDh0O+6af54g7j5ithTX92htj0qsXqvnMaItMOzl2hFBKKzb3hP+yGLnwdyA7j3RToLAAiAKpmABHNdVED6ad0EnhscR/n4jxUBnhfTzOgk8Npx/n5eK7hnSulMIocck+GtD36KtjaOPqN2MRuVIllZtirspoqCYEbNrNGgZEXoJJlBMjpM5HKRAKAiqQhEgzVsvVRb/sZ7+m9r0j8k9Hi4eLisxbrvPQ/Yz39P1dI8R+bh4uKqAr07tjhXvFVm+8bZ/DOmSVlhmrtRWAutXciVcooqGImm5bPGagnaLnTKs0cfZFIoRRMJjJHSXug2m+C4HZPS13+R4jpHkKlkjKW80WW72kHB6Wu/niOkeQrYyhJhhYYWIn4pYHMXORbCYjXAB2BdhJtEnrNYA9ewKt1ym/x5reRjo3mN/htJB8Y3Fa+ex0bzG7wmkg+MLlM4LgmETCKGnPa1vatxqtybBU7dxaJCCqh1kzCU5WUi+B1JpAIfEj2Mj1m5w+lNU2ZrT8LZbmwu3hgLvKBu8xIKzFiiEtxYXcGgu8w3fCc+RRF6Y2tIWQd33akmzRdysE4YVWsqrJlU+S1HrRV7OvW/jAwJvHDVVsiRQvY5EjKl7+FQQzMaoqntEdI04Y4Fzu3oA8XE+bqWW1JUvaI6Vpwx2XHtxw+c+bqVwuQ1RFaWXtgWh4yt8VtS7zgTtGSFv5U0WsWqHImKR17KfT29JFnYGoJk8kQkI6GVI8ARIYV0yKfPMsoJdqcnFe+WrkoJMksgc5p/B22AjyE7uzd0BYnVtc6TT0VFJkllU1zT2bEgx5Cd3Z4gv/UlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRfz6PaMd+c5FeuVxL4b8aecPJzi5VOQ2uOKmuUmWpt57eodGg7duTfuxdcrX2SpNBu1XjZeRaouWh3RwBNy6QZJpCqAFIJSL1c2uIPtFXRl1O+5tUHqy7V5h6s1hIQjna1ev9x2VsNzXIOVlmUMlNSmrt6zO0K3YKSMg+RayLmPfISkeRyVyRIiKaztsRbYPRi6l0T1WOC9H5NHr8bTtkRk/Nar3jTIVZwvBV3bNQaRD+WNXTvVnL8lcs1esEZNMUXCqy7NvJFaqLLqIHXUIsi2Tq79LynbPc6atHPripB7HYSxoCSgJDc1LRRiJ1NYWq0JNTwyg1uGl2rsoorNnTxFdBYPLUKU/wA3CKUu6OTnHDjhToLYfIPfmmtH0GzyzOBrV221sum68qdgnJGLfzkfDwthtkxExMpJvoWKcu0UEFjqKNm6ipSiQhhAijXcerD0zNf2ynUe5c8+KUBZb/X6vbKm0ebtogs5Or3eLZTlMsKk0hMrQcZC22Dkmz6Mcu3LdF8ycJLomOkoQ5iLm+efUF498BuON63ttDY+p204y1Ps/YelNY3DblR1xM8jLHrumHtTXXer380d84sE3ZXLmPZJGjGEoskeSbmBuqKiZDkVXXQz671P6o1Gvht9WnjPobkLJ8hbhRdGcYK/s1kTalq1PXNUUG8o2NCs26y/VhsF+STfWIHEpFxTGPFtFKFBsmZq4OYipM6AHUr2BEc9OqpN88+duwz8etRtbKSsqcoeR9ul9X0B6fkFKQUQxqMfsq3Pa/CSzqMRBiyaxyRHK6RQbokMHYmEW6hxr5icV+Ytblbdxa5A6o3zAwDxGPsTrWlzhrM5rT50VY7NpZYpk5NLV1w+SbnO3I9QQMumQTp+Iod8Iubo/KPjVs3a160TrnkDpa+7s1em/W2VqGnbOpll2Zr9KKk2UJJq3Sjw8y8stZTjpiSbtFxetkQScrppm7HOUBIs74RMItJXre9UPrb6/rHJvaHF7V6HBrhnxC3Q01EtyBu0XXbLtnlZaXd7R123k9VwF9qE3DstXA/eg8By3jQRUTbm7TSywqRyZFs3bWpXKPkvwLpULx15PH4vcjr/AK30laGfIVTW9b2aeEeKIVGzXYT0OaMwrz49viyvGIj2TK1F35qZQEhQwi1qephrzrfdM/httXl9sHr4uLqy199TMXXtfMOEmjK7LX+33CyxdagqxFzDlxLpsVDHkVHjlb3RyLdgzcLeWYExASLZ06bcZyUjuCvGJfmFf5nZfJqx6rgrvuOy2CHrtflm1svvnXNSnu4epwlegGSmvWE4hAD7u0T80Y3zTiooc6hiLAHWN33z30PxH87ps6In928otk36C1zAPoirtrew05XJWMnJKf25MwUh3h5H5GGJQYMk35VGBH0kku5SXQQUbLEVDHNDUXXJ6R3E6b6jcn1h1eVE3qB9rua33xo2ro+vNtO2aOvV5q1HkoCiT6s+tJps4ywWlukQWEfVnztkCizZRmuBGapFtmcWd4suTnGXjvyQjoNzWGG/9G6o3Szrb1b3l3Xm20aJA3ZGDcugSQK7WiSTYIGVAhCqin4gAAEMIqIOt1vfeGp+ot7P9SNW7l2trWl7m5o2irbgqFA2HbqbV9rVhvc+NLVCubJgK7MR0VeoFBtPPkyM5RF03Km9XKBABZQDEV8l75P8bdW7NoWldlb+0zQNx7UFsXWWqLlsym1vZGwheyCkSz+oqkS8w0stnB3KonbJCybLAouQyZe5imACLoWy+eHCjTT/AGtD7V5Z8dtfzujGdcf7jrlp3BQ4mzaybXJqxe076ta05nCT1fXt7WUbHikXDci0kDhL3YqvmE8RFwGpeovwM3rra/7h1NzA473XWWp2RJLadzjtrVBvDazjFhVBtJ7BVk5NirS4x6KBwbuJIjZFwJDAkY3hHsRezjX1EODHMSfnKnxf5XaN3fba40UkpmpUK/wktamkSisk2Wmy1v3lKbdQKLlwmmd+igozKooQoqAYxQEimXhFRD1ZeQGypjln0renNonZN71reeVPJz9GHddl1hcLBSbex4qcYIhzsXZVSUsdWkYmahI/bJmpmAKkXBNyjGOmyhTkVEhiKZHU45Tco+KegKzYOGfE+c5hci9q7Zr+l9ea7YOnjGs1KSs1TvFmHaOzX7QiJWWt6mFMBJ+dd/DNhVeoFVkWZDCsBFTX0D+X3Us3Jzk6oPGjqNbtr+z7lxjPppBjVaTXKXD6/wBeWa6P78/s0JTpGuU6rzMxEsGrZmxKd+q9Efc/ERVXxGWVIu2dRvlpzj5XdUvXfRp6em/G/E0a1pJXkTzD5Px9RjLveqfU3ajEIGnU2HlFWpWRwRnoFRRVs6YPHjqxNSe+NWzVyR2RdZ4ccmOe/T06tNH6TnPfk8rzZ1Lyr09N7S4lclLPS4ykbEhrVU2VplZ7X9yCPdyQvE3LOjy6Jk3khKrA4PFKtnCBHizJIi2pMItauZ6aXXrO9lZFt7QUnDxJnT563arcEdKqJRccKyq6TdV4tMlE6bFsIFMoft3AviH6cIuoezUcgeefLqqcxt98q+XFl5RaPru8HmguL9glNa631lH3CO12s/kbpt1CEplaj5BJrbY+fgEmbdWQeoslUnyHmKqEE5SLaDwir/vHVa6aOuqRGbItvO/iozo81aZykw9ijd2UOyMpW21hGMcWevxxKzMzDl7JVlCbZHkk00zCwK9bi48vz0vGRd0sfUT4HVLQ8HyfsPMDjrG8fLRIHhqxtw+2aa4pdln0fM96rdelGkq4LOWhiCCnvEY1Kq/beUp5qJPLP4SLJnHTlbxq5dUxzsHjDvTV+9qcwf8AyVKzesrjDWpGDlhS88sTYW0a6WfV6VO3EFStnqTdcyJiqAQSGAwkUCOMmnjVbqh82Njj1S7FyIcWKoQbaQ6cL7YbmbieHxZz6gZiDtSNCU3LaU6kaejIswtlRqkF7whNnMRQxTj5pFhjg7v/AGTrTq89Tvp47h2Ve79C2FLX/PbiWtsS4WC3PoHVGz4qCq259bVJezSMitXtd692oo2QgIOPOSOYIHdigiiUTlwivewiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIgD29Q9BD1AQ+jBAIweCqDjeOKkBr3fE1XPIi7N589Cl8KZHInA8xHph6B5ayhgB+iQP2CpgOAfYnAAAo+X+VL0NOn9Wc5eNH81bNQnLjGBilmd+E1oJhefbxgtO8ujLiXj0Hyecvd703zdr1PzlfZBgB+c1EQ7HOP2Vo9q8hw+5eAA00ke1Rz0RZOG3EeVhXqL5mvyAsnZRPuB0zfocyIikuicCqoLF+khylMH/AAzL0L+mL3pKjuNn1BTPprjGYwQ7BDhl3fMcMtew9Dmkg9eQQN16iv8AaNSxQXSyzsnong4I4g7u9c04c1w6WuAPkwvL2R4AHRPMz/bc1N/kjaMv/RKAGmtWfdX/ABsV1pA/ZJ/yR861geqqzSkOqhzaYLCcqL3lls9mqZISlUKk5uztFQUxMU5QOBDj2EQEAH6Bz0DpbvdMUGOiih/dtUWrN9ZL+cd8azxpu2bK6G3V4cw91UknMTpDaMjrXaCbduql+iTx3vHuomsTWNKYAdGm6DJx9nim5h8Kcm3aAf1TEAtb9aaPWmlprbOAYqmEgZ+5eOHvXDB7MrnSzyW+sbMzwmO84/8Aov6Y1UeREw7grBXpJlN12xR8bPQE1GLpu42YhZdqjIxUrHukRMk5YyDFwmqkoURKdM4CHoOfLG06XqdL8q7bbUsLSyoxgjqct2VFcytsJmYc5Z8y/lmdLj7a7wx/C91x/l23z6sao36XrweHcUv7ty0hR/0yP84341sze1yh203wn/2zt0/5M0TNBehtAFHdMD/nM/71KNX/AGyH8k/Mq7ehV0fuInUY4/7v2jyMmt0xth15txhRq8hrG41mtRisO4psRPrKSTecotrXcPgevzgByKpEBPsHg7h3GdcrnKkOTGhirXRskEoOA7PQd/AjrCxlispvMrogSNn51IXqM+zK1PUekL5vrg5tXY95W1fXpS52/SW3Ark5aJupwjVWSsUhr641Gv1Bu7l4GMbqOCQ7uLUXfopnKi7M5Kk3cxfkv9ELYeUCsba5mNp69+5uD3pPVg5Iz41e3rSlXao+eBLohxUHPZ7OpLeeMXKqi8WbvZ30lxp5L2xjRDVuUeKuI3Xm27UslGUO81dJc4pQwz1kVaxM0RMyLdy0eFdLgdRkh2lvLJye23XOk6jnI2+mtPE58b8d8Q0EuYTxIIyQOh3DGTmx0/dZrbXMLSeZc4Ajo39KvB9q9bi24N8dEhDsJOVjQP8AF+hJsvNL+hSt7rZHcqR4w5gaP8RUh1xKJnQyDgfoWBPZJf8AoYc+P+63jr/5jbly+9F0AdH0p6duX4mLr0H7IP8AEPnW2W+sNepkFZb1cJJCFqFGrs5cbVMuh8LWIrdZi3U1OSjk37FuwjGSqpx+gpBzwJyVaam1Pq6loIm7W1K0echbSvtY2it75ScYaV/L9hqTu/rIdRfai1KbK/ojcg7HuzbEc1fEUeNK1XalU7PcatVHS6an6wxj4SvRtbZKGObsqo3L88wgBvs3BHSads8NKwYpqeNkY8mG5/7j5V55e59VO558NxJ+dTa9m05Pm4/9RmF1TYXxo+mcp6lNaXlW7w4otGt/Zj9VesXyqJvCc0q4scKrAtiiA9jTxwEvr3LA+WTTDNU6CrKXZ2p4WGVn6oO1/hJPkCyen600V0jkzhrjsny/5r+h0KQoPwSMHYSrAH/x2fHU0b6HUDaV4wWz4+FeghIJaTbHS1fzc/aLvTrA8qP+1XHr8mbT2fZ3kqAHJ7awOHc5+W9ed717Kzfl/MFH2Rhdz9IPnRoDakKd08kK7XNJ8ldcP1hPHs9i6i27So6elK26cJE7nYSkPMTNRl1EyFAXDZ2KQFACDknqYKPUVpnt9U0Op5WvieOODvGfGNzh5FZMdJSztlYe/aQR/PwL+ndqXZNI3bRtY7s1nJlmte7ap9bv9QkgAhVVoSzxrWVZpPUSHUBnJsyOPIdtzD5jZymokfscggHyh1Zomp0bypCglbiMVG7qIzuI7CN47FvGguTLjY+dae+2PmX8wnkr9uM39/3y/an5Uk7n1dtQA05TDo7ij/dBaPn/AKU/84fjX9Sayeks6/7If/hz4t8pYA1dVAcOcPxr0TZfY+P8kLgcgKyqYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYReCqhEU1FlTARNIh1FDj8CkIUTHMP3ilAc7IYpJ5WwQgule4NaB0knAHlK4SyMhjdNKQI2NJJ6gBknyBVHbRTd3xjcDB2F9Pqvn6BFDABfeTO/fmqAmH5pCAomUgD8Ch94M+zWnbJDp7TlFp+mxzNHSRQjHTzbGtLvG4guJ6SSV84NNa2bRcqEOt7iXCF9xfLLjeWxzF7X4A47DHnDRxDcBQtqVvmdeSj8oR6ZzLeW2k49+RVBYpmxziQCHDsdusQVDB3EpyiBvsR9BDJtcWFe4Nd6B09ysWWle6qe1ke1JTzwlr2ESAA5ByHsOy04DmnI3OG8H5rFLr323++N2xmykuvGsWrQVPPFE3lNmZSeYBE/GBlgE3fwh9l9GCdt3jV3pKw03JfoHuCqmbNFQRVE0kuzsB42pJSdkl2zhmG4yeHEqdCKREEkkEw8KaKZEiB9wiZQIUP8RQy6XzQnnkqZ31MxzLI8ucesuOT8JXswulMImETCLxOQihDpqEKomoUxDkOUDEOQwdjFOU3cpimAewgPoIYXOOSSGRssTi2VpBBBIII3ggjeCDvBHBYfsOlqxLqKOYxReAcqCJjEakI4jxMPqJgYqGTFL1+BU1EyB/e51uiaeG5b+0n6IrWVghbR3lkd0o2jAMhLJ8Do55ocHeOSN7z0uXQh0DJ+aABYmAo9/VQWTgFQL9IgiCpiCPb6PH/jzhzJ61s8eils3M7TrTVd0Y8HnmbOfytkHHbseRZzp1Rj6ZEhGMTncKKqi4evFSlKq6cCUpPF4CiYEkiEIAEIAj4Q+kRERHta0NGAvNPKBr268oV99OLk1sUTGc3DE0ktijBJxk4LnEkl7yBtHgGtDWjtmclBUwisA4bxnlVu5zPh/5um4+M8Xb4/JTA7rw9/vfLP8Av5A9YS5qIYfasLvfHH/avUfIBR7FouFwx9tqWR/3TNr/APKqZWQ5b/TCJhFH7kNx4pvIOnqwk4ilHWSPSWVqdtRQKeQg35i9wSUEPAd7DO1AAHLUxgKcvziCRUpFC5G3XGa3Tbce+I+E3oI+Y9R+bcr+33Cagm22b4z4Tegj5j1H5sg0f0O7bV4W7qfspNgsi4j3KUbcauqucsRba+JxUbu2TgSeWcFETi4jnpSCZIxuxiiUyyJpzUQUl7og5p3He13S09vxEf5FTWeGlvFGC07iMtd0tP8AO4j/ACKst2X1DtOt9ZSL/XMpLSmwpeJXbQsC6gJFipW5V23FNN/PPHjcsOqjEqH8zwNHDrzzkAgCBDCoWM0unK01QbUgCnB3nIO0OoY37+0DHwGOU2n6s1IbUACnB3nI3jqHTv7QMfAYTcAdNr7N3CfYM+2Ve1vW5051Zw7Ayqclc3ahzQLc6ivcV1mSpVJA5gEwkUbpeP0VDvnNQVopaPueM4ll3eJvT5+HlPUszfasU1JzEZxJJu8Ten6PKepX25r9QVMImETCJhEwiYRMIvWssk3SVXXVTQQQTOsssscqaSKSZROoqqocSkTTTIURMYRAAAO45UAk4HFVAJOBxWvfzB3RI8hd1JVmlu3E5UYF+2qVFj2BzHaz028cJNH800SAfLcLTMooCDZXuIHaJJCHbxG77Es1E23UXOzgNmcNp5PQOgeQbz25U9tNG230fOTANlcNpxPQOgeQbz25XT5mi8m+IljNMop2amdzESC0V1UZSnTKYG7ooPnKaTiFekE49ytJBIqgD6+UHoOdzJ7XeI9g7L/wTucPF0jxjzruZPbbtHsHZf8Agnc4fOPGPOuqbo5E7A36hVEr+1rbiRqZJFBhMw8OrGS0glKixFdCT8p6qxXTIqxKZIqTdECHOft9kIZ20Vtp7eXmnLtl+MgnIGM8N2enrK7aO309AXGAu2XYyCcgYzw6enrV5XDCoWWkccdfQdrauY+WOnNS4Rbwh0nUYwnJ6Slo9q5RUAqjddRo7KsdIwFOkdUSGADFEAgt7minuUj4SCzcMjpIAB+LHkUKvEsc1wkfEQWbhnrIABUpcxKxaYRMIqQ+p7HqJbdoMp7qKaL7XSbIrzy+xXK8dZJ1VZDzO364dolJJCIfEoKl+6GTnSzgaORmd4kzjxtH0KaaadmkkbneJPjA+hSZ43c29EM9ea31zaJyXqU7W6pXau5f2OLMSAcPYqObRwnQmI5xJJNGBhQ7kVeFakIT7Pw5jLnY691TLUxND43PLsA78E54HG/xZWNuNmrjUSVETQ9jnF2Ad+Cc8Djf4sqx1u4bvG6Dtoui6aukUnDZy3VIu3cN1yFURXQWTMZNZFZMwGKYoiUxRAQHtkaIIODuIUeIIODuIXuyiomEUReclFlb5xzuDWEaKv5OuuYm2oMm5DKLuG0K7D5W8khQExzt4Zy4WAoAJjeX4Q7iIZmLFOynuTDIcMcC3Pj4fDgLLWSdsFwYXnDXAt8/D4cKojjjy5s/HKEscDDVWFsrOxSzOXOMo8etDs127QWa5UfdAMCgOUSp+pvsBJ9PfsEwuVniuUjZHvc0tBG4DepXcbTHcHtke4tLRjdhWRae6i2rr7IsoC+xDvWMu9UTbt5J2/SmKkq4OIEIRzMlbR7qI85QQ7GcNvdkw+zXDt3GNVmm6qnaZKciVg6AMO82/PkOexR6r0/UwNL4CJWDoxh3m358hz2KkT2xkxT9MfRRyGKch+dmsDFMUQMUxTcfuTwlMUwdwEogPoP05IOTX2dm/RHfvIlrrVXsez88PkvX/9WUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhF/PD68v91P8ASs/7oOnH+WbcMIts7rwbKoerukD1AZjYMnGx0dZeN+wNa19ORXRTNJ3zZ0UpRqHGRyKpgO7klbVOtVEyJgY5SpGV7ARMxikWkB039p7x4oey19VHeGt5Cbp0ls7lBUdR0u1sFnUe/jYi4ttEa32fYYB0iKS7VZzWbc6iW79udNRu/KJk1AVbAAEUJeNmoXO3uk851LrboA8lORe5tnKXeYp3Ux1032fYUvqoiNlS8fEq0yKgNMzUYtU6Uyr31NSsK3nxaPnrV6sr5TlQQRIpe87Yjl3TvZa+KOp+Z2sNvaq2FpDqqR+sdfV/eFPs1Nu59Mo8ad/W2nqN2NuYsZlzVouQtL+IjVPCLdFrFEapCCbUpCEVo0b0UunyPsxzvkg81PXJXkyvwYfcxC8jVH0kfYjbYzWlK7Rj6c3lPlEGSFRimDZKpmhyo+5GQTMqKQvxFzhFgHpz0LXHUD9mG5eWLlvr9tuK4dNOtc667w+vFplrMMnrBoy4yUXcEEESuwmGKMkpU7NKpJM274rts0jmbNsmmVBME8IpIexscKeLewuNF65pXPT8BPcodMcw9lUbWG3nMhY0p6o1R5x51Ag5hWEe0mm9dcN1ktizYCZwyWVD5QP2MHhT8BFW37PbwW4xc3+rt1EIzlRrCF3NS9T/AKMtwrWvLd7y6pLm4zW/FKs3sk9CIOG7eddQUDIv0WSToFW6Sj4y3g85NE5CLPnRg1vXuH/tUvLvjDov5QqWlWLflHRo+lkk5B4wa0iMUg9gVasqqPnTl1JNalJMGqLJZ2ou6BJuAnUMc5zGItzzjz0sOKfGLmfyN556uY35HfvKVrZWe1XU7clJepLo2u3QF3lvkCtmjm5IYxpytthTEFlPAkBievi7gRWPYRMItbL2sz7Snvj/AGz+Pf8AncrWEV73GX/S3cfP9pDVH+QcBhFre9YT/wCSEdXTpedJiN/0Z1XrCwOeoHzDjSB73EKVDX/ymx1xVbGRLv7sSeSjZWJXSOBjCW4sFQ8ACU4kW1jhFxErYIGCMyJNzcRDnknAM44srJM48z92YSgVqyK7WRF04MJw7ET8Rh7h6euEWlX1+eBvUCrNZ2dzc3fywJzp6fGoN2N90XDpuWELTx2hIvUcjfGzCArDa76um3C2x3OvkJ5uQZCVTbO0GiazpEiqoe7qEW2zw53LrLkPxQ447x0vXy1DVG0dLa5uOv6aVkzjfqKq8vVoxeLpRo+NKWNZKVBDtGmSbf2MmZqIJCKYFESLWL9p0tmyqHzO6Cl301r1Lbe26hyj3LZdZauWl04BLYl8hJbjLJVSlHmlSHTjC2WbbIM/OEOxPO79w+IEXffZuKRpvl5+jd1Vt7bGc7+6nV22Hbdb7uZ3iAGvP+GUZHvH0XAaY1jQ5By9cVGAmKg2TFKWJ4DrMfNik/JUayxHBFiPjvxS0DyY9qm6tUvv7WVV26w01p/jNcaJT9gQ7G00Vjd5jQ3HyvN7m/qEwg7gpqxV6EcvUItZ2gsVgaQWWSKVwCSqZFjPkv09+I6vtUnEzTTHSlDg9E7s4Uu9+bn0TX65GwOn9qbC15L8gk625u+u4dFjU5+GTntYVqYdRzhooxfysORd0ksdVYTkWaOr1x00pxX6wns/27eNOsqPoO+7U5W2HTuzJDUVVg9fNb3RVZ3TMASNskbVmMXHyKxa1sKcjDrqJCuvHyAoKnMkigVMi3CcItXC+Gfq+1w6RJdvEEa16U1gU02C/i92F4psTZBLCpHgIeV8pGRPOlXEv657uQvi+aBAwi2j8ItUPo2fb5faHP8AbA0P/wCxdhYRcFw9KrCe17dVVtP90Xtu4Kanl6aq5OKYSEBH1Dg5HyCUaU/YqpUZGPVKcpfXxNFTevhOIEXh1cCOJ72jDoIVyuKArZotPa1nlWjYAM8RqbdzJST50uUv64DJWHq0v6j80Coq/cHCLbcwipG9oZ5iSHDjpZ7+lqe5dF2/yBQYcV9KsYzzTTb+8buSfQMsvBFbeJ4E5Aa4bzsmxMiQx/fmSJQ7CYDARTB6XnDyP4EcA+LnFRu2aoTmsdXw4bCXaCmdGT2xazuLntaTTXT8QuGrvYNgkRbGMY4kaAkmBhKQOxFPjCLSq9lB4QcTdrcROT+/9t6H1juLaUzzE2/qIs9tikVzYaVb13WaprmwNqpU4+2x8xH19hLTF4fupM7RJFWSOokRyKhGyAEIuB6FvAPiXK9V/riVKzaXo9113w+5IxFd416rvUAwuetNONd627cyl3kKNR7KhJ1iEnloTStehkJFJqEglERxGvneV3ASKQnCfVVA4se1Wc3tKcfKvD6m01s/p8VzbVm1PR2DWua7LfkrTochJ+JqMUk1hYhwm5l5RdMqCJCIqzL7yylK4OXCLKXTu/umzrn/AO1BxP8A81WnsIvv5OGfJe1jdN4ah5gP3XTq3OjtwGvxHW6a3JpanjJgn2H3UdkJtgTFTuXzQJ29QDCLaOwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKlH2jb/AEl/GD8IKd/zdy+Say/ayt7cmf8AQ5erDfnWV/ZOrRF13R/L8kqdVBJ9t7VJE3JUxVSSOSpWb0WAndUpTeP4gU3b6eweual5cNG3rVdvo5LK1kk1NI5zoy4Nc4HZ8AnDSRjgXDPRk7lt+26ptWnKkMurnMiqBgPDS5rSPbAZcAc8QD24G9a1fVCUTW6rPMtZI5VEleXWxVE1CD3Kch704MUxRD0Epij3DNtadilp9O0cEzS2ZlJG1wO4ghgBBHWCreeSOaodNEQ6JzyQRwIJyCOwhbN3tYHCMlqquteftFhgNL0BZhpTfJmSHzlqdMyTlfVlzkPLAiZSQVpfuYNy4UE6y3yxGpB2Tbh21byXa7hvNzrdNzuAqoXlzB1gHDh5Nx8WVmrzbHU0MdW0fY3DB8fQpf8AsyPN39MxxEHjdc5f3zbHEBzGVqL98X8b+e0XPqOlddPk/NMB3AUl21d15QiRBTZsGsYBzeNcO8L5W+TtsusqHVtCz7Y9okwOD2kb/wBYb/HlZKx3bZt8tBKeAOPF/ktNXpcfbXeGP4XuuP8ALxvnoLU/9V6/9Cl/duUWo/6ZH+cb8a2Zva5f+g3wn/2zt0/5M0TNB+hu/od0/PM/71J9XfbIfyT8y7f7KL/pNeU34R8X/myrWQr0YnsBReKT42rJaA/pcnk+dbS1bKRWSTbrJJrt3AGQcN1iFVRXQVAU1UVkjgYiiSqZhKYogICA9h9M8Q8klbUUes6V9O4h3ON4eNbIv8bJLbIHjdgr+QrYANqjkfNhTVDtz613bJBVFkTmFRA1Ova3yEokoUTnE6QxyQlEBEe4fTn2pb9lpxznBzN/lG9edvBdu6Ct472tghScKuPIF+H6a5r/AJpdmZ5x5C4Y4b1eGR+DkfLKlmpHF1PTl3HHzKNnskv/AEMOfH/ddx1/8x9y5G/Rc/1Ppfy5fiYr3Qfsg/xD51Yp7RDyk/S3dNi20OFkfcr9yusjDScORBby36NEBMbLtaTIn3AFoxzWY0kC6+IgFgJ6evcurvQg6L52vl1LUM+xwM70n27tzfMMnyLNa+uOI20bDvcd/iCrc9kp4wLsG/Jfm1MRRhMZWK436zfqI/Dt8kbB2w4R80noPYasgksl910kI/ZBnpDl11bX6etVLT21rjNLNtOLeIA3AeXJ8yh+m6GKrne6YgNDd2VRF1a9MWbgF1Y9zra9BWqfJm3q/wAndIyTVHyG0U0uskx2rXRhUw8sQY0m5KuolIPTseKEO4gAGHaOlLh6f6Wpaupb301OGyNPXs7Lsjt4+IrDVsXctY+Nh3Nfu+Zf0ftFbmrXJLSWkuRFOBMlc3Trem7EZNE1QXNEL2SGaP5OvuVA9Bf1yVUXYOS/Erhscv0Z8quWbSL9K8pMlPskRGoyDji0nLT5Qcrd+na8V1nDie+2N6/nf+0XfbgeVH/anj1+TNp7Pp5yV/8A3fWv9HPy3LTF69lJvy/mCv064HCInILpH8NeVNKhgdbP4k8ctHq2ozJDxP5zQ9s1xS21oIsCRBWefUDZAZzCQnHy2ccrKq+niEciektdQP17cNI1LgHmV5j/ACmk7vKM+UAK9rbY4WyKvZwwM+Vev2Vjm6GwdY7B4E3mX82y6fWf7b0eV4v3Vea0skwiXYdTYgcSlAlQvEqlKJJh41VSWBwIACTX0jHLpyetvVTR6oo2ZqYXhkmBvI+5cfJ3p8TVe6buxpmSUch7xwyPnWsLyWAS9Y7f5R+IdTDaoD/CHKWeDN+W5pZYIGO4ijYPNGFGJjmpcRw2z8a/qS2T/ns6/wCyH/4c+LPKZ/W6q/OH416JsvsfH+SFwOQBZZMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIus3RcWtOtjko+EzetTqxRD0EDJxbo5e33/EAZL+T6mbWa9slI8ZZLd6Nh8TqiMH4CoxrWd1Lo27VLTh0dsqnDxtgeR8KrCz7GL5dLr05VK7ZCeGZiWj0wF8JXBiCk7TL9BU3iApOSFAfoA/hH7mULWu4qV6b1xqzSMm3p6unp2ZyWA7UTj1uieHRk9pbnqK4Kv60qVbfhJx7JY71Pxe7rPHJ3PuvjASmFuQ3hIU4lEQ8QgY4B8BDuPfi2NrTkcVJ9Vcseu9X2s2a61Mbbc7G22KMR85g5G2RkkZGdkENJxlpwMd+zmtWphEwiYRMImETCJhEwiYRMIrNOKLYqGqCKgAALyxzLk33zFKzadx/8FqAf4s1tqp2brjqjaPjPzr2JyIxCPRAeOMlXK4/4G/E1SWyNrbyYRMImEUf978bNbcgops2uDNwynYxJROEtsMZFvOxhDmFQWhlFUlm8hGHVETGbrkOUBExkxTOYT5kaC51NueTCQYzxaeB+g9o+FX9DcamgcTCQWHi08D9B7QoPxPS1hEZcqs5uGUkIIqoGMwi6c1iZVZHxd/KCVdWCZaN1AL6eP3RQB+PhD4ZnH6qeWYjhAk6y7I82B8azT9TPLMMhAk6y7I82B8asm1zram6oqjCmUWGQhYNh41PKIJlnT14sBfeZKSeKiZw/kHQkDxqqCI+EpSF8JCkKWNVNTNVzGed21IfgHUOoKO1FRNVSmac5ef5wOoLvWW66EwiYRMImETCJhFxsxMxVeipCcnZFnEQ8U0WfSUnIOE2rJizbkFRZw5cKmKmkkmUPURHObGPkeI4wS8nAA4krmxj5HBjAS8nAA4lUWcsOZs9up8511rM8jFa1FyDFU7dNdCbv64qgmmLtEgA6bQaqvb3dh28a/cDrgJhIilO7RZY6FoqarBqcZ7Gf59Z6OjrM2tdnjo2ioqcGpx5G/wCfWejo6zKHhdwrfUV9Fbf2w1BG1JIi5qVMVIBj1w7hISkmp/v3L8vAgoPkNQAQZCbxqD7wAEQxd7vbZ2mjpD9i+6d7bsHZ1np8XHGXi8tnaaSlP2L7p3X2Ds6z0+LjaAqkmumoismmsiqQyaqSpCqJqJnDwnIoQwCU5DFHsICAgIZFgSDkcVGgSN44rpDPVusY6UJOR+uaIxm0lQWTmGdQr7WUTWAe4KkkEI8jsioD6+ID9873VdU5nNukkMfUXHHmyu41VS5uw6R5Z1bRx5srveW66EwiYRMIsWbY0xrvdlfTrmw4Eks1aLHcxj1FdZjLQ7tQgJqOYyRbGIu3MoUpQUTHxorAUoKEMBQALukramhk5ymdgniOIPjH8lXVLWVFFJzlO7BPEcQfGFTdzH4g03j3W67b6bZ7FJMpyyDX1oaxhGunDYyka/kk3beTjmkWUySQMBTFM7cTD4wHx+ggMzs14muMroZmtDmtzluesDgc9fWpfaLtNXyOima0Frc5GesDgc9fWp/9PGxys/xyjm0o5WdFrNrsNcjDrnFQ6cUiSOlWzYDmETCi1Ul1E0wEexEylIHYpQAI/qOJkdyJYMbTA4+PePmWBv8AG2O4EtGNpgJ8e8fMpy5gVhEwiYRYDmuLfHmwv3knK6jpqr6QFUzxdrHDGecqv3FZcU4xVmkRyoYwmFUpQUEw+Lxd/XMgy63GNoayZ+yO3Px5V+y53CNoa2V+yO3Pxqs7mTwmgNX1pbaepSSCVZj3CCVqqjt0vJ/IjZ4sRs2mIh86MrIKRybpQiThJwouon5gKAfywOBJPZb5JVS9yVmOdI713DPYRwz1Yx1eOR2i8yVMnctVjnCO9dwzjoI4Z6sY+nW19oG365uvSf03pyzPXLyxUXm9rKUrLpwCqx3VHLofkkwMxVcj4w8yuST5FFMDmARauUiJgJUTCEz0xbxBqKStiAEclK4O/K5yM58oGfGD1qF8pVAIaOOsjAEb5wD+VsPOfKB5wetf/9aUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhFqVdaH2fnln1F+oHrDnBxv5Ras0FK6o1fqitVFextr4S717YOrNg3e+w11gpOrxD1qyUj5Cxs1WagKAsk4aibsHzREiibPey2dRDmDaKkl1L+sNf91auqUqSVQpsEbZGw3hTCU7Z6aqF2dYoqlUWefMVTpDLBCSihSj4ToKl9AItly7dKTiVY+mpY+lhWaq7oPGuW1oNCiSwq5Htmg51tPN7xFbNVkZBNQk7em2zWSFjcruiim+kim8wgJHEgEWsxR+gZ7QDo/jvYOn1ovqh8bKxwVmbHMOklG8Ve6tuSOgrDYfqksDWAPG6XnrJUmtgmfE9eRcdfk2yi67hP3gEnTkFiLo3tKXD1twQ9n+4WcZS7SvO7pii88KA6t23NiyEg+tN/uNl0dy4sFinFkpGUm14iIK/kDNoyP8Ae3PuEa3QRMsuoQ66hF13SXRz6zvJHpW8V+PPHHqRalh+npyW486W2vcNRbjr0nE7R18TZtbruzLxrSsXGnaluE/b9aBeZFy9Zx6tigUhaqgwWIZAFTLkWz3xc6QmmOLXSsvHS+qlrlpCv7Z03ufX219vKxLZpYbded8U6Xqd32QSBTeqNWBmDeTRRiY8XSotY2NaN1XK6iZ3ChFUp0Q+jR1dulDuUlEsHLritZen9O7EuextnanpUVapbZl9scjq99SKvOR7q4aTil6I9CZiK46kW7K0LNztonyymV8ZwVIs/dGnoc7r6aHNnmVyi2RufVuxazyXjbSyrdapDC2NZ2unn9tBsNA82rPRjKPVKhHh7ufyDnEVvUPm+uETjX0Od16Q66O8eq3Nbn1bM6t2pJbhexesIthbE7/GE2RXmkNHEfvHcYlXTmj1m4nX8tcwCUfm9xwimJw+4H849HdSrmXyu3XzSse4+LW9mF1baP4zyGxdvWCG0u4n9h1OzwLiOptsera7rowlahXkcUYhIhkyOxTT7JGOAkVzeETCKqvrPcAb51NeA+xeI2tr1Udc2y6W7WdiZ2q8Npl3XmbejXWKtD1u5RgWr2SMs9bR5kkhImJQUMHi7B3HCKxTU1Pd691XrSgSDts/f0fX9Np718zKqVo9d1muRsK5dtSrFIsVs5WZGOQDgBgKYO4APfCKrDg301djaG6g3UT6hnIPYlJ2VtLl9Ya1VNRNqi0nSfoQcd6UoZtA0CRezjNiLyZkYev1hKQM1IDU7iBKsT1WMAEUyef+muRPIPiHuPT/ABP3gpxv5BXNlUkNd7qSfTkapR3MRsCqWCfXK9raDmbQ+WanEv439YIYTA87G7EEwgRVnc0+jXsfnr01uMXGfd3J+Ubc2OLwUTYFR5cMUpqxBLbwqUI4ipubnkZBzD2V9A3AXAKnckVbyLJ83avCAr5B2rgig7trpV+0C889ZsuJ/P7qOcR65xRlHkAntiU4ya2srzde5YGtSrGYax9pLPau1dWoheQfRiKyhY94lHg5KU67R6kT3c5FtB6K0vQeOOltUaB1XGKw2t9Ma9qOsqPGuXAvXjasUuDZQER8oPzkIpIyazNiVR05OAHcODHUN84w4RVk9STpr7G5tct+lZyJpmw6VTq/wC5FTW575AWdrOrzN5h5Sw6cmUoioqxTNyybSaaOtXJDGeHSS8ThLsbsB+xFh+z9JTb+merFFdSrgRtbXepavuuPCE56ccLyzsrelb0IaSbKPLxUz1ePkmkFsR+gc0iDtZumCNgaC6MddOWlUFSLNPG7pvbE0n1d+oF1GJnYNLmNe8wdbaXpFS1/GNZxO51N7rGj6zqsk8sbl0zShFmsk6oy6qANllDgmuTxgAgYAIm0um9sS+9azjX1P2OwaWx1ppHiPZ+Os1rd21nDXqZsM7LbqkUJ+LdoszwCcMgns9sU5VVyriZsr2L2EncidSHpvbE5scq+lpyApmwaXToHgRyTf7uvUFZ2s4vL3iFdzmqJUkNUlIpm5ZN5QiWvnBRM8Okl4l0/ndgN2Irg8IqE+rTo+90/mJ0pepLp2h2+9WbjLyVU0LvaG1/V5q2WJbi/ynh3mu7jdX8JAMZGTkofUL58q98BEhKgEus4OJSpeMhFfZhFTVwW6aOx+KPUY6nHNG07FpFnp3Omy66nKRUIBrPI2alIUs9mM8RtS8iyQinCrz5cJ5XuiioB4DeLt6dyLEnU06T/ACH3fyw0h1JOnNyCpHGvnbpenPdWyqm1IKQmtNbq1a9PLnRrWwEYWGsr9k5jk7A+QM4+SZM7lss38AtXEeycJkXWun/0muWVe5z2Pqg9U3kTq/kPzAa62V05pKoaMgJmI0loeiPE36EutVHdkr9RnZCVfx81JNEUzRjYqBJeSWcLPnD0qjUimLq/inzpq3VQ5BcrLxy+WtvBbYeqY+p6l4gmmLgsjra9t6/piOd3AsO7Zkp7YzmWpVkc+NssZYfl0REPEZXsRdA57dNXY3OnnV06Ny23YdJYcS+EN4n922bTzprOubns7dZTNn1CkVCFZGqxq3UperQ5vC6WFVRs6k0fLEFiCJFcfhEwipz6I/TX2N0tuLOz9B7O2HStlzt75O7L3qxnKI1nWkSyg7xVtdQLKEdp2BmxeGlWS9MWOqYhBREixPCYRAwAROnZ019jcMebXVc5RXDYdKt9Z6gm5da7MoVarTWdQnaJG0iT3e+ex1vVlGbePcvnhNptSpCyOqmAtlfEIdydyJTemvsas9bjbPVIc7DpTnWWwuHsbxuj9aINZ0L2wsTKb1pKHsLx2ozLXzQp0qMuUCkXFfxLE+b2A3Yi+njD03tiaJ6s3UM6hk5sGlzdA5kUjTNWqFCims4ncKk61nTqPW5JzZHLtmlCroSLmqqqIA1WUMBFSeIAEBACLC3B7R983B1iupz1C9oUO4VCt0BhQOnzxT+risTVcczlD1vHQdy3tfawlYGLE01SrTtT3cYOaYFUYvW53hEllABQRIr7MImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f+rPydeVWEUps10vIKYRMImETCJhEwiYRMImEXUtn7Q1PoTVls3jva7N9c6koxoItsubuIsM62hhs1kiKjB+ZF1WInZ5z7/Yp1o2DyGqvgMsBj+EhTHLc01M+pfsMG9ZqzWapvNQKemGZDnpA4DJ446AsUcfubHCLl7ZrJSuKnIWK3HbahVVLtZIWOpO0awpF1hGWi4NWVUd3qkVePXTLLTLVHy0llFhFUDeDwlMYLmot01OzbeO9WYvGjrhaKfumdv2LOM5B38eg9ikKIdhEPuCIfxZjlDliXfPJXjFxJq9UuvKnb7DTtVu827rlXmJGsXqzpS00wYfKTxim3olXtDxsZFj+uCdZNNMQ9AMJvTL2loZarPNjgpNY9M1t72jTNy1vHeBjPjI+BYs1B1Gum3yN2bVdK6A5a1rYu1rueVRqdPToW4awtNuYaEkrE/atpa6a8rkAm6JERDhRNNV0mdcxASSA6piENcTWmeJhfjcO0LL1+grnRU7qktzG0ZOCD8GcqTd+tNG1BRb1tPbVlTpWttaw69gu9qcx0xKoQMK1VSRXfrR1fjpaZdlTUXKHgbtllB7+hfj2soad80nNMHfKM26z1NyrBRwDMpOMcPhOAsE8febnCDl7aLDReK3IaK3Fc6nUXF6sUFHUnaNZUjKq1mIeAcS6jy80erxq6acvYGaIppLHWEVgMBBKU5i3NRbpqdm28d75Fmrvo642mm7qnb9izjiDv3noOehSIEOwiH3BEP4sxyhyxbvXkTxu4n0mvbI5SbYY6fo1ptCdMgbBIVu7WZGQsysVIzZIorOjVqzySBxi4hyr5iqJEeyfbx+ISgN5S0UtUcRjgpJZNN1l7JFKMhoyd4Hx4UX/ANWG6Onb/T3Vjv2/ah5G/H8T2X3pLP2ecKTetxcuzzj6Vn3RfMzgjyqnk6jxr5bao2XdXKaysdRTP5el3iZK3TOu5CAp2woip2WfM2bpmUVKyarmSTKJzABQEQ6JrXURN2sbljbhoa60MRmLCYx1YPxZUgHzFxHuDtnKZk1UxEpimAQEBD49wH1zGuaWnB4qFSxPicWPGCF86KYqqppF+JzAUP4Ryg3lcWjacG9ainu3qG9PLjDsec03yL5Qwur9rVxhBSMzTn2vtwz7hk0ssIxsUGsaTqOvLBBLA/hpJBcATdHEgKeE4FOAlDKQ2ueaMSNHentCm9u0Pc7hSNq42/Y3DdvAzjdwJzxCk5Az1Wu1Mo+yaHNEstA2VUK3fqLY0mcjHo2CoW+HZz9bmkWMu0j5VknJw79FYqTlBBwmB/CoQpgEoWE0ToXmN/hAqL3K3zW2pdSzjEjSQfGF9mdKxy9UtK1upVC6bEvE22rFC1zU7FerxZnqbpVlXqlU4h3PWKadJMkHT1ZGMiWKqxiIpKrHAnhIQxxAo90MLpnhjPCKyVtts9zqG01OMyOOB5VAg3WK6PoNvMLznrBnHh7+T+hJyJ7+Lt8PEOoPB8fv5lPSaoxw3+MKbetzddjOBtdW036VYL/oa9ioGxQMghMVu1QcTZa3NNPGLOYgJ6PbysNKNBVImoLaQjnSayYmKU3gOHcAH0zFSxOicWO4hQWvoZrfUOp5hh7SQfGF82dSsUwiYRMImETCJhEwiYRMImETCJhEwipR9o2/0l/GD8IKd/zdy2Sey/aneRb25NP6HL4m/Ovq9mE/6AfLH/bi1b/klYs7rnwZ41kddeBT/lO/7Vry9Sv06oXLkf8AXVXv/LNXMjH9qb+SPiUzt/8AQIfzTfiC/o875lajvatbh4xbsgkZnW24qhZNfTztj5aMowZzzRVohMM0nAKtBmoB8ZJ8xWL5Jm7xukoHzigOecGck8Ni1u3WGlq2WCo5zakgl7+J4J3hrxh7ARkHaEvk6I7Byx1Ic7T2oKaOamzhs0feSN6i5pyx/k5vy9OgHwT3rsLoxdVxiTZazllCa32LOaI5CNWaTorKzadskm0Yydpj2YB7zIxrdonGXCGIAgLszJr6+BQe+/7nSC5290QA5wgOb2OG8efhntUvpKljwyoiOYnDOewrCnSyWScdVjhYugoRVFflzrVZFVMwHTVSUvLU6ahDB3AxDkMAgIfEByz1R/Viv/Qpf3blc0f9Mj/ON+NbNXtcv/Qb4T/7Z26f8maJmg/Q3f0O6fnmf96k+rvtkP5J+Zd89k5j3L/hvyoK2TFQScj4nxAUBHt4tZVvt8P4Mw3oqtPXS/2SkitkZkewPyAM4yRj4irjRFXBSVTzMQAcfAruOeXOPTnTm0FddxbUtlea38tZmC6Z1WvItTW/Z1+OzXQrcZF14qoyqlcQmTIml5IEhaxzIpznMJ/LTU0DyDchuop9SQ3a7QuioInhxLgRuBzgdqlOqNTUgo3U9O4OkcMbl/Nn6dHHi2czOefHjUbVq7nPqx25BWrZEiYhlfcdf1qXTuez7DILAUEUhSrEa8FPzBIVd4okiA+NUgD9FtSXem0/YKq7VLg2KCBxGevGGjyuwFqakgfVVLIGb3OcP81uA+1lOfeuEfHhUB7gblc17fil2Xnm70N1zF2rLtVg5DiPlFS7V0PMMgj6QPmUf/ZHEhW1vz0TAO4muHHQP/6PuXOz0VFK+t05Q0zBlzpZB8hU0TIIqyR54Bo+dVj+02cqA3bz4ZaJgJH3uk8SqMxoXkoq+cyV2hdk2Ny2VINxAexHDZsrDQjknYBI5g1A7j9GzORDSrdK6BpYS3Zqahokdu34Iw0ebePylh9R1xrrpI/OWNOB8/8APYsD6DsftAXGPWcVqTj9qjqEax1jHPZObi6rWOK+yQiiv592eSkpMFXmqXjp2vIOFfEKqipx8AFKUQIUpQnNxbpKtkzdHUUkm7dI9h4cNxcsZEa2MfYRIB2AqJ3OJh1OtnvIXfPP7WXKgFIWMi9ZQm0976OumvYxswF9PWCGpqVkl6RWIhdUz1/JOWzY6h1h8axiB2A3bJW19obHzFqfAY+OzG9rhuwOAJ6MDzLqlE5O1MHZ7Rhbd3suPJ4NscLthcZJuQBxZ+LuxzSlZaqqdlC6p3EtJ2WORbEUMKjj5L2JHWIy5ifMRTfNiCBfEUT+Q/RUaN7qkodS07O+2gx5A6W8CfG3AH5KnmibhzfO0bjuxkeX/P41re+0X/bgeVH/AGq49fkzaez0fyVjHJ9awePc5+W5RG9eyk35fzBf0GeO8LXrXw446Uu4RLOwU+6cTNRVO11+ST86Ona3Y9OV6HnId+j3L5rOTjHiqKpe4eIhxDPAnKHqup0ny3SXGncWllY4+Z5W0bTQsr9NiFwzmMfEv51tpj9pdDnq4FdwfypJJ8dtuN7BWVFlPdjbW483RA6iTFw5AibJRa7apn1o56cgHSYy3nFAfMben0Xtdwo9X6ahuEBBgqoA7r2XdI/VcPLjtWpZ4pKGrdE7w2Ox/PjCj9tO/wBV2x1T9j7ToskEzSdldQC33+nS5UlESytVuXIuRsVekgRVAqqQPomRRV8JgAxfH2H1zKxRuitbYnjD204B8YZgrocQ6UkcC751/VVsn/PZ1/2Q/wDw58UOUz+t1V+cPxr0ZZfY+P8AJC4HIAssmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXRNnuCtde3BQwgAGgXzcBH++eJe6ED+ExlwDNlcjlK6s5UrDCwZIuUL/JE7nD5gwlQPlRqG0vJ5eZHHANBKzyyN5secuAVa+fXFfM9MImETCJhEwiYRMImETCJhEwiYRMIrOOKioKambkD4t5+aSN94RO3X9f8AwVwzWuqRi6k9cbfnXsbkTkD9DsaPuaqUfC13zqSWRxbcTCJhEwiYRMImETCJhEwiYRMImETCKgzmHyVs29b8vq+iqvVtfw08WEiYqJBVZxe7Gi79yJKLot/Eo/bqP/mRrcAMXw+FUS+YcAJsCzWyKgp+6qjHdDm5JP3A6uzd4R8nDjOrRbo6GDumfHPluST9yOrs3cT5OHGdHEPhZG6jRYbD2S2aS+zlkirxsaby3cZRSKk7gVuYPGg9snhN2VdF7ptx7kQEexllMFeL26sJp6YkUvSel30N7Onp6hhLteXVZNPTEim6T0u+gdnT09QsLyOLAJhEwiYRMImETCJhFCbnjqC37c06wb0eOVmp6pWppZDQjbwi+lIwIuVjHyUakYS+8v0BfprFSAfGommcpAMoJCmzlgrIaOtJnOzG9mznoByCM9m7H+SzVjq4qSrJnOzG9uM9AOQRns3KoKqWvlTp2NVgKuXa1Iiwerv1on6mZhq0K/WIkk4cKNJGIOQqyhG5Cm7h6gQPuZMZorTWO5yXmXvxjO0OHkKlksVrq3c5LzT3YxnI4eQqSXHjnHulntCq1DaU2FsrFkn46syBZaIjI2ZgHEu7Sj28k3exzGPcHBk7XIddJyVYDIAcCAQ4gYMZcrFRGlfNSt2JWtLhgkg434wSejhjG9Y64WWjNM6WmbsSNaSMEkHG/GCT5MY3q3vau2qPpipuLlfZUY2KTXTZNUUETO5KVklyKqIRsWyIIHdPFk0Tm9RKmmQhjqGIQpjBD6SjnrZuZpxl+M9gHWT1KJ0tLPWS8zAMu49gHWSoaseploZwdQrut7PjygcQTUVg624IdPv6HMDa2KqJm7fEvhMAfQI5mnaYrxwdEfK76qy7tN1w4OiPlP1VKXUXInUm8E3Jdf2lF9JsUQXf1+QbuIqfZoeIpBcGjnpEzumhTnKUy7cyyBTGKUTgYQDMTWW6soSO6GYaeBG8Hyj4jgrGVdvq6L7e3DTwI3jz/McFZdl4mMn4qSg5lk3koiYYuoyTj3aYKtXrB8gds7auEx9DpLoKGKYPuDlox7o3h7Dh4OQeohWjHujcHsOHg5B6iFo4+1S8OozQHC/V1/qlnVkKfPcu6VXWtdlW5hmYR0/0/vmXQISUTOKErHJIQypAOomiuXuQB80fEpm3NCXl1wuD6eZuJm05ORwOHsHDoO/tHi4Kx1xd3V9jiglbiZtS05HA4jkHDoO/tHiX/9eUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhEwiYRMImEUUuYPB/ixz61pB6d5dakjdza2rd6jNlwlXlLBcq23YXiHgLPV42eI+pFirEsqs1gblJtwSUXO3MV0JjJicqZiEWbNTaroGjdYa90xqquoVDWWqqZXNfa/qrZ5JyLeuU6oxLWDrsIg/mXslLvEoyKZJIlVcuF1zgTuc5jCIiRZBwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/qz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhFXV1tCFHoyc1DiUBMVXj14TfSHflLpYB7fwgOZ2yj7N5Ctn8mwHpgT07LviKoN9lHKU3Lflf4gAfDxAkzB3+gf0Z9Rh3D/EOZa6f0byrYOtgDY3Z9sPiK3C1v7ar/wBkP/68OQ08V5xd4R8a16PalSEDhfw9OBQAw8gLmAm7eoh+h2Ye38HfJRZftbvIt48m4HcMp6e9+daZmkNq3njzt3Um/qGKzC1ar2JWdg09+umuSOdzlGm42cKwXUJ4CPWCx0k0HqAGEFGy4kOHhU7Dm3AOBaeBC2RIxsrHRP3scCD4iv6VHUVvVM3X0deV2/ddqe9UHdXD5ns+pKnMQ66ERc2tcnWrF75fYEZSLB6LZ2kIAdFykomYCmKIBH6WAw3DZPWtW2S2m36qdGRuBdjzHC1ivZSCFPzL5S+IoG7cMLKYO/0D+jfo4O/8Q5kLp/RT41J9agGxuz7YfEVuLrf21X/sh/8A14chh4rzi7wj41Qp7T6QodOzjifwh4x5cxpfF29e36Du0x7fxhklsngu8S3XyagdzynpwPjVQ/Q86PPGDqWak5E7F5B7R3br97qG+UWp1tnqd/RGTOTa2iBnJV+5mfqvpVrWO4arxqZUvIOiXwGN4gEewhlKuqFK0OIyCppfL1HZY2yyAFrlCXqwdOux9KHlhVKXR9oTl0o9rqkBujRG2UG56lcmTVCfkY1SOlTQzsyUXe6LaK+YfemCxCqoKM3iZWx1xbodsEzaiPbHAq9ttfDdKQVMXgO3ELem4EckZfmb0/8AjDyYtSyTnYVpqEhU9nuk0kUDyOwtaWSY17ZLA5btyptWzi4LVws0KSRSpJBIgUhSlAChFrrA2Kc7Iw0rR+vLXHQXIuhGI37wPGpRxPrJMu//AL0J/wDDmLZ4QUHg+3N8a0J/aRylJ1bd6lKAFD6gOO49g+6OhtfCP8Yjk4ov6M3xL09p0AWaDHtPnK3Z+IxCl6ffTy8JQDxcIOKxjdvpEdG0gREf4RyM3UYqj41pPXYAvUmPblZhzFqDqsDrt7wDQHSf23HM3fuVq5KXWi6BgFEjgDssVKPnN9vihUg+cZg9o1Dfxjg4h4SfKZC9wMcnfP2WLLzIeAC2xyb2/bqHVbhuY3d4zu+dfz9Z3S18rmldb79lYwW+u9q7B2tranyJvMBR/YdOQuq5u4D4RTBMGaSG3YxNE4GHzFknBeweUPeS5GcdK3IHAuLekAfDn6F/RU6Pm7i8jOlHxWs7h2V5ZdOxEzxyt4FP5vuTjUD/AOSKY0UOIicFTamd11cwG7CArencvYRi95i2ZtscCtI8otBzVf3S0bngH6fhU9cwa1imETCJhEwiYRMImETCJhEwiYRMImEVbHWI4m8hObPHDRmteN9GZXy0UrbkrbbCxeXSiUkjGFdU5/EIOge3yyVli6E75wUnloqqKh37iUC+oSC01MUTS2Q4W3+T69UFBFJDWSCPIGMgnOPECvp6IvEvkTwT1Xv6ocl6GxoM3fdjUSw1lq0u9Bu5JGMhK/MR8guZ1QrPZmrIUHLwhfAudI5vF3KAgAiHZcaqF+yGHOFe60v1uquYZSSB5aSTgEY4dYHV0Kobml0huoPuzm5yF31rzSERN6zv2+bVe6zPK7l0fELyFalLIeRZvxg5rY8fPMjKtDeLyV2ya5fgJAH0y/iraYQt2nAHZ7VLbfqiyNtsRknaHtiaCMO3EDeOHxLbe2JPJydzey7Q/wA0zk6pDFHt6Cp4vo+9kUnftTFw6159utUJrg6ePhlUHdZrpfbh5rbH1RyE4oUmHt2y31UPr/d1fdXGi0RR8lVCoDr+8lkL1Ya3HSr80O5WhnhSuDLJto6PAiZigoYkgt9fFzXNynBHBbh0bqui9LxSV8gY9ngk53jq3A+PyqCfAzo+dRLjdzW4sb02poiGg9e6q3hr+83CWbbt0ROLR9fr080kJJ0SLruyZeZemSboiIJtmyyxvgUhh9B43rmLhaKmgbIGvngewHBOC5paDjdnGc4yPGphJq+y0A7r51sjoztBo2gXY34zskDPDJ4K+Lr38ReRfUw1ZxihuHWv2mzprWV42ZM3uIfXzXNCeV5jZIOpsodZQ2wrbVm0iR45i1ygLRRx4fB87w9w7+cOS+uh5Kq24WjXcjaRtRIx1PMA98M4BftbD2sOC3LcsfsvGfBwQTOhfLdrqjirtOO518YxLEcNliJxjaaTwPQ5u009ByCBrs0/oVddXXrN3HUHUdro8fIOAeP2NP5caJrTN67KkVAHTtrC7zZIOXAIEAgHOUxvAAB37B2zcz+U/k5k3yXKlce1rj/2LoFmuw4Qv+D6V3aiezWdVbb9qB/uZPWOqAfOEjzdv2ruuH2BMGbk7FVVSR1i52XISr4iJRBJNZdumcwAUyyZe5wxF05beTaz05kNcyTZG5sbTk++DR8KuIdOXeofsiIjPST9GVtqdMzpQ8fumFTZw1LlHe1N83yMbxext42CKbxD1zDorIvAptEr6TqSLTKT8oN03K6Hvbt5Iukk1HThQiDRFt4g5b/RE1GtIzZbKDDaAeAOS48Npx6T1DgAevJOydN6Sbb3Cpqe+n+LxKPfX14WcmOd/FbS2sOLuvW+yLnUd+N7zYIpzdKFSCsa2TXl2gTSASN/s1WjHRglJlun5KKyi/z/ABeDwlMISv0LHKHpvTkdXSahqmUxljbsucHHLg7h3rXY3EnJwN3FWGt7TV1bo5KRhfg78Y4Y7SFib2fvgvzH6c+r+agcjdIJQVvviusbFqqnR+zdTWVe/SNDru0jOYJKZqt3nYKtrPZSdYNSLSrhmgBnPjE/lpqGJtble5S9B3ustdDS10UsDJ3GV2zJiNpMYDjlgLtwccNDju4ZIBwVhs9zp45pXxOa4t70ZG/j27vLhU58ZuhV1JNk9QXXW+ecelIiB1hY9/u96b8tTjbmk7clNLJz8jsuYg1q5UNjWWyvG19srckQcEGqnkJSAqHMRMhlC7I1Fy28ntm0tNNZ6+KWpZT7MEbWSAk42W+ExoAaO+3kbhgb8A4mk05daitayeJzWF+XEkeM8D08FvfSFhkXLtZUrlTsYwiHzh+ke/3c+Xeo+UXUdyu81Uyqk2HPJG89a3TR2ejhp2xlgyAoSdRrje75tcFuR3G1BBtIW+40dWa1gV64aMiE2rSHrW5a9RCUfLINodGYskIhHOnR1CETZPVvGPlicB3FyCcsVXpzVEQ1BUONrkdsvJycNduLsbydnO1gDJxgKP6o09HV0RNIwc+BkY6SOjyrW36IHTQ6pfT45wweytuceEK7ojYdFt2sNwSjTdehrGaJhZBshZatPp12u7PlpeScRd7rUamYW7ZVwmycufAAgYxDew+VTlK5N71ouemhuMMtXlr4m7Eu9wO8ZLMDLS7wiBnGVr+yWe709xa8wuazeHHI4efrxwXQes10b+oty/6je/8AkJx+0Iwu+pbux0+jWbMtuDSFUUkD1PSGuabOFGCuOxoCxM/c7DX3SAee0TBUE/Gn4kzEOa75N+V3k/pdFUdNXXGKGrgY4PYWyEt+yPI3tYQctIO4njjjkDhd7DdX3GR8cTnMcRg5G/cO3rW31pCuz1H0HoCi2lkWMtVF0lqmnWaNI7Zvyx1hq9EgYSaYlfRzh3HvQaSTFVPzUFVUVPD4iHMUQEfnXy1ajotQ67q7pbH7dK6okcxwyMt2jsnBwRkYO8A9a23pyjkpLYyGYYfsDI7cKjPr+dKjafUArmj9x8XKXGW/kVrVy81xbK+5s1Qpatt1FL/KE/FOz2C7zdfgzOtfW3z/AHdsZ0mosjPuTB4hRITPVvobeWuyW6zP05qipEETe+ie4OIDtwLe9BPfDBzjA2e1QbV+nKmSpFXRM2idxAx59+P5K11tQez7dWim7b1XbrDxhi2MDWNj0ewzLwu/OODwzSJhbPFyUi5Bqy204eOBQZtjm8CSZ1D9uxSiIgA+nblyv8nVLQySvukJ+xuwA2QknBwNzDxUMhsN2kkDRC7j2fSv6KE04K6kF1ifA5zCH+Mc+QGt7jFdNRT1kJzG95I8637bIXQUjI3cQFxORFZBMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL97CPwAf4sqGuPAFUyF+ZTGOKqv3sI/ABHKhrjwBVMhfmCCOKqmURMImETCJhEwi/ew/cHK7J6iqZCdh+4ONl3UUyF+ZRVTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwijZyLuCDGBb09sqUz+ZVQeP0ym7i3i2i3nIgoAepTO3yRPB90qR+/xDv639CloOpuOpZdeVbCLZb2PihcR4dRK3Zds9Yihc7a/CkZjgceafRHaxgobBHo6meDcK17ZJQPuII3bTdrqMkrW7PZG/PEZhfn0EXilMImETCJhEwiYRMImETCJhEwiYRMIrF+H70FaBYGAj3MztrhcA/vUnsTFAQP4BUanH/HmvdXMxXxydBiA8znfSvWPILUbel6qmPGOucfI+KLHwtKlnkUW8UwiYRMImETCJhEwiYRMImETCJhF0Ha0w4r2rtkz7NQyTuDoNxmGqpBEDpuIyuyL1BQoh6gYiiACH3wy4pGCSqijPB0jR5yArilYJKmOM8HSNHnIVIHTrrMfYORjZ6/bpuDVKm2KzMCqlKcicgC8VAIuAIbuUVEE585yD2ESHADB2EoCE61HK6O2lrd228NPi3n5lNNQSOjt5Dfu3gHxbz8yv9zXqgaYRMImETCJhEwiYRMImETCLXU5etXNH5b3mT8kwAnZKzcGIgHhK5I6ioSYMdMfTuAPQVTEf78hs2RZyJ7RG38FzT5yPiWwbSRPamN/BLT5yPiUr+pw7czcFoexRTgzuoyaFsdtnKBhFoq5lGdUfRThTt8w5ncYCpkB9RApVO3buPfEaXAZJURvGJhs/AXA/CsXpsBkk8b90o2fg2gfh4rp/Gfhppff+oYq5KXK8xltbvpaFtkfGva+pGR8q0erKsQRZOoBR6mk6g3DRb5zgwGMcwAICAgHddL1W2+sMAZGYcAtJByRjf0445HBdtyvFZQVZhDGGIgFpOckY39PXnoUZ9q632Hw33TErRE0qZxHKpWOj21ugdshNRfmHQXbPmgKqJgoX57WQZic5Dpn+lJUgjlKSppr1REPbuPeub1Hs+MH5wslS1FPd6Mh7dx3Ob1Hs+MH5wrZnPPfRcfrGJurmcTd2yTgEnv6HMX7w6m0J7yhTcwrxyVsdnFt0X6ZgBy5MQDtwBUhDiYhDREafr3VRgDcQh2Ns8MdY6Tu6B07lFRYq11SYQ3EQdjbPDHX27ugdO5ahftNPMq1ch+COrqXO06vV9hHcv6Hao91Eu5Jd4UGWm9/RJGDwXhzIufGnOCcVSER+cn9h2N6bI0ZZYrddHzxvc5xp3NOcdL4zn4O1R/X9oit9mimY9znGpa05x7SQ5+DtX//0JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f8Aqz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhFXZ1s/tMXNb/svHn8qbSuZ2yfbj4itocm39PP5LviKoM9lF/02/LH8D+U/wA8+o8y90/o3lWwda+wb/yh8RW4Ut/bVf8Ash//AF4chh4rzg7wj41r1e1Lf6S3h5+EDc/83R8lFl+1u8i3lyb/ANAl/V+dUeQnDQNt+z2yPL+sxQL23ir1HNoQVzct0uy6mndxad4t1525dnTAVnRa7sppAA3KYBI3RlHincvc/izG1iXZ6wtgmTZq+bPBzPhBKtH6c3LhruP2czqdcWLPKAve+JetpyRpyDhX+yHel9w2VKej0GwKmMu7+pjYjeeIuYoiRs2kWCPYoeDxdL4h3Q2XpVjPRxi6R1gHfkY+DHxKPfso3+nM5TfgXWb/AD4aOzpuf9FPjWJ1r7Bv/KHxFbiq39tV/wCyH/8AXhyFnivODvCPjVC3tP32unjh+F1G/wCZ3aeSWyeA7xLdfJr/AEeXxD41j32Vv04p83P9uXU3+RVpztvP2pvlVzyjf0GLxu+ZYP8AayGqQr9PGUEoe9uqdyKjlVO3zzNo2b085bJifv6lTVllhAO3oJh+76dtoP8Aw58av9AuLrOQeAd8ysV9nYfOJDpJMEXBxOSE5N7li2ICPcEmikRr2ZMmUP2JRey6xu33TCP05Y3sDaB7FGeUxo5yN34HzlXJRP8AzyZf+pCf/DkfZ4QWpoPtzfGtCn2kn7bdvb/uA47/AOYXXuTmi/ozfEvT2nvYaD8j5yt2fiR9r76eP4D/ABV/zGUjIxdv6UfGtJ689mpPyisyIJisskkUO4qHKUA/hHtmMHFQlo2nADrWpP7VdvYH22uJ3FKKeeJlqrVc/uO3N26v6ya2bfmyQUKwkkgH1kIOqa5I6Q7h8xCcEQEfMEAmNqi5um2ukr0Toei7ls4kIw6Q/AP5Kyvzi4QI1D2W7gnbG8GKN207cajyat8wZuIOFaXy+mLMQEnIeWQyJhHYVGbAYR/tccQpgERAQuWSg1LmdizUFa192kphxDfix/mvH2VHeQSde5m8SpJ741AZU3klRYzx9vL9wWS1ntR6CYiIHMuWSp5O5QAQBEe/cBDw2V3i24A/pBUc19Q902sTgd8w48//ANFtAHKJDmIIdhKYSiH8A9siS8/EYOF45RUTCJhEwiYRMImETCJhEwiYRMImEX0IunLf+0LKJf7AwhlQSOC5te9ngkheSjt24MHmLKqm+jxGEw/4sqSTxVTJI87ySV9xDTfl+EgvPLH6C+Pw5Xv+jOF2A1OMDa2V8ijN8Pc6jdcRH4mMQ3/nMph3SFwMcvEgrwTcu2o9k1VkB+8Ji4yRwVA+RngkhfWDuXdF8ILO1ij9HcxgyuXnrXPbneMZcQvriJyw1eRQlIl88jHzc3jTWSHw9w7/ADk1SGAU1kVADsYhwEpg9BAcxF8sdr1HbJbPeoWz2+UYc13wOaRhzXt4te0hzTvBCyNovV309cI7paZnwV0ZyHD4Q4HIc08HNcC0jcQp2au3A2vzQGTtUsfZmqXidMAUEEXqZA7GexvjMJjpfSdMRE6Qj6+IvYw/N3ll5J9TcmVb6YUU89VpCZ+I5s99E48Ip8bg7oZIAGyAbg12WD3fyWcqVo1/SdxVbY6fU8TMyRfcyAcZIc7y32zN7o+kubhxy4ZZU32Shx/hEc0JJW1cu6SR5HaVuIRxt4AL1gBjD6AIj971zoaySQ4aCSuRIHHgvcBXCfqUFCffDuGXjGXGm76MSMHYCF1kwv3HBXiKqxh9TnEfvj3HOt1VWyP757y/xqojjA3AYXtH3swdh80wf4xDLlxu8rNl3POZ5VwHc7TkbIK9XkLf9TP/ABDlt3DW+5P8xXPnY+sL9BJco9wIcB+8A5ybSV8Z2mRyA+IoZIjuJC8xM6H5oiqP3h752ulujxzbjKR1b1xDYBvGyv0PfADsHmgH3A75zZ6cMbss54N8qoe5zvOzlesUlzD3EhxH74Dlu+kr3nL45CfEVyEkQ3AjC/P15L+/J/GGcAaukORtsPmVfscnUV+i4XEOwqnEPuCYc5uuVe8bL5XkeNBDEN4aF6RER+Prlm5xccu3ldnBMoiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIv0PUQD7ohnJg2nhvWQqHgtZzrh9d/e/Sk5Pau0LqzRumdnQN+48Vzcb6b2K4u6MyymJrZG0qStFNC1mwxDIYxJlQkFiCdMyvmrqdzCXwgH0K5EvQ/aR1dosXq+GcVb5nNAYWAbIYwg981xzlx6cYAWpdS6suFvuXc1Ns7AaDvzxye0dSv/AONG64Xk5xp49ckK6i3axe9dPa92aEa0VMulCSNurUdKzdcFUwmOZxWppw4YLdxEQVbGAREQEc8p8sGgToXV89liyYGzEMJHFue9Plbg+VTrT119M7e2pdjaLcnsPT8KoY64nXn2D0qt86g0DpnUOqdsWS3ajNtbYC+xndsL9TjSctUzWqbGxhKrNw5UnTotSknLkjjzD+So2MUClN3P6n5EPQ76c1NpP081HzwklfsxhmyNwAy47TXZ3nAxjgfJBtTaurKKv7lo9nDRk5z5txCvC4c7unuTvD/jDyStEFDVmyb20nr/AGjOV6ui+PBQ0nca8zmHcdEGknDuQNHtVXIkSFZVRTwgHiMI+ueYOW7RFFobWNTZ7cXOpGSkMLsbRb0ZwAM+IBTbTNzkuduZUTY5wt344ZUiOw/czTGyeoqSZX72H7g/xY2XdRVMhPCb+9H+Ic5c3J7U+Ypkda/Ow/Dt65x2XZxg5VcryEpg+JRAP4BzkYpAMlpx4lTaB6QsBcr+R9N4c8Xt58qtgRUjP1XR9Dkbi7rsSsi1kbLJFWbRdcrLN64TWbx69jski0Yg5UIoRv7x5piGAglHbnI7yev5QtUQ2cnYie/vnEZDWje446cAE43Z4ZCwGobuLTROqOLgNw6z0fCq8uj/AM5uoZ1EE5DdHIXhfrvjtxAu9GfWLj3sav3EZe3XedaXFlCFi5GElrgrZVoNSHI/XSlj1uJZPDtSmQOYihAN6a5UuRLQGnI6W1WSomkv75mtexzRshhae+BDAAdoNGztk4PDpEKsepbrWOfPUsaKQNJBB35zw48MdOAowcGesfzZ6k/LCdYcVODlLV6d2uduLa52dyQt94Sb3qOgQaPnMbZYyPkbZUY55Py7JNo/UgoqLsDiMaPUgcKm8aap8prfkE5P9C6CkrrvVyDUQpy6NrWjYdLjwNzHHZzu2i5oOM7uC6Lbqq7XO6tjp4x3Jt4JzvDeviPNgrYsUL+uHAgCIdx7dgHPn7VRf8S9sIJYD0LbDHd4C7jhesQEPiAh/DlsWubucCCueQeCdhH4AP8AFgMceAKZCeE33B/iHBY8cQUyE8Jv70f4hyvNSYzsnHiTI61+dh+5nHB6lVOw/cxsnqKZX72H7g42XdRVMhPCb7g/xDnIRvPBp8yZHWvzOJBHFVTKImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwixrsjZUTr+NE6opvJx2kb5LiSn+coPqUHbzwj4kGCRw9TehlBDwk9e4l27yS8kd75ULvsQh1PpyB47oqSNzRuPNRZ3PmcOA3hgIe/dsh2s+UrlMtPJ7bNuQtmvszTzEAO8nhzkmN7YmnidxeRss35La+pqZkbBKPJiWcndyD9YVnCx/T1HsUiaZA+amiimAFIQOxSkAAD0DPqNp+wWnS9mp7DZIWwWymjDGNHnLnHi57iS57jvc4lx3lfPS9Xm5ahuk15u0pluE79p7j5gAOAa0Ya1o3NaABuC4vMwsUmETCJhEwiYRMImETCJhEwiYRMImEU4+Gkj2PfYkxvsiwEiiX/YDKtnJu3/ho5CtYR7oJR+EPkkfOvSHofqrvrnQk9EDx+0a742qc+QdekkwiYRMImETCJhEwiYRMImETCJhFBbmdyU19Q9ZXjXbGdYTWwrhASlTTr8W4TeLwjWcaqxkpITyrcx04kWsc5UFFFQQcKrCTwk8HjUJnrLbKioqo6lzS2nY4Oyd2cbwB17/J8Rzlnt1RPUsqHNLadjg7J6cbwB17/J8RiT0v6VIr3bYmxDt1CREZV0qag5OUQScSc1Kxk05RQOIeFRVi0gkxVAPUhXKff7MO+X1TO0QR033ZfteQAj4c/AspqWZohjp89+XbXkAI+f4Fc/kKUPTCJhEwiYRMImETCJhEwiYRVtc9uL1i2shD7P11Gnl7dXI00NP19qAfKE7AJLrPGLqKS7lB3KRDhysBkA7quUVQBPuZIiZ5NYLrHSE0tScQuOQegHpz2Hr6CO3IkViucdKTTVBxE45B6AenPYevo8uRVPOWLfUnUYzU1iTvL2rVx4irE1SWrrtVWHeNCOUW6bQzqMGWae7IO1UiJAoBSJHEgFAvoEsjjt7ZjWR82JXDe4Eb/hwpQyOhbKaqPYErhvcDxHnx0K0rpv6r2LRIHYljuUNK1qIty1aSgIiabLsJB2eGLNGezAxroqTpm1UJJpJpHOQouAKIh3KQgjFdS1dNUSRxwODns2skbxvxgZ6eHkUZ1FVU87444SHPZnJG8b8bs+TyKUnJjjpBcjKS2gHkh8g2OCeKSVWsYNQeAwcrpAi9YvG3moKLxcokQgKlIchyqJJKB4vB4DYq2XKS2zmRo2o3DDhwz1Hxj6fJjLbcH2+YyAbUbhhw6+o+MKvOu9Lq4rPgC2bRrMfGFUATGrsRKzD5dEDepAJJDBt2qihfTxeJYCCPfwm7dhkUmqoQ37DE4u7SAPgz8yz8mpoQ37FE4u7SAPgz8ypP9q14xal0X0zNBSFJhXX1Sk5o6+r8hapKRduZaZYSOjeRkm7JIIJqIRHcXkQ3FPymyfklIJS9gOp48/oK6VlffZmzuHNdzOIaBuBD4xu6eBPT82Nc62uVVXW5jZiOb7oaQ0DcCGPG7p6T0/Nj/9GUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/AKs/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRV2dbP7TFzW/7Lx5/Km0rmdsn24+IraHJt/Tz+S74iqDPZRf9Nvyx/A/lP8APPqPMvdP6N5VsHWvsG/8ofEVuFLf21X/ALIf/wBeHIYeK84O8I+Na9XtS3+kt4efhA3P/N0fJRZftbvIt5cm/wDQJf1fnWZvZu9b0/evRb5Qcedhk8dG3lyZ5C6zshgSIssyZW/jzx9hQmGJVBKUkrBruSPGagCUyTpBM5RKYoCFzWzGGdjuz51mNRXF1uuVPJ9zgZ85WmpAXfbvBDZ/LzQU8zO0l7TQN2cPN3Vsi6qSDjyLA3J5yCiiYFVTgdj0aMkUVBT7rtm5iEEoLeMMjueARw4qW95Mxsjd7dzh/PiKvF9lG/05nKb8C6zf58NHZY3P+inxqL619g3/AJQ+IrcVW/tqv/ZD/wDrw5CzxXnB3hHxqhb2n77XTxw/C6jf8zu08ktk8B3iW6+TX+jy+IfGumeylxj2T4sc3EmTdRwYNz6jAwJlEwl8yl2oC9+3f4+Ec7rw0ujaAr7lBhkmoohGCTk/Mom+1kXKNDdXCvTYOUT2Sg6MvF8nmCZyHWjG+0rszioVF4UncW7lwlrFZYEj9j+SdNTt4VCCbvtcZjpu+4krKaLpJKWzgSDDnOz8Ctl9n4qkhUekRruQkUlEUtmbw3ZfIXzCiUHES1movXRl0u/YTJDLa/dkAfgIkHMZe3AvDeoKFcpczTOyIeEGDPwlW6xP/PJl/wCpCf8Aw5gWeEFquD7c3xrQp9pJ+23b2/7gOO/+YXXuTmi/ozfEvT2nvYaD8j5yt2fiR9r76eP4D/FX/MZSMjF2/pR8a0nrz2ak/KKkfRYk8zZotkQgn8blLuAB3+JwyxhbtSAdqi9sgNRWMjHWF/NS6qu8pDmD1LeVGxasm9tLOf3JI631m1hUHEo4m6brEjLU+vjQseyIussrYK/UmrsqCBTGOu6MIeI5hEZ1Czm4ms6gvUVBA2koooOAawZ8fT8KntuTqz9Yje3Faf4aX3RaCuirFres6qdwURxOscXKNKjTSQgVZCNmUmR3DN7BK1xkq3WABEircpuw9u2BFGHbY8JUbTUrJefbjnevKjN0I9+Dx26pfGV7Kuzx9b2rZZPjxcUFhFuk4a7njnFKriUgc/hBu2itju4R+oY/YpPcu5uwAIhxqY+cgc3sXTeKYVlsmg6SwkeMb1/RAtEeeLnZFocolFNwoAAPp8DiGQWRuy8heX62Iw1L4z0Err+datEwiYRMImETCJhEwiYRMImETCJhEwi7rQIlKas0fHrAAkXWTIbv9wxwDO6BofIGlZG1wNqKxkTuBK087719+oXSthXynwkvpo0XW7taa/GFd6er7x17jETr6OZEVXOsB11QQblATCHcw+v05MGUNM1vg9C9HwaTsUcQbzIJwOJK4xt7Q51HYddu8m43RMuzVHxJsp7SwMGDwpPsygtCTsA/MUQEPEKbgoh9AhlTQ0p+5XN+lLE8Y5keQlW99PfrW685rbCgeP8AvnWVe0ju25H9w17a6VJyLjVl+swpmURp54mwuJCfo9hlvL8EWVWRlG8i5EG/moODN03GNrLUwMMkPQOChOo9A07KZ9Xbie9GS08cdYxx83+WQOsrzW5C9PGocYpnQrunMZDa03uOOtoXCnx9sTWRpDPWa0MDJN+cnuRkz2p15gl/tncvf7EM42yjiexxlGSF06H03QVcEslczae0tA3ke2zw8i7v0ouWm6Oc3FTZ+5t7u6s8ttW3tK69ilKpWGVWYEgWdAodjSTWYsTHTWc/KFicCKoj4hKJS/AoZ03WmihwYxjIWN1/Y6C2c3JRM2GubvGSd+VYJHyD2KetpGOcqs3zNYi7ZygbwKoqkH0MUfgICHoID3KYoiAgICIDE7pa7fe7dNabtCye3VEZZJG8Za5p4g/GCMEEAgggEa3t9wrbTXRXK2yvhroXhzHtOHNcOkfEQcggkEEEg2B6r2S0v8OIL+U2sMcQhJVkUfCVUB+aSRaFH1Fq4MHqX1FI/wA0fQSGN8vOWjkjreTC/Zp9ubS1W4mmlO8t6TBKeHOMHA7hIzvxvD2s+hPJTyl0nKDZ8T7MWoqZoE8Q3B3QJox7m88Rxjd3p3FjnQZ6xXOqwdPLhFMbg125g0t13e+VHWmoErBHITcajMv3K9itMy/gljkLIMIqi12RKUxhBJN84agfv4gIbavoZ+Se360uT7hfYi+1QMLnDeNonc1uRw3nPaAVl9ZX2W3RCGlOJ3HcerrK1Odd+04dRZnsChvNnTOqLDrdlcqw6v8AAQ+pK9FS83SW82xVtUTFybdYi8fJSMERdFBcogZJU5TB8M9t3TkI5OK+3yUcVA2KV0bg14c7LXEENdvODg4ODxWt4dTXeKUSGUuaCCRgbx1L+glHvIaZaR9igJFrK16eg2lir0u0OCzKUiJSPTkomRaqdgBVq9ZrpqkH9kQwZ806nRUNl5RjYbk3ZgbPsnPY7BW4mXJ1TaO6od79nPwL+eun7SB1ckygUsjrMQD4Cbj9DGH+Py8+m1NyKcmVNEIo7fGWjpL3k+faWmn6hvL3bRldnxD6Fxq/tMXVWarKN3Vq022cJD4VUF9H1pFZM3YB7KJKGKcg9hAfUAy59Zrk3PC2x++f9ZcPVBd/dnfB9C5MntI3VwVTKonJ6wUTUIU5FE+P8KYhyHDxFOQ5SCBimKICAgPYQzi7ka5NSNk26L3z/rKov944887zD6Fd5MdVbmZFdCKI5/uJWks+SrrkCbXjt871zFo10KyN9loBJIKgt4GZHJoxmQAW+yE3zviOaxi5EeT2TlBko20wNvZTB/N7btzyBvznOOnGVmHakuwtYeX/AGUvxnA4fEqNWXtLPVekDHTj7HqJ8dMoHUIz0VXXRyEEewGOVHxiUoj6dx9O+bPHIzybNGPS2PH5T/rLD+qC8H/nO8w+hcj9ch9XP/04ay/k+w3/AObx6zfJr/6dF75/1k9P7x7s7zD6FszdDHndyY59aK3tfeULmvuLRRNqQ1UrA1+ktKQgSDe1JpLuAXZNSlK9UF+sbsoPqAfNzxp6KTk/0hpGOjl0/CIJZo3lzdouyQ4AEZJwthaJutfXOkbVO2mtIxuwrrM8PrZSYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL9L9kX+EP+HOyL7a38ofGqHgfEtM/rocdo7lv19uCXGeSTbCG7enxcdfRbh14fJi7NOl5voVGeAT9yFWr1p9zfJGMAlKq3KIgIB2H668gdQabkojqB9xUZ8mIcjyjcvP+qmbd+LOtn1lYv7K1vCS2v00nGhLT7y2vPDze+wtTv4SR8QS8dU7bIfom1878indZEqFktE9FpJn9UixPlh2IUoBqX0Teijc9S0F2p25bO1uSOth2T/h2T5Vn9FXLmaKWB5wWk/Dv+PK1iep8y/Txbq68PPN0Ay2v+LNt448UdQPDfrkWlKhvmi6wSnqy4HuCiL2r6Xn3ioEHsBbT5hwKKpAz1Lougbp/TlnsbRsv7n2nDpyWF5B8Tn4/VUHuMvddZUVR3jbwPPj4h8K299I8gLTxO9nY0RycpEHXbLbtIdO/Vd7r8DbU5JatSkjFUmAKi0mU4eRiJQ7FQFx8QIOUVPQOxgzyZrfQtv17y3utFzL20T5yHluNoADoyCM7ukFT22XOW1aZFRBjnA3dnhn4FILiPzW2LyG6TEF1BbPT6LC7NleO28dxK0yvoT5KCSc1c52QhDxqaEjOyFi+SX5aW395AX4rCKqngUJ83w641JyK2O28q0WkqR0ptL54W7Ti3nNmQMLt4aG5G0cd7jhkHpzFHqSpmsTq+QN7oDHHAzjIzjpzjd1rB3ALqBcs+dvSctXNCg6R1LN8r1XW3YPVmmoN1KwGtrZaaLMhF1mKkX1zv7N0xTlw7+8qrTrNIDfBRMMzWtuR/QWi+UCjtVfPNFpqXmzJI/Zc9odnaI2I8biN3eHyq2tuobrcrTJPExrq1ucAZAOOHE/OqhuY/W069nACg1TY/LzpxcMdP0+82caZUZB1sVvcJOfsJIt5MrtY+ta85W22zKNWUcxMdy7FmDNsY6KaqpFF0CKb8s/INyPX+jDrRLUTwludsYG7h91CBns4qK1GqdQ0kmKhrGuzwP8Ak5XZc5+pfK9P/pg685ubg1M0c742DRtIQ7DR6q0pWINlyC2tRUbVP1GXVenlZ6Hr1D+TZty4bnOs+VRivdfOIqr7wTz1pTkMsOouVCssFPKfSWkklcXbnOMTH7LeGGlzstGcAb846DLa/U9VR2SOqe3/AImRrRjgNojJ7cDeqdb11nOtVwhp/HDlZ1GuD3GiL4VcirHVYsXOnl56K2vSWdzgnNvg2yyD3cl/CFtTikMXko3i5iOMLsWKjNdzHufF4PQlx9DvyZXqhmtllM0dzjYdlzi1zS4bu+AY3IzgEtIxnOCFEodXXqmlbPU7JgJ3gZBx2bz8KmL7SzeeYkZ089hQvHjUGsdicQdha1RkeUO4Z+yM42660jCbL1RI6ud6+g3F6r7yfJapNcU3Xlw8wKKPYxgQ+zyIehz0nYNO36tp6mRzdQQy7MbMbi3Dg8k7J3jh4Q3HgejIavr6uspY3sANI5uSe3djp+ZR06VHIDr5QPTc0nF6H4F8VL7rWo6M16hxOstr2pAxc3tSDWuDZpKvr0wccia8pBumlUXfOkyqtIcTLoEL4DCYEz7n1NbNB1Or4ZrpUvbedo95jI4HH3B6d3Hh51HKKa6Mt7mwMHc+OP8AJUDPZUdj9RmE1/L6/wBF8d9QXjgvZ+V7tfkbvC0XCOi9m67sCurKK3kGFPrK+za+9mGreCZxC5DJwEmAqu1S+MRKJE8Xy+0GmK7S0rb5USQ1wiPMNaNz35OA7vXbuOd7eA39ffpSWtirmmmYHRbXfE9A7N4+dWz8qurD1A9i9SLYfTM6SnG7R+1NhaKpyVp3ZtHfr+U+p1gonHVd/MpQiTK9a+jIOJrcjdIuGVXdKyTt/LuFE0GqSKPvCmrOTrkB0NFpaHUWqHSPfVb2NbgAAkgZy1xJcAXDGABjjwGcvGq7m6tdR0OAGcSf/qPEs9dJHqlb15nbd5TcMua+iKfoXmjxGeoqXaI1y6kFaNaIBOcGrzTqPj5KxXJWOe1+ZXYG94bzMlHSzSVQcNTppgIG19y68g1h0/bKfUemHPNulfslrsbTSRkbwG5BAO4tBaRvzndltL6pqqud9HWgc80ZyOB+P/PKiR1Auufy84n9TG5dPfj3xEoPJSwSuu6H+gfBR7O9KbFsO1dg02Es7YbIeJtKcU4pFZQcv3jxJsxaLHaNAKo9Zp+c9RnfJn6HrQ1y0RS6gvbpW1Mgc6Q7TAwNa5zd2WZBIA3lxGejgFi71q25w3J9JTBpY3AHHJJA7VJm+c/OpBxY6M/IvnTzI45ad13zG05sWqx0VpxRhKhrF3RrpuvTmtIiSepVfa9tlXKnyVf5FVM6NgAfemqXmE8JTkPhqfkc5MdQ8o8VjsM0ktjEJMjmuaXiRrJCWgmMAb2tz3h3E4PAi5fqK90lnNVVNDana3ZBxgkdvUT0qs+x9brrlSPE2o9SOldOjjnG8FYyErx7zOTMjYJi5Wc7WRaU++3+Chmm5Yy71XWbi+EdNYh0evyZY9sBXLtZ62Ay2bY/8PvJPzjrI903pi4HZw5uQOI/5eCccd4yeGCsD6rL9sipAbzI47j9Kv8AZbn1D3bpO3Lqc6Hrka8SQ4m37kFU6RdVHUhGR9xotanV5yg2lzBuod1IpVq7V55EvVmizYVxanOkYniDt5ci5CKSm5V26RuBd6XOqGtLmYBMbiCHNyHAEtIIyDjtU4dqmR9hNfCBzwYTg8MjoPDpXA9Pjm5sfl/0pqVz7vFOoda2VZdb8jro6p9SQsCVDRf6Z2Tt6lwLVuhMTstYAZybDXjVV4Bn5jissr5Zky+ApO7WXIpY7Pyow6VoHSutUkkAy4t28SNjL94aG5Bc7Z73gBnO/PC3akqqiyOrpdnnw124ZxuJx0k9A6V07o29QDaXUj4ITvK7atH11SLnEbK2hSm9e123srerKsKLX65LxzlZKy2KwywvHa8yoVcSuikEhS+EpR7iOS5SOQrT+m9a0VltDpnUNQyMkyFpdlz3NPgtaMYAxuXTZ9UVdZbZamoDRK0nhnG4A9JKoQ45e0EdZjnzreeh+D/Tn0xsfamvJ5/IbZvrGMuKuq6zR5aMigoNfj21r3LVW6WxpOVjZxdbz5tyLtimiRrG+JFw4Hfly9D7yPaapOfvs80NBsgbTnsDs78nIiO7hwb15ONyisOrNQ1smxSta6XPAA4+V863R3IeqYmKBFDJJmWIAdgIqJCioUA7m7AU4j9I58x9UQ0cF3ljoSDThxx4s7luqhdI+naZfDwvmyOq8TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwixDs/bEXQ2p2TTyZGzOEu7aP8AF3SZFOHzHcmJBAyaYAPciQCCiv8AqS9zhvbkd5ELxymVjbjW7dJo+J+JJ8YdMQd8VPkYc7odIQWR9O04Bh09yo8rdr0DSmhpNip1PI3vIc5bECN0k+DkN6WsyHv6NluXiBkxMSU/IupaXdqvpB4oKi7hYe5hH4FIQodiJIplACkIUAKQoAAAAB2z6XWKw2jTNphsligZTWyBuyxjRuHWSTvc5x3uc4lznEucSSSvA94vFzv9ylu13mfPcJnZc93E9QA4NaBua1oDWgAAADC43MusYmETCJhEwiYRMImETCJhEwiYRMImETCKU/EWR912TJsTG7Ek6q/TKX++cNH8Y6TH7/hQIr/HkY1ZHtW5r+lso8xDh8eFurkJq+Z1dNTE97NRPH6zXxuHwBysjzXK9cJhEwiYRMImETCJhEwiYRMIodchuaGtdFC5gWoheNgkKJfqWiHiSbaIUEPmDZpcCOEos30+7kIs7EOwmTIQwKZmrdZKmvxIfsdP7Yjj+SOnx7h8Sy9vs9RXYkPeU/tj0+IdPj4fEqnbpyl5O8gpY9dhJKwN28iJyNqPq6PkmnmtzD4DpODxfvNilETFMAKA4cKI/T4CgPbJbBarXbmc48NyPunkfPuHkGVKYbZbaBnOPDcj7p5Hz7h5BlZW09059pXBy0lNpvENdV45yLOI8qzaWuL5EwgcU0mrdReMiTLE7gKjlY6yJh+c2N6hlpWakpIQWUg5yTr4NHznyedWtXqGmhBbSjnJOvg0fOfJ51c1rvXVR1VUouk0iKTiYGKIby0gMKrl25VHxOpGRdH/AF17IPFA8SipvUfQpQKQpSlhVTUzVcxnnOZD/OB1AKIVFRLVSmaY5ef5wOxd3zoXQmETCJhEwiYRMImETCJhEwiYRMImETCJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//0pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCLpmx9h0zUevb1tbY9gY1PXutKfZb/erRJCqEdXKfT4Z7YLJOPvJTWXFpFQ8esuoBCHOJSCBSiPYBItPZf2t+6bDHcGzuKfSQ5H8geJWhXAuNp8gh2A8rQ1OtiCy/1Q2iu1rTGyazT004pud+ZB5YzGTZFFVwZsmU6hSLY36anUp469Uzjez5HcdnFgYRrOwPKTf6Fc2bOPu2t77GMI2TfVqwN497JRjxFeMl2rxi+ZuFmrxo4KPdNci7dAisFwiYRax/V09o6S6WPMSn8P2PCmzck7JddWUPYsJN1vc5aVIP5K/W65VGMpsZTkdQX5/KygvamXyTIuRUcqOypERAxQE5FDOoe2Oauq1+ganzJ6c/JzipBzyiYJWM08jeZJmyUVTQUmnFPt1A0xLPoZgdUDOTx53rkqYD5SCynhTMRbdul9z6t5E6qoe79J3eD2PqnZldZWmj3WuuDrxU7CvgMBFkyrJoO2Txo4TUbu2jlJF2ydoqt3CSS6SiZSLJ+EXUb7f6JqunWLYmzrpVNdUCoxqsxa7vebDE1SpVqJQEpVpOesU67YREQwSMcoGVXWTIAmAO/cQ7kWK+NXKnj5zD10425xm2hA7f1m3tdhpIXasISxa+8sdVXRbTrSKeysdHFmWbNdwUpXrQFmS/fukscAEQIpBYRMImETCKE/UY5kNun5ws3xzEea+X2q20hAQE6rr9tZ06YvZAnbtWKaDZOzKwNoTiRbGsgOPGLBx4wR8HhL4vGUigZ0YetpUuryz3tHG0JMcadjaODV84719YNhobBdWfXu3a8+n6be4qSLSKEoRg6JGnBRIrRcpEXDRbzuzohQIpb9UrqG1TpicRrHyesFAkNuTid11/rbXOoYawFq01s6/bAsTeMZVqJnTQNn9ydsq+hJSxgLHujqoxqiZCeM5RAixf0cOqQ26t3GK88jm+jXvH4aPvq36LdUh/sJDZS7p3UaVre4Lz/wAvN6bRk2xXQ7CBr7r7ooKYsxP5xgUAhCK2TCJhEwiYRdZuV0p+uqrP3rYFqrlGpNUi3U3aLhb5uNrdYrkMxTFZ7LTs9MOWcXExrRIBMouuqmmQvqJgwipd4oe0G8BebvOl3wQ4zH23si0owFvn2O7W1QgYnRE8hRov5Sn0q/MTNvY7CkSEMBkG7r6myMnihBUQWUbmTXORS16kfU94y9LnUNf2nyGdW2blr/ZPqK1JqTWUI3s+09sW8EUl14iowTuRiGBWkYi4RM+fPHbZo2Fwgl4zunLVuuRQB4y+0NaU2vyV1hxM5PcReZHT33Bvdw3Z6HS5ZascUiqbTkn7hJlDwUPMvTx8q0m5+RcJNGPmRxo5d8oRr74V0qgiqRbCOETCKljqDdbzQvBnelQ4k1HSfIjmbzBudfStrXjpxXopr3bq7WHCLh2zlbgomuK8crIxzNZ2izZNJJ6myIV05SbNVm66pF2vpvdZrjr1Gb5tLQ8Zrvd3GblZpKPJMbP4xclKWWi7Ph4EXccxXsUWyI9d/KMRHPplig8I5TYSLRR63FVoVJdBVQixHzY68emOLnJiV4aaS4x8q+fHJym1xrbtq614ka5Wvw6mgXbVi/SLc3zMzuRTmhjZZm5Og0YOW7ZN2iRy5QXUIiYimR03upvxt6oGoLDtHQR7hW5zX1oVom4NO7QhW1Y2vqO6okVULC3GAayMs0K2kU26p2L1s5XbOfIWSEybts7bNyKOHUp69XT06Xb9rTd13uwbL3O5WaC40JoRlXLztKvxjpMi/wAuXVvM2mp1SisQbKpqooS8qzkXyShVGjZdMDnIRWM13kpRrJxQguYLaMszPWs/x5jOSjeGftYpO5NaNK63Q2glGPGKEw4hCWZCAXBJRIkgdoDoBKDgyfZQSLX/AKV7U/x32VWIq7a66bHV2v1MnSOVIS3UrirR7VWJhNk9cxrw8VPwW738VIEaSLNZuqKKpwTXSOQ3YxTABFfLw25RxPMzjxSORMJqTd2jY28ObW1Q1nyKpLbXm3IAapbpuorK2apNJqwt41CYWgzPWBiu1PPj3CKo+ETiQpFKHCLh7BYYCpQUxaLVOQ9ZrNejXs1P2KwSbKGgoOHjW6juRlpiXkVm0fGRrBqkZVZdZQiSSZRMYwAAiBFR5o32iXp5cneoVSenVx1kNo7ivd7VvLOG3jUazWg47KSmutb3bZ1mYtbZM3OKuc43RhqK6bt5CNr7yLeu1kRbuVWxjOSkU6uoh1G+NHTE0EtyB5MTk6lCvp5pT6PR6TFN7BsXZl1ftXb9rVaVBu5CIYLvQj49dwu5evGTBqikIqrkMdIihFV7or2jzSNu3zqDQHK7hpzY6fU3yJlWkNoS78qtTL03XGxJKTdsI+GYknnasfIxykxIS7Num6TZPIpBZ0n708bkMQ5iLYzwip36kHWn429OjYetePz/AF9uzk7yx3FHkmNd8YuNVNLedlv4NdzItGM7MtjvGpY2PlnUM9SZoNU5CTdGaKnIzFBNRYhF0bg911tB8teRaPDTa2geT/Bbl5JwDu01HRvLfWq+vZXYkGwYv5V4tQpBdcrmSeNoiJdvPIfMo07ls1WUaC5Kgv5ZF1Xl/wC0D8e+InLzZnCtbiRz05Fbd1NXKRaritxg0vStpV9jDX2rwVqh3RgU2tA2VsiizsTZBdVzGoIg6N4CHOAlMYiz10/+rtTeoJta2anrnC7n7xueVLXr7Ya1x5X6EitU0SZbMbJWq2aswM6xvlqVf21wrZiOkmgoJlMzaOFPMAUwKYitxwi1ah9oV5Y7B5JcxeP3FPo2bf5UteGvIfY3H2+Xyg8kYCKauJKkXy6UqHnXkHIaVdqQX1YJ0h08RZg7eC3KBkxWUEvjMRSo4J9daucmeWinAflLxB3r0/OY0lWJC5ULVm5120/A7LgIqNkZp/8AUbck4OoupCQLBwsg+QH5KCOdto135Lw66BkRIolb/wDafKRxz6ldm4EX3iHPoa/o/IzVPH27coy7paJV2qn2s2jHkfcZahqaqMKDOLYuHrpRn8u+as0i3CiagiXwARbUWEWsbpf2k6mb16qEb04aRxQnXVKnuQW6ePtb5TjuJqet2Ob0ZXJuats3DUFPWH9nMFHUUimimSfHu1ft3Qn7HBISLZywi1vOqX7RVr7pZc4tXcStlcZbPsCj3DW2sts33edc2QnHKa1pV82ZbtezEiOtA13Nr2c9USqgvCkCaYDIKOSNSCkoJTnItiqu2KBt9fgrZVpiNsNYs8NGWKuT8O8QkIicgZpkhJRExFP2x1Gz6Nk49ymsgsmYxFUjlMURAQHCKr3pq9UFh1FOGuz+XbLSzvUrbW2xtx6+PQnV/Ruy8wfUcPFyykqSypU6qpsSzwSXllRFisLbwdxOr37ARVDcd/aN+dvLTV7PdPG/oN773DqyQk5mGZXWm8oK49iXUpX3Hukywb+fods6Vcx7kPAcoJ9xN6B3wimLxt69jTljprlc30/wg30HP7iGhXlr9067/KsaNtOwJzN1hahIvqlcHldelXjKsEoqtJC9g2b1qoimmo1Im7bOFCKFvIL2kjm/xTj6FK8iehNvPUsftC+RWsNfu7XykrbdK1X+bRcuImrRYtdDuhUlHyDNUxCmApRAg/ODCKxbiH1OOojyA5E661FvDoqb44oatt6tnJaeQFx3vXLjW9fEhaXY7HEKSVcY6srruSCyT8O1h0gI8R8peQIoPiAgkMRXl4RMItQL21b7VloP8P8A1Z+TryqwilNmul5BTCJhEwiYRMImETCJhEwig71Y9b7G3b0r+VunNP0azbK2bc1dI/UzSKbEupyyTXyDyI1RZpcY6LZJqOXIR0FDuXS3hKPgQROcewFHMzZ5WRz9+QAQVsbk+rKeluOKhzWNIdvJwOB6SqbvZzOG3LPifyX5H2vkdxz27petWrjDIVSAnNiUuYrEZK2BTamtJgkQxdyLdFJw/PGxLhYEyiJhTROb4FHMrdJ4jTYa4E56Cp5rW5UTrOYopY3SF43BwJxg79y2dlR7qKD905x/jMORJefjxKpN9oY47b/5TcWeL9K466b2FueyVPdNrn7FD67rUjZn8NEO6OMe1kJBtHJLKNmq7wfLKcwAAn9Mkdmmja1zXkA9q3Lyd3CkgppYZ5GMduxtEDPHrWXOgJpndnFrp73TWu/NW3jTmwHXLrYl1ZVW/wAA/rc65rEnqrRcOwm0I+QSRXUjXUlXniBFQDwmUbqFD1KPbhd5mOe3YIOB0eMq25QLlTSVEQpnteWsGS0g9J3blUL19OlpyP2/zcQ5HcSeP2yNyVzfuu63O7JS1hU5GyFq+2qe3JSp4JJpEILBHJWitRUPJEVU8Jnj9Z8fsJinMOSoKuOSAB7gHDdvKmOlr9SVdrYyeVjZ2DGHEAkdB3+ZZR9nO4Zct+JvKnkNbuR/HHb+lqxZ+Ks/T4Oe2LSpisRcnZHG29RzSMMzdyTZFJeRVi4V0uCQD4hSQObt2KPbruc0RptlrgXZ61aa1uNEbOYo5WOkLxuBBPA9S2f1R7qKCHwE5x/jMORErz6d5Kpx9oF0DvXlDwh0TrrjxqO+7luMByXY2yZr2vK5IWWWjK+nq7YkSeWeM45JZVBgEjKIIioYAL5ipS/EQyQ2aWNgc15AOOlbg5Oq+lgZLFO9jHFoxtEDp4b1rucU9O+0M8IIK5VrirobmRp2C2FJxU1co6D0UjKoTspCNHTGKeuTWimzqqKrJq+VITyTJh2OIiAj2EM459O/wi0+VbMlqLXOPsskTh2uH0rtGtuil1aefm/Xe0OYUVfNVtbfMMn21d/8m5tBW5/JrRJsz92gKC7lzXuxybOEalbRLEjRjDNyIpNzumSAEEvXLWU0DOIOOgKzrL/aLbAXc4w4G5rSD8W4Ld2puv8AX+kdVav0DqSPWitZaapUHQ6g1cqkXfrx0G1KipLS7lJJBN5Ozz0VXz9cCE94euFVPCHi7BEKyoNRKXnrXn7UV3fd699Q7gT/APT4FzsaoCT9oob7Ei5DD/AA+uWzThwKwkJxK09q04+uxwG5t8kupTuPbWi+K28Nqa3mKXpBjF3SkUCdn64/dV/TdKg5hFpKMWqrZZSPlWCyCoAYRIqmYo+oDkzop4e5m5c0HHWvR+nLpQGzQh80bXtaQQXAEbzxBW2BxohLBUOFfCOgXCDk6xc6BxI460u4VmaaKsJqu2ir6hqUJPQcuwXKVdlJxUoyVQXSOAGTVIJRDuA5G7lI2SpcWnIytN60qoqq8SvhIczbO8bwd/HK7Pte8X/WvHzkFd9Q1Sx3nccLp++jqOqVGMdzNil9lvq6+jaMSPjWKajxwDWzvGq6/llEybdI5/TwiIcbfsd0N2yAM9K6tIdzi7xGpc1se0MlxwMDfxWoZ0OemDy51Z1INNbt5M8aNuak1xpGIve0W89sqkS9bhpW7sKu+r9BjWUhJt0klJplbrK1l0UyiKhiRihgDsUwhJ6urijgJY4F3Rgrdt+vtFR2ySSGWN0xGGgOBO/p3di3lojdlvRtiT5WXcC3F54jFFY/hEnj+A9x7dhDIuyslEmc7srR8Goq9tcJC87O11r+enzp6UfPSm8/uR9z4xcVt723WzfkDZNqacvuutfTcxXWURZrAXZFVRgZdg1WaLHpp5hNgYSiIpuWJimADFEAlsVTC+IOLm5xv3rflBebfVUMcz5owSwZBcBg9OcrfCG4yWxatQNhT1Wk6NZrvQ6ha7RSJti5i5qm2OwV6Olpyqy8a8KV0xkq/KOlWi6SgeMiqJgHv275D63Z592zvblee9SCEXSXmCHR7ZwQcgjPEFcdloo+mETCJhEwiYRMImETCJhEwiYRMImEWTdRf+lxD/8AqSj/AOxS5c0v24LM2L2Rj8Y+Nfzp6P8AbB6f+GTX/wDPa0ybnwfIvVD/ALQfyPmX9OPYEOXZ7y9UDelYrlt0nMxEu2v0JfmrN1TxqpGjkZZ3KjKFBnHNo6OBRb3vxJHaeDzSHIYgGCPxyVXdWN+zlacoq2+i/bA2ua2u3gv5Xusl3kJyL1851Y5fOn8TuqqL65eJAcJNy8YXpgpUHKZSlTUB8ssk3OUAApvMH4APwkJ4b1uR4BiIfwLTnzb1tde1aEbkqXB4G3h8v6reTHbw9u3/ADBo77mWFBjDscMqJaSDQyo2PB2x/wBy7P7O79r13n+FjP8A+aHUeWV68FviKjHKd9oi/JPxq4nI0tIrtlHnJSu2iJlIg4g6RckIdHuIJPGqhgK5ZrgHfxIuE/QfQRKPYwdjFAQi+s9H2nXenajTN4bmmnb3rsd9FIN7JWdTmO3jocMsdlriDJtIajuelNQ097tTsVET97c97Iw7nxu62vG7sOHDDmgjVs9p+5bo7j5aax421l8qeo8ZtcNX1hZePsUNs7gaxNqn01wSMZu5GIojSuoEERMZu5UdkAS+I4DecjHJ/Jye6U9LKrYNe+Qlzm8HNbuYR04O9wyAQDgjIXrW63+PUcjLjAHNgfGCGu3EZ4g9o4btxxkblGvqz9L79Ipxj6a2zmkQZlP7V0M8r/IMCkEFoze6ks52z7tPHN6fKyVa2UavIeH5pmlOD0AQEx55Zb3DdKysp43bXMy4HHcMbPxtz4yrKaHm2Mdu75vWFtu9AzlL+mX6ZWoGspJld3zjY+kOOlrBVYAcjFUluwf6zdFROYVgZF1hNRLAqoiYqrmPcdh7lMUvhD0WGkqm139mqLcxwZO0OJaDucNzt46cja8q2doa4Ry0xoZ3DLTgAno6PoV1sbZZYjhBMrk4F8YB28Rvh3zzdpnlO1bBcqemjqZBFzgGNoqY1tkoHQveWDax1L+X/wBdBQyvVm5rqG+yU2ZDnN/sja9pph/3xz6+6OnfVaWoKmX7ZJTMcfGRk/CtB17AytlY3wQ8jzL+kfxgsEk04m8UEEFzESJxn0QQpQMIAABq2qh8A9PXPnBy98omp7Rrmqt1DO9lKyV7QASBgE9C27pa0UVRbWSysBeWg5VQ/tJ71d50oL0dc4nN+jXpce4j39fl19/53Np+hKvdwvV2qpq95fJ3O7ic/dNWE13TRU0MbYhgbXzFUd+yj7Io2t+RPLN7d9g0rXqMnoqrs4x9dbXBVRrIOk7+0WVaMXM6/YIunJEQ8ZiJmMcCB3EO2eoOVukv9ZpZ0Om9r0zLt2znOMHOMdKhVjfSx1odWY5jHSt143JzSPqP6ZTRXb1/+nFr7/jF3zwxJpHl4BcebrMb/uZPoWyxX6W3b48+MLn465wV6iyT9VttcusCquu1TnKrPRljh1HLY3gctk5OIdPGR125zAByAfxEEewgGaF1/TaxoKvubVLZmVGM4kDgcHgcOGcKU2p9vlj26HZLezHzL2ZrRZpMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXpknsRAwsrZrNNw1YrECxXk52yWKUYwkDCxrUvjcyEtMSa7aPjWLdMPEossoRMgeoiGS/S+ir5q2rbSWmGSWVxwA1pJPkCx9dcqWgYZKhwaB1rAmq+X/Dve1rWoWk+V/Hra17SBwYlOom3KPZLI+SaEMq7cw8NGzK7+bZNUyCZRdmRdEhfUxgAQ77Nvnod+UGxW83Gqo5hA1uSdk4H5WPB8uFhabVtqqZuZZI3az1qQ50joq+BQBKYpgAQH0+nNITUk9FViCoaWyNcAQfGpM2Rske0w5BC1aufBwT9qy6Pyg/AnGKOH+Kxc0M+rnIvM2m5F5J3eCx7j5mwrRGpGl+pAwcSB8blGih8iY3oudYrro0mSUbQev8AdnGTY3M/RkeuBEYux7djYV3uPXdUh2a3gbkZhO7Ot8GQADwkPGlTABTABLso0lDrXT1trJGCTYlDT2DOy4/4WlYbnJbbVzRtOMtz4+kfGVGMeOjnSHsgG2tjWNBcb7y05E685DWN7JeNWYXh3e/6Fr6kg7dq+JVw0k63Rk5pDuY3cZk5/sjny8jvcNVr30ojx/w8BG7r2C4/Kx5F1mmcy1d0H7t3z/5K7a7f3KG0/wC9ba+/yMrWaQg//uAd+ed8kqTO/qoPyfnXd+mMUQ9mepxxDsUOC3MARMPoAAD/AH0IiI/AAAMsNXwyO5eKZzWkt5+n+KNdtvc0aWeM79l3zriPZZ2yjno9aqIUfCH6NW9hMcR8JSlC5CJjCI+gAAB6jkR9E7aKy86xoqKk2tt0cY3eMrIaKqI6a3SSSYwCVXhQFh6+nXMktpOxPaOnF0rVEGdGSVAXlP2nslrOqLQr5Mh/NYyKW1tiVk8yv3TOi8ptVZNHJCKOgE227nVx8i/JE2Bzj6eTxY7Wuc3f/dtOPyzkbuGAgjOo9QFwH/DNd5CAd3nO/wAQVunXv5yUHhRwug7pa+OGn+VOxdmbhhqLo3We96HFbH1tDbAUrNqfONkTlVlGqy0kas10jtkgixWaPnDiWTRKumgo4HNGehstV11XqOrvstTPBStaTIWOLXPBcMMyOgkBxzkd7wzhSfWU8FBRx0rWNfITuyAQN3H5vKtaHrp6167UP08tebD6lm/uL59BT28dZx9f4t6gp9VirlrnYb2h7FfVZCSmYDT8K1K2qlbjZVmu0ZW6YagZUnYVwICiftHTtRpx9fJTWdrzURtO04kkcRni48TjfgLXFWysEQfUEbJO4fyFssdZ8wh0BuSJQEQD9LPx99Po/wDS601nmDk9e8culSwE7Bmn3fqvU1uwHqXjPTst+ZSa6ISqgdKrp3lA5gL+l0p3oA+n9tf5FeVKqqWctzY2PcGc43dnsCv7HGw6aJIGdkqlj2O4Dn6eXJFMhhDxczZv4fd/QT01kz9FW2eV9up4XEFzf+9yx2hS1ome4cD8y+S2ctuoLzA6pvL/AIwdF7UPDDjDN8bnklSuTXNnZ2p6apsm7WqOsicFZ2NutxaDepJ/Fvr7WnTSKiywcu6emgzv3LpEngRbbU0XY6DTWhbfUapqKicyRMcyMvcWMDm5aGtyBuaRk5AGcAbsnBXKplrbpMyhYxoDiCcDJwd+T4/56sRdDauckal1/uqHWuX+zaXuXkpDccjMtubL15Es4OmWqyp3rjsKbqDiWFQoTRmiyiTNmihSRDEBXQOYSCIic1py3OppeTSJ9I0tpjUsLQd5A2ZOnJ8fErs00HtvLg85fsHPwLOcKzaL+2DXB64bILuofhu3kIpdVMp1Y98tx+rEQq7aHH1RXPGSjlATB2EUlzl+BhzCPrJ6P0PQnp3FsoiIyO2VyuRG2TVuy8Zbtf8AaFP32jxVRXoi86ROcTCI8b/iP+u90Fnnz0KdZU1ev5XzuLjmbj+bkUs11GyO1ANAA734wuFqzWMH2XhwzWbtyRX6ipcn5UfCQyAzYcTp2VRc9ipgQHR7KBVu/bxAuPcR8Xrm5Kisuo5fGwhz+5e62jG/GztAebCjrI4PUqXYHOc2fPhV79Oxy+ceyJb/AEnpjCgx419QdrEgYe4FjzWjbb1QqYeIexPlV46Ht6fOEfT6RmmomRDlooXtxzh5nPmA+LCxtIXepyQdHffGpo9EAph9m31IIAIh+gJzx+j/AOz1yfyE8oEUjuW+kc1pLedpt/6kaydpcBpmQE79l/xlYq9lY9OjTch/+z5yI/yJomZblgOOUW1n/px/vHq30/7ET+N3xBdC9kMatWPS23XJNW6SMhK84dkN5B6QgA5dN43R/Hf3Bssr9mZuzM8WMmTv4SGWOIB3MbvAfRh3WtpIKWlp5HNiMAJAPSXvB+ILK8nsEcjnvcAXB/zBbOwmEw9xHuP38+cz3ukdtPOXLcAAAwOC/M4qqYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRPh6j6AHxHABJwOKE43ngo1bO3s0iAcQdMVRfyvz0XU0XwLMI432JiMvsk3zwv996opj/fj3KX11yO+hrrr6YtScoDJKaybnR0hyyaccQZeDoYj7XdK8Z+1jDneZ+VDl5pLOJLFop7J7tva+pGHRQngRHxEsg9tvjafbnLWw4dOnL1yu8eOFnTpyodZw5cKHWXWVUHxHUVVOJjnOYR9REe+e+KOipLdSR0NBFHDRQsDGRsaGsY0DAa1owAAOAAXjOqqqmuqX1lZI+WrlcXPe8lznOO8lzjkkk9JXoy5VumETCJhEwiYRMImETCJhEwiYRMImETCJhFm/jk/9w3HUBE3hTdnlmCgf33vUJIkRL/4z4B/xZhdRM27PN1jZPmcPmytj8k1T3Nr6gJPevMrD+tDIB/i2Va3mrF7bTCJhEwiYRMImETCJhFhbd++aBoOrhY7q+UM4eGWQgK7HgmtOWB4iQplEWDdRRMibZuByiu5VMRFEDFATCc6ZD31Db6i4S81ANw4k8AO35hxPnxe0VDPXS83CNw4k8AO35h/Ipf2rzb33umRNXKeo+pMJJrC0j6vRAeL2STKr3BNs8nmyRZuQcqFESmTZlaIqFHsZI3xGa0ljt9C3nZsPeOLn42R4hwHlye1TClstDRt5ybD3ji53AeTgPLk9q79ofp7bCvL5rYdx++UKqmOV0rDmURUu84U4+MyQtze8JV5NURHzFHYGdFEOwN/neMtvX6ipoGmOixJL1/cj6fJu7ehdFdf6eFpjo8SS9f3I+nybu1XH6+1jQdVwidfoFWiq1GkKQFgYNw98fqJh4SuJWSWFWQlXXYf7a4VUP29O/YAAIZUVVRVv5yoeXO7eA8Q4DyKIVFTPVP5ydxc7t4DxDgPIu+ZbroTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItTf2xv7WTov8O3WX5P8AyezYfJr7Oy/ojv3kSjWqvY9n54fJev/TlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMIum7D15RttUa2ay2bU4G969vcDI1e50y0RzeXrtnrsu3O0lISbi3ZFGshGSDVQyayKhTEUIYQEBAcItPjrecvtgdIvQm+eFHAHpMMKHxf3hpmYkdjcu6HRrLFcfKTat3wsxqe6NZWsU7WLekm2NH0+CjyoPpW0EJ41WZVWKySQJKkUw/ZPeNOlNE9Mo931Pv2o8hJ/fm1Je8bVm6QzsUXB63uELXK7W0dNqxVviK7akJqnRjUjx44fxrIz1SVBZsVWPMzcrkWzthEwi/nh9eX+6n+lZ/3QdOP8s24YRbUftAvHrV3ITpG82m2ya7DSz3UujrzvTXU4/ZtlJan7B1NCOrpBylcklExdRL2WLEKRTkUDEF1Hv12x/EmscokVAfssW/eVzPor83YDjlrxrvrd+jt33QOL2sLLZoOs19/aNg66ocu2rT6atdkqFfjqjEXJw9n3qB5SPO597dJprkWXTMBFB/kDz+61/GLjVdeXG8+tXxTqfLai7UjoeT6YNTfcHNsXUKG/t8ZVflAG2pJu8R6rpiaRO7cxJGbh81gWyrtxKpPUzolIpp9Tfkn1F+pp0BNWc9tP7T05pLjVa+PGwC88tDP642kbBtK30jfjDU5HGo5WX1vdputQRblRX75FD6pYlZNm5SSVWdmIJzEXH+yg1/qBUTi9F8h7LyY1BEdKulOeScpa9Cr1aNPtpjeq9HJyEteTWcmozzI19k9ai7MgW3eEUUxKDUfsBIo56q6tvVS6vu0uTWzdBdTPiT0rdG6ckmrTR2ntzzWnq1PbGVmPl1zWmctPXyv2Ow2CQJFQiBrHJ+aaGZPHyKbKNMQy3lkVt3Qe6y/Lbql8Nuaup7ktVD9QHjVrmVDWmyYWIqMDBbLl75Ubyw1VZ5iumara6Y2Gr7LqxUZUyTVCActXTI4NSlFwBiK5LpJx3Uyi+LEg26r8/XrHyhHa1uVYSFZR1IhHF1YeGqgVNuYml4WBp/vKcwWVEwmQF52MXzDCXywAis+wipB9pC+0lc9/9r/X3+fDV+EWvBxGT/U4ufnQN5btg+RtIdVTpg8WuIG6nZfmMP0b61ozTlfoEq/EPAxZuJWQb69aoKLeFUW7eUOU5g80oEVuHUHQ/T6ddDpt8CGofK+pOENan+pLyXZJ/wBkxalsiZBvWePdfmm5+7YX8ZakGaqrZQOziHtChuxygJQIsH+x8OXrPpf8nnkbGnmZFpz/AN+uY+ITdNmKkq9Q0nx1VaxpHrwxGjM75chUgVVEE0xP4jCBQHCLpdkd9YkaLu3eHMjrW8d+nJyainF5suluCsFF8PLbruEr9fi1Zul161WK22B/Y7GW6OCi0KouWXfNG4kcqHdHUBkiRd/e9S7qL8t/ZxY3qS8YbnE6c5f6f+qS37dSq+uaBdKvsmj6Ru9mpe2lGFZ2TWrtH19q+oqBLit7omg5au4pZm3VK2U7HIrcP1VjU5ej4HVhN8mfUl+lgDb/ANTHvgg2HbYsvqX/AEHQe+Z3+Uh3l/6Kfj8fb3r18Xb1wi9nRQu3NPbXTs0dvTnrspTY+9t+s325GhTUSga+RperLn7svqqqt4fXtVqMc5B3TGzacVXeN1ZAjiZUbqLGIgkBSKdfJTjlqXlxo+/8c97V9za9R7Rjo6HvNbaTMtXlpuIjp2LsBY75agXcfNRyLl7EJFVUaroL+WJgIoQwgYCLVpidM6n4++1dcUtQaQ13UdVawpPSvmIurUajwbGv12HaBObyUVFuwYJJJqO3jg51nLlTxuHbhQ6yx1FTnOYi2QeQXATityl3hxp5Fbz1w4u+2OIVme3Lj/Nq3G6xMXR7NIStanHMwpVYSwR1WsbsZWnxi5Bk2bwEzs0xIBe3qRa1HVStcf1ZOsj08uAPFNBO5n6ee7f0ynM/eMOAOavptjD2nX0i/wBatbI28SQXQiVLBi5bJGOULDJMWhxKqwkgakW4/hEwig9B8JuG+hOUvIDqRp1NjTeQW1dbkgN5bwtmwrWpBo60psNTgW8+MtFmXodGgoeD1hEndOWbRiUqEd41T9vMExFrt9LZ4/6mPXj5idXbUNckK/ws1ZqMOI+pdiyUY4h3HIS8xjGnxUnZIxo5RbuHMGwi4l4+OosBHLVm6hEFUyrmcJNiLtnsuIp7KvHWV5PWREj3aG3eohdoayTrgAWffIcA5sVuh4Vu5P3UQi49/sR4VJAglSImRMoFAqZAKROAxk9Ue1ddYPS9MSJD0LanFHV3ICxwbIoN2LnYjOO4rO3c4u3SAiSz9/O7wsjw6oh4xVklRERE5hEi7b7RFwM4m6T6W3VX5YUDTdaZcj+Qrrj5M7O3HKFcz92fE/TN8doj5Br0pMLPBpdWVaQ7cV46IKybPVkirOSrKlKcpFYinNfU57PMnYfGKfyD0ZCTXmB27k+S+EIPvGHfsHcvkd8ItefpP88usRqvpRcbB4SdKKA3Xxj0Lry5lmtl7F3TBVi/7ufsdg3S27FkNL6wZzEbaF4iGk5N4waKkZzS0s7aKA1SUXAzMpFtU9MDqMak6pPEWmcrNSxMlU05SVmKXsPXU29bSkzrPZ1YIxUsdNfSzNBq0mW5GUqykI96RFuZ5FSDVZRBsqdRukRWFYRYl31pHXvJTS+0NAbZjHc1rLcVJsGvL5EMJN7CvJOq2iPWi5pi1l41VvIxizlk4OQq7dRNZIR8RDFMACBFqUbZ49aQ4te1J9FHSfHjV9P1Bqun8J+QDeApdKiUYqLbnU1XznF3IvTl8b2ZnZNUnmvZF6q4fvlxMq4WVUMY4kWzTyj4CcVuZ1245bB5Ha3cbBsnFHY6e2NIHNcbtX4iuXpKWqc2SVmK7WrDEQN1bg/pMf3aTTd+zFIiiQpeWuuRQi1qeu1bY/ql89OC/R/4rNkr1tDSW/ITk3y12nCFI6guNdBrceES8iZqebgoi3sI16zLPXjEyiPaTNBsQMd48FNuRXj80tXdUq5cxeD9v4a741xrXiFSrrFPebGurWlXz2nZ1MSvtXfSkZUTyeprtJEdr0RtJtC+6zMEbzlydlSm7KkIsn730BxR487E3F1UVOMdk2jyn17pCfZPbBrBpZLrue4Uit19JMaFreivrO2qS9kloyLIzakbt2jhcyhyGWAFlRORauOpOS6fW/69vEXYz+oDwagOnRW7Na4HTHIiTb1HmNyAnJFJxYlmEVrP3RL3KtxApNF3zQrt77nEJSDgqqouzJtSL7XnJnmHq32kDrAR3BHh0Tl9vq56p4n1CObWXYkFrDVOqKXUNFaWd2627Dts66jkXJn9gM0aR0Sg7ZuXqqipiKCLYUlSK4rp0dYrdO7eY2xOmx1DuKTbhvzep9KHZtMiK3dmt91duOiJpIvHrymzbdeQSSkmUU4F4iVtIy7Z42aPvGs1csVmokV/+EWgB04+pXLcBeol17YiN4L83OYRdmdSzcskrJcR9OudpR1EGsby5EtiMbw4Qdtghns8E0KjEg9/OTarD6eD1IrANN6y5s9WTrT8UepDsfhNt/gRxO4P61s0DWEeSbEKfvbctonGF9IwZEoblBlPQ0b8r3lJZQFG60ahHR7jwvlXL8iCRFVhyE4Y/p6OdHtSeooiK+VdiVPXult4ahTRR8+SHZGnGcXco+KhyeEwBJ3WAZSVdIIgAASYN6l+yAiv71f1iWw+zeh1I39jQcbgonGN9rGUcO101nznlnX3CehoF3JNTnMqI2naC8dYDoh4jhEvwV+xATARUYccuHLjg71IPZhdO2Fisz2bYNGchNzboUflP8srbY3LWNlXyzsJ5VT9ccytQQlmsAZUe4nSiCdxMPcwkX9CLCLUK5o8cNW8vPaXFeM+6oQtg1jufol2ik2lkUEivWqMhurZCkdPQrhZJcjCyVeYQbycW68BjNJFoisUPEQMIsxez8ci9pcdL3yB6FvMKbFzv/gtIPpPjjbZDzWyG6eJko7bPqu+rZniq6rxGntZ1k6ZoCqZVrAyzdiCZRhnfgIujezMfaXuUf4SHM3/ACNq2EVXXs+nWCsvDnpv0nREL0yepDynNH7O2tNtdocZ9AP9hasl3NksfvpIJhZmrovmy0Qp2QeplSMZFUe3Yw+gkVu3SA4tcydvdVXnN1nuVvHSa4ZwfI/Ule0RpnjrdZBBbZzmrxJNMslLrfolFBlIQL9vE6JjSmRkm7R0u+k3PltytmzdVYi697Vt/wBCvpd/99A0l/k5b8ItrzCJhEwi1AvbVvtWWg/w/wDVn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCL62j50xOCjVY6Jw+AlEQH/AHu2cg4jguxkr4zlhwV9jyeln5QI7eKrFAO3Y5hH0/jype53E7l2SVU8ow9xIXEZxXQuRZS0hH+rNyogP3SGEP8Ag7ZUOc3gu2OeWL7WSF4vJN8/N4nbhRc33TmER/3xHBc48VSSaSU5kOSvoZTsrHh2ZvFUA/1BhD/gEMqHubwK5x1M8X2txC/Xs/LyBfC8erLl+4c5hD/fHBe53EpJVTy7pHErh84K3XIspV/HD4mblRAfukMIf8Gcg5zeC7o55YvtZwuX+rOy9u3yq5/+eH//ACs587J1ld/phWe3K413OSz4Ozp8usH3DHMP/CI5xL3HiV0yVM8vhuJXEiIiPcR7iOcF0r9ARAQEPiHqGVTguab2KZaJeS3fLJJiHYSlOIAIfx5yEjxuB3K4ZV1DG7LXEBcW4crujiouoZQ4+omMPcf9/OJJPFdL3uecuOSvJs8cMzgo3VMkcPUDFHsIYBI4IyR8Zyw4K5B1YJd6n5Tl6sqT4eExzCH/AA5yMjzxK7n1VRIMPcSFw4GEDAYBEDAPfv8AT3zirfJBz0rnELJNtkvIRfrppdu3gKcwB2/jzkJHgYBVy2sqGN2WuOFxK7lZycVF1BUOI9xMYe4iP+POJJPFdDnuecuOSvRlFwTCJhEwiYRMImETCJhEwiYRMImETCLJuov/AEuIf/1JR/8AYpcuaX7cFmbF7Ix+MfGv5qt6b2x3ybuLShGliXl1vewt6WeAdLMp0tsW2A8TrhoV63VbrtJYJgyPuypFCHTW8JgMAgAhOBw38ML1UMc333g43+ZW13viZ7Qvt2Gd642q3513erzqYMZep7P5BWF/U5RAQAvk2Fjctn/IDluAF9RegJA9fX1Hv0mSnYcktBWNdW2endtOfCx48QP0qxHpldEK08cto1Hk5zPk6knbNcyDaz6w0PVpphb1GF5jzAvBWvYtpiTuKz3qMiQrxhHxLmQIu+SRWWdETRO2cY+suUTGFkRy49KhuptbUMFI+moHbczgQXcAAeOOnJ/ns8PadpBWU1fwRerD3OvaOShxEfX7KO0aOcrU7aicT1ru5PpXTUM0juJc3/uWW/Z3fteu8/wsZ/8AzQ6jy3vXgt8RWI5TvtEX5J+NXE5GlpFdkibDWNfwd02xenPuFG1TTbPsS3vxAo+61ymQr2wzKyYGEpTrFYR6ngJ37nP2KHqIZeUURlmDR1qRaZt7rhc44Wji4LQq40W2icuep5SNr8t7/TNc662TyHlN2bnst9mm0XTWVfjpeT2O+pSr+QEpE46eLGJVxiiUvzCOkiFKUpfmzMjZZst6BgL009hgpOapxvazZaPJgebitpfrF8g+BXLHgJvem1rmXx2uu0afMVrcenq9FbIgJKYl7ZT5I7aYi4lmi4FdxKTevJ2bZNUSfOVdOEygA/AcfSQTQylz/BKh+nbXdLdXyTVQPMyZHwqnv2cDkGSp8ktr8XZx8CcDyQ10tMVZsqp3IO0tPt5SyxqTcihgSQ+Utfv7D5pi9jrKtGxBA3hL4ey4w87TnrCvNaW4V9mc4DMke/yHcfmW2hX15GKs7Rui7dtTJPSkEEXCyPwP9xM5cgk1rttXKO7KeCU5+7ja75QK0Bb62voaxrKaaaLDvuXub8RC0P8ArUKKLdUTl8qqodVQ97rpjqKGMc5zDrml9zGOYRMYR+6I5sGjiigpY4YGtZC1oAa0AADqAG4DxL0/bJJJrfDLK4ukdGCSSSSccSTvJX9IzjGsm44n8UlEx7l/S2aOTH7x0dZVhFUv/gKJiH+LPkj6JankpuUuuilGHc853kd3zT5WkHyr0JomaOoskckZy3GPK0lrh5CCFU57SL9qevX+3Vpf/wA3X2bv9Bp7I1X6O75TVHeUL7XH+X8xWlf03+mJvDqeXnZVB0hd9SUeU1dTo+6zz3bkxcYeLeRklNJQSDaJVp1HvLtZ+V2qBjFWRQTBPuIHEfTPdWodR2zS9AbldnFlIDgkY6u0jitaUtJNWS8zAMyFWzj7J9z1Dv8A+5B8LfT/APffeP5v+aod6Ivkzbn/AIibd+A3+Is4NJ3k/cN85+hbTvSi4X7I4AcLq9xs2zZtf266RGwb9bHEzrSQsUnV1I+1yLZ2wQRd2isVGWM8QTREFimZlIU32JjB6h4Z9Ejyjaf19fmVdhEnMMhYzLw0OJaST4LnDG/dv8i2Xo+0VdrpiyqxtFxO7OPhAVimeXVNkwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi/Sh3MAfdEAznGNp4aeBIVDuGVpY+1Yco9mp7h0Xw1h5mUhNQstQw+9LZDsnCzNpfLraLpdqvCHnUkzASWjKVG0YTsCH/W03sg5OYonTSMT6w+hg0ra7VoZt6iYw3CokLS/AyGtDTgHoyTk9YDVovWdbPPczTuJ5pg4dpWpFBT05VpuIstZmJSvWOvyTGagZ+DkHUVMwsxGOUnkbKxMmxVQex0iwdokVRXRORRJQgGKYBABD0u9jJGGOQBzHDBBGQQeII6QoeCQcjiv6rHTU5DXLlh0++KXIXY4+bsC968cMrpIigm1PP2Sh2uxa5lrUq2RIk3QVtryomkzkSIREpnYgmUpPCUPlB6JnTFt01r6VltaGQOe1+yOA22tfgdgzgdgW8dGVs1ZawZjlwBGevG5V38vOC3KPbPXt6d3Omh69YzHGjj9oppStoXxW70WLeV+xIzHJd2dkjTpWxMrnNEBDY0SPmsY9wiPvIh4u6SoE3Zyf8rWkrTyK1ljrKoR30l3NxbDztAtiAO0Glg3h3FwO7tGYzdrDXz6kjqo2Zpd2XZG7e7oznpHR0qHntI3R25QdRTdXGDevDygwV0tsLr60ad3OrK3ukUIIWrRNnb2bW8wY9wn4M88gZe72VNyRmVw5SSRSL4DAcgBK+RHly0lbtP1Nv1LViB0cu3Hlr3bQcO+A2WuxjZbjOAdrsKsNS6Yr5qtk1FHtgtwd4GMcOJHWrIurTwQ2VuTo4vun/w8pzS62qlVvjLr/XNZd2Kq0tF7VdKWmhpuHS0zbpmDr7RdKt1g7g4KuinWUASl8ZzAAxHk+5aLB66FXer9UCC3TGY7RDnYLgdkYaHO44HBZC7acqvSRlNSt2pm7O7cOHHjgLJlI4U7CvHRNqXTu2UeO1vt+W4Iw/H+dO6kmFhhqbs5nr1CJYKSUpV3Uuwl4WItjVAXSjBZwVZsQ/kmMIlEcHW8r9hpOWo6jpZOes/dWdoAjajJwSA4AglucAgb+KuotP1Umm+43jZqNjh1HydvUqFuNmhPaP6DwGvPSLj+LmiKFqdOm7goEdystO0qK/nmeqNhOLTYLPQ6QSvbMflmp+9ObG/jISReRLU0Q1kypvTMBQI8a+o6rXHJFUXGLVT6+J9Z3pA2XbQIwASCzds439eN2eBg7LZf2QuoRE4R7+kfBv6VOTh5wc6iXGv2e7e3Cuv0NvQ+b9jX29C0KuxezNYOTrV/atygEJl8w2Cxt7mkwUg5oEnMlRXPJN3TNZMp0xIv5IjrS+cqXJ3ceVOiuElVHJZ4Y27UhZJhr2h5b3pZtnD9ng0jyZxmqax3eGxyxNjLahx8HI3g46c44Z6VBbp6aZ9pV6ZnHEvGvjv02uCkjVHVwsN+s102Ls6pTex7tarALZuaTtMxWOalPgnIxEFGsotkm2jGqaLFkkBinWMssrO9Zai5G9aUhZfbq40+N2wHDZHYDA7jxOQd/mWLt9HqK2yZpYBt9uN/+IKzXrCcAuYfU26YnHFiyrlEpvPzTkvrLetp1bA2OMhaa82Ktr+Qg9sa0otrlrTYoGMUjrJNEdQ7t9OuWShYoElHxgWByXSnJNyi6D0LrK4WSmqHepiaR7IpXA52WvzG94DWne3c7DAQTnZGMKSX6z3S526Kpez/AI1oBc0deN4G89PDf0cVUl1EOLvtInWC4768qnIXi5o/UcLoi0wsvH6vq2ydbVq17y2M/gZauSm3JpSZ3DZKrCRtMhDu0UWpXkYIrTyvurZ4iYyjD0LScoXJRpueSeC5RZmBLnAPcAOOO9Zkk+I8N+OmJSWi/VjQx0Lu94DcPjP8/FsXdRnjtvXkt0fdq8W9b0htJ8hLxoHStSZ0Fe01OJbEuFZsOspe0QprZLTbOoELFJ196AOBf+7L+SHlKH8ZPF5Q0bymaYt3LLNfK2oDLK6eb7LsuPeuDw12yGl+8kbtnIzvAwVO7jZa2bTraaNmakMb3uRxGMjOcfCs99L3UmxONHAjh3orccGhWNn6k01XKheK+3mIawIRM9HqOzOmac1XX8pByRUwVL+utXCyRu/oYcifKPyhWO68rLr5bJRLbRKNl+C3aAA34cA4eUAq/s9pqoLCKWZuzNs7xu3eZVo+zh8GeUPTv4f7o1Pyw18x1zebjyUkti16IY3ajXpN7U3WsdbVtGRPJUOxWSMaHNL112l5CyxFwBPxCTwGKJpv6InlU0rqOvt8um6kVMEMY2jsPZh2244w9rTwwcgY38crG6QsVdRxStrGbDnHdvB3YHUSoRWTir1m+ml1ROafKXpt8ctU8s9I89Z6Qu87E3q51aCYVe5WaxyF6WLZ42W2lq2yQ0vTbzZJoGrpBw7h3sJIiCh0nZvC03zo/lQ5OtW6LoqW+1jKespYWMcx2d+w0NBaQ1wIcADjwgRwxvMWuFku9BcpX0sZfG9xII7TnfvH0fNkbo29OTqVcT+qby+5Yc4q/ULDE8mNHWh5YNx0y+UOThZbdV/2Pp3aExWIelMLAe5xEBXlm05FN1VYtsxKSJS8nwoKt/FFOWzlT0JXaGZaLLVskrG1DMR7L8iNrZG7W0Whvtd21nvuw4vtN2O6RXM1FTGRGWHfkcSQcYznr8ylJE8G+T7T2iq4dQRfXzEnFWW4zttcMdiBdqMd6tbE9XVitGjhpBLEa9JkCYjVkvPNHFQ7F8fj8AgYYTV8rOkJOQoadbVA6g3jmth/DnHOzt7Ox4ODjaz5Vko7DcBqfuss/wCE9tkdQHDOePYu/e0bGA3RC50D90ON3b+V9oLIX6EZ4frh7xwImP7N6yWvxi2AdWz8YVCGrar7RBs3pL6R6fun+OGjNhcWORfH+jnpXKxtfatC3aB4+bVasL061paiWnZ0B8jvKzGzKsA8W+phyupDEOgw97V8p2PtS+Xjk60/fH3691McF1iJ3EEuJbkZAa0k5xkb/Hgblremp7xV0wpaVhfA7q4b/GVsz6V6cMbqTpBKdLRC6x3yjOcWdtabsWxmTV0eGJtDdkbcpi33Bk0VTRknddj9iXl0u0SVKRwpHIppnKQ3cpfGt05c7fVcsEeom59K46hmBuzzbNloHUHFo39GStiwaYlZp80Z+3lh39pyfNlUA8Q9A+0fcf8Ahbf+kvVOMOgarqZ1H7gqtb5c2nadNfLUrXO1XlinLxHUBvA7FUezsva5WxySkAu9gW72KdS4i+K2KkVZn6rq9c8kVfWw6qlr4n1bQ0huy7ayMY2gW7tnp3kHG4npgkdsv8UbqFsThGc78jHk3q33oI8N+SnBnpuW7jjyb18y1/th5uDcVmi6+zutIubd9X7fT6Yyg5H5cpNhsEE3F1Jx7pAUVXJFk/J8ZyFIYhjaC5W+VXSlx13QVtoqWz0MMcYe8Ne3Dg95Iw5rScAg5AI37t+QJXYLFXw2uWOoYWyOJwMg7sDqK657PHwm5KcAOBGwtG8qqGy13sif5T37Z0VBsblS7wk4ps7q7S1ajZQ0vRJ+xw6Ci8xT5BIW51yuCAiBzEAhyGNAPRScommNZ1NMNNVIqaZlM0OdsvZh+3ISMPa07gWnOMb+O44y2h7RW21j+7GbDy87sg7sDqJ7VeHnjBbGTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLjpWWjoOPdSss7SZR7JIVXDlYexCFD0AAAO5lFFDCBSEKAmOYQAAERABytksl11HdIbLZIH1F0qH7LI2DeTxJPQ1rRlznOIa1oLnEAEjHXa7W6xW6W7XaZkFvhbtPe7gB1dZJOA1oBc4kAAkgGEOyd2TFuFxEwYrQ1bMJkzlKbwSMqn8BF6qQf1lsoH/SCD2EB+eY/oAfRbkj9DzYtCtivmoxHX6tGHAkZgpncfsLSO/kB/5zxkEAxtZvLvDfKXy3XjWBktFj26LTZyCAcTTj/quHgsI/5TTgg9+5+4NwXnpBaITCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsg6neCx2dQHHfwh9V0Cgc33E3ck3aKiP3gTXHv97LC6s27bO3/ouPmBPzKVaHn7m1ja5eju+EHxOka0/AVcTmoV74TCJhEwiYRMImETCL8EQKAmMIFKUBEREewAAeoiIj6AABlVVa5vIa4SnJHk8+ja/I/KcdIWuM1xQzEMdaPSjEpBKHRfNQJ4u7GSklVn5z/SRcR9AAADZFuhbbLWHSDDgwvf15xnHjAwPItg2+JtutodIMODC93XnGfOBu8iu80hx11poeDbsKjDN1547UiU1cpBBJaxzS/hL55jvDAYzBgdQO5GiAkQIAB3Ax/Ec0GrrlVV8m1M77Hnc0cB9J7Tv+IQutuFTXP2pT9jzuaOA+k9p3rO+Y9WKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//1JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCKNPMmt8h7dxW37XuJV4b645NSGsLSOiri8Z118yi9ms49R/VG75G2Rc3W02EzJtSMV1njRwi2ScmVEgiQMItG+n9ajq3VPhry84B8/enbzC5K8ytuQu0NV6rvI6ANCVxau7UpJ6EvD22oa+1nGRNwiqg7cO5OMeQKD5GyIOytjLIJkI8UIrRug1wu5q9Ijo/cytr7N1TJTXJC3xmz+S+qOJ5UZOxWX5QoOmSo0Cl2KGp/wAoSpL9tGcr5EXERHAvIt2xmaBwK/8AOatyK8LpVcr+SXNHiFXN6cruN8xxT3BK3O8wElp+drN8qMhGwtcl/cYKaPC7IYx1oSTnWf68U6iQJKB6piJcIrHsIv5wXtL9vsukfaCeFfJhrrK77FrWgdd8OtwS8RU4h+stPNtU8kdk3yRrjGWTYPGDKUkmcP5KZlQMVIyxTGKJfiRZC6gfXa519YrQlm4F8BumVyIqaO9DRlZ2deXzSfvVhcU0JVk+f1diWIpMBTdeQsy4YpoS87MSyrUkWdwiYjfxi5IRT6sHS95d9MH2Yvkvx90WM1YOY20Fme4uQ7fUCr2YsbKEuNn1zAbYouv3kOU76aRqOhquEbJnaCoR4mSWXZeIF0e5FqnV618BdndGqW48ccen5te+dTWsPfqy5Kclz0Ne1Q+s9cVPaK1nf3eMvf1SSKtSjp6qNomqIxCMPFAqu5dJnMu4Mmq/ItqLibp7ZO0PYypvUdMp1imdlm0fyqfN6K1hpBS1vVaxzQ27sR1Fsa+DcJV5MPqzGmWaNUkjruhVTKkQ5lCAYij57LzzY0JungpsjoxyLTZFf5F7Ag+WMgadNVWzjXbSiX6pIRq8q6sKU0WRYTMa4mFkRZKsSCdREvhOPj+aRa//AA2170z+nrfOVPHnr58A+Qly3VU5aLcaSXplg21UkHqEGSwR1mhWR6durTMFP1q4OwjH0DYiBKMHbY6pgXRT8oFyLbI9n5Yay1BxH5y9RPWHSaHg1DMNXSclraCLyB5LbCsXJyramqV12RLotG++5O1lrVc+VkI6Pi5yKi1k37tw9AAWK08sSK8jpG9R6W6o/FWQ5LTPHqb4zO2O2LdrENc2C5ub0+XRq0NVJYlkCbdUHXCpG8mazikVD5PMCYthHzj+LwkIrQ8IqT/aMIySmeixzvjIePfSsk7oNAI1j41o4fPnJybs1kqcrdo1TVXWMVJMxhApREClEfgA4RVec4OHFp5M+y2cOZGlRUy033xB4acMeVmqjRzR03tkRYtN6PqZr2yYJopBLpypNayM2qg1TKKiko0aB4BOQnhIs++ze1zb/IiI5n9W/k1VlK1vLn3uSLrtbiXbF41+prRnHiBb6+rEbClkkGrxmwdWZKQYrkKkkRyWAareEO5SkIoL+zwQfJSsdA3qbNeP8BZYfk0pv3mg90QwPHOIuyL7IV4v6USojutt5NFAis2ayIphGGUD3c78hCnHwAfsRQH6d+wei2y6fshp7Y3EBblD1rbjGbcr100hurjPsbcfIu88mJyatSFalV7fsCnTVL15SmBHse9lJJWTi/khi2cOZAh5AqguCLYB9lhqRHnRJ1ZRb3WFvdJC/wDI6v2erWmIVQTkImd2NYgeR8lFSKJDLR8nEyXgORQnhVSUEOwlH1ItaGt8b+R73mB9a2O2k6txTrnURdcuJi9GkX3ygtwea1BrtJjRVnaYC3QjZiOdIvfP8Zip3t4RIRE5RJhF/SljI2OhY2Ph4hi0jImJYtI2LjWDdJoxjo5ggm1ZMWTVApEGzRo2SKmmmQoEIQoAAAAAGEX3YRarGyICdP7XVx/sRIWWPX0emVMsVZwsc8NDpPRmt2CDNSTBEWRHQgqX9bE4H+cHp6h3IvZ7S31aOQvCGl604o8V63caxs/k5XZR/beTMFAS1iPo7WCc2lWJleiRcC3dSCuzJQFHB0nphSPEtEvMZlUfLILsSKIfSG6q3Rz6fmsqDxW0FqnnPYNnbeu1WbbZ3xe+MqcdaNzbatUk3hE7Zd5f6vJFaEqsZITByR0cVVyhDsTqGEzh0s7duiLYY5a9Tmv8Zub/AAh4FV3S9t3VuPmg8sz1A9ascRAxupKDU3rAszsW4JSDJ+8kYFpCN52QORsUqgI19wUviUUTACK0fCLQJ68/VNneRPOKY6ZO0EuRnH/pz6ctsW25V3LRWuZC87k5OycYwibKakV0U3UfX4PXou3iTVsVw5WRFwkpJvUXZkGcYQivy6UnVu6bm653WPT94PaK5E6XgKHriaWodfvOjj0Cgw9apqBH0qV3ZF7XNvH1kmHD07pdy6Bd5KP1lnDhY66iihiKojjZyzo3s5fP3qTaI5z1DaNQ4ncut4P+U3EjftQ1/OXSjyhbC6scjNa8eLQiKzpaxxkVNR8UsRJPzGbyDUVcJptHrRwYimB0KqVs7mF1EepJ1ubxq666i1XylZU7RXE6F2HEHgrXcNNUplR4x7eHEQoY5W0Y+iNSVUCOGqjpi6k1JFJFdYGgqqEU3PaZ4mUnOh/zji4WNfy8m6j9AA1jotm4kH7kUeVOjXCoINGiazhbykEjHN4Sj4SFER9AEQIpe8ZF9u1zpE8c3Wl6jXLXvSB6dWmnGsaDsEHbKrWfZsVxurKtVptvFJ7EPGETO2NuiweH89AyCapjCYvhHCKjHSXtXmgavo6XpXMjjtuzTvURoi9oq0tw9oWlbwi3uV6bSsmlTYKiOJpeRfVtvMMzMknyc4Zu7aOxci3SdpFRFUiyL0NtVbL6P/Rk5P8AKrmnTJSiWe023eHOayaXVRTr9oq1Vb66q8dU9fPIh/3JXL1dlKKB0GDkSrMflZm1dJouUV0iEV8XT/5ZyHOjiRp/li609ZtFxm64V7bKlQLjNx89ZCUs8s+Y1ezP3cWyZMU2t0imZJVgQgH8Uc7bqCbxKCQpFMnCLVI5nwE659rO6QlgbQss4gY7htvttITaEa8ViGLlbV3OJNJu8kk0TMmqyp3SRSkOcpjCoUAD5wdyLMntInVf3906NGav1XxXo8843nyqT2BERW62sA8ssPoipUr6kGdntDODj2UkvJ3999XCBYUFkTs2vkLuTkXUSSbqEVVXSV6rnR86aWpf0O6Zrznxs/kLuefYWPkhyWu3GRZS8bo2ZLO1lHMjKSb/AGFJSUVTYqVl3Jo6PO4cGRBws6cqOXzl25XItlHml1RobhvzE4P8RJDQGx9mv+at1iqZHbJqb5o2q2rFJS+1eillLe3WjHazlo3VsxXZgIqiPktzh37iAgRQI50dZjkJ0vepCer80dKCbpS7N1nEL6e5I6k1dcbNdaXtg0dV0ZyG2vYU7i8rb5qzsUbOAEUziGcsaOlIxyh70Dd0CpFWLeuRMP11etL0vt29OjUe2i6U4E26ZunIrmja9ey2u6lZqieyVW0J6naSkmklJvkBZ1uTiY+Pc+U/dObdIHBkRi3cuzEVlfKPro2fpq9RrZ2keoZx3X1vwnt9WhJvjLzA1Jrq7W1W5yasbCOpOC2WunMSDN28gnh5SPctopp8ps12jVYzMzF8m6KRQ/4dWC09Yfr/AGvuq/pPVmyqDwU4Y8ZJ3Rmv9w7Lqb+jhyIulkh9ywiidTi5D+ypRgzX3zKujCQypGDOFaGeA1dv0WwEW47hFqsezzwE7D88vaLHcvCy0W1mepreX0O5kY54xbyrI+5OUChXkas5RSTfNTJrkMCiQnIJTlHv2EO5FtT4RapPSrr86w9oj670w/hJZnDy0fpcIuUeRrxvGyfltIcFQYPlkSNXnl9h8XlmN2+nCKlKqcIt+w/VytXQrSpkqXp6SnUfrvU0cPSxkkSpF0nXNZyl6DVy773UY17VZ9u5hagumByCnPRSZ/AJv1xMiu96lkBOvvaSOhtNMoWWdw0VQeQJJOWaxzxxGRx1qpscqRX79JE7VmZUxygUFDlEwiHb4hhFtTYRay1wg5o3tZGqrAWIlDQKfSMkY5SbLHuxiCSA7q2QqDE8kCXuRXgpnKbyhP4/CID27CGEX1+0F8RdtwCGiesNwtiFT8yenNLo2exw8S1crOdzcYTOniuxaHON48vv0tH1eNmJJwqgQxDmrsrOEJ4nB2oFIsJezGs5/wDUT+Qi83XJmuSc9vblrNJQksxetJBNKYoVRcN0yIu2rRw4KJ1BIU4JlBQSj2D6AIs4+yYwkzX+jjraNnoiThJEm697qnYS7B3GvSJK3HxJKGavUkFypqF9SiJexg+GEWy1hFqs+1QQE7Pau6YqcHCy00dj1NtKvnpImOeSJ2bJKvW4FHjorNFYW7VMTABlD9iAI+o4RbU2ETCJhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFk3UfpeIfv6f2Sj/AOxS5c0v24LM2L2Rj8Y+Nfzp6QPbqDVAfucyYAf4t2tMm58HyL1Q/wC0H8j5l/Rr2lZZsbhLkCRceD3lUAAFDdvsx+/2yE1Mj+ecM7l5dvdZU93yDbOMlYmWcuHBvEusoqb7pzCOWxJPFYNz3POXHJVAXtL4h+hBwI9Q9LHyR/8AM3RuSqz/AGk+Rb85N/YyTxt/7lhnot9SrhTxB4k7X05yVuN2rNztG/JPYMClW6BOW2PXrTzXlArpFXL+K8SbV0EpXXBfKEBN4AA3wEMuK6kNUAB0LM6p07Jf2NYwgbI6SrRVetb0qgTMKW2toGP2+aUdM3IO4/c7igABmK9JX9BCgbuTGqx3r2Z8Z+hY460PLOm1Tpba4PqecdrJ9QJ3AGpzl21cQs4vpCuEi73c5czFYQeMTPX6kBEuUFADzGsssQw9gEBvLfRGnkcX8Qs/o3TElprZZKjG3HkDG8ZO74sqkLps9F+x9QLR9331L78i9C0+ubBU11WU5LW7y9u7rJxkHGTdkfNASulPLHRsMWdZNyqf2QVw4OsQBIZA4DfVFVHTeGpdedQUVlA7q3lwzgFWAsfZimD50i1Lz8r6ZljgQpzcdZESgYR7B37bn79stW3WnccYKwEXKBaJHhgDsntCoytFd2T0vOoUrDqvyTd34lb6h5RjKNUFodjfq9XpZhYISSKyUXdrMILZ1EdIKnbHUVEjKSFIxj+ojke9lj/BIUyBir6TI3xSs+Ahf0MflOuWqUpewaW/TlaXsSDrl5qMsl28qUrNti2c/AyCfhEweB5Fv0lA9R9DZDqiIxVWyetebLtQuoL4YXdEmPhWhH1o/Xqgcu+3r/6PVd/zc0vJdB9pb4l6MtHsZB+ab8S/oa8Qrszb6G440yQXIis549aTewh1DABVlDavq3vceUR7ACvzPNTL+y7n+kAAfn/6L/k9raqaHX9qjMkETOaqw0ZLGgnmpz+Dv5t5+5xH0FxEq5J9bUdPfavRdxeGTSzOkpiTgOJ+2RD8LdtsH3WX9IANe/tIv2p69f7dWl//ADdfZw9BoR6Y1Q6e53fKap5yhfa4/wAv5itZP2fvqDcY+n1uTkNcOTtgtVfr2x9UQNTrDiqVGTtzhabjre3mHCTtrF/rrRuDFMwgob0E3p8c9h8p+jJtd6bNjhcGOc/ayTjG4jzb1r+z3AWysFSRkALZ8H2jzpMiIj+ift31/wDsK3D/APJzx670HV5Lie7Id59u76FPxygQe5u8wU5uF3UP4q9QhrtB7xfsltsSGoFaajdTWqmS9QFoe+FtJ66DEsr2GQBYtOfeZ4P7V4C9/swzSXKzyEXnkzpYa2tfHJTzl4aWuLvA2c5yBjwhjrUlsWp6e8yOijBDm4zkdefoU0s87qWphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEAewgP3PXKg4IPUipc6zPSFa9TumUW76zttf19yb1BFSNfrElbivU6ZsOjSDw8sai2qSi2clKwDiHmVl3kRIItnSSKrx0iugYjkrhr7k9Dvy827StEdN6jJFuc4FrhxY7GM4OMggDI47gR0g6z1Zpiatk7spMc6BvHWP5/nq1r9Gey+9QO6bHj4febzVei9XtZJEbJey32C2HNO4UipPezUmpVBw+WkZhZER8hOWXh0A+KigdgIb1bfOX7k4tFudWwVgqZtnLY2BwJON2S4AAdZGT2FQem0vd6iYRuj2G53k4+b/ACW9vqTU1A0BqLWWiNVxqkTrrUdMg6NU2bhUrh8eMg2abUJCVdkSRK+mpdwU7t648BBcO11FBABMIB8vOVXXlTr7U094nPhvJAHADoA7AMAdgW6bHa2WuibTt6Au/Ac4B2Aw9vud81qJ5g3ZDjsrM7LSc43r9BQ4fAwh/jyraidgwxzgPGhY08QF+Ac4D3Aw9/4co2aVp2muIcha07iNyeM3fv4h7/dyhmlLtouO11pstxjG5e33lft280/b+HLr0yr9nZ51+z41w5mLOdkZXh5qnfv4zd/u986e6qna29t2115XLm2YxgYXl7wv/wBVP/6sOd3plXkbPPPx41x5mL2oXgCqgG8QHN4vu9/XOgVNQ1+2Hu2+vK5bDCMYGF5i4XH4qnH/AMLO51yr3jDpXkeMriIYhwaF6/Gfv38Q9/4ct+fmDtoOO0uey3GMbk8ZhHv4h7/dyhllLtouO0my3GMbkE5jfEwj/Dh00r/DcSga0cAvMq6xA7FUMUPuAOd8VfWQt2YpHNb2FcXRRuOXAEr8Mqqb7I5h/hHOMlZVS/bJHHxlVEbG8AAvHxn7dvEPb7nfOvn5i3Z2js9WVXZbnOBlQK6pfEe9c9untyH4ga0s9Ppt43AGqAhLJfVppCpxv1A7v1rtCS+Vla9Dz0wT3yIpThBDyWivdyqmB/CTxHL6B9D9yjWvk91Oy6XgSOoQJA4M2S87Ub2jAc5o3OcCckbs9OAYnqyzz3eiMNPgS7sZzjcQTwB6As48OtPWfjTw84tccLbNws9aNE6H1lqmxTVYUkFK7LTFIqcZASD+EUlWMZJHi3TlkY6Irt0FRTEPEQo9wDEcs/KG3WmrKm52t8rbfJK5zGuIBDSTgEAkZxxwSO1XGnLQbdQMgnDTKGgEjrUg/Ebv4u49/u5pPnH7W3k7XWpLgYx0L2+8r9u3mn7f7Icu/TKvDdgSv2fGV18zFnOyMrwFQ4j3E5hH7vfLd1RO87TnuLvGuYY0DAAwvwTmN9kYR/hzi+WWTw3Eqoa0cAvHOtVTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKBm7NjKW6cPCxrgRrkIudJHyzfrclIJ903D8/b5qiSY900PiHg7nD7MQD6X+h45KItDacbqC7xAasuMYc7aHfU8DsOZCM72ucMPm4Ha2WEfYwT4G5buUeTV99dZbZJnTdC8tbsnvZphkPlONxaN7IuI2cvHhkDB+ejFoxMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRdjp6wt7dVlw9BQscGsH8Kcm1OH++XLerG1SSt643fEVl7BIYr7RSji2rhPmkaVdPmml9C0wiYRMImETCJhEwii5zPlbVDca9mPKiLpOQNHRzN+4ZeP3trXn8zHs7Eul5fzwJ8jrrEWMH9rQOc/cPD3DK2VkT7nEJsbOSRnrAOPh+FZOzsifcYxLjZycZ6wDj4fhVUnT5U1e33m2d3uRFnZ02J22tEHiaRYZ1Y34KtHYOHh1A8qaBgoKcekYvlrKKn7GBcqBTy3UQqjQYpxmLPf8AXgcPJnj1Y6s4lN+FSaIiAZjz3/XgfNnj9GcX/Zr1QNMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/AJPZsPk19nZf0R37yJRrVXsez88PkvX/1ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImETCJhEwi+dBo1aiuZs2btzOVjOXJkEU0hcOD9gOuuKZSiqscADuY3cw9vjhF9GEXzIM2jU7hRq1bNju1RcOjoIJIncrm+yWcGTKUVlR+kxu5hwi/HLFk9FAzxm1di1VBdsLluiuLdcv2KyAqkOKSpfoMXsIYRfVhEwiYRMImETCJhF85WjUjlR4Rs3K8WTIiq7KimVyqimPdNJRcCgqdMgj6FERAMIvowipI6evTP3Lorn31FOopyyt2rb3u7lvco+p6ZQ1pK2yeZ6k4x1dVuStUWTlLbTqU4+qR/FV2ttZFNo3XZ966ismsYzhQhCK7fCJhEwiYRMIoRNuBeof1QGV6js1M3Oz7wPx2i+MlNhJ13Ar0HWevWlqfXKXeUiMQgG82ztFomZNwD164kHPZs4WRRIkmsoBiKbuETCJhF87po1epCg8bN3aAmIcUXSKbhITpmA6ZxTVKcgmTOACUe3cBDuGEX0YRMImEXzGZszuk3x2rY71FMyKLwyCRnSSJxETpJuBKKpEziI9ygIAOEUS+d3DaidQDi5sjiVtC5bBo+udrq1BO5S2r5GDiLe8hqldq9ePkBrKWCv2VizjZ99WkWr8StRWUZKKpkOQTiYCKTtSqlcolVrNHp0MwrlRptfhqpVq9FolbRkFXK9HNoiDho5uX5rdhFxjNJBEgehEyAH0YRdgwiYRMImETCL1LIIuUVG7hFJwgsQyayCyZFUVUzh2MmomcDEOQwD2EBAQHCIigi2STbt0Um6CJCppIopkSSSTKHYpE0yAUhCFD4AAAAYReDpq1eoHavGzd22VAAUbukU10FAKYDFA6SpTpnADFAQ7h6CGEXvKUpClKUoFKUAKUpQAClKAdgKUA7AAAAegYRfuETCJhEwiYRMImETCJhEwiYRMImETCJhEwi1AvbVvtWWg/w/9Wfk68qsIpTZrpeQUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi56tzB4KWbSKfoZBQpw/wDBN3zsjfsO2ldUdQaacTDiCqlo3oecFIraEfupttDlKe7xuxmm0EGK1x1OauGsLOzJ2tJqq0JphOTGJGRTAhiA7BbyfQFQN87M4by4sxsjOO1bVdymSmmMfNR84W4+66se2Vs1glTzUo5kD/ZLqGOP8JjCOYKR224uWqaqc1ExlPElcJnBWyjLzE4Ocf8An/A6nru/7bturMNPPbm+rJtUzlPhV3i16Rq6EuEya3Ua7JrkQJUm3keQVuJROp4xP3L4crRXA0oLcAgqe6Y1g+wxPh2WuY/HHO7GeGCOtQh+t6emz+25zI/8vtKf0A5f+nTfahS71zme5M+H6V61fZ6um6BDeVtzmN4+3zfHfdKiX/GAaCKI/wAeDem9DRlUPKe3G6JmfL9KkRvzpOcQ+SdY48UvYu3OUDSr8YNJQWi9YxFat+rGTb6nYR8+fq2GcJJ6elwdW+eO6STfOG4NW6qTJuUiCfliJutt5IzuG8q0g5SnROe4xRnbdnp83Hh8Kl3pDT+uOMWhqBxv08aeU19rpOb+TZC0O45/aJt9YrDKWaYmLFIRMVBx72TdyUsoAGSaIETQImkQgETKAYysq3VT9o8FBtR6hmvtUZ5MAbsAZwAOpZAbrnbrpLFMIGTOU4CAj9A98swcHKjjHFjg4cQoH8uOlhw75z7fPvfc9p3jTb+6qFbqUuTVVj1/DQs8WqpOmUVOS7e2a0ucitOFh1G7A6hHSaItGLcoJFMU5j5qmuroYxGQDhbOs3KDNbqJtG9jHhvAnOfFuI3KYmmNd1zj5qTV2kabaLpcqpqSGGt1ef2G+hpK3KQKMk+exMbJPq/BVqJWQgWTsjBn5TJHwMmyRDeM5THNYVNT3RNzuACojfL2btcjXlrWuJBw3OOHaSd+MntUA+RPRu4Vcqt0bF5BbQ2TyWh7/syUaTE5GUu26vj6s0ds4aNhEU4tnOahsMsk3FrFpiYFXqxhOJh8QAIAGSivBjjDMA4Haptb+UaSjomUpjjLo24BO1v8e/4lZNHtWNarNHpsC7kV4jXtRq1LgX0isieXVjKhCsYKLdP3DJsxbHkVGseQ6p0kUSCqIiUhA7AGFrCys22zta6J4Ic0jLSDuIIO4gjcQdxC17c7pNXV5r2ksmL9oFpILTnIIPEYPA5yF1LlPrOr84OPMjxk37bLyw1/JWasWlaZoj2uxlzSfVN0q7jkE5axVq0R6rVZRYQW85mqqYPgco+uQ/SegtI6LvUl703Siknma5r443OEJ2iCSIyS1nAYEey0e1WxaPlf1U+jZQXqZtZCzGy6VoMgx1yN2XP8b9px61VaX2enpt+EPFtzmP4u3r2vulO3f73/ALYIc2h6dN9qFfDlOb0xM+H6V5l9np6a/f523OZQh9IFv+kyj/GOgDAH8WcXXrI7wAO7QT8GR8a5N5T4899E0jsJH0q0vpt8SOJPTTR3HEaXtu8ZtDeS+v1bQ+21N0m0t4w2uSXROF+Rxo+vqG5ZFdhenXvPnIvfF5aXgFLwn8fmL0QmkeUDlAtMUNibQ1ENNzhETdqGZ23s5AMj3xOxsDGXxnedx3Y2PoXlj0bQ1hbeG1FK6TA5zdLGMZ47DRI3j0Mf4x03ARsrGzLRN/EvmkiyWD9bcs103CRh+konTMYCnL3+cUexij6CAZ80rvZbvYK59svdNPSXCPwo5WOY4dRw4DLT0OGQRvBIXqm2XW2XqjbcLTPFU0T+D43B7T2ZBOCOkHBB3EAr78xiyCYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfoCID3ARAfvZya9zDlhIKoQDxXmKqhg7Ccwh9wRHO19VUvGy97iO0riI2DeAMr150LmmETCJhEwiYRMImETCJhEwiYRMImETCJhE+GVBI4ImUyTxRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwijtu/aSMAwcVKCcgeekERSkXCJ+4w7FYnzyeMv2Eg7TN2KAfOTTET+giQR9V+h15GJ9TXOLXGpIS3TNLJtQMeP6VMw7jg8YInDLj4MjwGd80SAecuXHlUhsFBJpGxSg3+oZszPaf6PE4bxkcJZGnAHFjCX7iWEwlz6ILxAmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXNVsBNYoAofEZqKAP4RfIAGdNT/R5PyHfEVkbQCbrSgce6I/ltV2GaYX0RTCJhEwiYRMImETCL0OmrZ82cMnrdB2zdoLNXbRykmu2dNnCZkl27hBUp0lkFkjiU5DAJTFEQEO2VBLSHNOHBVBLSHN3ELXS5lasqmlN5uoPXy7hlFPYeJtreOIsp46vISLyQA0WxdeP3j3duLAjhuJjeYkRcpPEbwAYdkWWrlrqASVABeCW59sABvPnwfEtg2iqlrKIPnwXAlufbAY3nz4PiV/OrZaVn9Za5nZ0wmm5qiVGWmDGL4DGlZGvx7yQMYgehRF2sfuH0Zr6qYyOqkjj+1tkcB4gThQSqY2OpkYzwGvcB4gThd7y3XQmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/AJPZsPk19nZf0R37yJRrVXsez88PkvX/1pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEVEfUW9oe4I9MLkIlxp5F1nkTLbCWoNa2MR3q/X9NstZ+QLU8m2MYkMlO7Lqb4JIi0Av5qfuvgKUSCBzdxApFZTwd5o6X6g3GPXHLLj+tYzaw2b9U6UOyuUawhbfEPqhbZylzkXZIaNl51pGyDeYgFjEIR2sVRsdJUphKoXCKnzmL7UT01OEvJba/FfaMRyRtOxNNTjGtXGX1jrmkWKl/LrmBiZx7FxcxM7TrMi6dQJ5b3F8B2SIIv26yZROUgHMRX26a2nW956g1TuymIyren7h1tRtp1RvOtW7GbQrewaxF22CRmWTR3INWcqlFy6RXCSS66aawGKVQ4ABhIsk4RMImETCJhFVr1PerxxZ6S1a1HauT8Jt+Zjd0zlrr9RJqOp1y1u0H1OYQ0jLGm0rDdKamzbqN51EETJHXMcwGASlAAESKfuv8AblM2Jpyjb1YPjV/X1+1vVtqxz+3KMINSIqVtrTC1sHFkUO+cRkUuziZEguv7JURROU364YoeISLuFYtFZu1cg7hTLFBW6pWeKYztatNYl2E/XLDCSbdN3GzEHNxTh3GS0VINFSqoOG6qiKqZgMQwgICJFzuETCJhFUd0/wDrScRupJvXfPHrj/A7rir3x1aPnl9c7KptYrtddJR9xWpC4VyQhL1aXkgcZhATFBZs1AUOxu4G+YBFbjhEwiYRMIoOc3+pHwt6cNaolv5nbm/QbruzJyVrdIkP0O9r7D+W5qEYIScoy901VRby+jfdWLkh/MdpN0j+LwkMYwCAEVcn10d0KP3c382bmH+b7hFe7UrTC3mqVm61tZ45rtwr0LaYFxIREvAP14WwRraWi1n0DYGMXPwjxVi7TMq0fNWzxscRTWSTUKYgEUa+ZHOnihwA1YG5eXG5a3p6jOZEISEWlEJeasNrnhbqOiwVOp1Zjpq2WuVK2SMqqmxZr+7IgKqwpolMcCKEPDLr79LDnhs+O0pofkkgnt2dUWSq2v8AZVKumsJi5KopKLmaU9/cISOrljlzIpHOSNavlJM6ZDHK3EhTGAiuTwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P/Vn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIux1q22CovgfwEkuxVES+ckU3jaOyFH+1O2p/Eg4J2Ee3iDuXv3KID6hFNXaH0vrq3G2anpIqmHB2HEYkiJ+6ikGHsPXsnDsYcHDIMk0zq7UOkK4XDT9TJBLu2mjfHIB9zJGcteOrIyOLSDvExKFvmv2MEY+x+TXZk3hICqinaGeqD6d0XSgiLI5h/YLD4Q9ABQwj2DwVymeho1RpMyXTSfOXWwDJ2WjNVE38ONo+zAe3iGeJdEwDJ9k6B5fNPakDLfqTYt16OBtE/8PIfwXn7UT7WQ44ASOJwM9gIGADFEDFMACUwD3AQH1AQEPQQEM8yua5ri1wIcDgg8QVv4EOAc0gtI3FfuUVUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKPu39wpVRNauVxZNeyKk8Lt0XwqJQaahfQRD1IpJHKPchB7gmHzjh9iU3qLkI5Bptayx6r1ZG+PSTHZjjOWurHNPkIpwRhzxgyHLGEd85vnrlh5Y4tJxv05pt7X6le3EjxgtpgR5jMRva07mDvnjg10I1llnKyrhwqouuuodVZZY5lFVlVDCdRRRQ4ic6hzCIiIiIiI59FKengpIGUtKxkdNGwNYxoDWta0Ya1rRgBoAwAAABwXh2aaapmfUVD3SVEji5znElznE5LnE7ySd5J3kr1Z2rqTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLs9IR95ulRbgHcV7PAI9vu+bKtCdv8AH4stq12zRyu6onH/AAlZrTkfPahoIvbVsA88rQro802voQmETCJhEwiYRMImEXS7psaha5ZJyN7uFdqbRcTg2POSrRgo8MmAComwbLKlcvlSAICJESHMAfRnfBTVFS7Zp2OeewZx4+ryruhp56h2zAxzz2DPn6lr8c0b9TNl73m7ZQ59KyQDqErzQsgg1kWiJXkfHlZum6RJJozWUImZIDeMhRTN4/mmH17bDslPPS0DYahuzIHHdu4E9mVPbPBNTULYp27Mgcd27pPYtg+hr+80amORQ92FxU66v7sJfALfzYdmp5Ak9PD5Xi8Pb6O2a7qBid449+fjUCnGJ3jqefjXbM6V0phEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqb+2N/aydF/h26y/J/wCT2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1/9eUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhF/O065OlqpyP9qB4jcfr0kCtO3bpvSGqbL+tEWURhr643LWHztsQ4lAHjJCTFZAwCUyaxCmKYpgAQIpX+ywcty8QuM/VX4l8knowUj06r/sPflnjXLgAdR1ZgYKx1bc8PEFceWJWdUtulQVMUxS93c+AgAioIARam+99O23Z/TT2x1TtvNfeNm8yeqotXoeUclOKhomJ1TvjZezpSIWOHiPC2fY1/SZGATD4Vqx4QKUC9zEX9CHdnPTlTwQ6N3TjsvDLhhs7mfvrY3F7jLWICu0zWm0dk0zXMTG8eqVJyt42VG6ni3lkXYGXM2ZMGBXcUL5ZwooDwgNTpqEVau2OvD1gOlzubiKj1buP3EJ1oflpFfVKoHHwNgwe1dTQ0e8qrW7spYljt89EDbNZtrqwdP4hVk7bSAm93bTBDlWOmRWddfPrjz/SnidMac496xr25+YHIw7x1RKzbk5t9UKZVGkq1rrSxz9erMlC2S2zFutDoY2Di2j1kVdVq7WWcF93TbuyKnjmt1/+vL0tKbqWI5y8H+HsXedzKS09Qb3CSVvm6ZJQUAxjfqsos3D0jc0oSK2NUJOfjlFliyAMnDN4UqKSgpncGIp69bLr68nOmZpvpvbH0/qHQ95luZmn7psTYDLZLDYLmOrMrW6toadaMqcWr3ytOUY9dztZ6RQHqjxQSN0PCcogoJyKG3NPr79cbgW/0byi5GcAON1A4UchJdEuv9dubLPTW42cI8i07XG1bYGwoHYT1nRtuStPEzxIrmqmYpAkuidkZw1cEIRS96+3VorvH7hZ08uV1A4mcWOUtS5Zs0r3UIPmFqsmyUKXUrvqin7IhH1eYtZpgnCWCRjJ1ui/MRZVNQqJSh3AoCJFUN7UZvnqD3jhhxzr1o43ae1h04bLYeJF31ft7Xljjo2zzm47DxSu1if6bW1012fIykRrOtqyVhGPKvWGrdIIBh2dmN5YrkVl/T/57dU3ip0ONgcht7cUtA0rUPFfgzxjnuBtqTtRbMpv2n/IzGvDL7aganuacscA4CmmhXvkmaVpb3l6qXy/mHSSIrM+lv1Wd2c6Okrt7qAbI19q2qbQ1615ILxVPpDW2oUJ4bTNQPYa+Eg3nrTOWExZN0XwPPLfp+JP+1+WPrhFH7ordd68c8+HHNnl/wAyafqXTVN4evlJSbdajjrkRorR4jXUjfLC+dsbfb7U9kp0qccZJm3bKoi4UMRIpDKGL3Iq/OM3XS66/UNe7j5RcEOnvx1tvCXRlukoSRot1ssy03NsBCGi2dnl6XWbufYsMwmdsJVCRauwTjK0qwZrPm6HlSCp001yKv8A9kP21V1+cfVF3tZnCdMpS2j5rbVgdTK4GSqlXU288uMs4lXKKfhFOCiRUMucpOwgkYQD6MIp8Unrvda7qOyvJLcfSY4XcdH3ErjPJu2yjrfK8rJ7V2MDSOezjaPSbttta9jVrRMVqPLIGgoluc8YDpJseSdLKoCoRWf9Nzrj3XqY9M/lryK01oyOT5xcVtb3073jrEI2S71e+bSQ1xZLZpdaoxsU7j7pKVPbM9X1o9KJK6LLovGbpqRyr2QdrEVi/Sq5FcxuUnEKubb52cekuMPIORud5hpjU6NIvmviR9chJf3SsTAVvY85YrOgM1H/AK75qjkySvxTKUvphFY9hF064671/sNuyabAotOvLWNWVcRza41iEszdg4WICSy7JGaYvU2qyqZQKYxAKYxQ7CPbCLU36xGmdPcweqZ0s+kxrLVOtYKrkuLzm7zDXqFFq8Gr+g5rcky1qtOnJSBi2rpswujSEsccs1WMYhncvErCn/az4RbfAABQApQACgAAAAHYAAPQAAA9AAAwirN5ldLnibzM5D8beWXJoL3bn3DdObntf6ycS0G+0g/cuHzaxScxetfyVRmnlndi7hGCpyJPG6bgsY2TVSVIQSHItWvqL8teM3Xk5i9Obj50n4t1f906G3/Xd1X3l26oEtpuM07p6nuY10+iIp/sOLpuwZ0ke7j05orBKPJ2cQ7ZNiVdVdYECLfHwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8AD/1Z+TryqwilNmul5BTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiyRTtrXGl+WhHyHvsWQQ7xEn43TIpfpK2+eRwy+I+iRyFER7iU2am17yKaC5QdupulL3PeXf8A4VT4jmJ65NxZL/asc7G5rm8VsrRvKxrLRWzBb6jnrW3/APB58viA6mbw+P8As3NGd5a5Sop2+qjYxSaS4jWZM/YvhfKlUi1jj9CMmBUyJd/uLlSAPgBjDnizX3oZ9c6TD66xAXiztycwtIqGj8Kny4u8cLpCd5LWherNG8vukdSFlJeM2u5uwMSuBgcfwZsAN/tWsHQHOKziUxTlKchinIcoGIcogYpimDuUxTB3AxTAPcBD455yex8bzHIC2RpIIIwQRuIIO8EHiFvRrmvaHsILCMgjeCDwIPSCvLOK5JhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwijzt7caNYTcVusrpr2NQpknj0glURgymDsYofEismID80nqVL4m9exR9T8hXIHUawli1Zq+N0WlGkOiiOWvqyOB6C2n63bjL4LMNy8eduWDlmg0xHJpvTD2yajcC2SUYLaYHiOkOn6m8I+Lt+GmEyqqq6qiyyh1lljnVVVVOZRVVVQwnUUUUOImOc5hEREREREc+iEMMNNCynp2Njp42hrWtAa1rWjDWtaMAAAYAGAAMBeIJZZZ5XTzuc+Z7i5znElznE5JJO8kneSd5K9edi60wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRZE1G1982hr9Ht38NtgnIh95nIIPDd/veFAcx92dsWyoP/ScPOCPnUs0LDz+s7XH1V0LvePa75lcNmol72TCJhEwiYRMImEXDWKcZ1mvztkkfEEfX4aUnHwk7eMGcSyXfufD37B4vIbm7d/pzsjjdLI2JvhOcAPGThc42GSRsbfCcQB5Tha4kPE7S5m7ydpDItlLFYhkJRZ1KuXIQdUrceInI0bkRScroxcaRZNu3SSTEyqyhROPiOdTNkvfSWWgBx9jbgbuLnH5zxPZ5AthvdTWeiBx9jbgbuLifnPE/yFYtq7pn1CuTMdObIu7i7pMF0Xf1MRkMEHCulkTFOVvKPV5CRfSMeYwfPTTI0E4egm8PcBjdVqeaVhjpoxGSPCJyfIMAA+dR6p1HLIwsp2BmeknJ8gwAD51Z6UpSFKQhQKUoAUpSgAFKUodgKUA7AAAAegZF1G1+5RUTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/AA7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//0JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEWgp1Rf7r56b//AGu4p/5X7Swiq69pPpW2eAPVX5duNKKOq/Q+qPxsrKtmbRbRwsExE2y90pTbdaj/AHcQKpYLJtLRgPXgCRVX3GxHTAA94KYCKw72iDiW24M+z29K3i0DNBlOau3hQkb6Rv4BSX2patHbuu22HqR0+4KIPNj2OUUSERMIJGKHce3fCLy6+nMTlHoLpXdETSWpb/sTTejN+8T9XON6bD1o7k4ifsAUrSOhW8Lr5Seh3kU+bxfyPaZORcRQu0Ep0ySRT+JJoqAkWu11k9Y9J7W8tx4j+lXtHaW/Yk9KmpPkdui/SdtmkJa6WNSHW19AuV7DT6SxiLojEwsy9kmbNikQhXSRDACqCpEyLZY9rY0rtbTfOrp69UuKpMxftIakjtWUK6mjG6rmIrVs01vixbprcdZnZUlWsM32jH3lwyYuVQ8lVeKUTMIHFEqhFXr7Td1heMfVJ1VxGi+I0NtGwUPVVqu9h2Tsi7a5mqVCV+93ms19Gt6oZvZEFW0la2sRByT2SKgodp5abczVZ0XzTJEWXPa0f9Kz0H/wYNrf5uuG2EVtvto4AXpi8VilAClLzOogFKAdgAA4+75AAAA9AAAwiqi9oc+0P+zz/g4aM/I405hFYn7UBCSsr7PZ0930cwcu2la25w2m51wgkdRKLil+IW664i/eHKAlQbKTk+zagc3YBWckL8TAAkWWadyU0fzk9lz2lxv4tX5nt3evG7pmaXrO6tXVyJsI26j2Cj1COCUiXkc7iWwyLt4OqJz3IGRnPvhGoGS8RVExMRVXdGPrAcIuMPQh5acVNsbIdw/JdQ3JaJ1vppnV7VMWbbTzduu2ULr0KY6iIV/CqJu7U9WYvveHKKkcRsZwsQqJ0TKEXV/Z+9CXrlJ0J+t3oPVjZxKbLvYxidLgGBv9EbJYoTWilohaozKBi/2Vcnte+S0fGJUzKOexhAviECKRPs1nWj4GcAenVu/QHLXZL3Um4dXbx2TsmKoDqm26Ssm0Iex1Wms2MJUEoqEdNVr4jaqy7ilo16q0O37tlVDlQMsdAign7ODQ7ryatvXa1XWYI1U2XyF4AcgaHXaot44peuXXaslba5GQShHZGa0eaEn7Ek2P5hEhREnzgKIdgIq++lzpXpcSus+TMV1L+b/L/g/ufUFydjDao1O9VrAXyGjoU7CdhfqbfaivT5fa0HbYZxHOmDldgoCazYvl9k3CiZFtbezfn4E8SuFfUb6iHG6m894zQdarTWX2SPJVzo+wzN1juLdF2Psmwn0kw1rFUaKlX8XGXdwzcGknxWyr9RJBNZEUnQgRbNXT15+aU6lvGuE5T6Ah9iQWuJ+0WypMo/aMHBV62kk6bJfJcqo4jK5aLhGEZqufVAxXpznJ6mKQfTCKb+EXzu3bWPaOn75y3ZMWTdZ28eO1k27Vo1bJmWcOXLhUxEkG6CJBMc5hApSgIiIAGEWq90Bmjrm7zH6ofWgs7ZdeH31uNbixxTdSCKiDhhxz02WDBd8xQWL4UmdsaRFTI48kCECYh5DxeI5jmwium6hXUy4udMTX2v8AZvKiWucTVtmXwNcVdWlU95cXqtmGEkrB5T1mzcNzs2fydFLD5wiIeMAL29cIoj9RrrMVzpn8xeJelORmkHUTxF5OQk6hYOaKtvljwWq73EKWFqvTZfWkXrmcNNtEjmry7t4M4zOhHTDlyVsqSOUKqRa7/Xi5B8CeUu0unhWekNYtR7S6n7flpRJugbF4kxEU6fwGu20PPGdsr/faGwQh3rdrdvkSRI1euXBoiMj5Rdf3Rqo4FwRb7eETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/6s/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWR6VtO20g6aTB777FAbupDSInXZeER7m92HxAsxUHuI90jFKJvUxTfDNTcoXIvoflFjdNc6fue9kd7VwAMmz0c5u2Zm8BiQFwG5jmcVsrRPKrq7Qz2xW+bn7SDvppsujx07G/aiPawgE73NdwUxaNuCq3YEmhVvkebOAAMRIKEAyyg/RHu/mIvgEfgUAIr6dxIAeueCeUjkH1ryeF9a+Pu/Trd/dUDSQxv/Xj3uh7XHai3gCQncPZOhOWLSmtwyka/uO+H/8AB5SAXH/oybmy9gGzJ0lgG9ZXzSa2ymETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYReCiiaKZ1VVCJJJEMooooYpE00yB4jnOcwgUhClDuIiPYAzsiilnlbBA1z5nuDWtaCXOJOAABvJJ3ADeSuEkkcMbpZnNbE0ElxIAAG8kk7gAN5J3BRU2jvggFcQFFceM5gOi9safoUgfYnShx+Jjj8PefgHxT7iIKB7V5GvQ0yOfFqflIi2Yxh8VA7ielrqrqHTzHE8JcAOjPlDlT5e2NbJp/QkmXnLZKwcB0FtP1no57gOMWd0giYc5jmMc5jHOcwnOc4iYxjGHuYxjD3ExjCPcRH457gYxkbBHGA2NoAAAwABuAAG4ADgF5He90ji95JeTkk7ySeJJ6SV45yXFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLNXHdp77uOlpiHcqLmUdmH6C+5wcm5II/wDwxIoB98cw2oH7FnmPSQ0edzQth8lMHdGv7c3oa+R3vIZHD4QFbBmq17fTCJhEwiYRMImEWEeSkojD8fdzvF1CpFPrS4RyZzD4f7JmYR5EMygPp887t8QC/dMIZfWxhfcYGj3Vp8xz8yvbc0vr4QPdGnzHPzKqfpiR6i26LtKeATIMdYvmRj9u5SLyVpqyqId/oMdKNV7fdAByW6odiiYzpMoPma76VKNSOxRsb0mUfA130q8bIIoUmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqb+2N/aydF/h26y/J/5PZsPk19nZf0R37yJRrVXsez88PkvX//0ZR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEWGbDxy49W7ZsFuu16H0zZ9y1YscWs7bsOr6RNbNrpYdVwvEFgr7JQbm1RBYpZ2qdsDd2n5BlTiTwiYREi89lcduP25puq2bcGi9ObWslFVMvSLBsrWVKvU3Tlzu2kgdaqy1ohJR/XlTv2CC4maKIiKyCZ/siFECLkNsaN0nvqEj6zvPT2rNz1uIlSTsVX9sa+qWxYSMm02jqPTmY+JuERMMGUqRg/XQBwmmVYEVjk8XhOYBIuH2Txs48bj1Yy0btjRWodk6YjGkMxidUXfXNRs2u4dpW2YR1cRhadLxDuAhy11gUEY8WyCQskwAqIkAAACLFMR09uBUFr6J1PFcKeKDXWUFNvrPD0D9L3qdeox1mlGqDGTsraAc1NaNTsUkybJIuH3l+9LpJkIdQxSgAEVbPW40H1eNh0vUlt6Tu3axGLUws/C7o4wW2O1ElXt0118tCuq2rGyW2K65qpRiCsHjCQjHknEtnbB6QySxVUBIqRa6HKfpudeTrQ2vjPovknwo4z9N/i1o+xzMzNSWtbLrcK0lL20IZldLexpFN2nsay2SwJQMMZGCYNmrKOBZwcryQAqoOESLeGtHD/AIubCp+sqNtbj7prcsBp2rtafrdHcWsKNs9epQbeLhIdZvCL3KAlxizSbKuMQeC2BEHJmiQqAPlk8JF33aujdJ72r8dU936e1ZuSrQ8qjOxNa2rr6pbDr8XNt2TyNbzMdDW6ImI5lKoR0i4bkcJJlWKguoQDAU5gEi65d+LfGXZlOpOvNkcdNE7A1/rRgzi9cUa76i1/a6dr+Mj4trBsI6k1merz+FqjBjCsUGaKLBBumk1RIkUATIUoEXbbvpvUWy9aP9MbF1bry96glIZjXZHVlvpldseu3sBFe6jFQrmmS8c7rqsXFixQFsgLfy25kUxTAokKIEWN+PfDridxMQsiHGDjXo3j8W5DGDcFdPaupuvnlsCEGQNCEsz+sQ8a9nkoU0s79zI7UVK196W8oCeafxEXUa70+eCFR2dNbpq3DLi3Xdt2IkuSb2PDaG1hHXKSCwtV2ViO5n2tYSkDLWJm6VSkFAOB3yapyrioBzAJFmHUnH3QmgWc1HaI0hqHSkfY3LR7YWOpNa0zW7OeeMElUGLuaa06FhkJRyyQcKESUXKc6ZDmAogBhASLEspwD4NTe6U+R0xw84ySm/EpdGxE3HIaO1s72QNkbKAq2s6lvXrh5pWztlCgKUkZYz5Pwl8KoeEOxFk3XPGvjnp+02S86k0DpTVt2uRHKVvuGudV0WkWm1JvZEsu8TslgrMFGS04R3LFB0qDpZUFHAAobuf52EWGtwdOLp/cgrwtszeXCfivtvYjsyBpG87C0PrO12uY92KmRsSdnpitupOdSbppFIQjxRchCfNAAKIgJFJBpqbVbDWp9MMdaa/Z6eUrL6lKaoaU2uN9aqU2TaOGElUj0VGNJVz1mQYu1UV2AtfdVUlDkMQSmEBIv3WmqNW6Xqrei6d1rQNT0lo7eSDWna0p1dolVbP5FXz5B63r1WjoqIRdv1/nrKFRA6p/UwiPrhF3/CL4JWKi52LkoSbjWExCzDB5FS8RKs28hFysXIN1Gj+NkmDtNZo+YPmix0lkVSHTVTOJTAICICRdX11rPW+n6jGa/wBS6+pGrqHCnfqw1J11VIGk1GJUlH7qWk1Iyt1phGQzA8jKPVnK4pIkFZwsdQ/c5jCJFwW19FaR3xFRUFvHTmq9zQcFJ/LcJDbX17UdiRUPM+7LM/leKjrfETDSPk/dHCiXvCJCK+WcxfF4TCAkX2bY03qPfNKkdbbw1drzcWvZg6KspRtoUyu32oyCzfxC2Xd120R0pEruGpjiKShkhOkYe5RAfXCLEeg+D/DXis/kZfjXxV49aHmphuZnLz+p9QUOi2GVYnOmoLCSn69BMJl9HgokUwIKrnRKYO4FAcIpSYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/qz8nXlVhFKbNdLyCmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIv0BEBAQEQEBAQEB7CAh8BAfiAgOCA4FrhlpVQSDkbiFnmh75sNa8mPsAK2OGJ4SAdVT/RhmmHp+sO1B7PCED4JrD3H0AFCgHbPM/KV6GjSurucumlti0392SQ1v/Cyu/Dib9qJ9vEMDeXRPccrfmguXzUWmti36h2rlZhgZcf8AiIx+DIftgHtZN/ACRgGFMKr3KuXFl77ASSLwpQKLhsI+U+ZmN+wdtD9lkR79wA3YSG7fNMYPXPBustA6r0DcPS/U9JJA4k7EnhQygdMco7127eW5D25G21p3L2PpbWenNZUXdun6lkzQBts8GWMnokjPfN6gcFrsd65w3rs+Q5ShMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfM7eNGCB3T502Ztkg7qOHa6TdBMPunWWMRMgfwiGXdFQV1yqW0duhlqKx/gxxsc97vE1oLj5ArarrKSggdVV0scNK3wnyOaxo8bnEAeUrHEnubW8UJiKWVs8VL37JxiDuRA4h/euGqCjT+NQAHNs2fkA5Wr0A+K0SwQn7qofHBjxske2XzMJWtrpy0cmtqJZJc45pR0QNkmz4nxtMf8AjCx5L8lq03IcsLBy8kuACBDPTNY1qI/Qbxpqv3AlD7gplEfvfHNp2P0Imr6qRrtQXKgpKc8RCJKiTHVhzYWA9oe4Djv4LXV39Ezpmnjc2yUNZUz9BlLIWePIdK/HYWNPi4iO902pbrv4kJF4VlFCbuWHjQO3ZD2HuUXIic670wCAD+umMUDB3KUueq+T7kV0NydbNTaqc1F6AwaqfD5Rnjze4MiHEfY2hxacPc5edNa8q2r9c5p7jMIbVndTw5ZH2be8ukPA9+4tB3ta1Y3zbK1qmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRST4pM/etsIr9u/ydXpl53/AL3xg1j+/wD/AD3b/Hkc1S/ZtRb7aRo+M/MtvciVPz2uGye5Ukr/AD7LP+9Wb5rVexEwiYRfoAJhAA+I5ya0uOyOKE4GTwXRn209TRT55FS+2NZRMrHOFWkhGSl8qzCRYO0DCRZq9ZOpZFy1cInDsYhylMUfQQzOwabulTGJI43FpHUVjpLpSRO2XuGR2rkoC9a9tj35Mqew6HaZPyzK/Jtct9fm3/lEKJjqe5xki6ceWUpRER8PYADKzaaukLS98bgB2FUZdaOQ7LXDPjXaVEzpmEpw7CH3cwkkT4nbLxgrIMe14y3gqoOb/IGKu0PKaRpkpHtIxCwM2V9uEvJMomBO/iXBnaFRjHj5w3ReOkpVmVRyp4ilKdp5ZPM/XBJNdNWGoc8V8g37PeDp3/dHycPHlSC3iC2YuNwc1gI70E449J8nAdufH3/p164r9Nq12mE7fTrDbLS8jzqxVeskLOSETV4T3lBi6fNo185cMCyUpIuB+eUpTkTRHuPcADhqulqxIxrmOELAd+Dgk/QAPhVjdb9R3OdsNM4OYwHgek/QAPhVizt2yjmT2Sk3rOMjY1q4fSMjIOUWTBgyaJHXdPHrxydJu0aNkEzHUUUMUhCAIiIAAiEQp6eSpkEUQJeTwCxckrIm7bzhq6jF7O1XOv2kTA7T1vOS8goKLCJh7zWJOTerAQygpM2DKUXdOVfAQTeEhDD2AR+jMtLp25wxc6+NwYB1FWbLpSSP2GuG1412Gdn67VWHyra7FA1aK94SafKljl4+DjvelwOZFt77JuGrb3hUqRhKTxeIwFHsHoPawprdVVchjhaXOHUMq4lqoYW7UhAC/YWcgLNHJzFXn4SzRCqqqCUrXpVhNRqiyBvAukm+jXDlqdVE/ocoH7lH0HtnGroKijfzc7S13aMKsNRFO3ajIIXEXu/671XA/VVtXYlE1hVwWBuNj2Hb6/SoEHBiicEBmLLIRkeCwkKIgXzPEIAPpl5RWK4V++BjiOwEroqLjTU/2xwC4LWe6dI7sbvnWlN1aj3E2iylPJr6r2TTNhIxxTn8BDPlalNS5GhTn9AFQS9x9M7qzTlzom7c0bg3tBXCC6Uk7tljgT4136QfR8OxeSkzIMIeLjkDuZCTlHjePjmLZMO6jl49dqItmrdMPsjnMUofSOYqCknqJeZjaS89CvJJo42bbyA1cLXrnSLgLwtOu1Qt544qB5AlWssNYDsCOhVBsZ6WJeuzNSuRQOCYn8IHEhu3fsPa6q7TWUTQ6oY5oPWCF1QVsFQcRuBPjXY8xaulws/Z6pUmzZ7b7XWakzeLi1Zu7PPRUA1dOSpmVM3bOJV00SXXBIgmEhREwFAR7dsyVFa6uvOKdjneIZVtPWQU320gL1V63Uy4A+NTrnU7gEWLYJMatY4ewBHC9949zB8MS9dg097Bqr5XmeHzPLP4e/hHtzrbPW0IzUMc0doK4wVtPUbonArk5KSi4WOdzE5KxsJER6YLP5aYfNYyMZIicqYKvH71VBq2SFQ5S+I5yh4hAPiOWdNSzVcgjhBLz0Bd0s0cLduQ4aukhuLSoh3/AEaNSfjHp3/oazODSt3I2uafjxFWBvFEN22POF32PdMJmObzEJJxs3EvCidpKQ75rJRzogCJRO3eslV2y5QMAh3KYQAQzG1dpraP7cwjyK6hrIJ/tbgVxs7Yq1VWJJS2WWv1SLVdJsU5KyzMdBR6j1ZNZZJmR5KOWrYzpVJuoYqYG8ZikMIB2KPbro7dU1ztinaXO7Blcp6qGnG1IQAuqfoxaW/bo1J+Menf+hrMv6lLvjPNP8xVl6cUXtx5wuz1+0VO3oOXdPtlYtzRkuVs8dVieip9s1cnICpG7leJdO00FzJiBgIcQMJR79u2YustVXRODZ2lpPWMK7hrIJxmMghcDsXampdORbWb3FtfWepIV6ZRNnL7NvlVoUY6URAoqptn9qlYlqudIDh4gKcRL3Dvl3RaeuVc3agjcR2ArpnudLTnEjgD416Nbbe03uhg9ldMbh1Xt+LjRTLISOrthVHYDFiZbxeSV47qcvLt2oq+A3hA5i+LsPbvit09cqFu1PG4DtBSC50tQcRuBPjXaZ6xVmpsU5S3WWvVOMWdJsEpKyzUbBMFXyqS66TJN5KOWrdR2qg1UOVMDCcxEzCAdij2sqS21Va/YgaXOHUMq4mqoYBtSEAL2QU5X7SwLLVWwwVniTrqtiyldlmE3GmcICUFm5X0a4ctRXREweInj8Re4dw9cpU26qpZOamaWv6iEiqoZm7bCC1cIz2JraRmwrMdsegyFmF26YBW2NwrrufF8y84XrIIdCSUkRdtAbqeal5fjT8BvEAeEe1y+yV8cHdDo3CLGc4OF1NuFM6Tmg4bfjWrL7Y4HbplaMAfo53ay/J/5PZLOTYYv0wPHuR37yJYbVJzbmH/AKw+S9f/0pR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEUGt69Sng5xn5A624r705DVTXfIDb6FKc631nLRFwdzFrQ2LcJSgUtRi9hq3JQiAT9whXTFL3h0iJFURMp4CCBxIpy4RMImETCJhEwiYRMIoI0nqbcEtjcq53hBSeRdTsHKusy9vgZ3TbWHuSVgjpegx72Vt7FWRd1pvWzqQcfHLqqCR6YpipiBBMPYBIp3YRMImETCJhEwiYRRM5Ec8+FXEmWha/yb5V6D0TYrE2K+gq3s7aNRqdllI066jYJdnXpSUQmlYUrlIyZnvke6lUKJRUAQ7YRZbru+tG27Uqu/KruXVVk0W3r0tbnG5oLYVSldVNqrAN3TuesrnYTGXXqTaBg2rJZR67O7Kg1IicVTFAhuxFHj9U16bn74Nwg/lX6G/4/YRSG1BvzRfISCkrToPdOpt4VmGljwEvYtQbGp+y4KKnU2bSRPCyUvTJiaj2MsSPfoLi2VUIsCKyZ/D4TlESLLIj29R9AD1ER+jCKBDvqodNNhso+n3vPjiG02UlJDCLVNxyC1gk/Qnire7DX11j2UGKFhB3+s+4HVK8879b8vx/NwinomomsmmqkoRVJUhVElUzFOmomcoGIomcoiU5DlEBAQHsIYRYtve9dIattOvqNs3cmqtc3bbUv9T+qqfe9hVGoWnZk/wC/RUX8h6+r9gmI+Wucv8pzrFv7tGouVvPeoJ+HxrJgYiri6t/UO2nwao3HugcZ9TV3dXL/AJmbyhePfG6l3qTdQ2t2FmkUSOZa6bCfsX8O9VrNbTcNSKtkXzBRUzwFBcJJIKiJFHPgn1B+f0Hz0k+mV1T9Y8dYjelq0G45K6E3RxQkbo41TsKjRVhVrtmqc5D3tdxYY21Qz1s8Om4MlHpGSjlCmbmBVq6dEV/2EUGFOpdwUQ5dn4GOeSNHZcuSyDeJ/QUftrKwn1JV5SW+xWUYhLPIJCquJB9THST1BFN+ZRYDlSIUywgnhFLu+Xmqawo1z2VfJpvXKNryp2K83Owu03KzSBqlSh3k/Ypp0iyQcvFW8XDx6y5ypJKKmKQQKUxuwCRdU0bvLVHJTU9J3no65x+w9T7Gi1Jqk3SKbSTSPsEWi/dxijxq2mGMbJpJlfsFk+yyCZu5B9O3YRIsr4RcZNTUNW4eUsNil4yAgIOPdy01OTT9rFQ8RFx6Cjp/JSkm+VQZR8eybJGUWWVORNNMomMIAAiBFCrWPU76c+6djIai1Lzl4p7E2Y9ffJcTSajvXXM1P2GS8fl+4VVkzsChrW8E/wAE40XRxABHt2ARAimzKSkZBxkhNTUiwh4eIYu5OWlpR23j4yMjWCCjp9ISD92oi1ZMWbZIyiqqhyppplExhAAEQIocah6kXT93/sk+ntI80+MO19pAd0RrQ6FuvX9ms0uZiRRV99TsZFTrhezFYpJGOsaPByVIhRMcQL64RTWwixPunfOkuOFFe7P5Abc1xpTXcc5bsnd22lc6/RqynIPAVFlGEmLG/jmS8q/8k4N2qZzuFzFEEyGH0wi6rx65Y8Y+Wlbkrdxj39qLfddhHiMfPSWqL9W7sSvSDkiiraPsSEFIPHdffOkEjKJIvE0FFUw8ZSiX1wi+PkPzB4qcSYmKmuT3IvS+g4+fOulXjbX2NVqS6sarXwe9JVyNnZNnJWBRoChRVKzRXFIo9z9g9cIuw6J5KceuUNSUvnHDeGqN7U1u6Bg8smpr9WL7FR0iJPN+TJVzWpORLEyhU/nGbOfKXKHxIGEWuHsHqo9Xrkxs3m/d+mBx74hy/Ejp47V2Fpe/SPJGa2AO2eSWyNNxxZTa0HqhpUZ6Egq2hHsjpmjCyZmpV0nLVcz1RRZWPbEV8HT45kVPqB8MtAcw6XAPanDbupis25qcg7LIuKtaICemKZeKyEoRsyLLta/dq1INEHvkN/fEESLeUl4/LKRZJ5M8ptAcN9Tyu8+TOy4fUup4SUhIWVuk6ym38ezlLG/TjIRmo2r8XMSZlJB+qVMolQMUBH5wgHrhFWj9cX9FP935q/8A8ldt/wBHmEVoXHXkZpTlnpyn8geO1/i9o6cv/wBUH1H3qFaS7GNnPqVtM3SbB7s1nY6JlUvky01t8zP5rdPxKNzCXxEEpjEWbMImETCJhEwiYRMImETCJhEwiYRagXtq32rLQf4f+rPydeVWEUps10vIKYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvaigq4UKkiQxzmEAACh3HuOVAJ4Lk1rnHDRkrkbMNK11FtZva+xqLrCLfAf3FzebVCVn5RMTt4041KWetV5JUvf1IgVQ33sk9g0bqfVEph0/QVdbI3wuZifJs56XFrSGjtcQFkHUMdPEJrhNFTxHgZHNbnxZIz5F1+nXnROz5D5E1ZvjVd8sZiKnRrUFc4VexOyIFMdZRhBqukZV+kiQgmOdFI5SF9REAEBHMX7ku19pqkNfe7TX09COMj4X8238p4Ba0noDiMrjDBb6x3N2+rp5pvate0uPibnJ8gK5V6yXYLnbuCCRRMRKYpg7CAgPYcgJBacFWckbonFjxhwXyZxXWmETCJhEwiYRMImETCJhEwiYRMImEX3xkrJQr1GRiXzmPfID3SctFjoql+6UTEEPGmft2MUe5TB6CAh6ZjLxZbTqC3yWq900NVbpRh0cjQ5p6jg8HDi1ww5p3gg71kLXdblZa1lxtM8tPXRnvXxuLXDrGRxB4FpyCNxBG5Smo3IshvJjr038s3zSFn49ERIP0eORj0gExB+kTtwEB/6kAdxzxhykehSkZzl15N5dpm8minfvHZBO7ceoMmIPSZicBeqtCeiOY7Yt2u49l24CribuPbNC3eO10QI/wCkN5UoI6Sj5dmjIRb1tIMly+JF00WIuicPpADpiYAMUfQxR7GKPoIAOeN7raLpYq6S2XmnmpbhEcOjlYWPHkcAcHiCNxG8EjevUluuduvFGy4WqeKoopBlr43BzT5QTvHSOIO4gFfdmOV8mETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLwUUTSIZRU5E0yB4jqKGKQhQD6TGMIFKH8OdkUUs0giha58rjgBoJJPUAN5XCSSOJhklc1sYGSSQAB2k7gsO3jddTqrdZGOdt7DN+ExUWUeuVZoip8AO/fpeNBIiY/FMgnVEfTsUB8Qb65OfQ8631rVR1F2gltWncgvmnYWyvb1Qwuw9xI4PcGxgb9pxGwdN655btJaUp3w22aO43vBDYoXB0bT1yyty1oHSxpdITuw0HaEKbVcrFcnxn09IKuRAxhbtCCZNgyKP/AEtm0AwppABfQTeqh+3zjGH1z6F6L0BpXQFtFt0zSshGAHykB00pH3UsuNpxzvDdzG5wxrRuHiTVetNR60rzX3+odKcnYjHexRjqjj8Fu7cTvc7GXOcd66vkyUVTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFMXhxHiparhK+H0ZV9pHib7gyciRyBe/+q+SB/iyIavkxSwxdchPmGP8AuW/eQGl271X12N0dK1n95IHf/kvgVguQFepUwiYRfS0ABcJgPw8Qf8OXdCA6qYDwyumoOInEdS/k1cveOcdy49on33xelbQ8pEXvnqO3DVj63R0YjMvq21uG0HEOtMNIly7YN5FdiRwJyonWSKcQ7CYPjnpejcIbZG4Dc2FvwNC1VMDJVuB4l5+NSm61Hs9U10fNO6q5Wal5STG3ajKbaidYy4SNMDWF+ol2koGy26oWSuycFbp9CWjHCFMeprHILF3HuiNzE94Isczbpt10iuRc1rSNnrXOppH0uCTnK3MugHy03NzG6S2ndo7hnpO77gpz/Zeo5G8zqqjycvf6Hk05bU+fnXy/jXlp0a28YMnz1YyjiQeNFXK5zrKqGHVOu7fTU1xa+IBrH4JA6MnepnpqpdNCGzElrTjPZ/8ARak3tJO1T1/VvEDjAzXUWnrdL3DkTfGJxOeQUIyKtrfWTo6fqssL97I24phMHcVEA7dx8XbZ1hp2x05kwN+4eL+cKuv7gZ69tI0/Y2DOOjqHzrEfs5V3u/ATrm/pXNvI/UvNX8d3cNdnxiy4nYsL9XXathrZEPGVMrxR9srV7KNYuCl7nSkxEg+Wqbu1DSsr7PI3GSG7Q8n+RKh9tmdTVrTwycH+fGv6A3VPSAvTB6kZTB9hwW5YCHf72jL1motIwht/Y1w3iQfGpre5M24kdLSv473H7bewuOm49Vckta+8tbRozaVBv0BK+W4+S0bPXZgbNBxEquiAJi1nk665TVbHN/ZbQjgglMQDgG95Y2TRuhkGWOBBHYVrxjnMcHt8IHK/oo+057jpHI7oP6Z5Da3c++UTdm4eMuzaoqY6Z3CMPdKFfJ1swfgn6IykYDwWztIQA6LlJRMwAYogEJ07bPS+8TtI+5IHnCz9zq+6aKM56R8SkR7Ko5YRvRj13LyjhNnGxm3uQUlJPFe/ltWDC2KuXblXsAm8tBukYw9gH0DMXq+ibV3iFmN7g0fCrqyTmGie7oBK07tLwe6faXOsY7gd0bat9O1jYFtk3tFNoYsyXRfHGkmMtX6Fratv1hr0ZKPlHURFrOxSEi0m+VlHabtbzE1pwRS2O25YAI42jynrKwGZa+q745c4+Zd66rPS+3D0J+ZnHrYnATcG/LaxsdWc7BoF/awYqbDo9qqU+nFWeoWx3RodrWLRWpdm6ZKmRcMG7WRZvHDJ00VSTMdx1265Ud6pHE7JZnDgVzqaWegmHEO4ghbrvPzcMnyK9nu35v6frxqlY9z9OyP2jZKqds6ZmrFku+t4GxWCvg2ff2aiSGmJBZsUFf1zwph39cgNoo4KbVjoosFjJHY8mVIq2eSWzhz+JaFrr+xQlA1v6jYiHqFS4w9vvd5jemZ7XzGutbSeIcfiWP044irIHUFvnAHcQD7o9s0SBl2z2rYZOBlaBPtfG4J7d/Mvg/wF16r8pTFYqRba7iWyxgRe7P5HXZjRqbCySZAOf5QioOit3CHzBEjefES9xOIBv3RdC2jtPPkYc/4h/JWt79UGes5scG/GVHL2S7dE3xy6pG5+IF9OaFcb21ffqC8r6qvlmLujj1MPLgxQVA3hKqpFU+OuSPh8IH8aoCAgACBrvVlE2ts7nYy5nfDxHd9HmXTZpzBWgdDty3GOvcmAdG/n93D1LqCO7fjDpX/tM1voSIC8gOG9pd8RUp1C8mhOOBA+NaEXQl6HlJ6w8FyilLbyJs2hluP7/UUfFFgNeRd8RsZ9ntNlrrLyBJG1Vg7IkMehJ+EiZziuDk3cxPCAjty53SG1sbJN4LjhQukpH1ZLWcQuycaNjcnvZ5us+TjDPbYfWDU8PuXXdB3lCxq8kw1ruDSG2G1YkYbZJqY8fPWMVdIOkW5rLslCKquoqVaqx4u1mpnRV+uspqW9205AIewlp6Qf/rxXKCWagqtxIIdvHWFtMe2ItwQ6Veui9vUObmpS9/vfoRcgv/OZDNEUraetnb0hpH+ILO3+Uy08Z6M/MVr1dG72bjWvVG4YI8qrXyru+n5RXat7119Rtf1dBW5gDenoQKyUr8sSFwhHHnPhmRAyXkeEnlh2MPf0ll4vsdoI5xhdkdCw1DbnVvguAW5Z0oulhSOjPovf1RrW4rRvmMutjPt2RezlNi6U/jzVOmDHmhWLWPnbAi698Qj/ABgqc5BKc3bwiHqOvbheodR3GGHm9hrTjec5yfIpNTUL7XSySbW0Tv8AMF/P64DaZuHtCvVjk4LmZyLtdZf7LgdlbSm5mMcs5CxhB1IhZGK09pmOsxn0HW42EZSYmZNStXLZhDxzlQG6himMO0niK20eIGARsHAfGVEG7dVPmQ984qUG5umP1BujL1YYKydP3VfNDkDqzV9i1rc6jtug6J2ZaY670CxIQ8je9R7Jmda1J1SZ5JTy30PLN0xSRcNvKcCg2VMUiVp3dbrjQltQ+MNcCCHOAx27zu6wu7mKmlqAYg4uBBBAPzLZA9sfImHSz1IZPt2/T16pAP4B0dyUH/2mRDRMcTa2d0XDZPm2gs1fnPMEYd1/MVl32ShHx9IWrGAgm78jN3gPYPuOq1nHWNPzl0hcG570Z85XKxybNJICcbz8S1O+moQPrppgQQ9A5681w7f7FpyD7f8ABkyuUbTY5Iz4PMgeYBYOlcfTBrunnFse+2RB26Z+jw/1+Gs/yf8Ak9msOT7dqSox96v/AHkSlupTm1RH/qt+S9f/05R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEX88P2ir+6ZOlN/wBz/AX8uXb2EX9DzCLXj6n3tBWuOCXI+pcHuP8Axt2Rzo5tWxKDUU0jrGYPXmdWVtDAJeuQs5OsKrfp99cpWAUJLEimEK4BKJORy6ctSKJicixtwX9o3hd38worp/8AOrhptPp28rLW4Yxuvq5sWwr2iqXKdlmfyhX684kZela6nKvMXJqIBAmFjIRkssAIpviuFWyK5FlDqk9fWq8D+SGu+DfHbjLeucfNrYrSHkCaYoVjNVmNTa2Ruu9rjGbmWNUvUzIW2YiG5pMkU2jAKhEeF46dNklURUIvu6TfX31r1IdzbT4mbU4933hlzG0+xsMnZtJ7CnfqkZyLGmy7aAurWKsT2sUOaYW6nSjpMZOEkoZm4QbnFVBR0RB2ZuRQJU9qQ2vvi48kXPTn6WW0OY+g+J0Y7tG292Ot2ResTfUW0NPCjZoylp6zuztBlYGVWkX0S2B48mnke1VWPGoiismmRTN1j7QjC8k+naXnDw94NckOUmxq7u6F0ZtfiLq9pK2ba2upqTrMhaF7gV7RaLfF7HrsjBFp7tKkimiS53nlLFbOEVEAItXf2bLqw830uWW8Q2FpLmP1Gpfk/eOKeuNh7qY2DY+xonirWVbxsWHNedhuwqF+j6tQyNLq7epIHcQUek0gXIEOVNMxkSK8vi5yI6bsz7Rzu7QGvunWtQuadctG+ZOy8zx3zeJpCzzQa/cSt3kS6jemGsRxrfFTC7TwEESNROJ0wAQDsRSH5ze0cQ2k+YUt0/8Agnw02n1EuVVScyEZsOva7sK9XqdMnodoD6w19tIw9K2LOWiXpiACWeMDGPjIlfugo+M4ScIokWS+mB7QVrbnfyNt3CDf3G/Y/Bfm3Uk5xRPR+zpg9haWpSrMDS1khoKef1WgzzK5Q8CkpKqRL+Fb+bFEO5auXRElRIRR73/7T3VdH9Qfc/TzieCG8N07O1zZ5TX9DPqK4sLPZ9v7C+puPmq1XoPX6VJK9hmUs7kQK+enfuvkxigu68pwJCtzkXI8B/aU0uRfO1Lp2cxuDmzOCHIqwy7uv0qJtN0cXZspZi11W3xNUvDCZ13rGeqb2y1xMqsO+RbSLGVM4Q8IoprpKHIp5y/V7bRXWSq3SM/S42Nw5s1EcXYORZb2mSusQQ0xY9v/ACWpRfqIOosqctf+TfM+WydlFgV8HzfLMRXN4RMItebj70A9CR/KPm9zB6hamqufex+UGypC00f9F7WBH1W0RrP3qbVZUaFgLjYLbBuHEJArxkW1kwRQVjo2FQSae7lMv5hFWl7N/qvV+xNw9ePSOrIU926U1u38vrDUNQlH0nN6qs0bYVtv1zYEHSXzl2qtJQMxqtzBIPFvPM7cwqsMddQxxKfCKU3V16bPRn6f/Tp5ScnWvAbjwxulR10+rupwVh5dQ6+4dgLIUfWR0mas4b5QRiLZPN5J2iUBEWDJwYfCUpjFIrEOgZwq/SJdLHjFqmYifknZF6q/6PW4UlUPd5ANjbiRaWheJmEgAoBK0mpnia4qIdwH5GD1N8RIu8dcKkcktkdKHmxSeJCNoeb2n9Vsm9diqSZ19V8/U293qj3blYrKDDvJSE5aNPNZ6ObM2oGdvVnJUECmVUIUSLW815vD2amI6M0bpy3Uvj833EnxwTqV309KakTV5zOeV40YIubFmuvVTbSDZa21RORhOouk4VqmZMqbhCMJ5SZFfh0AaXyJ0n0fOKVe5jGsFVv1Xpt1lhjNmrrx9ooOoVLtaZnWcLczzZknUEFe1uoyFNo8FNWHjAQZrFRM2MkmRajnIXa20uoR1aum91T5KRko7iraurrx54ZcFqq8auGxLJpvRu261LXjcpUXHlgmjsLYskqokbweeVcrpisYSxyAiRbufUt6b+vepHqCk0qd2Je9G7Z0vsuB3Tx35CavWTRv2m9rVoqpIuxRiZ12XyrFrEVD3pkDlodQ6KCyThBw3RWIRRz4CdImy8YeSd15s8tOZ2zeoFzEsmtG+kqztvYFHhdXVvWWoEZVKccVOia2g7Hb4+Hey0ql5rt6R8BT+YuKSCKjx8o5Irp8Iv53HNrp/wCw+bPWA66mwOOUpPV/mXwqbcHuUHFeWrTpVGZkbpSdLUSSm6THJB5iCkzaIyLTVhxMn4vl+PYEMoRuo5A5Fsi6r6idR6nfQR5Q8lIgrCJ2CXhTymoG+6MzMYhqBu+paFtiN0hQaKKKuGkRMe9N5mIKoY6vyPJtQVHzgUKUizJ7PF9pc6f/APtPyn+ca7YRXPYRa1ftTevN5bC6dtER1vXdl3bStX5S6kt3MujahTkF7zZOMkMztJ7OKbGM7u5KBhbOpFPHSYEOm1XRbv1vA3ZLKpkVUfVi2r7P/vXpppaV6fdJ4/7G5Y2NLXkZwq17xJ0w5Q5MwOwC2iuqAEujWKey2LApngU3ny43sihXMmqIj4F5L3dQpFlvreba25XuIfQ/6aPLHcy+sX/Lx3pph1INtOba2jF21C0LUtMt99fVRblnBo1wwf2i7PJp06MYUHj2vEMYQQOdM5FHm6tvZhOoVb9BcWeD+34Lp78lNdbapsjx/wCS2t+Pty1pOX6cr6jplBVj9ES4s6wS1Ts7YisXcXJWt4lMqyrJFNosddydFci30mabhFo1ReOQeu0myCbp4CBGwO3CaRSruQbJmOm3BdUBP4CiIE79gEe2EWn9y2oVN6n/ALTXrThNyJjiX7i1wO4fPd8vdHzThdSjXradvCrO1Je1RKaqRJZA6Wzqt5zVTug4bwQIKlO3cuklSLrvJPSOoukZ7Qh0t75w/pMBofUPUQhNg8b97aU1uxRq+sbDLxslXoOBsLKnxoIQkC4Ssuw6w9BBii3bA5hPMKmVR27MuRdIer8TtB+0Gc9dmda6Bq6cBsWn6uDpw7d5L1JS0cYmGtouIOFuq1SkLJEy+ua5dYgFGiRVXKbYzSRbTJ/NI5kSndkXceAsdoXbHtFFs370jaulBcCYbiRJ1PmfedTVCRonF7Ye+3MnZRr0TQmRIqHp8xYk3C1aeGPFIETVWjZV2kBiqunDoinhyG6AN4tu5+TN14e9SffvBzS3N2wy1u5d8daLQ4W+1fYlrtpF0NhWHX1kkblVn+ppW/t3jgZJdFrJqqKOVE/F7kCLJIivD4r8Z9U8N+O+o+MGkYp3D6u0vT2NOqreSdlfy7xJBRd7KT08/TQaovrFZ5x66kpFdNFFJV87VORNMggQpFRD7Wx9pb3F/tv6A/zjxuEX26L5g+zhsNJadY27YnSzRtbLVmvWlnSmqnoU8ylYW1SiEZpOWO6rJ3J5MkkRUFxUEVBVA3iER74RXzcdZfj/AGDStAsHFkdZH0BPxTmc1ovpyOgYnWj2HmJWQkXsjVGNYasoJNpJzbl04WO3SKCzpVVQ3c5jCJFmrCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/AKs/J15VYRTWuNCttCfjH2mGdRpzGMDZ0JfOj3xS/s2L9LxtXIeHsIlKbxk79jFKPpmr6OvpK6PnKV4cOkdI8Y4j4upeYL/pi+aZqe5b1TvhcT3ruLH9rHjLXeIHI6QDuXT8u1gEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwix1yS37HcS9GOtmhGtrBsm2yRabp+quklHKUrbXaBlVJZ+yQMV26hKy0/shcifYXC5m7XxpmclULujkT5MH8peqxRVTnRWClZz1XIN2zEDuY1x3B8p70E+C0Pfg7BBuqutjsNqNyc0PrJHbELDv2nkcSOJa0bzjidluRtAjFWreBFBboN9s84CzfIvkreWzecssNaLBLEqWvTO0/Pa1RrGQb2ORlnsMiuKC5DmNENTl8hk1ImiVZXZeu/RC11pmOlOSVsNp0hRkxxvijYZJ9ncZC57XbLXkbTSBzrvDkeS4tbxg09Q02K3U4dXX2UBzmucdiPPBgDSMlvA/cDg1oABPV+UfTe1htKv0+z8TarVePG4q1a2b1/Jr2O7QdQkq8i0eOE3jdCKY2x1DW2FnW7NVk4YN2oGSOt5xjHKgJL3ky9E5dbZNU0XKa+puun5qdwaGxQvlEhLQWnbdC18T2F4e17nYIbsgAuBt7zpi3XKCOexRMornHICTtPawtwd+AH7L2u2S0tA3Zzk4xPQjCZkouEUuUxDGnYWoxKmwLMm5IxrppiKhG5rXPFev0Y0jSFM+QXcAqum3BNAfEcpOwgHl+6R0t21DOzTsMvcU9W8U0WzmTYfIeZj2Wl2X7Ja3DS7LtwJ4nMSxSVj2mRzedawc47g3Ib37snGG5yd4G7qUTpXnLwLgpZWBf8gkHj1ssLZ1IwdI2JO19FcpvCYUpqJqjpjJNwH1BZmZwiYPUph+jb9J6Gjlfq6IVjbXsBzchkk9OyQ+NjpQWn8F+yR0gLDuu+lIn81JWgyDcS1kjm5/KDCCO0ZCkzCNIO4xNds9DsEXcKhbGpX1escG6I+jZNqKqjc50VidhIq3cpHRWSOBVUFkzpqFKcpihpm9WG66euktmvMElNc4HbL43jDmnAIyOkEEFpGQ5pDgSCCch3G2XYkpXtlp5BlrmnII4bvLuI4g5BwQsbr7z4txMbsWVn981CJa6lsKFRv5XSc6RzFWly5nWiNejmfyQLu0y6itYkBBCJI+U8tqdTt5fY4z6l5FOUurfQx09pqHuuMPPQYMeHRYjdzjzt4iZiVm+YxjLg3wsgdYdZWRzSz1cbW07wyTO13rjtDZAxl7u9duZtbgTw3rjdUcheL/ACAlnFY0vt9hZLg3aO3xKpKwlmqc3IM2KR13bmGbWiHiU5sGzZM6yqbQ6yyKJDKKEKQoiHPWXIpyi6Et/ptqG3ujtmQDKySKZjS44AeYnvLMkhoLwGlxABJIC66Sosl0cYrXUtkqQCdgtcxxA3nZD2t2scTjJA3lZgJDIM4+WnbFKxdarUA2Veztin5BpDwkQxQ/tzySlJBVuyZNk+4dzqHKUBEPX1zW1utdfdqyO322GWeuldssjjaXve48A1rQS49gGV3RUTnhz5S1kLBlznEBrR1kncB41g2rcqOFt0u0Zret8jKu8uExIoQ8Yk6hrnEQD+WcrFbtmLW4TNaj6gqq6cKFIiYH3gWOYpSGMYQDNs1/ofuVi22l96q7PM2hjYXuxJA+RrQMkmFkrpdw3kbGQBkgDeuiCr05VVLaGCtjNU52yMh4aSdwAeWhm88O+39CydA2DXl5e22O1xeoK8vKHLEgrenALquyQEwovINiR71YUSIe8GWinAdiGP8A2oR+AgIwHUWidTaUhpZ9QUc1LFWRl8JeAOcaA0lzQCTjD28QOPjx2mGnkfIyklZK6J2y/ZOdk7xg9u4r1Xy36i06zYPN0bWpmthlURcRkfYZdFOckmxTGTO7jq+1BzOPmaapRKZZJudMpvQTAIgA3WluTvWWsy71NW6qq2MOHOYw8209TpHYja7G8AuBI34XKaGjoWB9zqIoA4ZAce+I6w3wiO0BedKtOq9tw8hO6Z2dUdlsIkyRZdOuSibiTh/ePH7saXhVgbzEWk6FMwJHcIJlVEhvAI+E3br1VoHV2i5WRamoKmjMmdgyN7x+OOw8ZY4jdkNcSMjOMjNI4aSridPbZ45428dk5Lfym8RnoyBldidRcdBwjiz3KyV2j1hmcqbuxW6bi63Btjn8QkI4lZl0yYonOBB7AY4CPYe3wzCWmx3e+1QobPTVFVWO4RwxvkefE1gc4+ZcmUJ5oz1D2RU44ue4NaPK7A+FcTV5fWewwek1dt3WWzHcaiZzIR9GvNZtEixbkMUguXbCGknbxu28ZgAFDkAgiPoI5l77oXV+mYmz3+2V9FA44DpoJY2k9Qc9oaT2A57EZS09S0mgqIJy0ZIje15A6yGkkDtXiqkdFQySgeE5BEDAP0CGRLgrJzS04PFevKLimETCJhF2as3Cx09575ASa7IxjFFduA+YydgX9g7ZqeJBYO3cAEQ8Ze/zRAfXIhrDQelNd0HcGp6OKoYAdh+NmWInpjlbh7N+8gHZdjvmuG5SfTGstSaOrO7NP1UkDiRtM8KOTHRJGctd1AkbQz3pB3qXVE39Az/kx9oIlXpU3hIV2JzDCu1B9O4LqCJ44xh/YrCKYf8AVO49s8L8pPoYdTaZEl00c591srckx4HdcY/IbgTgdcQDz7kACV6/0H6IGwX/AGLfqkMt12OAJMnuaQ/lHJhJ6pCWj3Qk4UgSHKcpTkMU5DlA5DkEDFOUwdymKYO4GKYB7gIfHPLr2PjeY5AWyNJBBGCCNxBB3gg8QvQjHtkaHsILCMgjeCDwIPSCvLOK5JhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRehy5bMm6rp44QatW5BVXcuVSIIIpl+yUVVUMVNMgfSIiAZcUlHV3CpZRUEUk1ZK4NZHG0ve9x4BrWglxPUASuipqqaip31dZIyKljaXOe9wa1oHEucSAAOslR0ufIqGjDKsqi0Cddk7kGSdeYhEpnD07pJh4Hb8AEO3oKJB+JTmDPV2gPQp6gvDWXDXM/pbQuweYj2X1Lh+E45ihyOvnXDg5jSvOGtPRG2W1ufQ6Qh7vqxkc8/aZTg/gjdJLv6ubaeLXuCjdObSvtgVOo9ssk3SMI9mkYueLaFL9BPJYij5xS/dUE5vuiOetdOcjHJnpeBsVvtFJLMOMtQwVEpPXtTB+yT1RhjeoBea77yqa/1DKZK251McR/5cDjBGB1bMRbtAdby49ZK6S5fPXg+J28dOh79+7lwquPf7vdU5h75sSkt1voBs0MEMLeqNjWfJAUHqa6trDmrmllP4b3O+USvly8VqmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwisO4fQhmlNss6cngGZnkmSQiHYVG0MzKJVAH6Se8yaxf4Sjmv8AV0wfWRwD7iPPlcfoaF6r5BbcYLBWXNwwaiqDB2tiZx8W1I4eMFS8yJLe6YRMIvpZ/wDNCX+yD/hy9oP6WzxrpqPtLvEv5LnNGW5CwPtDHImZ4mRxpfk1GdRW6vdExZGMBJnf7Qb7OcqVBqWPtRiVt6K0uCYeW+EGxu/ZT5vfPS9IGm3Rh/gc03PiwFqmbPdLtnwts/Gsz9X7avXJ2HCaLhOs3WdwUHjlH7FB9XAq2rNQw1TcXFSKfpP3bV5rdSKqE9stKnqSBItrNSpVEGhnh2yZUzPBOpGUTNruPY2unCTOndjn84W/90WX3DCU6a3GVvwFXtK3HmJhJqKQT2GkxQ2o32GSxSL3ZxNroRh1YxK/Obk+dOXQMzGjRQXQNHiMcLTNS6zhq5bw1s/A4xjhjowplYpIWUJMfEZz41o08xZCD59+1AVzVDFVm91TrvlrrjSBWKiiQx7bX3HWeCx7vj0Vjj7qDN1ZIO3LJG7eUUjgv2QAIm2rb4jBaomO8Pmh5yFGKyd1dcS95zkgeRu75l1/2iWGlODnXzc8nNYKMyL2OY45c0KCMc6SMz+qisOIuKnBO7aGVL45XZmpJJ24Ae5g97HuAlEO/dS4mpObf1Fp/nxFWc3eTbTewrfn6jN3rez+kLzp2hTHgSNO2V04eRF/qciXw+F/WrjxvtdignpfAY5ezqLkUjh2EQ+d6COartNI6k1XzZHCT51L62YTWfaHtV/OO6X3Cr9Ol0uetYyg4n5T2Zx2iuGnJ3WgIo+c9Ue6tR5Zq32JakSKLp2rO6mlJ5Bu1TEfPkPdR8JjEIGbYmk5uaPPA5HxKHRt2o3Y4jB+Nd3Zc2w3P7NbfOHNplgc3XiNzl01K01u5W7uXGlNxxm4bJFoNgWMZd4FZ2Q1sCS5iiKbVrIMEexQEgG4c0G1glA8Jp+BV28wbB6Ctrz2dRRdL2eG5qtBODtJvzTUaimHiUBwRpYTIimX1ETgoAdg7fHInev6wU+eHe/GsxQZ9LpcdvxLXg9jbRbLdUzbILj2UT4PbZO0+aA/2QO5ePCRu4iQwlD3RVX1AS/c7+vYc1qRnOWtzOguHzqytbtmrDuoFW17u9sih9Hbr3JpkenZI2RTU21NhayPYycsW8OWeNQ7dMVUZosQPG+TGMLKDFeeDf3lx5PmeDzVPD4hwdHo6JlOC2Zwc9oPg8M7/bLIT3t7pCDGMA449XkVyvP3exeUns+PITkwSrHoyfIHp6pbjTpik2FlPVCbFoENay141hCJgQmzRBZXyBdgyaAv4PH5KffwBhLNQut+qDAXbQa4jPDPHfhX9dUCptIkAxkDctdT2KD/ANK7qOf9yXGD/wA2d6ZndeexTfyj8Sx+nf6YfEt9dkkKzlMgB37mD/hzSlvhM9YyMe2U9qZObhc7sX81fQdqY9Tf2r9js96+ayGuKty0st8gpd25S+R09bcMaw+LqaR/XT+7otLM51LBj5YdymdSfc3iExzD6Qii7jtbYGje2MDynj8ZWrXv5+rMh4F2fIOCwL1CphPpge0sXHeUCsmhTK1y+15yjM5iDkVaTGvN3Hr+xttxEeLQTAVs5QuVjhDlIHzDJnKUPCBe/a1gqqAwu+6YW/BhcC7majbb0Oyt7Xr5qN1+jbz6dM10XTN3pqJdNHTZQizdy2X2BSVUHCCyYmTWRWSOBimKIlMUQEPTNYaWpjTajdGRjBd8RUtu8oltgcOoLXj9ia/9IzqR/wDdHxO/8zuRGSLXf9Di/KPzLGae+3v8Q+dU0+1eqAz6yWw3jI4IvE9M6AdnWRMHmkeoUpEEFTiHcSrEQRS7d/2IFH+HP6c32aHPtT8ZWMun9Of41tI+2MKeb0qtbK+WdIVebOolBSVL4FU/HqDkCby1C/sVCd+wh9AhmB0wALnUAdR+UFkrt/RI/GPiWtT0jbB7SvG8QU23SvilnnFL9E66qJrFheEr4n6I50YP6sSg434ma/dyogy7l7+5B/0n18eSS4ttLvZHY/WysVTGsH9F2vJhb1HSGkupPI8T5Bx1W2Pkcnjbcubds1XYaRZlU1V8iVEKt42ugyhQzpqSp5UBE4C+MHot8zys1PqOW10tyZJZ8bAaM4z4WT17+rsUytbKualcyuztEnGccMdi0u+rB7PFzI6f+8Z3mp010L9dNFwttebQqrfTL2Xbb+4tPiu1pY7FrEQKidnslGrIqnCOmof3l20jUxJKIpFRM9dbLs19prpTNbNhtRjBB4O8X0fyIrXW+WjlJj3x53EdCnl0afaqbxsbYuuuJ3UoQgnb+8S8RRaFyxr8cyqyyVplXKMZARu9KpHpNa2mym5JcjYbHEoxyLBQyZnzIyJnMg3x9/0yypp3zUJLJgCdnoPi+hXFuuphkDKjezPHqU5/bGUzJdK3UZD/AGQc7NUAPf8A2jeSuYbQUT4Zpo5PCDfnCv8AUT2vYxzeGfmK1zukdYfaYo3iDHNulfFOHnFINjXdSPWThOET8v6IJ1Iz6sylX32ma/iYqgNvQw+6B/0n9lk7qm28yjurZ53ozn4FHYjUhh5nOx04Ub+iertVb2iDQC29iCnu9bktyOV3ImZOBSMTaqlA3UbYZDJVXtV0xLbheAJY3+wA+Df9Z8Gcbrs+lUuz4PN7vEuVHnuxmeO2tpv2yP7WfpD8PDWf5P8AyezVXJ9/WSo/RX/vIlL9SexUX51vyXr/1JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEX8572l641fXftGnTR2Bd5thWaXRddcIrjb7JKKihGV+r1jmjuibn5uRWAphRYRMSxWXWN2HwppiPbCLcEh+ub0iLBLxcDC9QHjtJTE3IsYiJjm1sXO5fyck5SZsGTcnyeAHXdOliEIHcO5jBhFqC6qtNb4fe2M7ktPLyfiNcwewrnuF9rbYuxH7WEqbZhuTTDg2on6NpmlG0Wzj5OEc/Usg4BUEUpE5mJjFOVQpSL4+vHe6VzM9ok6a2v+HNvre2NmUtpxmp1mtWrJmOtLGuW2J5F3XZh2r+w11w9alW1tSXwTsmqVQxIxmsYypimSVKmRcy9mmPFj20V3fOT8zGUuo3622SUo2w7w/bQ1YLA7U4czdD1Y+bTkuq3YEYBPnJUyLeYCaMgkogJgFI3YivF1P1YOkrf+opy9guMnB2Ov3LPjpqvkbt3YfMzXWmdAGjNhxGnacUt3UiN7Vifktoz7W5yJ21cbPTsjt5ByumXxHbmTOYi1suOvKvkt1UePnUM5hcsOtBZOD1a0jXLetXeHHH2xQemW94hHdFmpyvVtpAxNsqUjaqjPPxLVmCK7WyTU09Osm4cecYgOSKzf2H4xh0Bz4L4h8Jdw6ZMBe4+EDGpVwAxgD4AJgIHcfp7B9zCKI/sTOy9dUHZvUDp96vtNpdrvETxaYUutWyzQ1dnba/jLBvCKkI+tRcu8ZvZx+yk7LHt1EGxFVSrPUCCXxKkASLvHB7+7NuVH/b/AJLf5nGWEWNegneqXwz9ob6lGvOZFvreqNo3JlyUp1bte05iNqzKyW6R5E0zZR2jCwWFwzamW2TTGIz0YoKpSSbJApkjHMqiU5F92z7TW+YPtjWn7XxBn4jYkFr656ifbJ2Nrt+2nKm7j9OaUbE29IK2iHVcRbuOj4Vt9SqzjzRRVkCFZEMc50ymIu58RGbVz7aXyCWcN0V1Y+z8hnjFRVMhztHR+NB2JnDcxgEUVjMnqyQmL2Hy1TF+BhASL29RxJJP2xXhOdNNNM7ix8RVVzkIUhllQipVAFFTFABUUBBEhO49x8BCh8AAAIt1x3z94gMeX8ZwId7sg0eXczBqWSM0qaDuJpt3CJU6Qv6kgScJXDU8iZafFOH3hNIlP4EhL4fMECCRTDwiYRabPUh6ltq6qnIi19Inp9b0oulNAQ7laC6gPPS1XKCq9aj6am9Xi7VpvTLqXloZS2rTB2riOdHYLgexrlVaJKoQaUjIuCLZE4Aaf4Z8X+PdJ4scLbPriZ15qGFbpO0KdeKrdrLKS0sqqrL3vYMjXXi6r61XOXTWcunaqaKR1e6TciTdFJFMiow60oj1AOqV0tekFF/6L62hrktzy5iRpP1+MNrPWhJtlRqvPmR8XuyVoaRNhi1EVQN+v2GLW8IAJDiRbRdzuNX11TrXsC7zbCs0qi1mduNuscop5EXXqvWIt1NT83IrAUwosImJYqrrG7D4U0xHthFr+9aPqKPJboh8leW/TY3Uzuzdw/qWvEt56ekXTp1SICb2fWKPsqbrcw2SQexE3Fx8seP+UEQI4ijvPe0VElUCLEIsYUDpU9DGb6U0RuqaoOo53XMvxzQ27audkxNAvvwlrUqRZmwbad7yWkj3GH2DHXXzV1IYrtNo1l0xjTR4FKLQSKBnGuw9Wfn77LPHUbSrSx7f5N7cs9t0HGXC5XqsVa8XTilHX6TgbVLrXvZ1qqsRJv1YGPeVBR25drPHkSRQQ81yIuAIq7Obk/1XdHm6G2hb10sdS8cYni9zG0fEcN6VAco9V30N67cqknTUoCh3acrt0ftKk4us03Scyk/IC0QVev13CqoGE4gRb9/Ei68jti8eNcXPlvpeB488h5trYFNj6crN3hNjwdLdM7dPx1fQYXSuycxDTZZios4+ROZByqCKrsyJvCdMxSkUjsImEWsF05f7pC69H/cBwp/zM0rCKsLqoV2c6HfLPmLsymxEin06us5xu5Fa02FXYZoutB6V5sTGpb8FZmmEc1IZGNZ3GxTyrxMoGSTPGzU0CaJk4RoQCLYc9ni+0udP/wD2n5T/ADjXbCK57CLWE9p93rsPV2kOD+sP0TLzozizyU5ra61JzR3NryUe1yxV3RbsyTyxVr6qGHZxDRs/Wwl5FwUgkF6SC93UE7ZRwgsRYt6x3Tg6TXEXpXbM5F6G1jqniptfTdLr1p4j8jtEzy9K3DL7ZUcxymt2MLtOBnCW/aq14KqKThV69llvk5ZeRIch24OkiKs3qssXu6aN7LfzQ6jEMRxqewu9d1nmrNW+LJH1ojnYzbQV+QktkMQQRaRkTsGuVaek5xl5SIJMmrxMiZfD4CEU/faz5fiZYemfp+sVd5rKwcgZPdmokeG0NrVavSt8WYLHcs7CGuGdSMvM/ofuakoDcwMS/JikkeLIHdz7mAEWxMw5caZ4/teJGgeVW8aRR+Uu9aTQK3WKPZpgE7Ns7ZvydW65Zm1dTRRVRk3bm7SQIdwMUp1Vi9h7D3wi15rvN1rhj7W2w2fuWXjqVr/n3wVa681nebI8Rh6mvsWvfUNCfUitPv1G8W2nnbrRDdqk3OoB1HM7HplAVHaIHIvzqe2Os8x/aJuixxo1BOxl3sXD6R2RyV3itWZBCaj9cRQSFOvcdG213HKuGsFMuktLsy+7LmTX7zkcBi9naHjIup8OaHovqYdbTqyU3qasY3duweJmzWFC4Y8T90u1JLU1W4/MpS3Rb3aFO03LuRq9smLBAsa3JSD1dk4BILAV0YDi7ROgRdh1tWtZcH/aY9J8R+nSuFJ0FvHi5sS7c7OMuupp+/0prC3wVY2TN0C+EpSb19XtYXWRlYWqtzN2qLQyLSXSKQiaUubzCLcBwiYRa0XtbH2lvcX+2/oD/OPG4RZm0Jw06C0hovS7+z8eelo7sr7U2uXlhdTVK4xqTLmcc0+HWlnEso8ai8Uk1n51DLmV/XRVEwm+d3wiue0bDaQrWq6hWOODHWUVpatMFYKiQ2nS1pLW8LGxzxyivE1htUBGus2jGQBYh0WwFKmsBwEAN3DCLLOETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P/Vn5OvKrCLZflYiLnWK8ZMxzKUj3JfCuyftknTdQPoEUlinL4yiPcpgDxFH1AQHPKMUssDxLC4tkHAg4K21W0FFcqZ1HcIo5qV43se0OafIcjPUeI6FEy+cSIGSFZ9Q5Q9fdG8Rwh5Qyz6HOYfgRB4HmSTAvf4ib3oPoACh8JXQ6snjwyubzjfbNwHeUcD/AIVo3U3IXbKwuqdMzGlnO/mpMviJ6mu3yMHj5zsAUPLnqm+0I5xsdeeIMim8JZZqUH0QoAj2IPyg18xBEyn0EVFNT/Uhkuo7pQVw/wCHkBf7U7neY7/NkLQmoNE6n0w4m7UkjacH7a3v4j1d+3IGegO2Xdix5mQUUTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRe1AvjXRL9BlCB/GYMqOK5N3uHjUH+TBCbB6pnAzUUsAOKjSKzXr83ilw8xo4sozlzucguZIf1tROSS1/EN1CCAlOVv4TdwHsHuLknjGn/Q26n1DR7rjVPmiLhxDObihaM8ctM8rgejayOtLk0VOtbPbn76eKISY6NvL3nz82wHxKwrZLm8yTXYZdfOoJpst1FSraivrWYwQEfZHCZ0YyQlQBjJio0YLnBUxBbqlUEgFMUQEc8h6aksDdS0smqmzP082oaahsX2x0QOXNZ3zMFw73O00jOQchZerkqJJ5zAWisIIYX+CHdBO47gd/Aqs/ZG1eplpjenGXRW0Nu6RlnXIa0V5jHo62pdXlnMZW39wi6xIP5txLa7gTMCiRyuokZEVexGqpjCTwh4vadm0V6H3VeirzqzT9qr2UtqppXE1E0zNqRsLpGtYGVD88Ggg43uaBnO7CV1TrK3XKgtVdPSO7te0DmmNJDS8NJcTG3HE8M8D5Z2cwT8dKpqK2QnJu/2ija3u0ghFoxtBdgnsC8rRLxrKmrldZFjZZd61UXRQ99MKaTVNMxCuFk01Ox/OvIlaNcVOto7loSip6q50jXO26huaeAPBZzj3bTAHYLtgZLicljHFu7OXmGz0tJK2+SvioJHYww/ZH4Odlowc9G1wGPCIB3xttPKnXGteE2ztV636b/Jiu6QNpyyVGO2Hs3VcLX4AsnYIFaAgtj3uUMD0j6RdWKRbvFZAioqncmAUDFN5ZS+hrVoa9XnlNpL/AHrWVlqNSivjkdT0tS+R4ax4e+nhbu2WiNrmCMjAb4WRknrm1BRUOlqigorJXMtPcrmCSWJrW5c3ZbJId+SXEOLs5zw6MZa6cLBDT3T611sC2eIzOJrm390yDZycQKxrcXN2iUbplMPcE276FgCvA7en9lCPxEc1fy8sbqzl4kstCBzzpaOjBH3UjmxtPla6TY/VXPSETaDS9NV1HgtjmnOehoc8+YtbteVRh6VOl6anqKycsNj1SHu21dnbOszWlyVmjm8u1rcJFrNyz1ggWT9NZozsFjti71Bw8KQXCbdiRNJQhVFynnHoo+UG6Wm8U3J9p+eSmtNLRxGZsTiwyOdnm43luCY44gxwZnZLnkuBLWkYLRdHTQWt2oKuNstyqahwYXAENaPCc0HcHOftAnjhoAIyc9x3BVKzeOstxejqTXYmrSda1Cyuu1n9dYNYokhKRMbs+eRcTSDBJEjh7JV48RHqODgKqyLlJM4+AhRzv0vd7hTehZvVZfJXzx1FW6GmbI4uw17qePDC4nAbJzsgaNwLXEbyVkLhDDXcotvFOxscjKQPmLQBkgSuy7HEluw3J3kEA7gvbyubKcp+fOrOCZpB/HaS1zCobb3xHRTtZitaH6dfNdUIuQWanIqLMIB1FMGZiiB2riaXXDuYiQksuS+mpeS/kYuPK4yJj9UVr3U9E9zQ7mm85zOWg9POCWR/Q5sLGcC4Hje4m3nVUGlskWuFnPVAacF52dsNJHRsljR1F5PEDEtd/wBM0hI8SuSVVean15XqJQdJbEmKalE1aFifqUs9bqkk+pkpXnLRmiuxmkrG2agRQhwUcqHFNUTlUOBtQclutdZ3DlVtVT3dWTVlVcoWS7cr385FJI0SteC4gs5su3Yw0DIwWjGZrTbaqx19M+mhZQw0spZhjRsOawlhbgbnbWN/E8DnJzFbp1hC8bumXe+SluYfKS8zM7R2+Yj05iOp/wCp0W2vajXl3Zu6xUpq21pUpFTdxA0iY/qAhm3+XSjk5Q+Xa36Eo3bMUMVNTHHCPnM1EsgHDLIXgkf9MBYrSMcNp0RJeaobRc6WY54u2cRsbn8J7d35WVGrhbyI4jxMdb+QPMWkbH3FyY2lbJGTPY57Sr6/USo0tAybSEi6MR4m9hmplfKUL5rdAvurQEWSHlpJKebszlM0Vr+RlLo7kyqaK2aNoIGtEcdYKeaWXi90xbh54g4ce/ftSO2nOGzidM3jTkUMl31FFNU32olJ2nQGSNkY3NEectHjA3DDRgA57ppS3aVv/VwrF14o02YoOk7VqOzp7QhfqLda/hXUw3oVjCSM2q4t2zKPj3FwZ19cxEkyJKSBDrAXxmERwmvbdfLX6HGptnKFURVeooK2Hud/PCd4Bnj2cy5Jc4RGduSSRGQ3OBgd9FU2is5QWVVgidDapKZ3Ot2DG0uEbs4buABeIzuwC7J6VwPJTZGpoTqelb8863cZLixTKi3T07XEImTlKMs8kKzBOErdJQzBZuraIZayryAyYsyunIu27Zoumq3bGRC45MrDc5OQRruSSamj1tVTE1cu01s42ZHjmg8g828RiPmw/ZbsOfIwte8OPTday1wa4DdVxyO0/FF9haATHktb35aMbbdou2tnJyGtILWkKUa/F7iLvPcmneVfB7bWsdfRmopSElL3SdT1pVo5tLFvNpPBZz1bGdrT/Xh7DXve4tf3mED3xFY3mFU8AlHWt35SOUTROjbroPlXtdbXSXKGWOnnqZQWxOdGWhzJObkbUc3JsSt2Zu8LRgtyCs1U2XTtyrqfUGmJ4Io6cgyMhbjbGc4c3aaY9puWnLO+B35wpMzK5HMk7WTDwlOqYQD7ncw546ecuJCs6hwfM5w4ZXF5xXQmETCJhEwiYRZRou27TRjJtkVvlWEAweOGfqHMkmXv3N7g4+eqwP6j6FAyQiPcxDD6hprlJ5DtGco7H1dRH3FqIjdVQtAc49HPM3NmHDe7EgAAbI0bjtTQfK7qrQrm00L+67GDvppSS0Dp5p+90R8WWZOXMcd4mPTNsVC6FSRZvix8scAA0PJmI3dioPxK0OJvIfAI9+3lGE/h9TFL8M8D8oHIlrvk+e+eupjVWRucVVOC+IN65BjbhPXzjQzO5r3cV7L0XytaO1q1kNHOKe7O408xDJM9UZzsyjq2CXY3ua3gsl5qFbNXV7fbYqlwbqbllOyaQeW1akMUHD94coiizbFH4qKCUREe3YhAEw+gDky0Joe98oOo4dO2Rn2V5zJIQdiGIEbcshHBrc4A4vcWsb3zgotrHV1p0TY5b5dnfY2DDGAjblkPgxsHWek8GtBcdwKgrPbjv83IKvE557EICoIto+JWMzbNku/ciZhS8KrowB8TKiYRH7gdgD6Saa5BOTDTtrZQSWynr6nZHOT1LBLJI7pcA7LYx1NjDQB1nLj4Pv3LLygXy4urY7hPRwbXeQ07jGxjegHZw5563PLiT1DAGXNS7uk3cq2rdzdkdpPzlQjJlUiSK6Ds3zUWj4yRU01kXJuxSKCXxlUEPEJim7k0Zy4eh2s9FZZdW8n8DoJqZpfUUjS57HxDe6SEOLnNfGO+dGDsOYCWBrm4ft/kj5cLpV3aPTWtZmyxVBDYalwa1zZDubHKWgBzXnvWvI2g8jaLmuyyW2eHF66TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi6Xdr3BUOMF/LrCZdYDlj41ASi9kFih6lSII9k0SCIeYqbsQgD9JhKU2weTvk11LylXj0ssUezTMwZ6h+RFA09LiOLzg7EbcueQeDQ5zYVrjXth0Fa/TC8PzO/IihbjnJXDoaOho3bTz3rQRxcWtdBG9bKsl8dCaScC1i01BM0hWhzlYoAAj4DrfAzx0AD6qqeoCI+ECgPhD6U8m/JFpLk0ow20xCa8ubiWrkAMz+sN4iKMnhGzoA23PcNo+C9d8pmpdfVRdcpOatTXZjpoyREzqLumR/4b+nOyGNOyMfZtFa8TCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEX0M2jqQdtWDJBV08euEWrRsiUTrOHLhQqSCKRA9TKKqHAoB9IjnF72xsL3kBgGST0ALuggmqp2U1O0vqJHBrWgZLnOOAAOsk4CuJ1rUCUSj1yrh4DLxrAov1CepVZN2c7ySUKb4mTF64OBBH18AFD6M1Fcqs11bJVfcudu8Q3D4APKvfOkLE3TWm6SzDBkhi78jgZHEvkI7Ntxx2YXecsVI0wiYRfSz/wCaE/8AZBl5QECrZnrXTUfaXeJfyoN7bu17xs9pm2bv/bEm8htZaf6ns7sK9S0dFvpt9HVes7ZVkpd40iIxFxISS6DRAxiookOooIdigI56Vp2GW1sY3i6EDztWqpDsVbnHgHn41bN7RT18+CPPjhVBcVOJju/bKss7uKnbEslztOv5ai1ulwVJj7GAN44LSDKekrVNyEyiiQEGfuqbD3rxrgcyaZ8dZbPNbpXySv2trgFdV9cyqa1rG4wrOfZwpSz8DugTvrlNueJdxVYbXXkry2oEZOkWYrTeuapqOgV6DIzbL+S493utx1ZI/J3hAPfiPUVURMRdM5sTe2Q118gpgQXtAB7N5PxFXtvdJT2+SX7k5x5sLTy6UfS6t3WV3jvr6rOQSmlxrYQ1wtWyHetibTeWrZe3bjJBFwasIfYetEmas4SOm5JV578qJBY+WVA4qgYkrrq2G3Uxnm+1tHwALH0FvmuMjmxfctyTjP8AP8+SVvWa9nYm+kpx41xyLiuVH6ZSs3LbjTUlijy6JNqRamSExVLNaa9LqOybi2iEsyky1F42OBkmZUFvJDxnFUChYWe/Ul5z3PuIGcZz8yVtumocc5vBWzJwB5Kl5Keyecj/AH+R9/tfH3g1zZ4zWrur5gtA1hpu6L6/Y9jCJ0wbaesdbJ4R+kB8PYvYAw1XSNh1NFOMDbLT83xhX0MxfaXx+1BHzqBPsShGq6vU5aPm7d4xexfEJo9Zu0U3DV20cKcoUXDZy3VKdJduuioYpyGASmKIgICA5daqqzRwwyA4O2fmXTZ4RPI9h9r9K1W+qbxTn+n3z25a8UI1WTi6FE35Z7SWvnuPdLBpq2OWGydSC7OYRQlV4muSjBBdUPECck0XJ3KYpyhIKKpZWUkdS3g5oPl6fhWNqIjBM6I9B/8Aov6C3stEHHWvom0+pSwm+S7TszkjXJLwdvH7hOWN1GPPB4vTxe7ujdu/p3yCaoqm0t6gkJ4BvxqQ2iEzUMjR0k/EtOjoy8ia/wBF3rH2CG5p/K+t6xVmW4+Lm7J4sBNS56Wq7fMHkLbxg4li+nJmqOrXTIpcF2KDg6kS8B4gVcgEKeZ18AuduLITueAQVg6eQ0tSHPG9pwVJH2p/npwt5zbp4nyXDfcFe3FG601xsmM2FMVqpXGtx8dM2iz12Shmx3trqtaSnHLhnHrqHO0FyVEfmqGKcwFHrs1JPRUvMznLs7vEuVdPHPLtxjAW0zscQ+tRo/1D7UJqoP8AH+gfT8ikTm+q8jO/bPxFZhwPpIPEFqX+zZ9WLiR0trDzAkeVauy0Wm7YDSkdSTa5paNxVFzQpHZzme+ViKzcN7gn5VsaeSICp5g+P0Dw+smv1pN4pRTAgbyVirdWCim5079y24ZT2hnhhv7g51E948UpfaLK3cUeOrqxoPNjUlGlNkr9tg8trjSqcY5SnpgzxVxs5yyTVKAEMQpiiXxCIAENtein224xzTOa6Pa6Ozf1BZyrvzaqmcxgIdhaU/RO6Es91iIPkLcHvI0eNlR0dKa/gGc6ppw+3zXyy3VrapKUimzb9FLWBYYapGQTRZwoZZ2Zb5VRACF8JjDN7teKazxCSo35zuzjgsBRUMta8sj6F9fWx6DM50fKlx+vjLkh+mVqG7bBfKnKywaZNp8aFY6pHVuXgY5dH9FXaKc99WEZJyKqRgUZC2+SFAEqnmAJKWi8014jMlPu2cbs5StoZaJwbJ0ra22ByVLyx9kWtO2Xch8oWeO4g1rUl4WWV8x+rctIbOquppmQlfURI/sf1IJyw9+3jTfkOAAUwAGCjpG0+qS5u4OyfOCVkXTGW0bJ+53eYqg/2ZDqxcJemXWOarHl7ebZUHe4pTQkhr5tVte2q8nmEtfMdxp2RNdSusXLeLVRVt7AqXvR0iqiqIgPYhxDL320m7RMiG7ZJPxKyt9b3E9z+sKHG4LPP+0B9d0s1pai2pnrvdm1dZQjGPmWSRpOicbtSQVTqtp2BdiRziSjoMxqjW3cy7bg6WSJJSBGCKyyp0fMumiGz2vDyAyJnnP+ZXSdutq+9HfPcttr2xVYF+lZro4D8ebupR/9ZFyCyHaMqG1FdO8dLT8YWcvkRip42nr+ZVjez49cnpzcAenc248cn9qXWnbRS3hs27miYLVF+uMf9T1mbVdOJc/LNbhn0cK6xotbxJePxp+EPEAdw75fUlgqLyQYHbOBjjhWVruMVCDzgzkraU45dR7j91PuP3KeT6emybPYb3riiT9WiZyco1horqu7QulGta+tHbBG6xjJF+ZKaiireMCqIpmTAFPQewwT1NPtNxhNxIdA9w6c5AIzlSL01bW0sgpQRIG9XSRuWnT0WvaLt66u5oW6tdXPlptF3o2S1hcaSxVuVECQbaw3bGXCoPYuQtNf19Rfq1Zk+R4Oah1hK1ce6O3ifnpkSBRZLZNdY6aSnAoWNjlBBBbuyFFae4SskPdDi5hGMFVMdYm8cbOf/Vztch0yqseyV3elh1bT4BxVahM0tltrfNhSYQ9luNcqUpFQ01Ep2SxvUSunC7Boo+fouZE5Te8isplKYPp6Qd0u3tbvJ6grSUtlmPNDcTuC3BvbDkF2fSe0gxdvDSLxlza021ePz+LxvnTbQnJBFw8P4hMbxOVSCce4iPc2Q7SssctxqHR+Dg/KCzd4Y5lNEHcc/MVmr2SdUxOkJVQKft/7kbu8RDv913Wv+HtlprCZ0dzga12Bsj4yu+yRh1JISOk/EtTrppj/APLTbAf9frzY/wB9pyEyY3Ej0lkcTu5n5gsHSj/j2j/qfOtjz2yP7WfpD8PDWf5P/J7NXcn39ZKj9Ff+8iUu1J7FRfnW/Jev/9WUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMItX32az7Zt7S5+HbA/lAc+c9OWD2Cov0SH921anuPshP8Ann/KK3D8yys0wiYRMImETCJhFWhzF6PPTg5/bQh9z8u+NEXuLZkBR4rW8RaHuxdw1JVnSoWbsdjjIMsbQNhVSFVTazVukVwWUbHcmFyJTKGIRMpCKM0B7Np0TqvOwtmgeDkBHzldlo2dhn5d0cklzMpWIeIyEc7Kg63Iu2WFs7bkOBFCHTN4exiiHcBIpi85ulpwP6kEbX2nMDj7W9ny9RbLMqjeGspZKRsWtMF1lHSkXG3yizFds6kCZ4qdcYxy4cRplzmUFuJxEwkXRODHRs6cfTln5K68U+OMHTtjy8cvEPtoWew27ZGwyRLvwg9ioay36csDiqRsgRMhXTeHKwReAQvnlUEoCBF3Lnh0rOCHUpjaw15f6Ih9jzVIRctqZeYycs1G2FWWLxb3h1FMbnSZiCmnkAu4MZUYx6o6jgXOKwIAt+uARfbwc6XXBTpyVy1V3iJoKva1PfE2qF7s76Vsl5vFyasvOFpHT1yvcxYrArBtjuVDpxqS6Makooc5G5TmMYSKHlf9nF6NlY3435FRHDWsp3FjZiXONqjq6bGkNQRtnI8+UE5BpqB9bHGvvk9F589KJUYKQiHoVJmQpSAUinPwt6c3DDp4Q19r3DfSjPS0Ls+UhJq8x7G6bIuCM5KVxrIMoZ4I7DuNuUjlGjSUXIINDNyqgYPMAwkJ4SKFUf7PF0k4flLEcwoLjGtXty1/bMJvSDPX9rbcg6TEbWr1ra3iJtcbQoy7NawzTbWxkk8+S00CwomL5XufkCZISKXVK6YXBXXfMCz8+KboSOheW9zXsbmy7gTvGz3j2UXtsQSBsKh6nI3Z3QW3yjEpgiIIxSYJgHiTApvnYRY15z9GrpxdRqwR135WccYO4bIiY5vDstoVixW7W+wjxLTxAyi5myUGdr69sjo8ihitUJgr9JmU5vIKn4hESLv3BnpbcEOm/GWBnw+4/VvV8tbm6DO3XdzKWS7bFszFusV0lFyd8vUxYrOSCI7TKsEY3coRpVygoVuBwAwEX2VLphcFaLzFsPP2qaEjojl3a159zP7iJeNnunsivaK8Wqzqhqk+uzqgN/f4AoNxBKKTBMPnkAqnz8Imw+mFwV2vy4pfO7YGhI6xcr9eL1RzTtuK3jZ7B5Cr0dNZKrKJ1WJuzCiPPklNwcABxFrAr4v10D+nYi7K86eXDl/zNiuoQ70uxW5hQkCpWIvcw3DYZHzWCVpclrxRgFQTtxNeqlNTZdwy8Z4kyoFU8zxecBVAIpo4RMIqN5/2bTonWidmrNPcHICQnLFLSU7Mvzbo5JIGeysu8WkJF2ZBruRBsiLl24OcSJkImXxdilAOwARTG4WdLPgV075i/T/Dbj/HaWl9nxkFD3p4xve07gafja06kXsG2US2JeLc3YgxdS7gwGakQOfzOxxMAFACLMFS4X8ZaPyo2fzZrOrmjLlHuOkw+uNh7ac2W6TErM0WBRq6EZV2EHNWOQqVXiUi0uLMonEx7H3hVmVRYTqGOYxFnHYdBqO16BedW7AhyWGh7Kp1moN2r6rt+wTnKjcYV9XbJDqPol0wlGRJOGkVkBVbLouEwP4kzkOAGAij/wAfODHE3i1x4f8AE7SOlKzWOOcsNvCY1JNvLDsWrTaF+836smM4nsuZuD6ai7ERc5HLR0sq1MmcxATAgiUSKtFX2afo2q2hSd/SsSyNeXsIWxfVDbe2/m+m1rIUwGLKH1ujsslfKUpgAAZlIWPBIPJ8jyf1vCK7qm0yo66qdboVAq9fpVIp0LHVup1CqRDCArVar8O1SYxUJBQkWg1joqKjmaJEkEEEyJJplApSgAYRYS3zxD468nLToW67z1s1vln4xbWhd36LlHFht8GehbSrrtg+hrW3bViwQrKcWZO4xA4NZRJ6xP5fY6JgEwCRSSwiYRMIo1a94f8AHHVXIfeXK6ga1a17kDyTYU2M3bsROxXB+5vLHX0OzgKeg4gJWwvqpChDREeiiU0awZGWAniVFQ4iYSL6uVHErjpza07M6B5S6thdvaknpSDm39TmX07DiSZrcglJwstFz9WloGzwUkzcpiXz2L1uqq2VVbqGMgusmci7VoDQWo+LmnaHoDQ9PQoGotZRCsFRqc3lp+dQgYpaQeyqrROWtMrOT74ppCQWU8bp2uoAn7eLwgAARZhwixJvTQumeTWrbVpTf+taltvVN1aJs7NR7rEoS8JIkbrpu2ToqSoAuwlYt6im4ZvWx0XjJymRZBVNUhTgRVKa19nG6QGsLzWb1HcXHdwNRZE0rQaVtbcW6dsavpbs7krs3yTrfYF+sFRkGxlyAYUJNrIIiYAMJRMAGAitV5D8atD8sdQ2bQvI3V1V23qK3t2yE5SbSzUUj1DsVSOI2QjXbFZlK1+biHKZVWUhHuGr5mqUDoKpmABAirT4n+z79Jrhdt2K3vpHi0wJtOtPwk6VZthX3Y20wocgQwnbSVQhb/ap+Ai5tgp2O1kxaqyjQ5QMi5TN3ESKb+8uBXErknvHQPJLduoGV53XxdmkLFoi8OLXfYVxQJltPRdmRet4WtWqGrc6Yk5DNl/BKM3yYil4RKJDGKYi+Dmz0+OH/US1xGat5gaWgduVmvyS81U3bmQnq1baZMOkE27uQqN2qMpBWuAF+kgkV2gg7K0fFRSK6SWKmQpSLGvA3pP8Cemo3tJ+IOh4vXljvDVCPuN9l7Bab5sCwRbVwR2hCLW27TM7KRdeK7RTWNGx5mbBVdFNZRE6xCqARcPzN6QPT4573WE2nyL0K1k9xVxm2j4Xc+v7heNR7VbMWaZ0WLN/ctaWKryNjaxzdU6bVOV9+I0TOYEAT8Q9yLvXCXpj8HungytKfEzRMHrqevYkG93+SmrRfdm3MCOReg3sGxL/ADdltriL9/MLgGCbtKPK4EVSoAoImwinrhEwijjyr4kceObmnZfQHKLXDXauop6WgZ2WpzuwW6sIO5WsyKcrBuxlqRP1qwJCwkESqARN2RM4h2OUxe4CRVX/AFsv0Of3CNf/AB28mf6acIrW+LvFbQfC7S9Z488ZdfNtXacpzuwv63S2k9arKhGO7VPyNon1iTF0nbJYXIyE9LOHAgs7UKmKnhTApAKUCKQeETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P8A1Z+Tryqwiuaecy4sgj8n0J+5D9iLyebshH+EqMXIAH8eaAZo+U/bJ2jxNJ/7go5P6IGib/RbZK8fhTNZ8Ub111xzKmTd/dKLGI/c94mnTrt/D5bBp3/3suG6PhHhzuPiaB85WJl9EBcD9otsLfypnO+JjV1x/wAvb86TURb12noJKkMmcHDSVeiJDgJTFEDSyKJgEB7CBiCAh9GXMekqBpy6SYkdRaP+0rFVPLvqeZhjipKBrHDB2myv3H+1A84IUY5mVVm5R9LLtY9kq/XFdRrFMkY6PRMYAAStWTcCpIJj27iAB6mERH1ERySwxCCJsTS5waMZccnyk8Vpy4Vr7jWyV0jIo3yu2i2NgjYD+Cxu5o8XTvXGZ2KyTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi8iG8ByHD9iYpv4h75UcVUHByoic3NFbpt160ZzF4vswsW5NCtouNmKSgkV1KzcNXJ5/ZK9IxMMKqBrOQq8y/YykckcXjtkukVEpwKcC+vPQ/cpGkafTlx5LteyCCx3IucyZxwxrpI2xyMe/fzW5jHxSHvGvDi4jIyvVFcauak1DY8PutGADHxLmtcXNIb914TmuaDtOaRjO9e9n1N2kgombY/BLkdXNgl8BJOEqsQ+kYteUJ2BYWxZ6DgZuORcKgYxUFEHKiID4BUVEPGN3cPQwWuWoNTZdU2eS0uOWuke0ODejJZI9jsD7oFoPHDeA7Tqymmft1tpro63pawEgns2mtcM9WCRwyeJ4ChH3dyk6geoeVmwONewtCaX0vrmQrtbjtimcNnj13HxV4UgJBNKaiKw/dPJK13UHf8AYrJdFJFoUornAAPmd1NW6K5LeRK48n1lvlFdNSXCpa55pyHYDnwiQHYfK0BsUOz3z2kl3gjgkMtxvGrKa/1dFNR2ulgLGCTiSA/ZO8MOS9+1uaQABvPFe3mapseoc7uMHKmS0vdd78e9XwMYm6gKHCK2ZWBsbeTta8m+cxSKayEfYWL2UjZVi4ee7NnyrFugDgpkTCl08iNfpq8cj960LS3SktWsa6Z5255BFzkbmxBgDiQXRlrZIntZtOYHvdsEOG1S9y1UOqaC/uppauz07RlsY2i12X5OOhwJa9pOA4taNoY3fdz43tyT5dcY5qqaE4xb8rGqrDd6sW4OthU5Zhs2+e4qvbDFxFd1zXXVmetaHDSkMi9kJxyuRBR4mzbI/OOoBrvkf0zoPkx1r3bq7UVmnv7KeUxCCdppoAcMc6SokEbTO9ryxkLQXBhke7cBjv1Zd7zqCxPprTRVcdBJMzb5xmJZMZcA2NpcRG0tDnPJxkNaOJUguSsZaKR0+JrSWp6rYrjdWmktaaUjIGpw7+blnKB29Zrd2fKsoxBw5EilfRklV1PB4RVU+d28Wap5P77ZL5y+jVWoaunpbT6ZVVYZZpGxsGOdfA0OeQM7ZjDRngN3BXt4fJBpeS2W9j5KltJHA1rQSSMNa84H4O0T2ldu44U4NV8c+NGq37RSLkKzQIZ/Z4tykZu5jLVa1nFytce9ROAGSeMbDPuUlQMHcDkHNfcsGpYNV8pd2vNPI2WjkrHMje05a+KECGJzSOLXRxtcCOgrqoo20dsoLc4YMcTS8dT3d+8HtDnEFYE41Ve+SnUK5mckrxRrfV4UsM01bquRtVdl4OPs0O2fwdbbTtSXlGrZKVZjXtYpKCq2E5ASlCmN2FYvfcfKRqXT9v5CNL6IsdbSVNa5wqalkMscjonFj5XRzBjiWO5ypIw7B2oiB4Jx0WkVB1Vcr1URvZHsCKIuaQHNBa3abkDI2YhvHtu1cHurT3KnQnPQvOrTGlZPkHr3YtSYV6/0iuvkkLCyTCkw9HlocWwJPJhAVQrTOWYv0GbxuVcpkFilKAAeS6G1ToDW/Iq3ks1Zco7RdaWRzoZpR9jd9mfMx+SWsOOcdE9jnsdjvmk9HOut9/teqBqy3UrqyiniDJY2nDh3jWEdJHgte1wa4Z3Htw31JNz8lp3iiPyvohbizqXYt/r1WWhbnao+w7i2/LoEeWlKIa1uFatxptErh4ErqQWeB709egxRSAElFijKOQXQXJ9Ytbvltt0bfb/TU0knOQxGOkpGHZjLjI8nnppNvZYGd6xnOk98GkY3WNZefU6S6k7gt08zWYe8OmmO9+yGtHeRt2cuLt7nbAG4lTW3RoexSHTme8QqW3KN+htGaxjkYoiiTY8zdKPL0++2mIQMqdNFN7ZpyCeopFOcpBXclA5gL3HNKaa5R7VT+iF9XN2kAs8lzqe/O8MhmZLTxPPHvY2PYXEDOy0kDgs/c6CR+lHaZpsd1tpImgdb4yyR48b3NcB2lYf41dTTV+qeOmodJ7C1Vv8Aht2aZpjHXrrVkDrKSdP7RIV0FWUa8ilHC7EzNWaSKkd2R4k3WQdnVApFigQ6mxOULkLvuqtaVmq7Nc7S/StfOZxUvqWhsbX984OwHAhhzsFhcHNDclpyBb2fW9BRWaltlZBWMudLEIzE2IkvLdwLeGNrdnaAIOdx3Eyc437G5mbEqOwLvyVCEqUncHEk80jpNeHi4mSpEX4ZN3EI3aQQQayyizpZw0aEQfHI8SQbHVclIqt4Saj5Tabkotd5t+ndGSSVNPT7Da+tEjntmdljX8w0ks3APeXMBYXODWEtbk5O2XHUVdDLNfCyOSQkwwYAMY3kB53HfuGHbwAS7BOBELj/ANTLTFlpl91j1K4ap07YNRujpslQ7Dou1WarytcCIjEQYO64rE347O1tJlJ955nabNuo2XbikY3ZQQ3HqfkF1JabjRX3kJqKieyVFM0mZldEyQP23HaEgdAHROYWYDS9wc1+1xAWFsutbXLSy0OtGxxVccp+xuge9jm4G4txJh4dtZzgEFuOlY24c6xr9m5kby5Z6X1ZP6K4lO6xK1vV1em2r6FC7vZmPrrB4tCQ71y4E1Xcy0U9mhKkdRlHLqNWiXzkzFRuOXTVjbVyT0HJ5qivgunKEZmSVDmFrzAGOkcNtwAxIGuZCMgPkbtyO3EF2LtFLTS6grNQW2ndSaedGWxMcC3bJDQS1pJ7wkOfuy1pLWjhusDcGA66py/AyhxD+ARzwqd5Vw45cSOGV6couKYRMImETCJhEwiAPb1D0EPUBD6MEAjB4KoJByOKyVBbd2DX0CtWdhXcNSB4SISaSEmCYB6FKkq8TVcpEKHwKU4ED7maj1JyFcluqKk1tfa4oq1xyX07n0+0ekubE5sbielzmFx6+Odl2Llg5Q9PQCkorjJJSgYDZ2tm2eoNdIHPaB0NDg3s6utWa32O4OyPLDJrSCiRTEbpiVNFs2Ibt4itmqBEm6Pj8IeIwF8R+weIR7ZLtIaE0poOhdb9LUcdLC8gvcC58khHAySPLnuxk7ILtluTsgAlRnU+sNR6xq21uoqp9RKwEMGA1jAeIZGwNY3OBkgZdgbROAutZLlGUAe3qHoIeoCH0YIBGDwVQcbxxUt9X74bA2bQF5XMkqiUiDOxHAyiayZQAqaUt4fEoRYodg94ABKcPVTwiAnN4b5ZPQ01jqubU/JxG18MhL5aEYa5jjvc6mzhpYd55kkFp3RbQLY2eu+S3l7pW00Wn9dSFkrAGx1ZyQ4DcG1GMkOHDncEOG+TZIL3SlbOmz1BJ0zcIO2q5AURctlU10FiD8DpLJGOmoUfugIhnjGsoqy31L6KvikgrI3YfHI1zHtI6HNcA5p7CAV6ppaqlradlXRyRzUsgy17HBzXDra5pII7QV78tl3phEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLB2wd4V6qEXj4Q6E/PgBieUgp44xgp8PE+dpG7KnTN8UUhE3cBAxk/QR9G8l3oc9U62kjumoWyWvTBwdp7cVEzeOIY3DvWuHCWQBuCHMbKMgaL5QuXPT2k2SW+yFlw1AMjDTmGI/9WRp74g8Y2EuyCHOj3Ewnn7DMWiTXl5t6q+erj2E5x7JopgIiRu2RL2Tbt0+4+EhQAA7iPxERH6HaY0tYdHWeOxadp2U1ui6BvLnHi+Rx7573Y3ucSTgDgAB4i1BqK8aoucl4vk7p66TpPBrehjGjcxgzua0AcTxJJ4XJAsImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvaggs5WSbtkVXDhdQiKCCCZ1VlllTARNJJIgGOooocwAUoAIiI9gyjnNaC5xAaBvJ6FzjjkmkbFE0ulcQA0AkkncAAN5JO4AcVYfx/0CaoC3ulyQIazHS8UREm8KhIBNYglM5dCHiIeXUTMJQKHcrcoj6icfma/v9+FXmjoz/w2e+d7bsH4Px+Lj6t5LuS82Et1DqBoN4LfsUR3iAEeE7oMpG7HBgJ4uPey2yJreSYRMImEXkQwkMBg+ID3znG8xvDxxCo5oc3ZPBVZ7V6IvSe3lsu9bj23wxpF12bsyzy9zvVsf3PbbJ5YbPPO1H0vLuWkRsGOjG6z12qY5iIIJJFEfmlAPQJxSa6udNA2AOyxrQBuHAcOhR+bT1JLIZMbyc8SuOpPQp6POu7AxtFa4BaTcS8auk5aEuP1ZbHhSrIH8aR16zsS12mtPQKfsPhWaKFHt6gPbOc2vrrIwta7GeoAHzgLizTlG12SMqwbc2jNP8hdOWjj3uGixtt0rc4WLrlk18k7l61DP6/CyEZJxkKmrUpGCko+LauodsAINl0UzIp+SYBRMYho/TX+tp60VzXHnwSc8ePjz1rJy22nkg7nI+x9XBUdbb6eOmun1D2KT4caditVak2HMQUlc/qWkrVJyEXZoNN21rwzUhYpybkixqHyiuEe4IqQiSy50z9lTJnWmlHql17b3NVkc+Ad27Dh04HX1jq39eJNpK3Wykc6ONobUkb95O0B1ZJ4dI8vXiQVV2Hxm5+aYLxL57UmubCiHcpASDdtbZKXg4G8StbdA5rz5War8rBSMLb2a/zRAjpFJ/4jFARFUyA40iusE5rrVnmSDloGS3PHcc5b8XwrjqPSzJgZYW7VPnJA4t8XZ8XTu3qY2l+nLwe476N3Nxp0tx/gqJojkLH2GL3HrdhadgyMLdmNsqh6NY03TictspLRakxUj+5LKMHDVUyRSCBgOQhi42o1dcampZVSO+yR+DuG7fnq6+tRKKy0sULoWjvXcd5X3cR+nxwt4GG2CfiDoWv6SPtUlVT2CaCn7vN/VKSkGsRqsDr6sLPYgbfI5rZI+D3fyfH7ybzPF4SeG3u2p6+7Maypdlrc43AcePADqXZR2mmonF0QwT410vlL0sunjzb2LHbc5VcXabuDZMVU42jM7bKz19gJEtWh5GYlYyKcEp1trrN8Vk+nnZiLLpKOAIoCfj8siZC3Vs1jcrbT9zxO+xjoIB+MLpq7HS1UnOvHfeVSF43cZdB8PtVx2keM+tozU+qoiYmp6Op0PJWGWZNZewu/fpl6R5Z5ibljKPnfzzFM4MQo+hQKHpmKut8q7rP3RUOzIBjoHDxK8o7fBRx83GMNUfuXnS16eXPSWbWbljxYoOz7o0YN4tLYTV3atfbGUjWRPBHx0hf9ZWGnW6ZjYwoiDZq9eOGzcDGAiZQMYBy9r1lcrdGIWuJiHQd/xqyq7FS1T9sjDuzcoZ1H2bbom05+WTbcLW9geJqeYgFw3byGs0el2Hv5ZoWQ2seDdp9+3o4bLD2+n498rLyh3FzcMwD+SPoVmzTNKDl2SPGVazPcctD2bjy44mzGsoFTjg51uy1AfUjI8lD1pLWcdFtoRhT2h4d+wlGEWziWaSCfkOE1SEIHY/f1yLs1BWsuHpiHHujazntWXdbYHU3cpA5rGMKt0PZ8Oi0AB34Fa+Efu/V7u3+k7JI3lBugG8jPiH0LFnTVJnh8JWSKz0UOlRTNd7R1LVeHVQhNc7qGkfop1Vpetv8AuN0Lricc2Wkpyqyuw1XxUK/POzu0k0VkiHW8JlAP4CeHpfry6ueH7W9ucbh0+Rc26dpA0txx7T9KlbxW4b8XeD2v57VvE7T0DpehWe3Or5PwEFJWWYJKWx7DQtfcS7mQtc3PywnGHrrNEqQLg3TBITEIUx1DHwN41BW3hwdUuzgYHAfEsjQ22ChzzQxkr2cp+HvGHm9ryF1Ryw1BA7n19Xbgxv0HXZ6RscSlGW+Nh5yvs5pq/qs1AyxFk4eyvkBT88UTkXETkMYpBKs9/rbM4upXYyMHgd3lz1JXW2CuAEozg5WP6R05+EGuOL1+4V0nQEHBcW9nykjNXrT6do2C+gpySljV9SSWGUk7a9s8aR2rVmChkmb5ul5iInAoGUVE9/Jq65SVra4v+ztGAcDhv7MdJVu2y0rYDTgfYyd/FRGD2fDotdv9IVr4R+79Xu7f6Tu2ZUcoN0xvIz4h9Cs/U1SdXwlTw4y8K+IfC+GloPilx01ZoxtYCoJ2KRpNbbt7PZEWphUZt7Lcn5n1tsLVkoYxkEnr1dNExjCQpRMYRwd01Tcro3Ymedjq6PNwWQo7RS0h2mNG0uQ5RcR+NfNjW0fp/lXqmI3HrWKt8ZfWFVmpazQzRtboaLnIWMmiuqnNwEmZdpF2R8iBDLiiIOBExBMBRLbWe/VdnkMtMcOIwdwOR5fEu2ut0FcwMlGQDlQA+t8ei1+4J17/AOXu7f6Tsk3rg3PrHmH0LE+pqk7fOVNniVwU4hcD4q7QfEPSEFpOJ2NJQsvdWUFOXKbJPSNebP2cM5cKXCyWJZudi2lFyFBAyRTAoPiARABDBXTU9fdHNdO7wOHAYzx4BZGjtNPSAiMceKjBym6I/St5nbAlttb84kVaU2lYXJn1kvlEtmxdTTlokFP+aJW1Jaxt1Uh7TNvOwec/kWrl8p4Q7rDmVoNdXKjhEJO0wDdkZ/zVnU6epZ3l4GHHq3LvvEXpJdNvghZwvnFvilR6FsQjV0zbbHnJa6bNv0Wg/QO1kCV62bSs1zmKqWSaKmQcFilWRV0DmTOBiGEo9Nz1rcrhEYS7ZjPQN3xfOudLYaWmft4y4de9SG5T8RONPN3XEXqPldqeI3JriFuUbsKLq03L2eGaNLjDw9gr8bOEdVOcr8kddrD2mQQAhljIiVyYRIJgIJcRadQVtpldNTuw5wwdwO7j056v56b2stsFYwMkGQDlcpxm4vcfOGusG2luMOsovUmrWk9MWdvUIeTsUuyTnZ8zc8xIg8tEzOyoqPjNU/EUVxTL4fmlD17rlf6y51AqKh2XgAdA4eJKW3QUkRijGGlRqoHSa6cerORifLnX3Fqp1rkgldLdsQm0mtq2U5li3S+FnCW6e+SpC6PK0LiaLZXwHT9y8gnvBvLITsTw5KbWV0nou4nv+xFobwHAduM9CtY7HSRz8+1vf5zxPHzqkT2x0fF0ytGGH4jzu1kP83/k9mU5N3F1/mceJpHfvIlaapGLawD3YfJev//WlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRYY2ByP48annE6xtPfOmNaWVaPQlka9sDaNHps4rFOlnLdrJpxNinY1+pHuXDNYiawJimc6RygYRKYAIvr19v8A0Ptl64jdV7s1HsyRaJGXdMNfbIptzetkS9vEs4a1yZkl0Ui9w7mMUADvhFlzCJhEwiYRMImEWLqRvDS2zJycrOt9v6u2DZKwChrLX6Rf6na5yvAi7NHqjORMDLP38SCT8ooG94TT8KwCQfnemEWUcImETCJhEwiYRMImEXT71sOgavr61s2Xeafruqt3LVm4s16s0LUq+g7eqeUyarTM+9j45Jy7V+akQyoGUN6FARwi7YkqkukmugomsismRVFZI5VElUlCgdNRNQgiRRNQggJTAIgIDhF7MImETCJhFx0xMRFeiJSwWCUjoOBg459MTc3MPm0ZEQ8RGNlXslKSkk9VQZx8dHs0DqrrqnIkkkQxjGAoCIEXrg5yEs8LEWStTEVYa7YIxjNQM/ByDSWhZuHlGyT2MloiVYKuGMlGSLNciyC6Kh0lkjlMQwlEBEi82E1Dyqr1CLlo2SWjV/dZFFg+avFWDn539jvU26qhmq/zR+YoBTeg+mEXJYReCiiaKaiyyhEkkiGUVVUMUiaaZCiY6ihzCBSEIUBEREQAADCL4oyWi5poR/DSUfLMVDHIR7GPGz9oc6Y+FQhHLVRVExiG9BADdwHCLkMImETCJhF0G4bW1dr2XqMBf9k0Gjz1/kTw9DhLhca7WZe7S6bmMZKRdRjZqRZPLJIpvJpmkZBmRZUFXaJRL4lSAYi5ha605tbWVAcW2st73JwjqyxtKWnopK2yFcYuk2L2wMq2d0WYdwjN6qVFV2miZBNUwEMYDCACRdmwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLUC9tW+1ZaD/AA/9Wfk68qsIpTZrpeQUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF8UjIsIhk5kpN23YMGiYquXbpQqKCKYCAdznMIAAmMIAAfExhAA7iIAN9bbZcLzXRWy1QyVFwmdssjjaXOceoAdQySeAAJOACR1VFRBSwuqKl7WQMGS4nAA/nzrqkVsqizLkrNjZY/wB7OACk1e+fFOHAG+xFsjKIs1HRTfQKYGAQyX3bkw19ZKY1tfa6juNudp8WzOxmOO26B0jWY6dstwsXTahstXJzUNRHzp4B2WE+IPDSfJlZGYyT2OUBVm4UROHqAkMIff8Ao7ZBA5zTu4rPRzSRHajOCu4k2bb00/KCVceHt29VDj6fx5290S8MrIC814GztnC69I2aalRH318ssA/QY5hD/fEc4Oke7iVaS1lRN9scSkbZZmJ7gyeqogP0FOYP+AcNke3wSkNZUQfa3EL3uLdPuhEVZBcfF8Q8ZvX/AH8GV56VyfX1T/CeVil9tto1kF42uhJ3CfTHwLx9aSB0m0UHuABKS6iqMRGlA4djeYt4yj+x+jNiWvk1vs1Ey86hlp7JYXjLZq1xjdIOJ5inaHVE5xvGxHsn2/SI3PqaCOd1NQCSrrhxbCNoNP4byQxnbl2R1LjTO9xTCnvxl6dVg/tiLJdKTtEgA/Qm9eIuodin3+nySqdvoMOXbjyP2s8w4Xu7zcHTNdDQxflRRuZUyns5xzM9LQunnNV1R50mkphxDSHzO8TnB0bfeg+Nd81rsKTnSlUniJtpWAmHUHPsEFFFGiUjHqEEyrQy366Zk9bKJroib1AigB3Ht3HB6107Taau0PpZLJPp+tpIqqkkeAHuglB72QN70SxPa+KTZ3bTCcAEAZaw3qetZmsAbVQSujlaDloe3pbnfsuBDm56D04yYr0TTPN7i/yG3dtTjU805uPXG9ZiQmpCr7Qs8pDSUCR9PSVkZNhTF9Dixkq+8mHLVJw0dO2zxofxqtyKiQqHpaXlG5GeULQVq0/rc3C13m1QMjElNE17XlsbYnEENflsgY1xa9rHMcMNcW5Lsjb6XUdlutVX2R1LU0VWSSyVxaW5cXDpGC0uIBBII4gHGMgvtIby3vuLX28ucty1o5itNrKSepOO+oQmHtLi7Ao4aPPly3S88J1pB2L6MarOUE1HpHwtkSCqi2IdsrGLjysaH0NpKs0hyRwVpq7i3YqrhV7DZnMwRsQsj8EbLnBriGGPacQ1zyHt76mC43Kvhuep5YCyl3w08OTGHHB2nudvJyASO+2sAZDQWmR8lYnz2XXlQWOVdRUygHAw9/U3cPX455ddI4v2uldU1XLJOZ8naJXOl2Vayt/dgkVfL8Ph9Tn79v48590S4xlXIu9aG7G0cLqys1JLugdquVDLgbxAYTD3Ae/f4986y9xOSd6snVMrn84SdpdiPeHjgWykjHxMo6ZkAjR5IxzN67alL6gDdw5RVWRABER+aIeo5kILxcqWIwU88scLuLWvc0HxgHB8qvxd6kAB2y4jgSASFxMzaZicOJ5B0or8R7CYRAA+93+GWL5HyHvt5VrUVtRUnMriVht7suBTerx0K0m7i+aGEr5GpRwSqLEwfEjuRUXaRSS3oIeX54qAIdvD39M2HQ8l+oJKJlyvs1BZaCYZidcJuYdKOuOEMkqHN/D5oMwc7WN4i02oaJspgo2TVczfCEDNsN/KeS1gPZtZ7FzVcuUBaAWTjXZk5BoPgkIWQRPHzcaoHYDJvoxyBHKXYR7eMAMmb9iYcwepdE6h0oWSXOEOt0wzDUwuE1LMOgxTsyx3Xskh4+6aFd2+7UNyy2ncRO3wo3AtkYepzDvHj3g9BK7TkTWSTCJhEwiYRMImETCJhEwiYRMIufhLVY62cVIKbkYvxG8R02rlQjdUwfAVmoiZsv2/1ZDZGNRaL0nq2MRalt1JWYGA6SNpe0fgSbpGfquCkFj1XqTTUhksNdU0uTkhjyGOP4TN7HfrNKyO235spAgFUlWTsQDt43MSwA/+P3ZFuUf4s1PV+hk5Iql5fFRVEAPRHUzY/aPkPwrZNNy/8pkDA2SrgmI6X08Wf8DWD4F+rb92UqHzJVi3++jER5hD/wCforhlIPQx8kUJzJRVMv5VTOPkPYqzeiA5TJR3lVBH+TTxH5TXLilN1bOVHua0rB/2ONhkQ/iSjiZmYvQ9cjsIwyyxn8qerd8qcrFSctvKhKcuurx4oaZvyYQiW6tnJCAltKxvvKx0MqA/eEFI4/pib0PXI7O3ZdZYx+TPVNP+GcJFy28qERy26vP5UNO75UJXZo/kTsBp2B0WElC/shdxx0VBD7xo9yzIA/8AgiH3siNz9CpyX12TRG40Tujmpw8eUTxykj9YHtUmt/ojOUKk3VQoaof9SEtPnhfGM/qnxLmzcmbP4exa9Agft9kY0gYvf/Yg6KPb/Hkcb6EDRwfl90uZZ1AQA+fmz8SzjvROao2cNt1vD+smYjzbY+Ne+P5MzxFyDK1yIctfEAKFj1njJcCiPqYh3Kz9Mxih69hKHf4dw+IW909B/pmSmcLJdq6Ksx3pnbFKwnoBEbYXAHrBOOODwNxbvRO39lQ03a20clLneIXSRvx1gvdKCR1EDPDI4iU1VtMRcYZvNwq4qtV+6aiSgARyzckAPNaO0gMbyl0vEHp3EpiiBiiJRAR8X600ZfdBX+XTuoIwysjwWubkxyxnOzLG4gbTHYPQCCC1wa5rgPVWlNVWfWVmjvllk26V+4tOA+N48KORuTsvbkdJBBDmktIJ7HkUUjTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXHPpiJjCieSlI6PIAdxM+etmhQD7omcKpgAZlbdYr5eHiO0UdXVPPRDDJKfMxrljq68Wi1t27nVU1OwdMsrIx53uC6BKbl1vFeIqllbPFC9+ycWg6kfGIfQVdqio0D/ABqAGbPs/IBytXrDorRNBEfuqh8cGPGyR7ZPMwla+unLRya2rLZLnFNIOiBr5s+J0bTH53hYzm+S8KiU5K/X5B+p6gVeUWQj24D9BwSbi+WWJ94RSEfvZt/T3oQtQVDmyaoulLTQ8Syna+d5HVtPELGntAkA6itY3v0TdlhaWaet9RUS8A6dzYWePZZzrnDsJYfEsCWvbl3txVW72T9wjVQEpouIKZk0OQfiRc4KKO3RBDt3Kqqcnp8Az0zonkM5OtCvZVW+j7quzMEVFURNICOlg2RFGR0Ojja7oLitBat5Xtcawa6nrarue2u4wU4MTCD0POTJIOsPe5v4IWM82+tYJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFyURDyc/JM4eGYuJGTkFioNGbYnjWWUN6+gehSEIUBMc5hAhCAJjCAAIh1zTRQRmaZwbE0ZJP8/8A1V5QUFZdKyOgt8bpayV2y1jRkk/MBxJOAACSQASLLNK6DitcoITs6VvLXRZLuLjwgoygiqF7HbRfjAPG5EphKo5EAMYO5SAUom8euLzfZbi4wQZZRg8Ol3a7s6h59/D19yecmFDpONtyuQZPqFw8LiyHPFseeLuh0nE8G4bnakZkdW2EwiYRMImETCJhEwiYRfBKxUbORr6GmWDSUiZNquxkY5+3SdMnzNymZJw2dNlinSWRWTMIGKYBAQHOTHujcHsJDwcgjiCuTXOY4PYSHg5BHEFU68hOnRPxr1/Z9DmJNwqx1HKtBkXqaE1FeIROdKBlHyqbWYYph38CThVJ0QoAUDODD3CZ27UkbmiKv71/twNx8YHA+Ld4lLqDUEbmiOu71/tgNx8YHA+Ld4lGCtchuUvHd2lWHcza4ZBiAJkp+xIdw/Zpt0hApUWLewNwkGDEO3zfcVkCCA9wEQH1yktutVyHOhrHE/dMOD5cbifGCsnJb7ZcBzoDHE/dMOPi3E+PKnFqfqaQUks2i9x1A1dUUEiZ7VUPeZGHIY3YDKva87OvLsmyYAIiZuu+UHv2BP075gqvTEjQX0T9oe1duPkPA+UBYSq029oLqN+1+C7cfIeHnx41ZlU7hV71BtLJTp+LskE+L3bScS7SdtjGKAeYioKYiZu6RE3ZRFQCKpm9DFAe4BGJoZYJDFM0tkHQVHJYZYHmOZpa8dBXZM6l1JhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/AA7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//15R+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEX83P2lTUVT5A+0b8C9DX00oWi7tp/CLUV0NBvE46bLU9k8odjU2xmh5BVs8SYygQ8yt7usZFUqS3hMJDAHhEikV1c/ZeNHcG+J9/5z9PDdfIij7U4uR7fak1XLdeYyUUfVCvvWw2Kx0G51OtUi20a506LXVlgXM6eIuW7I6KZG6piqiRXtezxdVCe5wdLqU3ZytvUO02DxRsty1jvfbNoeMIOPm6rQ6hA36I25bnqgt42NOahz5EZh4oYhV38S7dnAgK+ECLAlh9sB6VMLen9fjKjzBuGuY2xp1lzyArOk64GoxdqmOKT1Itg2bAbIFgo2TMsVNSupyCiQdyNTfQRWkcses7wb4icPNJ877bbrbs3jVyEt1fper7vpasoW9WXlrJVbrbmAvouZmKs7hytmOv5Rs9Qc+W+YSDczVw3TWIoUhFWXdPa7+lLUpmnIR8JyuvVOssXUnc7tKm6agF6DrybtcAwsSlJtzyf2PX5x1cam0feXMNYVhLJoOEVU0FXIkN2IpH9ULrz8WeH/BKl8idRX6S2BO8xdNbvecIdhUantLpQ3W0aZUGQVx1sRlOSsA9gIyHu9nj28mydNFHjVZs7bOmyayB0sIqk/ZtvaB5LkxY3nEbnFtfb+5ObHI3kZsazapsBqRVGWsYDV8Bomr2NKrkWrS9aiKWzaSOu7I4SYMIYURcOyHEwncKGKRU09EbqQcbemd1A+qlt/kU4vMmlbpe6UzXmu9V1JW8bN2Paib+sc66h6nAC+iIwPk6DjF3bp3Iv49ggmQCnXBVVFNQi3cemB10+CnVimLfSePEpsalbbo8Ge1zenN1ViHqt6XpyMiyiHNvgVKvaLvUrBBMpWSbN3Pusod4zO5RFwgkVZMxyLMvHLqtcWuUfNnkpwE1kjswm9+KjSzvNoqWSosImkHRqVxr9HlfqZsKFhkHcucZuytvKBRm38aPjMPhEoFEisswiYRaDvtJ3F7qYWHQPLPmdyk5aEqnG7Tu+KzUOGXELSyjqKg5GiWjZzKlwu2N4SjBw1QkbyvU3yi7dFVSXdJLPDiRWKRBSOUItm3mpZHda6E/JuwoPHDeSQ6WW0AaSCSyhXaEpJcWpZgyepOAMCpXST54RQp+/iA4d8ItU/hZ06PZ/Jrifw+nObHPCS1nyp3bo7XGyL5SZfm9G0NWJldhxLefiflSvOzKJ0Vq/iZJsq3JJLN/MROVUoiQwGEi3nOJfHnVnFLjnqnj9pKRnpfVOua6qxo8rZ7Qa6TcjCzMrI2Yj15ajEJ8uFcuJtQ6K4B4RQEgFEQABEiob9rl+0ybL/wBu/Qn+WWEVk3JLqicYODCvFHSmxx2Lsjf3JGPq0DqLQGiKensfb1jRUi27MLK4rHyxCoQtTGUSFoR88cokWWKsKQKJtHqjYi4/ml1keGnADdOqNDcmnmzape9yawse0KeSCoxblHKN6+lOJN6UsatTMhJvthWqwQnyNDx0c1fkfyrtskVYCKCqUiipTPaQODSe0v0JuUmqOZ3TvnpGmWbYFPleenHlzo+vX2r1WKfTUg5qjpjabjIuHjmOjF/ckXDRv8oPATYtTLP10GqhF8sT7SHwwY7Q1nRt28fufPE7X2655pXtPcleU3F+Q1Hx52K5klEk4mQhLe/tb+wowEqDhFUj9zEItWrVUHD47RAplCkWwZhFr5e0g7ossHwk15w51tLKxW2epfyW03wjrLlmYRkI6pbMs7Q2yJQiPcCOI59BNUq+7IPi7pWD4fExSKI3tFewtjamovSg6XvHrYNi43ab5vchqXxd2Jsmiv1YWbp2kabKaY1fHUhrNIHbmj4N9H7PTdvUyHR99awQtVTCzWdIqkUKurJ0muNfQw4yUbqW9NO8bZ4+ci+Om19SxMkhObZs1vrvIut26ys4Cw02+V6ZdA1kFJMhwfPWbAGkS5i0HyZ2IiZFVsRbrep9hRm29Wa02tCIqN4bZuv6bsKIbqnBRVCMuldjbGwRUUKUhVFEmskQomAAARDv2DCKkPqvdLHlV1ROUPGOh2jkDC656VtFgXk3yT09SL/ealvPcmzDOrU6ZtBiY7X0jQ5ykIN2FcZt1ZKdRcRxHkw5btfeStTqEVIPKjippHoo9VvpUVXpMXvY1R2Byg3lGa55P8PWm2LLs+v2/Sb+z0KIc3C41mwSkzMV9u5r8/OKoPpZRZq3UiwkWANhjHZzkW91hFT3yv64PCfhxybsfEDazXeMxvuI1dXNm1qj6y1S82HK7TWuEywg6rrfVkZBSx5y17OnXb4VEo/3Ru2TatnC6zpJFE5wIsAUX2kngI5tGyNecj6Ny24G7W1zRR2IXUnNHQEjq3Y+wIBV4jHxzXWVWr0/eZC12adfOUkY2J8Ld/JqCf3NJciK50yLtOmvaCeJuw+SWseLe4uP3OjhFsTekghE6HkebPHFXSNS3HKvnTVhDRlMlQt1leg6n3z1BBmd81ZtVXTlBsKxXS6SBiLmeq0w6bLzlX0nCc46HtK3bwkeT69d4My1Ak7Cxr9S3LKXfRcktI7DRhbfW2bqvnssDWFP7MbSSZUmyxQR8J1CqEWCOvDcP0nm4+lZ1P48/uLTjfy9Dj7vB2iPlFc8aeWFWfVzZDqZD5iMi2qZ6ei5jklhEiEm6IqTwj4jlItjgB7+oeoD6gIfThEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/AKs/J15VYRSmzXS8gphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLEhzJ7GtiRCADmk0l4ZRZQfnM7HcEg8CSCYepHUdWymE5jfYHdmAOxgJ3DcbGycmmj3PeTFrq+wANHCSjtzt7nHpjmrSA1o8JtO0nLS/Bi5Lb/dAG99Z6N+SfuZZxwA62xcSeBeRxAWR5aEhp1sLOaio+VbD3/WJBog7TKI/siAsQ/lnD6DF7GD6BzWVov170/U92WOrqaSq9tDI+MnsOyRkdhyD0hSCqo6Stj5qsijlj6nNDh5M8PIukhquuNvSFkLXW0//eeBtc20aB94rNV25aEKH0FKQCh9zJ0eVvU1VvvlPaLpJ7ert9LJJ5ZGxskJ7S4k9aw3qaoI91HJVU7eqKaRrfelxaPEBhfo66WL85DYOx0VA9SHNYGrooG+jxIvItwkcoD8QEPXKDlLhd3tRpzTL4zxAo5IzjsdHOxwPUQdyr6QPG9lfcA78613wOYQuQ1xLyU3UY+QlnIPXou5pkZ75KTcz1GLm5GMbO1UEAKiksu3aFMcCABfEIiAAA9gxvKZZ7XYdZVNus8RgoeZppBFtOeInT0sM742vdlzmsfI4NLiXYABJIye/T9VUVlqjnqnbc21I3awBtBkj2BxA3AkNBON2VytjtkJVUEFZZycF3igoR0azQVfSso4AP8AmeOjmxVHLpTuIAIgXwE7h4jFAe+YnTOkL7q2okitETe54G7U00jmxU8DPbzTPIYwbjgE7TsHZa4jCurhdKO2Ma6qcdt5wxjQXPeepjBkk/AOkhdLGLtd/N4rEV1T6gb1LWmrsCWOcSH4BYJFocSxTFQn2TRscVTAYSqKB2AMnAu2keTtuzpoxXrWY41skeaKld+JwyDM8rTwqJmhgw10cZySsOaa6Xw5rw6ktXuLXfZZB/1XtPeNPSxhyckOcskRcTGQjJGOiGDSNYty+FJqzQTQRJ903gTAoGOft3MYe5jD6iIjmsrrd7pfa59zvNRNVV8hy6SRxe49mSTgDoaMADcABuUgpqWmo4RT0rGxwt4NaAB8HT1niVyGY1d6xZPpP6ZZHN2jmTmSgJls1bXSOYpmXfs1Y8gpR9nZNS91HYN2pvJdpE+eKJSHADeAe22tPTW/W+mItC3KeKl1DQyyPts0rgyKRsx2pqGV53Rl8g52ne7vecc+Mlu2MxqubPaLg68U7HSUUzQKhjRlzS3c2Zo+6wO9eBv2QHDODjJUNYmsxHt5ODlU30c6J4kXLNx5iRw/ZFHwj3TVIPoYhgA5DeggAgIBrm72e7afuElqvUEtNcYjh0cjS1w6j1Fp4tcMtcN7SQQVIKSuhrIG1FHIHwOG4tOR/kesHeDx3r7VFlVPVRQ5/wDZGEf+HMZvK7y5x4ldMlr/AEmDMKcpaYRsuA+EWoP0HD3xfDsDJsZZ2I9/T7D45MrRyd66vzRLarTXS05Gec5pzIsfnXhsf+JYiqvlnozs1NTC1/tdoF3vRl3wL9aX6jvkU12tvrSiahCqF7zccmoUpg7gCiKrgiyJw7+pTlKYo+ggA5xq+TzXlDO6nqrLdGyNcQf+FmIJHtXNYWuHU5pII3gkKsV8s0zA+Orpy0j3RgPlBOQewgFe493paQCZS3VdMoB3ETz8UQAD7oiZ2AAGdMehNcSnZis11c7qFJUH4o1zdebQ3e6qpgO2Vn1l15ztKuLKGZ1cj67ynfwkZVhuZ62IYfQp3kyby4Zi38Qh4jnX7gA9wKPwGSU3JPqaGMVuqzBYrTxMtc8RPI6RHTDaqZX44NbFvO4uHEWEmpLe93NW0PrKn2sI2gPypN0bR2l3kK+T6lLRcB82+SRY2HP6lpNadLJtlUx9fKsM+TyHsp3Aex0UAQbiIB9l9N56rtKaLHNcn9Kaq9N3G51sbXPafbUdIdqKDrbJLzs2CRhvR1ellyu3fXuTm6Q//g8TiAR1Sy7nP7Wt2W+NZHj42PiWaMfFsmsexbl8CDRmgm3bpF/1CSRSkARH1Ee3cR9R9c1lcrncbxWvuN1nlqa+Q5dJI5z3uPa5xJ8Q4AbhuUggp4KWIQUzGxwt4NaAAPIFwdhpdbtBkVpaNId82D+w5VoqtHzDIQ7iUWsoyUQepAUw9/D4/AI/Eo5ntOa41PpVr4bPVObQS/bKeRrZqaXr5yCUPicSN21s7QHBwVlX2i33Ih9VGDM3wXtJbI38l7SHDxZx2Lrf1LXqGDvW72pJoJ+qcXeI9GVIf7pBnY35OlyAAfAxwXEPp7+veT+qzQN7OzqbT7aWd3Ge1zOpyO3uWbnqc9oaYh1YGAMf6W3qk32+tMjBwZUND/2jNh/n2vp8S7CdQRyt9gV9zWAEwJksDNQ01U1ziPhKJ5JuiR1FCqb7ErtBIAD9mPxHk7k4pL+w1HJ1cYrq4Ak0kjRTXBo4nED3FlQGji6nleSeDBwFBfZKIhl9gdTDhzrTzkJ8bwMsz0B7R41zzvYdEZNwdOLhWyomL4iCnMMHB1S//AUW66qy4/eIUw5H6Pk35QK6pNJTWW5mcHB2qaVgafwnPa1rf1iFfS36ywx85JV0+weGJGnPiAJJ8gK4P9EN3K/Np1MsdiKb+1yT5EtWgjl/6oR/NlRdrkAf+pNVO/0ZnvW2o7R32tb3bLa4cYInGvqgeoxUpdGw/nJ2dqsvT6Wp3WmkqKgdD3DmYz+tJhx/VYV7AU28r+ug210zA3qDRV1ZHqiYD8CqPEm7RMxw+nwpdvud86zHyMxHmjLqWYj/AJjWUUTT2iNz5HAdWZM9eFy2tVO74Nt7PwSZXEeNwDR5mp5u3w/90NbKff8Alezo/wCPt8iL/wDDjmeRk/8A4Rqdv/8AD0Lv/wCab8SbWqh9xbz+vMP/AMmUF3txL5x4PX7kA9RTb2OfROIfcAziueAB/hx3HyOS96yv1HEet9HSOA8jKzKc7qlu8w0LvFLKPjiX0xF3XPLIV21watUm3pDqRQKPkJOHmipf25OLlkU25VHqQfOM3VSSWAggIAYO4ha3jQkDLPJqTSFey72KAgT4ifBU0pd4Lp6dxeRE7g2Zj3x7QIJacA9lLeXmqbQXSE0tY8ZZlwfHJjiGPGMuHSxwDsbwCsgZrpZxMImEUceaHL3W/APjsjyV2tSLlf6mpsSs64+QaMtCITYSVojbDJNXwnn3rBh7m3SripTh5nj8ShewCHftkqCi7rcRnAAypjpbTfp9MWFwa1rc5Pk+lVORntPvT8kJBo0muN/KeAjF1U0ncuxS1VOuGJDmKUzgIs98h/ek0gETGKVcpxAPmgYewZlHWRuO9cMqdy8m0JZ9jlG3jpB/zV5+tdlap35qWi780TcGd91LsiMUlKvY2aLlocfdXbiNlImVjXqSD+GnoKWZrM3zNwmRZu5ROQwegCOEqqZ9M/YctY3yx1FmqTBMN48y7FlosCvYiiouoVJMomOYewAH05UDK5NaXHA4rknUM7Zici3gKsmgg5Vb+MorpN3RlyNl1UvEKiaLg7VUCGEAKcUzgHfwj25mNzRkjcriSkniZtvBDSuJzrVqmETCLJesdiPNfzgOB8xxCPxTRmWBB7idIoiCbxsURAoPGniES9xADlExBEO4GLqLli5KqDlQ06aYbEWoqYOdSzHocfCikI381LgB3EscGvAOyWu2byX8o1byfXzug7UljqCG1EQ6WjhIwHdzkeSRwDgSwkZDm2ERUrHTce1lIp2i+YPEgVbuUDeIhyj8QEPQyahDAJTkMAGIYBAQAQEA+Wt6st109dJrNeoJKa507y18bxggj4C0je1zSWuaQ5pIIJ+h9qutuvdviutpmZPb5mhzHtOQR8YIO5zSA5pBDgCCByGYtZBYH2zuJOlGLCQJWr6xqFA7ky/dVrEInDun7wmmcgqvVij3ImJgApexjdwEoG9LciHIJNyhtOotTGam0o04jDMNkqng4Ow5wIbEw7nSBpLnZYzBDnM0Jyt8ssWiHCx2ART6kcMv2sujp2nhtgEbUjhvazI2Rhz8gtDsSV/kjZWi5SWOMj5dmJvnqMiGjn6YD8TEHxKtFgKHqBBTII/34fEN46o9CVpGupi/SdZVUNeBubKRPC49R3NlbngXB7wOOweB1Fp70SupaScM1JS09ZRk73RgwygdY3ujdjoaWtz7ccRJ2p7Dqd0RKaFlEjOxL4lYt0JW0ogPbuYDNDmEypSfSdIVE/8AVZ471vyWa35Pp3M1DRPFFnDaiPMlO/qxKBhpPQyQMf8Agr1DpLlE0lrWEPslUw1eMugkwydvXmMnLgOlzC9n4S7tmvFN0wiYRMImETCJhF8b2QYRiAuZJ8zj25fsnD1yi0QD6fVVc6aYen38v7da7nd6gUdppp6qrPBkMb5HnxNYHH4FZ11xt9sgNVcp4aemHF8r2xtH6ziB8KxvK7p1vFeIprEk/VL37JRTd0/8fb+9cIpCy/jVDNs2X0PnK1e8OZan00B+6qXxw48bHu53zRla1uvLZya2nLX3FlRKPuYGPlz4ntbzfneFjaV5NQqXiLC1qSfD6gVSSdto0nf++8tuWTMYv3hEoj97NuWX0H+oJ8O1Dd6SmHS2COSc+LaeacA9uHAdq1pdfRO2SLLbJbKmc9BmkZCPHhgmJHZlp8XRj6Q5I3VwJisY6Ajkx+xH3Z27cB/Cos8KgPb/ALEGbStnoSuT2lAdcqu51cnSOciiYf1WxF4/vCteXD0SmtqkkUFNb6aPo7ySR/ndIGn3gXUnW79muu4fVH7sQf2DWMiUe38CnuJl/wD4/JvReh05H6LB9KedeOmSoqX5/V54M/wqJVfLlyn1eR6Zc2zqjhp2/DzRd/iXXnGy9gOu/m3Gwl7/AB93k3LQP4mp0QDJTSckXJfR45mwWo49vTxy/vA9R2p5TOUGq+23m4jPtJ3x/ILVwDmxWB7398nZh33+PvMm9X7/AMPmrn75J6PSul7fjuC20EGOHN08TMe9YFH6rUWoK3+m19ZNn280j/lOK4gREREREREfURH1ERH6RH6czwAAwNwCw5JJyd5X5hUTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi7TT6XY73MIwdZjlX7xTsZU4fMaMW/fsd2/dCHlNWyf98Ye5h7FKBjCBRtqusp6GEz1Lg1g85PUB0n+TuWbsOnrtqWvbbbPE6WoPE8Gsb0ue7g1o6zxO4AkgGzfUGloLVkeKwCnK2l6iBJOcOl4fAQexjR8WQ/czVgU4B4h/ti5gAx+wAQhNa3e8z3STHgUrT3rfnd1n4B0dJPsXQfJ7bdFUvObp71I3EkxHAe0jB3tZnj908jLtwa1uaswq2EmETCJhEwiYRMImETCJhEwiYRcPOV6As7BWKskHEWCLWAQWjpuNZyrFXuAlHzGj5FdA/cBEPUuc45JInbcTi13WCQfgXNkkkTtuNxa7rBwfgUBd09OzWF1Qdy2r1h1rZzFOqnHlFw+pkguPcwJrx6h1XsJ5hgAoHZn8lIvcQbHHJDRajqoCGVX2WLr4OHl4Hy7+1Z2j1BUwkMqfskfXwcPLwPl86rKbPeQ/CzYQomK/qz5U4HVZOPFJUm7xrdQA8wAIcrCYaCU/YFEzJvGgnEPEgr3AJOW2690+dz29fBzT8Y+I9oUkLbfeKfO5zfM5p+MfEe0K5jjby1ofIOPJHEFOr7DaNvNlac9clOZ0RIndaSrbs4JfK8aHqJygUrht8FCeDwKHhdztFRbnbR7+nJ3OHxHqPwH4BELjap6B214VOeDh8R6j8B+ASvzELFJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/AJPZsPk19nZf0R37yJRrVXsez88PkvX/0JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi1ffZrPtm3tLn4dsD+UBz5z05YPYKi/RIf3bVqe4+yE/wCef8orcPzLKzTCJhEwiYRMImEX87rr5PWcb7Un0t5GRdtmEewl+nU9fPnq6TVmyZteZFyXcu3blc6aDZs2QTMdRQ5ikIQoiIgACOEWxL7Qp1JeJ+g+mLyv1o53ZrOz7k5D6etujdZ6pq1zr1ku8482hGq1CZsKkBDv3r6LrNSrsq7kHUi6Ii0KZBNuRQzpw3RUItTjjBpXdukvZFOoVt8jGdrrLkxyT1nMQ5kUV2zuU0VBbR0PrGasKRgBNyWGsluYS8Y47AKa0c3OYRFBYwgRfvCjj71eN49CF3RNc7Y6aetOmPfGW2jXqY5AzbekXysPY3dc2Ww2bZN5dUqSja7ZI65wrVaFfLuzrIRacWBBL2TIUi6rzr4+XrjL7L9x51fb95aA5BQzfq+Kzmt71xo2sluPVjelS/G3fx31fYXBtFxLMJeP2IjPqvGiKZioKue4mE5zlKRbD9fr3FUPY9JAkY0opteKdPOdsL9ZROL9zNyqKk6XeO11jFHxXlHlEmDdExh96B+RJIoh2IUCKv7okFuMv7Kr1Yi3Zqs+rUBWuoMlqNSYbgv8nV1TiJUpOcCuHXKcG8QF9dSiviS8P+iB3XcfEA9iKa3sVDGMW6a3IV4o0YKyjTnTfgSdHbt1H7Zurx/45lICa5iC4RRUEVQDsIFH5338Iq4PZT6pW5XrL9T21SUJGv7FU6zuFCsy7tqk4ewJbFyVZNZtSJWVKYzFxJM2JEFVU/CoZATp+LwKKFMRfX014OIpfthnMmvVOPaV+DXsvLxdWJiUE2MeJ5qFZWiTAGjcqaBE3U+4M6EgFAoKj3APQOxFu96qrHBKN5B7ZnNIV7iUw5WSaEwG9ZjVUTp1ryDkGys9GLT4bZkKi3T2O7QUs6bI7z5YOYovyoip+ugn2Ipa4RMItbL2sz7Snvj/AGz+Pf8AncrWEVhPIGo6V2B0hLJQuRu1VtHaLvHC+pU/aW225EDrUKoWfXdehJOfTK5ZSLbxIEfAXuogomHj7mDwgPYirv0v0U+iG06Wb9hVdY6N3fqSc0Ld7itzos1YqUnuWVYoQk7LP9uRW4xi2tjpZqus0Osizjl2MexTZA3UbmIVUpyL5vZMNnbW2V0ddbobPeS0mw1vt/bOsdUSkyou5cutUwDqDkodm1euROq6ia1ZZ2Wh2RfEZNo1jk2qfhTQIQpFx/tcv2mTZf8At36E/wAssIoM9HJ9HcZuspyo0x1OGoW7qRb6r0DdOHnLW2K+ClbT4zr1rtH6v0bX3iYxmsZFtAw6gCzYLLmVTjH8MKpDxv8AomRSh59wcNYfam+ibHz0UwmGTfjryanEGki1Sdt0Zmr6u5LWWuSqaSxTkK/g7BENXrVUA8aDpumoQQOQogRcb7TPS6rbt7dCZvZYKMm0JHqca3pb9GRaIuk3dVuFx1USzQS5VSG8yMmyRLcHCI/MVBIviAewdiLKntc8NGSfRm2Q9fsm7p3Xd5aFmIRdZIiisbJr29SvqvWZzlEyDhSGnHbYTlEDCk4OXv2MICRbGmrFVFtY65WWUOsstQ6gqqqqcyiiqilfjzHUUOYRMc5zCIiIiIiI4Ra2ftBkW8q3Mv2fvkFNAYmq9adSev6+urxbuEZFz+3Z7Uz2nTD8/oVP5IY6zmXJDCPzSpH7AI+mEU4OtloPp48sNL6b40c6d5teO9y2btyN/SjbNj5MIe/Q+9WJmMGxTpjpdg8jZBKQC2NmkhHPDoIOknCahFW7pBu7bEWr118emdvPjPwBYWLl71SeSPUN2lO7e1Xprhxp23VwNfV6Jutgmgf2K1Pqgwv+w5bbexk9bV+SiW8u8WTUbll1CnKdZyj4SLem0XDQ3Hrj1x11HerTXIOYouoNX6wKaXnIyOLLzVIpFerL1GLM8coBIKmdMg7FS8Yj4y+nqHcixHtvllw1te/nvTF2Ht1GM5Hb50ra5Rjp5OIvETP2PVtjrVvYTsxXLuStDSU35IOBl1E0ySfvyQslDgj8zCLUk5bcMNW+zg85unvyZ4F2OYsUVyz3shxx3VoXdTWj7UulhpU3I1lrNzWntgyFUabOpi/u9h8t4Zo+OCkspGFcnWaKKMlSLe+wi1QYiFhJX2wK1PZWIYST6t9MFtNVt28bJLrwE2tN1qvrS8WooQ5mj9WvTr9iZRMSnFs9VJ38JzAJF8HV9qNXnPaEfZ/15mBjJJZxK7ocLrOWqCiqy9GOwtlNUVUOmcygVqzqGfNAH+0uDGOTwmMI4Rct7VgyaE1f0t7ARsiWcieqLo1lGS5UylkWDSSr1wev2zR2AAu3RePINmqoUogBztUjD6kL2Iua9oD+2F+zlf8AfH2P+XvHPCLvftZK/wAqdJl1rCNYDLXjePKLjlqnWcMiBTvpi9SVpf2ZhGRxB+cd68iaq8TKAeolMP0d8Itjylwryt06p12QejJyEBWYKFfSQicRkHkVFtWLl6Iqfrgi7WQMp8753zvX1wi7NhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMItQL21b7VloP8P/Vn5OvKrCKU2a6XkFMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwixVOP5O7TD6m152tGwkYYre6WVqbwuQUUIVQaxBq+pSySqBwF0uHf3VMwF/tggAbcsNvtehbNT631JCypvtUC+20Ugywtacd3VTeJha4EQRHHPvaXfawSo1Wz1F4q32igcY6OPdUTN45O/mYz7cjw3fcA48I4WRouLj4WPaRUU0RYx7BAjdq1QL4U0kifR69zHOYRExjGETHMImMIiIiOtLtdrjfLlNd7tM+e5VDy+R7jkucfgAA3NaAGtaA1oAAAz9NTQUcDKWmaGQMGGgcAP54k7yd53r78xy7kwiYRYLirYx1wnY6jLJOFX7GZfyFNjGySijuzRllfLyMeziwKQ3nOmsm6WbL+nhS8IGH5o+m/rvo+v5TZLZrKzvjbb56GKG5TvcGx0M9FEyGaSfJGyx8Ecc0XTJtFg77jC6W6Q6fbUWqqDjOyZzoGAZdMyZxe1rOsh7nMd1Yydy7pT6q6aLL2m0Ck9ukumHvSxf1xtBMTCJ0K9C9/ECDJoBuypyj4nCviOYTenaDaz1bSVkEektJh8Gh6N32Np719XKNzqyp4bcshGWNduhj2WMa3BzmLVbJYnm5XLD7vKO+PERt6Io+prekjwnZJJ3YyBmulnEwiYRMIsfyGuIVd+vKwz2aqEm7N43zqrPyxycgf/qj+NWQdxTpXuIiKhkPMMI9xN3+GxbdymXynt8dovcFDebVCMRR18RmdCOqKZr46iNvQGCXYAGA0BYOfT9G+d1TSPmpah/hGF2wHHrcwhzCe0tz2r5B1dDPB/wDRjmrbbSfH3adsDoI8B+78mxBYpgcB+4dMwCHx75eDlYvdEP8A82qGz2d/t6WjZz2Pz9QaiUeNr2kdGF1epukm9kJqqqHVJKdn3jNhvnBXb4ms12BKBYWCiIoADw+KPj2rVQwduwidVFIiihhD4iYREchl41TqXUDi++XCsqyTnE00kgHia5xAHUAAB0LK0tuoKIYo4YovyWtB84GT5V+OKvWXahlXVdgnKpxEx1XERHrKHMPxMY6jcxjCPf4iOcqfVeqaOMQ0lyuEUTRgNZUTNAHUAHgAJJbbdK7alp4XOPSWNJ+EL1kqNTTMBk6xXkzB6gYkLGlMH8AlbAOdj9ZavlbsyXW5Ob1GpmI+F64C1Wtpy2mpwfzbPoXOooot0ypIJJoJEDsRJEhU0yh9wpCAUpQ/gDMBNNNUSGaoe58ruLnEuJ8ZOSVfNY1jdlgAaOgDAXszqVUwiYRMIvExSnKYhylOQ5RKchgAxTFMHYxTFHuAlEB9Q+nOTHuY4PYSHg5BG4gjgQeghCARg7wVxDWuV5iuLplAwzNyJvELhrFsW64mH9kKySBFPF9/vmaq9Takr6fuSuuFdNS4xsSTyvZjq2XPIx5FaRW+ghfzkMELJOtrGg+cDK5nMGrtMImETCLhLDXYm0RisVMNvPbHMRZJQhxRdMnaI+Ju+YOSdlWj1sce5FCCAh8B7gIgOe05qS76UujLvZZebqWgtcCA6OWN258UrD3skTxucxwIO4jDgCLOvoKW5U5patu1GTkEbnNcODmni1w6CPiyD0uDnpetSzam3Rz72LwTJ1O2nKVJOfKmHcImW8PZNtY0Ew9B9COyh4i/P7gacX/T9m1PZ5dbaIi5kQAG4W8EudSE7u6KfPfPonu48XU7jsuzHgtxFFXVVvqm2m7u29vdBPwEuPuH9AlA8jxvHfZByfmqVI0wipx9o1D/AORLth/11mnv8ktqZIrH4TvEtwcmfhyfkfOFcLOMdcyvR9p7blG0qS3Gpv03dauretdUY48QxbI8dYAImQiFZIolbXNvMGQGFUaiEiEuLf3QfeRT73eajuzDfAypCHXb1QkMz3JteTGVS77MDH2Kd6bGzmE6oslXW/L6+BUXEicyaCDIdU6aXsIMDr9ipxCMqYyhhIPlA6O4H7PzM6buwPe1o8Ij51jNf0zKqeGJv20t+c4XsmuvRTZmR2/L8XunXyi5Z8ftDu3aG0OSlLNIRNKr0XHA6Vd2ty2iNc3tjDVhxHsV3zRaZk4hdSPJ566LYoHAnFlmZsjnHAPK66bk7phA0VUrW1Dhwxnf1cR8CscpfPTU144PMuobx50zubkbVBfRMWOg6BXff93pWdS9Q9Is1VXr0MSxpmkqieVGRcHbi4QWiiFdJnFJQpgt2W7m6oRSEAdfQsNBo4Ul8bR1L2tjOSHHgRjI4444x41r3dHvqIX+C5Bc3mNk4gcvN9ynKXlfr9OTucJD2O3Bxtj3ltv8GxgNzyjyJlHEEWrxtlAgpLKNSt28O4IUpSp9iZaspI5YQ3LWho3Kf6hsVHW25kRdHGIWHZ4AcBnHDjhW68l+sPoPirzH3JwjsXGjf+1Ny66hKYegRep2cda326brsGna8u9VpFTr7BFxNsl1oS+mWcuVE1/KTi3AJIuFzIN1MdDaGvjEhcMFQ+g0BBUUrKqSQBrujHAAkfMnCzqxUPmFyPtPDvZnFPcXC/krDV6XskFrrbLxy+ezyEBGJT8zByLKYpuvbVVrUjWFTSqDVzFHbuI5uuoDgpipkV66u1Nii52M5Ctb/oWOhoTWUjxIxvHdjszxPiWY+efUG0z064jVcdcdeX7eu7d6TTyE1DovWREQsVlUYPYuMWeyUgo2kl4to8mJlqwYJNmMi/kn63lN2yhUl1EemhtxqcuccMCxemdHm7tdNM4MgZxJ+b51iXi91WKjyB5NNeF/IDh5vrgbyYslde2TXtF3Um9XbXJowiJGfOyBecp2urDDSUlBw7xzHGVijsH3uSyJHQOfJRW76q0iOIyRHICy170HHS0TqyikEjG8d2D8Z8v84tPhbdbKO8cpQMy7jg80fPbB5a7NU5fm+NVk6TXanU8IdvH4PGAfAc1dq7k70XrljY9U2+CqkYMNkO0yVo6myxlkgbnfs7WyTxBUU07rXVejZnep6tlp2uOXM3Pjcet0bw6MnG7a2drHAhdre7y2U9bmbDOptSqFEh1WUcwbuBAfiJXBW4qom/1SYkMH0Dmvrf6HDkit9U2rFtdM5pyGyzzPZntYXhrx2PDgekFTKt5deUytpzTGvbE1wwXRwxMf5Hhm009rS0joKxOssq4VUXXVUXXWOZVZZY5lFVVDmEx1FFDiY5znMIiIiIiI5u6CCClhZTUzGR08bQ1rGgNa1oGA1rRgAAbgAAAOC1LNNNUSunqHOfO9xc5ziXOc4nJJJySSd5J3kr152rqXkQ50zFOmYxDkMBiHIYSmKYo9wMUwdhKYB+Ah8M4vYyVhjkAdG4YIIyCDxBB3EHqXJj3xuEkZLXg5BBwQR0g9BXfYvaewocpSMrXKimQAAib1ROUTKUPgUpJNJ4UpQD6AAADNZ3nkY5Lb88yXCyUQldxdC11O4nrJp3REntOSp/auVTlDszQyhu1XzbeAlInAHUBO2QAdg3LubPkNsRqIeerDSIB27g8jAT8X8PyeuxEO/wB7tmvrh6FjkqrAe5mXCkJ9yqNrH98yb4VNaL0RPKLSkc+6iqQPdIMZ/unRLvUVycXASkm6qioA/ZrxUgdIS/d8LR2isBu/31i5ri9eg9pnAv07entPQyphDs+OWJzMf3RU7tXon5wQy+Wpjh0uglLceKORrs/3gWQWXIjXzopRcfLccYfsgdRpVQAfp7GYuXfcv+IB+9mrbj6FXlSo3EUvpdVt6DHOW58k0cWD5T41sKh9EXyeVTR3R3dTO6echDseWJ8nxeRc8nvDV6gd/qmBMfpKpEThBD/H8mCUf8Qjkam9DnyyQnHpOXDrbU0Z/wD5jPnAWfi5c+S2QZ9NNk9TqeqH/wCRx5iuMkd/64ZJmM2fyEucA9EmEU7SMYfueOTJHJgHf6e+Ze1ehg5WbhKGVlLS0MZO901TE4AeKnM7vJjzLGXL0QXJtQxl1LUVFY8fcxQSNJ8s4hb8KwjauRdklAUbVlmhXmpu5fe1BI/lDl+HcplEwZtvEH0AmcxR+B89FaK9ClpGzltXq+okutYMHm25gpweohrjLJg9JexpHhR9C0dqv0R2pboHU2mYY7dSndzhxLOR2Fw5tmeoMc4dD+lYFkpaUmHJnktIPZJ0bv3cPnKzpXsI9/CB1jnEpA+gA7AGembTZLPYKQUFkpaekoxwZDG2NvjIYACesnJPSVoK5Xa6XmpNZdqmepqj93K9z3eLLicDsG4Lj8yaxyYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEUidUcdrRsAW0vMAtWqocSKA+cJdpKUR+PaIZqgH60oX4OVQBIO/cgK9hKEfuuoaagzFDiSq6hwafwj8w39eFtfRHJRedUlldX7VHZDg7bh9kkH/SYeg+6O73flofghWLU+k1qhxCcLWIxGPaF8Jl1A/XHj5cC+EXT92b9ddODfdMPYofNKBSgABr2rramul56pcXP6OoDqA6B/J3r1hYNO2fTNCLfZ4WxQDwjxc8+2e7i53j3Dg0AYA7Xlos2mETCJhEwiYRMImETCJhEwiYRMImETCLomxda0ra9YeVG+QTSdhnYCYpFyiR2wdAUxUpCKfJ+F1HSCAGHwqpGKbsIlHuQxijcU1VPSSiancWvHw9hHSF309TNSyCWBxa8fD2EdIVEnInitsTjFYG11qclLSlIbySLmv3iLMo0mqw+BYBZNJ8zHyjRz9NTsVF4n4G7k3bt5ahvJLPbddqa6RmCUAT43tPBw6cZ4jrHEdo3qb2+509yjMMoAnxvaeDh2Z4js4j4VPPidznitjFjde7deMoO/D5TOHsqnlMoS5KeiaKDnt5baIsaw9gBP5rZ2f0S8ChiIjgLvYX02aijBdT8S3iW/S34R09awd1sjqfNRSAug6RxLfpHwjp61ZHkZUdTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//RlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRUH9TL2dXhP1VuQ8TyW5C7R5S029w+sa3qhtE6Zu2pa9UlK7V5y1z8e9XYXfSGxJg00s8uDkqyhX5EDJESAqJDFOY5FFvSPsgPSH1Db4y2WdDkryDQinaL5Go7u2zWxqDpw3UBZAJOP1DrbUchKNCKlATtl3SjZcoeBZNRMxiGItjC68etI7C0TPcY7ZrCnv9AWTXi2qJLUzSIbwtMT14rDhApVaIioQsclX46NiyETY+4C2UYCkmdsZI6aZikWr6/9jx4SGczFTgOX3Oyr8fLBZ0rXL6AjNkURaqOJFFVFRD+yHuvF2DtRkVskk2dvo57IpopE8TlRQoKCRRu9q44zaX4ddDnh3xr4905tRNRaq5x6ug6nXkHLp+uUrrQfLWXmJaVk3yq76Xn7FOyLmQkHi5zKunjlRQ3qbsBF7uJ3swnDfmhwT4L7ekd+8stOVfcHGTjbtvcWjNY7DgVNRW/Z0rqOoLWPYMRW7jVrMjV7faXInWfOez1LzlDGbooFESCRbX+sOEHGbT3D5Pghr/WrCD4x/oVWzTj/AF+m7fKDN02/xkxGX35cmjL/ACtJTt0+qJ+5kpA6vvLl48VWEwGN6EVOvTy9mx479NvlDXuR2k+WXMGXh6rLWmWj9IWW5U1vq6yLWSkWihN/0Sout0yFC8LVuKtSziPW8DJVF83QV7iUhkzkUsunv0R+KfTZ5G8g+TujNgcg7XfeSbObZXmI2xa9cTtQikp69fogvDVNhT9UUWZYqJzIeUmLyQfgDX5pgMp+uYRNP9EfinpTqXbJ6qNV2ByDkOQe0nl/e2CnWC164daaZq7GikIebLD16O1RFXZum1bNymagvYXAkUERUFUOxQIu98YukVxt4n88+UvUP13dt3zW6uXDO1stkVi6WShyOroRK43et32TNSIWD1rXLZGqITFXbpoC/m5ICtjqFOBziVQhFafhEwihF1DOBGn+pZxetvEzetk2VU9c3Kep1hlJrU0xV4K7IPaRYmNmiUmEjcKdfIJJq4fsCEcFUjVTnREwEMmYQOBFnuT0PrKyaEc8aLvX0r7qCV1QGlrLW7YKbstsoKlVLTJCNnlI9KMIdaVgwMVdVsRsJVDidIEhAvhItc5h7KrxphWE1qeuc8upLWuHtim3E5OcOYPkK0Yadlfe3/yo4hJGMSqvydIwizv0MdywWlTp+pnpnH9kYRbHGh9E6k4yaf1/oTRNHh9cak1dXm9YpFMgir+4xEWgoq4VMo5eLOZCTlJN+5WdvnztZd6/erquXCqq6qihiKOPUW6femuptxlnOKe+bNs6pa8sFqqNveTOopmqwNzSkqZJ/KsWg2kblS79BkYruPmuCnjjqHJ6EOQfXCLFXP3pLcY+onWtAsNrz23tZbD4wW2HuOkN+6FtNapG8aK/iEWPdjF22fpV0iiRUjJQ8fILE+TQVTkI1su3UQMU3jIu23bpq6c2Nzh4idQS6bG3VN794batueqqKQ8xrhjR76wv1KvFIs1n2hXovWDJ69tTxnsF+7IME9r8ak9BISMwQIKByLlubPTn0lzzt/Em6bftO1K5KcM+QlW5J6wb63m6lDsJ681GThpWNir6lZ6PcHEpU13EGiVdCPVi3hiGOBXRBEBKRcx1EeAWnOpjxisvE/e9l2ZU9dWmyU+0SE1qSZq0DdEX9Km0J6KRZyNxpt9g02bh43KVwU8aoc6YiBDkN2MBFMuvQrWtQEHXWKjhVlAQ8ZCs1XZ01HSrWKZIsW6jk6KSCJ3B0UAE4kIQomEexQD0Airn6vnCKW6gnALePHqlrso3cQsYXZXH+wPHhYwK/vLV0w1uOv105k5FCwac6+jlIVy9EpvdmMouft6ehF6+XPTt1R1TuGetNKc86XIV2/owNEv0jM6vs8eyuOlt6pVNJrapDW9xIxmYR43YSUk/Y+Fyzexj9qJTnbmORE6ZFDTi97PXx+0tv7WXJbkLyj5k8/8AZmh1iuePyHMHb6+yKVpp+3UbLRs7U6w4ZCp8vQzhkisyMq7NHtXKCLlJmV03brpEUzuoh0q+PXUvl+Mk1va47lqbrils5xtfXiepLDSIJvM2Jy6q7tRldCXHXd8UkYUFKk2AE2J45fwnV/XhExBIRdF6lnRq4tdTeX1jsbY1g2zpPkRpQgoao5I8fbchSNrVaOCRVmm8C4kHcZMMZaDYza6j1oBkUn0c5XXOydNveXPnEUdeKvs9nGXRfIymcu9/8g+W3UA5G6yVaudW3nmRttfZkdraRjVjOIWcq8IsxTeLTcG5UMuxUk38i2YuwTdNW6DtJJchFfrhFX8x6cOj4/qOzPU+RtW1Tb8nNApccndRVnKiOoE6QjJRUoWUbwBaMS5ktQuIdIBXNYDtPAYwe7dxASkTkP04dH8l+YnD3m3e7VtWJ2rwmWu6+qq/UpyosNfWA99aIM5gNgxUxRp6xypWyTcotvk2WiRIYR8fmB2ACJ1A+nBo/qQ1jRVU3jatrVWO4+b+p/IymLapnKjBvZO70qPmY2Ki7Opb6NeUHtVcITiwuEGibJ2c5SCRyQAEDEXu5g9OfSXNjcnCveG1LTtSAtnBLdiW+NRx+v5upRVesVvRl6VNFjtjtLHR7XJS9bF1RGhRRjHcO68tRYPeO5iGTIsFc4OF+2OYHPLpp2WXjYP9KDw4vWx+UOyTPZxoMxbuQ0LCR0JxwiIys9jO/d6NNqPZpw9OUUDpn93ASnN3EitwwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLUC9tW+1ZaD/D/1Z+Tryqwis12jxvtlF94lYEFrVWU/GqZw1REZeNRD5w/KTBIDCqkkT4rogYnYomOVIOwZpi2aipa7EU+IqnqJ70+I/Md/Vlac1nyR3zTe3W2zarbOMnaaPssY/wCowcQBxezI3EuDBuUcMkS1ImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFwtjl04CAmptUSgSJi30h2P9iYzVsosmn9AiKqhAKAfERHsGZzTVml1DqKhsUIO3WVcUO7iBI9rSfE0EuJ4ADJVpcKptDQzVjsYiic7zAkDyncuF15DGg6bBNVwN8oOWScpMKqB+vuJmWD5QlFlzfZKKi7cGL3H18JQD4AABneUi9NvutbhVU5HpbFOYKZrfBZTU/2GBrBwDebY04G7JJ4kk2dhpDR2mGN/wBvcwPkJ4mR/fPJ7dokeILumQZZdMImETCLwMkmY5FDJkMol4vLUMQonT8Ydj+Awh4ieMA7D2+OdjZZWsdE1zhG7G0ATg44ZHA46M8FQtaSHEDaHA9XiXnnWqphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRfI+pja+tFa27bHcJPhICZ0REjpo6IYDNnrJYvc7d41VADpnD4CHr3ARAc/pnUF10veYbzZ3htXGSC0jaZIxww+KVvB8cjcte08Qd2CAR01NrivEBoZmlzH9W4tI4OaehzTvB+ZRH2F1A+CnGOzPtQ8iuUFdR2hV3poidaUmr3rY544yA+WIWxzr6s2WKr1kYiHlyEaqv78guU3dEO/YJDqe22OurxdNMtdBQ1TOcdTOzmmkPhxNeRh8WcmJ3hbBDXgEZM609yd6jnoALiAZWbmvJA51v3Li3OWux4WRjO8Eg7paUO4au3Rr+N2zonZFX2zraWWWatbRU3wu0G79uRJVzETLBwm2lq9OtEnCZlmEgg2eIlUIJ0igYojCqikkpzh4WMvOna6zSbFS0j4vPwKqB9o2+1Ltg/wBdZp7/ACS2pmXsfhO8Sn/Jn4cn5HzhRi1f7NtpbYWlOOt+21zx5E2CubE1JqjaMnrGJrUEyawRrlRYWyGrtdm7DY7ZHMQhk5YzRB0eHU7Jk7+SAD4cvam5sp3lmAXKSXnWlNaJ3U/Nh0wz0rYb05qjj9xz0Iz0Lr2vtNcca9WUC1pTSK0pI+cjVlWErL7AttmsiCqc06nJVJw9fv5AihFwUOYUvLKRMhMKKmWqqg77rK1u281t+vbJW75NsYHVv3ABUMcM+eW8GuiOQWoOhl0ZnkrwlVtmxVbnsrdG7LM+b3KyTNIg69bJw59mXRgzjZQKRDRploBrYpz3Jv5J1CJncCQ0m2MYMzu/W6eYLS11dNmowOAA+IdfTgKTXsrb1y16a84oiqcpic0dqJk+cPzCfoYaJP4C/wB6UTqGHsH0iI/TmPuRInZjq+cqKave6O5U7mnB2R8ZXSfZ9pR6z2b1mxbrGT965uR4reH08Yhbt+9u/wDB5g/x5yubnNiZjp/yXPWk0kdvp9g42uPmC+XTLVi59q+5b2V4ybO5incQ6nYay9XSIotDTbvjnxeqLiSYnMAmQdKVuzv2gnKIG8l0oXv2MID2Oe5tua4cf8yryWpkg0lHKw4fs4/xFcjyxcnee1OdNyU8CST+Z4a2BSUcoplTWkVhpfOOH854coAZwsMU0RbeI3c3kpEJ8CgAUjcX25xdx/8AouNJLJVaUlfKcu3/ABtWS+qbyE4p8bOYfDiwNuFty5udT0qMdJ8V6RV9kbIqEdRK+1uNgGs2Obr1UeSkLan0ncyyhmDQ8E7OsSNcqOnbNFs3E/Xb45Oadk4iyrPSNNWGhl2pBHRF5zuGScDO/iN2On51XVuzdvPXe/XQ6T1w588RqpxDvbdw1g6BXqxcI23Pbdr8LDcXZ5GdeRtttKjJZjMybxuVsuDM/ZRQfK7GEcvnhgp37JyMKU1DIRa52xO228274ls7WooFn5MCh2AHKnYP/DHITLukPjXmauGKp/jXXs61aJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF2mo0qz3mTLE1eJcybr5ornTKBGjJIw9vPfPFBK3aI+g9hOYPEIdigJuwDbVdbTUMfO1Lw1vR1nsA4k+JZuxadvOpKwUNmgfNN0kbmsHtnvPetHaSM8Bk4BsA1ZxlrVP92mLcLa02IngVTQOkJoCMWDsIe7tVigaRXTN8FVygUB7CVIpgAwwK6alqavMNJmKn6/uneMjgOwec8F6h0XyO2iw7Fffdituw3hpH2CM/gtP2wj2zxjgQxpGTKEA7egegB6AAfRkZW5kyiJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvhkoyOmY97Ey7FpJxck2WZSEc/bpO2T1o4IKS7Z02XIdFdBZMwlMUwCUQH1zk1zmOD2EhwOQRxC5Nc5jg9hIcOBHEKl/lJwGmKkrIXvSDF5PVURVdydHSFV7P10vqdRWCARUdT0QT1/WfnvUA7f24viOSbWrUDJgKeuIbLwDuAd4+o9vA9nTMLZfWS4grSGy9Dug+PqPwHs6eo8fOft51eizqWzmj6/09n4Gjd8ZcC3WAbpdiAgi7eHKjOtW5SiUiDs6axPQpXBSFKmHbcdPwVRM1KRHMej7k/R4xu7Old1fYoKkmWmIjmPR9yfo8Y8yuD1XvHV25435R19bI+YVSSKq+hlDCxsEX37AISMK78p8gmVQfCCwFO3UMA+BQweuQ6roaqids1DC0dB4g+I8PnUSqqKpo3bNQ0gdB4g+I8PnWWcs1aJhEwiYRMImETCJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//SlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRMImETCJhFxspDQ843I0moqNmGqaxXCbaUYtZBuRwQiiZFyIu0lkyrFTWOUDAHiAphDv2Ee5F9bZs2ZN0GjNug0aNUk0GzVskmg3boJFAiSKCKRSJpJJkKAFKUAAADsGEXvwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEWoF7at9qy0H+H/qz8nXlVhFs4Z5NW5FHXaHHGoXz3iUhyp1azKeJQzxmgHyZIrD84flOOT8BAUUN37ro+BTuImOCnYAyQ2zUVXQ4imzLTdRPfD8k/Md3Vhao1nyS2LU23W0AFFeDv22D7HIf+pGMDJ6Xtw7Jy7b4Kvi865t2u5H5Ps8Wo1KoYwM5FHuvFSJS/s2T4pQTUHw9hFMwEWIAh4yF75P6G40lwj5ymdnrB3OHjHz8OoryxqTSd90pV9y3mEsBJ2JB30cgHSx/A9ZacOH3TQujZeqNphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRdTlb3S4M5kpa0wLJcgiBmysm0F2UQ+IC0Iqdz6f7HJhaOT/XF+YJbRabhPA7g9sEnNn+0LQz/EsZVXu0UZ2aqpgY8dBe3a97nPwLgv0Xdfj6pzbhwX+/awFkdpiH3QUbRCqYgP8ADmf9ZvlFG6Shijd1SVdFGfevqGn4FZeqmxHwZnOH4MUrh5wwhfpdua78QFVsRGfiECgaSjJmLJ3H4d1JGOaph/jHKO5G+UnZLobY6fAziGemnPmhmefgQapsOcOqAz8tkjPhexoXfGEgwlGqT6MetJFkuHdF2xcIumyoB6CKa6Bzpn7D8ew+ma+uFtuFpq30F0gmpq5nhRysdG9vja4Bw8oWbgngqYxNTvbJCeDmkOB8RGQvsyyXamETCJhEwi+R+/ZRbNxISLtuxYtEjLOXbpUiKCCRfidRVQSlKHf0+PqPp8cvLfb6661sdutkMk9fM4NZHG0ue5x6A0ZJ+Yb+C65p4aaJ09Q5rIWjJcTgAdpWKjDIbTXah7m4i9cNnTd8od8kdvI3dRoqRwzSTZKAVVlWgXTKqY6oAq6ApQKUpREQ240W7kmgmPPR1fKbLC+ICJwfDaxI0skc6VuWy1uwXMa2MlkBLi5znAAxgmfUr2jYdHp9rg47Qw+oLTloDTvbDkAkne/dgAZKzBml1K0wiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsXcm9gXDUPDPlptbXKrhpsGjaLvktUpRl39/r0oeJUYhamIgA+B5U27s8kkcQEpDtQMYBKAgOTtbGvqAHKcaEpoKm9RtnwW7WcHpxvx5V/N5XXXdLrOXKyrhy4VUXcOF1DrLrrrHFRVZZVQTKKqqqGExjGERMI9x9cl69HLYI9nVvF7DlbtLS8bO2FprnYujLTZbfGxboqbRhPUKVgFapbjpLouWyT1kaadRZVBJ2MSVEo9x8Al7YrhFbHGrlpaWraBjm6hrnMOfyHscD2hw+iEa/t0Nw0+8SPfFIwgtcwgO37iN4IweOMdCtO68GpNr7D6aA6/1lC7N3bZg5MavmiVWo0p5dLO3iY6t7JReSxmFMg1pQ0czUeJEVVOj5RDKkAxgEwd02oLPdiDSWujt1QOJgfPsOHVsTSyAde4jgtc8l7TbamWOrrHSRlhxzvNgjePugG58W9WoaYcrH4v8UGDxi8i5OF41aNgpeLkmyzKRjJaE1jWIqUj5Bk5Ik5ZvGT9ookqkoUqiZyCUwAICARPUFHNQXSSkqAROwjIO4jaAcAQd4IB3joO5RzVNZBXXOSopnB0Rkdgg5Bw4jII3EHG49IXZLfSVNq6d3xpxs/bRT7cek9q6rj5R2YxG0c/2FQ5+pM3zgxCnOVFo4lyqHEpREClHsA/AbGhkbFO1zuAIXHS9ZHRXWOaXwA8HzFa1fT45087uH/B/Y/SRrvTX5DTvLdxN7ipuqNgIwUnDa9q7bcBnqMner6/XgVI52xoUhKvJFjLIPzwkmwK2E7pBumKystcInuE20Nnxr0DK2iqZWV/PM5kAHiN/wDPnVhvs2VV2NpLgJcqBubWOxNSXBhy/v8AYW9e2ZSbPQ5mQrczqzSCLGcZRtpjIt46jVpKKetgWTIZPzWxy9+4CAYy6Ss55mCDu+cqDa0raYV8BY9rgGjOCDjvj1KC3APd/JDpsc5ud2g9ocBeRO0q7y75axFio+0qFWbIapwMMpsq/oM7z8so1KYgbPQZSsbEQkVHjZ4irHe4KIrk8w6gNrydsNTTtdtN3D5lIrnDb71aY5RNGGsZneR1Ddx47sfzvm/rjW+x4L2l/mXuZ5rbYDPTc/xLqVZr21HdMsjbXM3NttRcV49eJibutGErMhJJPoB6iZBF0dUqrRYgl8SRwLbzSxi3hoIznhntPQsVca2jZpNkTZGF+cY2hteE7o4r4eR9B2TM+0e9O/dkNrXYEtqKlcT5mvWrZ8bTLI/15XJtWC5mpJxM9dGsarW4iSOpZo8oIOHKaomeoB4f15PxUhmj9LnAkZzwzv6F12240jdJShz2CQE97kZO9nAcf/oscdUt3vXiL1b+EfVm1tx7vPJHTmuNTyGpdk1zX8VJTUrX37hruWpTxni0VGTBqueQo+4yO4N25RTZuJWOVRUVKBvXtoJY5acw5AdlX+l6+krrU+i22tmDjuJxkHG/t3jeowbI3ZzH529Z7pzc37RwZ5HaL4wVmyU7XmrkbbRLXLP4ylRtrn1LBszZkiwrycfT05+03lUyajryGfyWwSMkqumkdypcvMUVO9m0M4PSsxUPo6K1Twc6wuEbvuhxxwG9bONoVIvOyKqYgJDuDmKIfDsJhyFyHLye1eba0h1S9w4ErgM61aphEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXvbNXL1wi0Zt13bpyoVFu2bJKLuF1Tj4SJIopFOoqocw9gKUBERyjnNY0veQGAbydwHlXbDDNUStgp2OfO8gNa0FznE8AAMkk9ACl7rLinLy3u8vsRZWDjh8CqcA0OQZp0X7ICvl/wBcQi0jh27kDzF+3cBBIwAORK5apiizFbwHye3PgjxD7r4B41vfR3IlX12xXarc6mpNxEDSOdcPw3bxGD0jvn8Qdg71Omu1mAqUYjD1yKZxEcj6lbtE/D5h+wAKzhUwmXdODgAeJRUx1DfSI5B6ipnq5DNUPL5D0n5ugDsG5elLTZ7XY6NtBaYI4KRv3LRxPW48XOPS5xLj0lc7nQskmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKJ+8eG+nt3Gdy7yMNULq4Ax/qvrKaLZy7cD8FJ6MMUI+c8RgDxqHKR2JQ8JVyhmXob1WUOGNO3B7V3zHiPi7FlaK71dFhgO3D7V3zHiPi7FUhtfiTvvjpI/VhCHfzUFDKmeMtgUFZ+3ew5E+/Z1KsmxyzNfMRP+2KgKrQgD288RHtkvpLvb7k3mX4bI7cWPxg+I8D8fYpVS3WhuDeZfhrzxa7GD4jwPx9ik7xp6hkgR5HUrfi6Tlk4Okzj9kINyN3DJQwgmkW2s2xCN3DM3cAF8gQh0u3iWIoAnWJi7np1uyZ7fudxLOv8k/MfJjgcbcbA3ZM1Dx6WfV+g+TqVvrdwg6QRdNVknLZykm4buG6hFkHCCxAURWRWTEyaqSqZgMUxREpij3D0yHEEHB3EKJkEHB3EL25RUTCJhEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f//TlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCLV99ms+2be0ufh2wP5QHPnPTlg9gqL9Eh/dtWp7j7IT/AJ5/yitw/MsrNMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFqBe2rfastB/h/wCrPydeVWEWzhnk1bkTCLipqDiLFGuYidjmkrGuyeBdm9RKsif+9OAG9U1Ux9SHKJTkN6lEBABDthnmp5BNA4tkHAj+fgVlcLbQXakfQXKKOejeMOY8ZB7ewjoIwQd4IKgPtzjBJV8HU/r4HMzCk8azmAP3XmY1P7IxmJg+fLNEw7/N7e8kDt6K/OOE8tOpo6jEFwwybodwafH7U/B4uC8xa65Gqu1h900sH1FvGS6A99LGPwOmVo6vtgGPD3kRDEBARAQEBARAQEOwgIfEBD4gIDksWiCCDg8V+YVEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLiZ6aZV2GkpyRMYrKLZrPF/AAGUOVIvcqKJREAMsup2IQO4dzmAMzGn7HXalvdLYbaAa6rmbGzO5oLjvc49DWjLnHfhoJVrW1kNBSSVtR9pjYXHHHd0DtJ3DtKx60qM1ckiSewX71Bo7KCzeixD1xHRTBup85JCcdtDIPpuQKTw+aBjkblP4gKQQ9c2RWayseiZXWrk5p4JKyE7L7rURMmqJXjc59LHIHxUsJOebIY6ZzNkueHblgorXWXZoqL697YnDIpmOLWNB4CRzcOkd15IaDkBuF3mJqtZgSFJDQEPGAQAADMo5q3VHt+yOsmkCyh/wDVGMIj93IBeNW6o1A8vvdxraonolmke3xBpdstHYAB2LNUtst1EAKSCKPHtWNB84GT5Vz+R5Xq8TFKcpiHKU5DAJTFMAGKYo+ggYo9wEBDOTXOY4PYSHg5BG4g9hQgEYO8LFDiOa0q+19zDIpx8LeFJCHmo1uUEY8J5qxVlImWQap+FJB67RZrt1hIAAoAlEwCYPFm3qe5VeueT640t7e6pvlhbDU00zztTdySStgqKd7zlz4o3SRSxhxJYQ5rSGnZUYkgjtF7gkpAI6StLo5GDc3nA0vY8DgHODXNdjGdxO8ZWWc0+pOmETCJhF8cg/aRTB5JyC5GzFg2XeO3CnfwIt26ZlVVB7dxHwkKPoACI/APXL23W+su1wgtdujMtfUStjjYOLnvIa0Dxk8TuHE7l1TzxU0D6ichsLGlziegAZJWMIiFfX9w0tdxbnQgiHI8qlMX9UEkh+c2nbIl6pvZZwmIGSbm8STQhu3YygmENrXm+UHJ3TTaR0XK19/c0x3C5N8JzuD6Widxip2HvZJm4kqHDOWxhoMcpaOa+SNud2aRRDvoac8AOiSUcHPI3hpy1g63ZIy3mneKlCZREwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuXjVohZrMwFkiWNgqtphpStWivyiBXUXPV6dYLxU1DSTU/dNywk410qgsmYOx0ziA/HO+CZ0Mge3iFk7XcJbbVNqIjhzSD5lrdbz9m4+Xr7JTvGDkrRq/rSXkFXzWmbpj7SnZaQzcKicYVjZapGWNC6tmIGEG67pvFrin4SKiocpl1JLFdoHN+yZDsLeNDyhWuWnDqsObNjfjBB85GPhVsPT86duoenBSbaSvWxbbG8tlsWcVfdqOIckAwZVxk5LIN6PR4MXkk6iq6MkRNw9XXcqOZRy3RVUKiRFBBLG19x58c2zcxQjV2sxdmdyUo2aYHyk9Z+hTDnJ6Whq7Y3sYsom6QhJdygCYm8QuEmDhVIA7eoj5hQ7Z3aUhhq9T26kqiBSy19Ox+eGw6VjXZ8hK1ZXVdRTUFRNASJGwvI8YaSPhXDU1Yy1NqRhW88BrcKcFu/fzTKxzdQ6wj9IqnOJh++OZDlAmnn11eX1ALZfTSqBHtcTPAb+qAAOwK1s7s2ilwcjueM568sBJ8p3rs6SyiChVEjCQ5R7gID2EBDIgDjgsk1xact4rtyV9tCKAN05NwVMpfCBQUP6B/Hnbz0gGASr5tzrWt2A84XCPZyTkDgo7dKKnD1AxjGEf98c4F7ncVbyVM0py9xJXIJXCwIt/dSSCwIgHYCeM3YA/jzkJXgYzuXaK+qazYDjsr4V5+VcJimq6UMQfXwiY3b/hziXuK63Vc7hslxwvWWakiIi3K5OCQ/EniN2/4cbbsYVBUyhuyDuX1RtmmYkwmYvFURN8fAcwd/4hyrZHN4Fcoayog3xuIX2PLrY35TEcyK6hDB2EpjmEB/h9e3bKmaR3Eldklxq5Bh7yQurHOZQwnOPcxh7iOdfFWRJJyeK8coqJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIs96149XfYHu8g4RGs1tXwn+V5RA4Lu0R9fFFRoiku8AxRASqHFJAQ+BxEOw4K5agoqDMbTzlSPuWncD+EeA8W89i2dpDkq1HqnZqpm9x2g7+dkB2nD/px7nO7HHZYehxO5WAa91DSdaty/IUcC8qZPwOZ+R8DmXceIOyhSL+AhGSB/pSQKmQQAPF4hDuMCuF2rbi77O7EXQ0bmjydJ7TleotK6D07pGIelsO1WkYdPJh0ruvBxhjT7VgaD05O9ZPzGKZJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEX4IAICAgAgIdhAfUBAfiAh8BAQyqqqn+avC2MVi5bcGn4ZNhIR6a0ldaXFoAmykGRAMq8sMAySKBGkgzIAqO2qYAkukBlEylVKYq8tsl7cHijrHZadzXHiD0AnqPQejxcJRZrw4OFJVnLTua48Qeonq6j0eLh1XgBylUj3jHQ9/kxNHPT+VreXfLf8AMD44iYae4XUN29zfGERjvEIeWv3bl7goiQnbqG1bTTX0474eGB0j23jHT2b+g57b9bA4GugHfDwwOke28nT2b+g5uLyGKIphEwiYRMImETCJhEwiYRMImETCLU39sb+1k6L/AA7dZfk/8ns2Hya+zsv6I795Eo1qr2PZ+eHyXr//1JR+xyfayd6fh27N/J/4w5pDlK9nYv0Rv7yVT/Svse/88fksW2RmvFJUwi074bpHdfvjDzC6gHILp6c2OF+g6Zzd5KX7cc7GWls/vFnlKw52hte7avY2NlsLhptaKrc9W4ra0gm8Shnot1HDg5TruiIoKF3FbOUGzUVtp6OWKqMsUEbCQ2PBLWBpxmQHGRuyBu6AoRV6arp6qWdj4Qx8jnDJdnBJIz3vFZr/AEuXthv76zwS/Fnrz/k38vfXKsXuVX72P+Kuj1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/wCTfx65Vi9yq/ex/wAVPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP8Ak38euVYvcqv3sf8AFT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/AJN/HrlWL3Kr97H/ABU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/wCTfx65Vi9yq/ex/wAVPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP8Ak38euVYvcqv3sf8AFT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/AJN/HrlWL3Kr97H/ABU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/wCTfx65Vi9yq/ex/wAVPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP8Ak38euVYvcqv3sf8AFT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/AJN/HrlWL3Kr97H/ABU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/wCTfx65Vi9yq/ex/wAVPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP8Ak38euVYvcqv3sf8AFT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/AJN/HrlWL3Kr97H/ABU9Stw9vD53fUT9Ll7Yb++s8EvxZ68/5N/HrlWL3Kr97H/FT1K3D28Pnd9RP0uXthv76zwS/Fnrz/k38euVYvcqv3sf8VPUrcPbw+d31E/S5e2G/vrPBL8WevP+Tfx65Vi9yq/ex/xU9Stw9vD53fUXQrLrb2vOq3HXFJkOqdwmXldnyVji4Fwy1brBVgzcVitPrS/UmDLdO1u9Qbqx8eciR0EHAeeJSqeWUwHyT2jUFFerDdtRUrZW0Vmigkma8APe2oqGUzBFhzmFwe8Fwe9neAlu0RsqO3WJ1ovdssNTh1XdpZo4S3expggfUPMmcODSxhDS1r++IDtkHK77+ly9sN/fWeCX4s9ef8m/kY9cqxe5VfvY/wCKpF6lbh7eHzu+on6XL2w399Z4Jfiz15/yb+PXKsXuVX72P+KnqVuHt4fO76ifpcvbDf31ngl+LPXn/Jv49cqxe5VfvY/4qepW4e3h87vqJ+ly9sN/fWeCX4s9ef8AJv49cqxe5VfvY/4qepW4e3h87vqJ+ly9sN/fWeCX4s9ef8m/j1yrF7lV+9j/AIqepW4e3h87vqJ+ly9sN/fWeCX4s9ef8m/j1yrF7lV+9j/ip6lbh7eHzu+on6XL2w399Z4Jfiz15/yb+PXKsXuVX72P+KnqVuHt4fO76ifpcvbDf31ngl+LPXn/ACb+PXKsXuVX72P+KnqVuHt4fO76ifpcvbDf31ngl+LPXn/Jv49cqxe5VfvY/wCKnqVuHt4fO76ifpcvbDf31ngl+LPXn/Jv49cqxe5VfvY/4qepW4e3h87vqJ+ly9sN/fWeCX4s9ef8m/j1yrF7lV+9j/ip6lbh7eHzu+on6XL2w399Z4Jfiz15/wAm/j1yrF7lV+9j/ip6lbh7eHzu+on6XL2w399Z4Jfiz15/yb+PXKsXuVX72P8Aip6lbh7eHzu+oogc1ej77S71EtWQGlOYvUD4Jbg1lV9gRW0oKs/Ji2v/AHG9wldtdTjJ35Z1bwPpNgc+7V+7yjf3VZ2ozP714zpGUTSOm9cqxe5VfvY/4qepW4e3h87vqLdkzSCnyYRMImEUReQmh2M9HyN5qLMjWxMUlX0zGtUwKjPNkiio5dJokAALMIkATiJQ/skAEBAVBKIy3T98fBI2hqzmnccNJ+5PQPyfi8S0VyqcmdNc6WXUlijDLtG0vljaN0zRvc4Af80Dfu+2YIIL8E135sBeUkwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXpcOW7RBRy7XRatkSidZw4VIigkQPidRVQxU0yh90RAM76amqaydtLRxvlqXnDWMaXOceprWgknsAXGSSOJhklcGxgZJJwB4ydwWI5GTS2dIsIKAA7ymxsm1k7RYQIcIuUUinBHTKuRKxgAsmC79FNR0ql3STSIAAcTGAM3HbLVLyV22o1BqHZh1rVUskFDR5BngE7DHLWVDQcwbMTnsgjfiR73Elga0lRaoqW6jqGUVDl9pjka+aX7h+wctiYfu8uALyO9AGM5OFmLNKqVphEwiYRY12b+sMapKD6Jw9/qTxY/wD1Nu6fjDLn7/QHlSgh/jzaHJZ9nr7vah9srdO3CNo9s+OHulo99AD5FH9Rd5DS1P3MVdA49gLubPwPWSs1epAmETCJhFjXbIApTjszeqMjP1KOck/6s1d2eJScoffKsiIlMH0lEQzaHI+TFrVtYz7dTW64TMPtZI6Gocx3ja7DgehwBUf1QNq0mI+BJPA09odMwEeUbj2LJQB29A9AD0AA+jNYEknJ4qQJlETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIvIDmD4GMAfeEQyqrkrxERH4j3/hyiLxMUpymIcpTkOUSmKYAMUxTB2MUxR7gJRAfUPpzk1zmOD2Eh4OQRuII4EHrVCARg7wViVg2teuwUi42EXuFMIsqrEpRztojY663VUMqaKM1kVmzeYj0DnEG5iLFWIT5hgEAAQ3DcKrSPKUW3W518dl1u5jW1Dpo5HUVY9oDROHwte+mmeBmZrozE53ftLXFwMXgjudhzTU8Lqu0AksDHNEsQJzsYeQJGj7ghwcBuIIAxyQ7KRTDxOqTsZoQPsznqTl0RIPpMcY5d93KUPiJe/pmLHJfPIdmkvumZnngBcGMLuwc82LeegHCuPVCxv2yjuDR+YJx7wuXbYCywdoaHewcgk+RSVMg4IBVUHLRwX7Ju9ZuU0XbNcofsFSEN29e3b1yH6i0vftKVgob/TPp53sD2HLXMkYeD4pGF0cjD7ZjnDO7OdyylDcaK5RGaikD2A4PEFp6nNIDmnsIBXO5gFeJhF8zx40j2rh8+coM2bVI67l05VIiggiQO51FVVBKQhCh9Ijl1RUVZcauOgt8Uk1bM8NZGxpc97juDWtGSSeoLrlligjdNM5rImjJJOAAOkkrGpbZarcHhokOkwh1B7FuVpSXRauEx9BXgq+TypCSIYo901VzN0TCH7IPjtB2kNJaOO1r+tfUXpu822gc10jHe0qqs7UMBzufHEJpAD9yeEeF0ud09hYgykP/PmBAI644hhz+sOcWNPavid1K21xVva4ewzNwnWhXATkPMPAbMJ+NWBMyjSHYNSEjoR6zUR8xr4SCBjGMVQxgNl9R6w0fqaKXSN6ttFZbBMWdy1FNHtzUkzS4NkqZXkzVUUgdsT7TgQA18bWlq6ZbXdLe5tzpJ5autaDzjJHYbKw4y2No7yNzSMswN5JDicrItesEbZ4lrMxSplGrkDFMmqQUnTRykYU3LJ6gPczd40WKJFCD8DB6dwEBHWmpNO3TSt4lsl3YG1URBBadpkjHDLJYn8HxyNIcxw4g78EEDP0FdT3KlbV0xJjd0HcWkbi1w6HNO4j5sE83mCV4mETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhFkugaku+yFyhX4oxI0qngcTsh42kO37D2OHvQpnM6VIPxTQKqoHcO5QD1DG192orc3/iHfZOho3uPk6PGcBTDS+hdR6tlAtcJFHnDpn5bE3r77BLiOlrA5w6QBvU+Nbcb6TRvd5GUTLbLEn4VAfSSBPk5msHr3joowqolMQwAJVVhVVAweIok+AQW46ira7McX2KnPQDvPjd8wwOvK9O6R5JNO6b2autArrqN+3I0c2w/9OPeN3Q5207IyNngJD5HltVMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEX4IAICAgAgIdhAfgIfcH72EVE/Nziw+1NZnG1tfMFia7nZArx+hGkOT6hLE4XA/lgVDsLOCkXZgOzVL4SNlje7/MDyPMntjurauLuSoP8AxLRuz92PpHT1jf14m9lubaqPuWoP/ENG7P3Q+kdPXx68SZ4s8969YIyLoe75RKCtTUiLCOvT0QTg7GmQASQGwOvROFmfD28xwr4Wi4gJzHSOIENi7rp+SNxqKEbUJ3lo4t8XWOziO3oxtzsUkbjPRDaiO8tHEeLrHZxHarPU1E1k01kVCKpKkKokqmYp01EzlAxFEzlESnIcogICAiAgORcgg4PFRvhuPFeeUVEwiYRMImETCJhEwiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f//VlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIo4b7rNvJLau29RINW3T+n5+ceyFKbLt28haKZb4FWv2trAndHSbHs0ciCDxkkoomVwZAyPi8SgFNtnkzu9idRXnQupaltBbL9SwsZVuDnMp6qlmE9M6YNBcKd524pXNa4sD2yYw0kax5Q7Vem1lp1pp+nNbcbLUSufStIa+emqYjDUNiLiG8+wbEkTSQHlhZnLgDy1L5M6Uu7sIdpdmFctZDESd0a9kWo12YPB7eNivW7OSNfruETj4TC3BdIR+xOYOwjZah5IOULTsHd89ulq7IRltZRkVlI9vQ8T05kYGkbxzhY7raDuF5YuVTQt+m7ihr46W8Dc6lqwaSqY7pYYZwx5cDuOxtt6nEb1ngBAQAQEBAQ7gIfAQ+6H3s1othL9yiJhFiu9bw0/rMxkr5sqm1h4UAEIqRnWITaoD27e7wSKq0w579w/taBviH3Q7zTTfJzrzV4D9NWi4VlOf+ZHC/mR+VMQIm/rPCiWoNe6K0qSzUN0oaScf8t8rOdPiiBMjvIwrGAcq63M/9DrV29NoJH+ahJ1rWExB19U/wD/0YNgnpkZ5fcfUxTn+b6gAh27zI8it2t/9a7zpuzPHGOouEU04H5iiFXJnsIG/ccHhE/Xdtld/Vm06guzDwfBQyRQn+2rDTMx2gndvGen9R5E2iHmqsy2ZoTYGtoG52iFpkJan1g15ZWCNjsboGMCym2FWtMlLRKUk+MVEqwoqEIocvj8JREwUk5KrNX2+tqNIamtd3udvopauamZBXU7zBA3bmfC+opo4pTGwF5aHNJaDs5OAas5S7tRV1JBqnTtytdurquKmiqHzUc7BNM7YibKyCofJGHvw0O2SASM4GSJRZppbYTCJhEwiYRMImETCJhEwiYRMIqiNz0tSibEsMOVuKEa5dHloTsXwpGiZI5126aHoACRkoJ2w/wCqRH/Htqz1grrfHMTmQDZd+UNx8/Hyrwlyg6edprVdVQNbs0j3mWHq5qQlzQOxhzH42FYszJqFJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLjq3qu48hLytQqumclRqbZrI7DlzvVo2OO9kwMMDWHL5t/ZhgVbpKO3KLcqihkwTAfCAiObNtt1oeTHRvq5rWRu1Vc5XQ2xr2NkMUUX9JrmxvBYXBxbBA54AD+ccA7Zwu6x6Kv/KTfHWKzNxaaRrX1cpcWM2n/aoXOHfHIBe5rA5xbs5wDlSSedP231aPO/1ftCNRkgJ41KJaI2WcUl4p6eIjKaCTkZyvrD6j5iTdVEw9gMiAB3yMR8ttg1Ue4+U22OndwbcaPmoa9n52MMZT1bBu72TYkAziXJW25/QzXq2Uhn0zd4e7cZNLNHIaZx6my84+WI/hNjc07ssHFRivKt11JLEhtt6+m6mY7VN6SbinLG4VlRmZRVEXoyEEoq+atvPRMX9fapnL27nKXuHeRUGh7JquMy8nt9oLnPnAppg+gq3O4hjI6j7DI/HRHO7P3Od+NN6kpr/oquFv1hb5qR5YHiRjm1EJbkja24iXBuQR3zGkY74DIzyEfIsJVmhIRjxs/YuSAo3dtFk3DdYnw7kVTMYg9hDsId+4CHYfXILcbbcLRWyW66wS09fE7D45Glj2nta4A9o6xvG5cYKiCqibPTPa+FwyHNIIPlC+zLFdqYRMImEXwyb5OLjZCTVIZRKOYu3yiZPszptG6jg5CfH5xipiAffy/tVBJdbnTWuJwbLUzxxAngDI8MBPYCcldNRMKankqHAlsbHOIHTsgn5li6t05G3sIq3XxUbG+lWrWYYwi5zmq8C3fIkctWjKHA3ujxwi3VKVRw4BY6hg7h2D47Y1NrWfRtwq9HcnzBbKCklfTy1TQBXVb4nFkkktRjnI2Oe0lkMJjawHBydwjdvtLLrBFdL2e6JpWh7Yz9pjDhlrWx+C4gEAudtElZbSSSQTTRQTTRRSIVNJJIhU00yFDsUiZCABSEKAegAAAGaclmlqJXTzuc+Z5Jc5xJcSeJJOSSeklSlrWsaGMADAMADcAOwL2Z1qqYRMImEXVLzBK2Woz8K3Hwu3keqLA3cC+CSaiV5GnEw/YgR+3THv9HbJfoK/xaY1jbr5UDNHDUt50ccwyAxzjHTmJ7xjpWMvVE64WqejZ9tfGdn8tvfM/wAQC99QsKNprkTOJdineNSe+IdvCdnIo/rMiyVIPzk1Wj1M6YgPr837ghlvrLTk2k9TVlhl3xwzHm38RJC7voZWngWyRFrgR144grnaq9lyt8VY3c57e+HtXjc9p7WuBHkXwT19rsA5LGqLuJWdUDuhXYFseWm1fgPczJt3BomID38bgyKfb9lmR0/ye6l1DSm6Rxx0lgae+rKt4p6Vvilf9sPRsxNkfn7ldFde6Chk7nLnS1p4RRAvkP6o8Edri0dq4UHu0pz57KKrtKZH9CnnV17FOCQfUqvyfFKsoxqcS/Eh3SogPoP3s26h5J7D3lbV3K+Vw4ilayjpc9LeenbLO8fhNgjB4jttBNqWs3wxU9HCfdCZZPHssLWA9he76PZ9S+wT+qu0ViGH4g0pteSTD/YFde/KAH8JzZ1+qvk5Zui0mxzf+pcqxx8pj5oeZoXL0tvp8K5EH8GCID4do/CV7WlAMq/YSVntNgti8Y6TfMGb8Y5hDN36AiLd98lRDFkis6bGERTMqZQCD6gAD651VnKI2K31Fs0rabdZ4KqJ0UskXPTVL4neHF3RUSyubG8bnhgYXDcSRuXKKxl07Ki41M9U+Nwc1rthsYcODthjWguHQTnHQFkTNarPJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXRLBSgfyJbHXZJSs2tNMqJ5NugRwzlmxPsWNgjTGTSk2wB6EP4iLpegkOHYAzYGnNcm32w6Z1LStumkXOLhA9xZJTvPGWknALoH9Lm4dFJvD2HaJWFrrPz1R6YUEhprmBjbAy149rKzcHjqO5zeg7sLjy2DZEaHlStDZzng+zkKpYWZE1Q/vixVgCOcoj/qQWV9fpH4jkXad5MboedtGoJ6Da4Q3CjkJb2Gek55jvyjFH4hwHQK7UFP3tVRMmx91DK3B/Ul2CPFtFeX6IbsnzV9c7GSUD4lTh4p2QR+4VVrOLEEPvj2zj621G/vqfU2mXx9ZqZ4z5WyUrT5sqvp9KNz7fcA7sjY74RIV8ARkzsGVZurLCOoGmxByu2lclFWqkhYpYpu7d5OtWa7ps3jI3t3SamUOKq3z1AEoFLmRN0snJzaZ6TS9dFcNbVjTHJWwNkENHTkd/HSySMje+ebg+drGiOPvIyHOc5dHc1XfalklxhdBaIjtNieWl0r+h0jWlwDGdDCTl2924ALK4AAAAAAAAB2AA9AAA+AAH0AGagJJOTxUnX7lEWJ59s5oc05u8SgqvXJQ5DXuHbEModucoAQlwj25O4i4akAAfEIHdZEPM7CYgmDb+naql5QbHFoS8SMj1LSNItVS8gB4O826Z5+4ed9K5xxHIebBDHhpjFdHJZKx15pWl1BIf+JjAzj/AK7R1gfbAPCb33EErKDR22ftW71kuk6aO0U3DZygcqiK6CpQOmqkoURKchyiAgIZqmso6q31UlDXRvirIXlj2PBa5jmnDmuB3ggjBCkkUsc8bZoXB0TgCCN4IPAgr6MtlzTCJhF8T+SjopAXUo/ZRrYo9hcP3SDNAB+PYVnCiaYD2+/l/b7XcrtUCktVPPU1R4MijfI/3rA4/Auqeop6ZnOVL2Rx9bnBo85IC6WrtbW6JxIe614TAPbulIJLk/xKIiomIf48m8XJFynTM5xljuIb+FC5p967B+BYh2ptPsOyayDPY4H4RkLsEPbKvYB8EJYYaVU7CYUWEk0cuCgAdxE7dNUyxOwfdKGRy86P1Xp1u3frbXUkWcbUsMjGHxPc0NPkJV9SXS21xxRzwyu6mvaT5gc/Auw5HFfJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCLt9PoVsvj/5Pq0K6klCmKDhyUoJMGRTfA71+t4GrYO3cQAxvGft80DD6ZaVddSULOcqnho6B0nxDiVnrDpm+amqe5bLTvmcD3zuDGdr3nDW+InJ6ATuU5tccVK5A+7yd6cJ2iVJ4VAikfMSr7ZQPXwqgYE3UsJTB/0wEkTB6GSMHrkJuOqaifMVCOai9t92fmb5MntXpLSXIlabZs1mpXitrRg82MiBp7eDpf1tlp4Fh4qV7Zs3ZoItWjdFq1bplSQbNkiIIIJEDwkSRRSKVNNMhQ7AUoAABkVc5z3FzyS48Sd5K3dFDFTxNgga1kLRhrWgBoA4AAYAA6gvdnFdiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL4pGOj5hg8ipZi0k4yRbLMn8e/bpO2T1o4TMku2dNlyHRXQWTMJTEMUSmAewhnJrnMcHsJDgcgjiFya5zHBzCQ4HII4hVKcjunYCSclctCGVU8HmvHmtn6/mH8HqdUKjKOD+YoJA9SsnZjHN6gmsI+BEZfbdR5IhuHi2x/3D5x5RxKlVv1BnENd78f9w+cebpUfuMnMW6aClU6FsJGXm9dNnh455CviLBY6K4SWFFyMMk8FNYrZqqU3nxiokIBgEUvKU8YKZC6WaC4M7op8NqSMgjg7x4+B3nz0X9ytENc3n6fDajGcjg7x/M7z53YvZq1qrt2r8XaanLsp2vzLYruOk2Cvmt3CRu5TAPcCqIroqFEiqShSKpKFMQ5SmKIBA5YpIJDFM0tkbxBUIlikhkMUoLZBxBXYM6l1phEwiYRMImETCJhEwiYRam/tjf2snRf4dusvyf8Ak9mw+TX2dl/RHfvIlGtVex7Pzw+S9f/WlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImEXT7hr2h7BY/Jt6ptYuDECGIRvZIONmSIgf4mbC/bLnaqAPqB0xKcpvUBAfXM9YdU6l0tU916buFZQVOcl0E0kROPbbDgHDrDsgjcRhYW9ab09qSn7l1BQ0lbT43NniZIB+TttOye1uCDvBUeHmhbdqUQnuM1mdxbZoPmvtI3idlZvWFiah85dpXncmrIzWuZpUBEUHDRU7HzAIRVuCXiENqQcpli1wPSzlfo45pn7mXejhihuEDuh07YxHFXQj7tkrRNslzmSl+Adazcnl50d/wCYcldU+KJm91rqpZJaCZvS2Fzy+WilP3L43GLIa18Wxkj7E+USpGwRr/QfIJDYBP7HcUhnrx5JNgel/WzKtb8kujQHUAK/oV+MgmQyfzhIU3zA6H8jTHS9102p9LO0ue+bVvrmxu2OOHURBrWzY4w8wSHbg4jvl3t5WXti7lqNO6kbqMd6aVtG57drhltWCKN0OeE3PAEb9kHvR8oUDeu6Tg425Y1dOUJT5yeqNWT6ilvlkR/6TfdptE26qKRy+IqrGCKikomfsZ0YS+vcdT8m3J83mtDUjb/qYcblcYAKWI9dFbnFwJG4tmrC9zXDLYWg7ukac5QNdO5zWdUbJp48LfQTE1Eg6quvaAQOIdFSBrSDgynCzFQ9Iai1iQn1Ca6qldclERPKtYluvPuTiPcyj6xPSup6QWMIiInXcKHER+PqOQLUvKLrrWDj6pbrW1cJ4RulcIWjqZAzZhYOxkbR2Kbae0FozSjR6n7ZR00o/wCY2MGZx63zO2pXnte8lZTyFqWqIyqqm+98tm7cRU1NxtsAu3rkvq2uO9ysTpNY9EwdwVj9VxsgZVYwCUfldyQglMCIiG9GMbyZcmj5Zd2t9W0uyxv3VLZtsFzz1PuMjA1gwf8Aho3Oy0yAHTTnu5ROUJscW/R+l6nac77mpu2xhrB1soGPLnHd/wAQ9rcEMJEuc0WtyphEwiYRMImETCJhEwiYRMImEWHNy6kjtqQBW4HSY2OLBVWBlTlHwEOoACrHvvAUyho94JC+IQATJHADlAexiHzFnu0lrn2t7qd3hN+cdo+Hh2iA8oGhaTWtrEQLYrtDkwyHgCeLH437DsDOMlpAcAcFrqs7FXJqpy7uCsEevGybI/gWbrl+yKP2C6Che6bhssUO5FCCYhy+oCObPp6iGqhE9O4Oid0j4j1HrC8W3a03Gx18ltukToayM4LT8BB4OaeIcMgjgVwmdyxqYRMImETCJhEwiYRMImETCJhEwiYRMImEX6UpjGApQExjCBSlKAiYxhHsAAAeoiI44KoBcdlu8lZukdWytBorK32SILIXW4zkNStTa4dnUb/Ll1sypkYhxazpiRZnCRDZNaReNymTUFo0UBQ6f2I32jaaj1ZqN1BNM6DTVBTS1lwqW4JipKcAyCLO4yyuLIIjgjnZG4a5bPOhKzT+n477eoBJfK2oiprdQuJbztVOcRuqSMFsUbQ6aRgIdzcbttzfBM/tJakitM0RnVWboZaYdunM/cbKqgk3dWm3yvlnmJpZBEpU2yBzplRaty/Mas0UkQ7gTuOvOUHWtTrvULrs+JtNbIo2wUlM0kspaSLIhhaTxIBLpHnfJK57zjawPT+gtGUehtPR2eB3PVj3ulqZiA0z1EmOclIG5o3BsbBujiaxg8HJy7kHUzWJdvaoitq14GK5yMZyO85eBlhIJgbLqlKCrV0UoCZSOe+WUFAD5xRKU5e4l8JstaLrLaqjnG74XY2m9faO0dHm8UG15oii1rau5pCI7lFkwy48Eni13SWPwNoDeCA4bxg0x3bTtj17ZpMkAIUq0IreZJwbpE69QsQj38t04YoCUqPvZSgJHzISnEvfuBxEQz1BZeUmgv8Aa4rRr2F12sjW7MNS1wbcKQdUUzs84xv3vUbTOGy5gAXgi/6MuumLtLBTjuK6sdl8ThmCXqcWjdh3RLHgkcc71wDPZDNkunF3lirSJcw+WmpJKFUrsiYP+mRVjIUseoUwdh8tYUVi9+wlEQEcuK3kxra6ndddBVDL7ZgMkQNLayEdU9GSZmkcNuISRuxkOAICxkWoIoXimvLDR1XAF5zE/tZL4J8Ttlw6l3r5YifIBz8qR3uwh4gce/NvIEo+viBXzfL7CH098gPpLeOf7l7kqe6c42OaftZ6tnZznyLNd10uxznOR8317Qx584XFJ3SnLLg2StlZVcibwg3Tnos64m+HhBIroVBN3+jtmWk0PrWGA1U1nujKUDO2aScNx17Rjxjyq2bd7S5/NtqqcydQkZnzbWV2UBAQAQEBAQAQEPUBAfgID8BAQyLkEHB3ELIcd44LwVSTXSURWIVRJZM6SqZw7kUTUKJDkMA+glMURAQ+5nOKWSCVs8Li2Zjg5pG4gg5BHaDvCo5rXtLHjLSMEdYKxlQXStfcu9bShze8wCQuay6VH/nxUFFhKxMQ49gO7hBMDRcvYOwEIYO4G75tTlDpYdR0sPKdaWjuW4v2K6Nv/wCDXENzKCOiOqA7oiO/JdI04LcKOWOR1DI7T1SfskAzCT/zICe9/Wj8Bw7GnpWUc1OpImETCJhEwiYRY/kNa198/ev0XVhhhlFhcS7OAsEnDR8q5MAFUcvWbJdNIXCxQ7KHJ4DKfEwiIiI7Gt3KfqOgt8FunittaKRmxTyVdHBUzU7BvDIpJWFwY072NdtBm4NAAAGDn09QzTvnY6eEyHL2xSvja89Jc1pAyekjBPTldjgaxX6w2M0gYlnGJHHxLGbp93Dk/r+uO3agqOnivr9mqc5vv5GdQaq1FqqqFXqGsmqpmjDQ894we1jjbiONv4MbWt7Ff0VuobbHzVDEyNp44G89rnHvnHtJJXO5H1ephEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi/BADAJTAAgICAgIdwEB9BAQH0EBDKglpDmnDghGdx4LEisdLa2dLv66xczVGdLKOZKrsi+bJVpdU4qOJGsoCIC6jFjmEyzEBAUzD40fQTFDcUNzs/KdSR2/UtRFQ69hYGQV0p2Ya1jRhkNa//AJc7QA2OqO57QGTbw15i7qeq0/IZqBjprM4kvhbvfETvL4R0sPF0Y4HezdkDIEFZYGzNCvYKVZySAgAn93VAVkDfSm6bG8LlosUfiRUhDh9IZrq/6Y1BpasNDqCkmpagcNtvevHto3jLJGnocxzmnoKzlFcKK4xc9RSskZ2HeOxw4tPYQCvfIzsJDlE8vMRcWQA7iaRkGjIvb7vdyqkHbOi2WC+3p+xZ6Krq35xiGGSU/wCBrlzqK2jpBmqlijH4Tmt+MhdBd7CPPmNFa2bFsUgoYUlp9VJwnUoMvwO4dyQkIWTXIA9yNmoqGOPxMUAHvsKj5OGaeYLtynSm225o2m0jXMNwqj0MjhyTAw8HTThgb0NcSMYOW+muPc2nm90TncZSCII+1z/uz1MZknrC++K1rAoLFk7GUbnYjh4l5qxppvfAcR8QkjIxUDx0O0Ifv5aaKYCUvoJjfHLC7cqGoZ4Ta9MkWTTbdzKajJiyOAM87cTVEhHhvleQ47w1o3LvptPUTHd0XD/i688ZJQHeRjDljGjoDRu6yu+JM2iBPKQat0UwDsCaSCSZAD7ngIUpe3b72a/mrayofzs8sr5OtznE+cklZtsUTBssa0N6gAF1uaotRsBf9FICNWWAfEm+RblZyTc4epVG0mz8h83OUwAICRQPUMk1j19rLTjv/KbjVMgxh0TnmSB46Q+CTbieCN2HMO4rH1lltVcP+JgjL+hwGy8doe3DgfEV09R5Y9bGA8q6f2yidwKeWWILqzVVP4eZKiiQDzsMn8TLgX3lEvcTgcpQEZnHRaa5Tmlloip7PygY3U7TsUNefawbRxS1J4NiLuZkOAwsc4gYp0tfp85qnPqrL7c75oR1vx9sjHS7G20ccgLKjR21ftkHrJwi7aOkiLtnLdQiyC6KhQMmqkqQTEOQ5R7gIDmpayjq7fVSUNdG+GsieWvY9pa5jgcFrmnBBB4gqSxSxzxtmhcHROGQQcgg8CCOhfRlsuaYRMImETCJhEwiYRMImETCJhEwiYRMIsXktVus7l6NGjIIsGwdrsAsVkcv/Il3bRQyDwIaPjE/OWZNnBDJ+8KKkIocpvAAgURHa8mktHaVpoG6+qrgb9UQsl7jomRbdPHIA6Pumad2y2V7CH8yxjnMaW7ZBcAI4LndLjI82WODuNjy3nZS7D3NOHc21gyWg7touAJBwDhe4ZParD1dVapT5P8A9h2N7FOAD7vkTUWduI/e88A+/nQLXyR3DdSXa8W6T8aoop2e+ppw8Dt5on8Fcu6NTQb5aalnH/Tlcw+aRmP8XlT9ERyz+bOUG9RRi/21ZtEt7AxTD6Te8wD2QUEhfpHyg9MettS1vfWHUNgq2nwWvqH0cp7NirihAJ6tsp6fSRbq2hrYj0kMErR5YnOPwLtFetletKS6sFJovhaHKm8b+BZs9ZHP38BHjB2kg9aifwj4fMTL4vCPbv2HtFNR6Q1JpKWOLUFK+nEwJjflr4pAMZMcsbnxSAZGdh5xkZxkZyVBdKC5tc6ikD9k4cN4c0/hNcA5vlAyuxZGlfphEwiYRMImETCJhEwiYRMImETCJhF2Gt1Sx3CQJFVmHezD43hEyTRLxJoEMPhBV24OJGzNDv6eYqchAH6c6Kmqp6SPnal7WM7enxDiT2DJWVtFku1+qhRWenkqKk9DRuA63OOGsb+E4gdqmprviUya+RJbGfhILh4VArkQsokyIPoPlyEmXy3Lkew9jEQBIoGD0UOHxhlw1W92Y7c3Zb7d3HyN4Dy58QXobSfIZTw7NZq2XnZOPMREhg7JJNzndoZsgH7twUxImHioJghFwscyio5sXwoMmDdJq3T+6IJJFKUTnH1MYe5jD6iIj65EZZpZ3mWZxdIeJJyVvyhoKK2UzaO3xRw0jBuYxoa0eQdJ6TxPSuRzqV2mETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKD3K3hvXd6M3NtqZWNb2o0b/ADH4kBCLtqaCfhSj7F5RBEjwpCgRB8BTKEKAJqgdMCeXnbTepKBwhmy6kPR0t7R2dY82/jmrXd5KIiKXLqU9HS3tHZ1j5+NVmod5bh4gXuUrUrFPiRqMgCdw1vPnUbNl1AAhflKKcAC5I6RVbAUUHrcFW7lLwCYqyYE7SysoKO8U4lYRtY714+I9Y6wcEdm9SiroqS7QCRpG1jvXj4j1jsO8divF0xyG1fvaII/pE8kMqkgVWVqcmZJnZ4c3oB/eo0VTi4alOYABy3Ms2MI9gP4u5Qgtbbqqgfszt7zocPBPl+Y4KhVZb6mhfszN73ocOB8vzHBWb8sFZJhEwiYRMImETCJhEwi1N/bG/tZOi/w7dZfk/wDJ7Nh8mvs7L+iO/eRKNaq9j2fnh8l6/9eUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVMIv0CmH4AI/wBnINceAKZA4oICHxDt/DlCCOKZBX5lEX72H7g/xZUAngEyE7D9wf4srsu6imQvzKImURMImETCJhEwiZVEwiZREwiYRMImETCJhEwi/ew/cH+LK4KZC/Owh9GMFEyiJhE+OVxlF+9h+4P8AFldl3UUyF+ZREyiJ2H7mVwUTKImETCJhEwiYRMInYfuZXBTKZREwiYRMImETKomETKImETCJhEwiYRMImETCJhEwiYRYc3tspxq7Xj+YhmYy11nnrGm64gCAUys/sCzHOxrceUpxAgt0XHiduhEQAjNsqbv6es+5NtIxay1TFQV8nMaepo31VfMeENFTgPqH7t+0W4jjxnMsjB0qE8oOqZNJ6bkraFnPX2oe2mooRxmrJzsQM37tkHMkmcYjY89C5PTGt2+pdZVKiJuQkH0RHebPzA+IVZ60yayspZ51dRQPOUUlp14uv3OInApylER8IZZ8oGrZdcawrtSuZzVPPLiGLohpowI6eEAbgIoWsZuwCQTjervQ2mI9HaVo9PNdzk8MWZpOmWeQmSeUk7yZJXPdvyQCBncsoZDVK0wiYRMImETCJhEwiYRMImETCJhFjvYur6rsyL9wsDTwu0CH+TZloBE5OMUN690FhKYFW5zfZoqAZM/x7AYCmLkbfc6q2y85TnvDxafBPjHX1Eb/ACbjFNWaMsmsKLua6R4naDzcrcCSM9h6WnpY7LT1AgEVqbP01bdYOzGkUBkYBVXwMbEySOLJbxD+tovCfPPGvTF/6WoIlMPfyznABENj2y8UlzZ9jOzOBvYePk6x2jygLyFrLk/vujZyatvPWtzsMnYDsHqDxvMb/wAF2479lzgCViTMqoKmETCJhEwiYRMImETCJhEwiYRMImEX2R8e+lXrWNjWjh8/erEbtGbVI6zhwuoPYiaSRAExzCP3s4ySMiYZJCGxtGSTwAVxS0tTW1DKSjY6WqkcGta0EucTwAA3kqxnSPHhjSStbPb0m8lbhKVZozHwOI+uiIdy+UPzk3cqTv8AOW9SJG9Eu4h5hteXrUD60mmpCW0nAngX/Q3s4np6h6y5OeSmm06GXi/NZNfdxazc5kHi6HSjpfwadzOG2eR5HwljQa652zVIZxaJXSN1Uuj+pMyAtIWKpSVdmatb20G3N4Sr2SPhpk7xiQRDzVW4plATnIGTXkmuNplmu2h73UMo6LUVvFIypccMgqY54qmldM7i2B8sQimIHeteHnDWuWX5TqC5xxWzWNngdV1dhrjUvp2jL5qd8MtPUtiHTMyKUyxDPfOZsjLnBZup1wrewKvCXOoSzabrdhYJSMVJtDCKThup3KYpyGAqrdy2WIZJZFQpVUViGTOUpyiAa6v9hu2l7zUafvsD6e7Uspjkjdxa4dR4Oa4EOY5pLXtIc0lpBM9sl6teo7TBfLLMye11MYfG9vAg9Y4hzTlrmkBzXAtcAQQOzZh1lEwixftHVNc2jD+5ShAaSzQigw86gmUzyOVN6+WcBEvvTBUwB5iBjABviUSnADBk7Zdai2TbcW+I+E08D9B6j8Y3KG6z0RadaUHc9aObrmA81M0d/Geo8NphPhMJ38QWuwRVlsPW83SJVzWrfFIqJqgcW6qiJXUTMMwN2K5aHWT8twiPp4imKB0zD2OUpvTNrWe8l5ZcbVNJFUMO5zHFkjD42kEHtB39BXi3VOk7lpqudab5CMHwTjajlb7ZhIw4dYIy07nAHcsNfoZa884V/qJq/mCPfsMKwFLv/wBgFDyA/wDVc2D66XKRzHc/p7debxj+ky7Xv9ra/wAShHqdsO3t9x021+bbjzYx8C5RWm1BZuLVWrVxRsJfD5BoSNFLt9wCe7eEvb6O3wzExa21lBUCrhu1ybVA52xUzbWfHt5Pl4q5dabU9nNOpqcx9XNsx5sLozuCktcmGYpyb6RqyYiecpHnKvDNGvxVlKkLg51WzlqHc6jLxeSuTuBAIcC5PqPUFs5TG+kutXU9Nqx26lumy2MSSfcwXAMAa9j9zWVOzzkTsF5ewuxhpaKosB7rtIfJbR9sp8l2yOl8GSSCOJjzsuHDBwslxEvGz0c0loh2i+j3qQLNnKJu5DlH0EpgHsdNVMwCU5DAByGASmABAQDVt5s1z0/c5rPeIX09ygfsvY4bwegjoc0jBa5pLXNIc0kEEyKlqqetp21VK4PgeMgj+dxHAg7wdx3rqt+gXslHtZqCKAWqqrmmIE/wF2YhPDIQiwh2MZpNsgMiYvcA8YkN3+bku5PNQUNsuUtjv5zpK7ximqx7mCcw1TegSUsuJWnBOzttx3yxl8opqiBtZReydM7nIvwt3fRn8GRvekdeD0LsdenGVkhIydjzCLSTaJOkym/tiJjB4VmywB6FXarlMmoH0HIIZGdR2Gu0xfarT9xAFZSzOjcRwcBva9vWyRpa9h6WuBWQoKyG4UcdbB9qkYCOsdYPaDkHtC5nMIrpMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi6bM69pM+6F9LVqKdPjj3UelQ91eqj91Z20M3cLD2/vjD2ybWTlH11p2lFBZ7pVxUAG6Iv5yJv5Mcgexv6rQsTV2Kz10nPVVPE6b22MOPjc3BPlK8I7XFCijgoxqMAmsA9wXVjm7tyUfulcuyLrlER+4bOy5cpvKFd2c1X3m4uhI8Bsz42HxsjLGnyhUp9P2SlO1DSwB/WWBx87sn4V3MhCJkKmmQqaZAApCEKBCFKHwKUpewFAA+gMhEkj5XmSVxdI45JJySesk7yVlgA0bLQA0LyzgqphEwi/BADAJTABimAQEBDuAgPoICA+ggIZUEtIc04cOBQjO48FiCSjXOsllrHXE1lqYdYzi01RIDKJxCSp/E5sVaSDuZsDYRFR00L+tHT8RiAUSh23Na7pS8qcDNM6mcxmt2sDKCvdhpqHNGGUda77vbGGQVDvsjX7LXlwccxWop5NOvNwt4JtBOZoRvDAeMsI6McXsG4jJGCN2WWzlu9bN3jRZNw1dIpOWzhEwHSXQXIVRFZM4dwMmomYBAQ+IDmoKqlqaGpkoqxjo6uF7mPY4Yc17SWua4HgQQQR0EKTxyMmjbLEQ6NwBBHAg7wR2EL35brmmETCJhEwiYRMImETCJhEwiYRMIulbEmHEJTJ12yEflJdqWLiQIPZQ0tMLJxcd5X0idN27Kf+Aoj9GTrk2stPfdbUFHXAelccpnqM+CKema6eba7DHG5vjIHEhYi/VclHaZpYf6Q5uwzr25CGMx2hzgfIudr0M3r0FEQbQCg3iY5qxIJQ7eYLdEiZ1jfdOuoAnMPxExhHMBqO91OpL/WX+sJNRWVMkpz0bbiQ0djRhrRwAAA3BXtDSR0FFFRReBFG1vjwOPjJ3ntK5jMIrpetVVJBJVddQiKKKZ1VlVTARNJJMonUUUOYQKQhCFERER7AAZ2wwy1EzaeBrnzvcGta0ElznHAAA3kknAA3kqj3NY0veQGAZJPAAcSexYwpBFbJPTGx1EBZsJVg3gawgZLynDuAYulXAzb4BAqgnlnZ/E3KYAFNsUvx8ffNqa7fDpjT1FyZxyc9cKSofV1zw7aZHVysazuWLiAKeMbMxaSHzudw2MKN2cPuFdLqBzdiCVgjhGMF0TSTzjvy3b2g8GAdaynmplJUwiYRMImETCJhEwiYRMImETCLt1Vodwuzn3ar1+RlxA4EVcII+WwbmH4A6kVxSYte4D6eYoUR+jvlpVV1JRN2qqRrOzpPiA3nyBZ2yaZv2o5uZstLLOc4LgMMb+VI7DG/rOCl7QuIiSZkH+xJgHHbwnGvwShyJD9PlvpdQiapg7ehyN0yCA/YrDkTr9WEgx29mPw3fM36SfEt8aY5CWMLarVc+108xCSB4nykA9hDGjskUxICtwNWj04quxLGHj0vUGzFAiJTn7AAqrnD9ccLmAPnKKGMc30iORCeonqpOdqHufIekn4uodg3LftstNsstKKK1QR09KPuWNAyesni5x6XOJJ6SubzoWQTCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIsEbx46a137DFYXOLFCZZonThLbFAk2sMMYwmOCaToyahHscZQwidq4KoibuJigRTscuQoLlU29+1Ce8PFp4H6D2jf5NyvqK4VNA/ahPeHi08D/n2hUy7a4Z740NIntVW+ULXARCpnrG6UQz1rOw6aXiEruSiGiwzUOqimAmOs3M4bJF9TLh37BNKO9UFwbzMuGSO3FrsYPiPA+XB7FMKW8UNc3mpcNkPFrsYPiPA+XB7Fmbjz1EbNXXLCr7y820V05k2yV3aty/VNDkEQIVWYbNyFTsTFIO3jOUpHwF8RxFwbsQbK46cikBloO8k9r9yfF1H4PErO4afjkBlou9k9r9yfF1H4PErlYKdhrPDx1gr0mymYSXapPYyUjl03TJ61WDuRZBZMTFMHxAQ+JTAICACAgELkjfE8xyAtkBwQeIUQex8bzHICHg4IPQuWzguCYRMImETCJhEwi1N/bG/tZOi/wAO3WX5P/J7Nh8mvs7L+iO/eRKNaq9j2fnh8l6//9CUfscn2snen4duzfyf+MOaQ5SvZ2L9Eb+8lU/0r7Hv/PH5LFtkZrxSVYj39vrUvFrSeyeRG9bW1pOp9T1t1aLhYXJDrnRaIqJNWUdGMUfE5lZ+elXSDCOZIgZd6/cooJFE6hQHM2e1TXSqbBCMuccfz2dfYrKurGUcJkedwC13d59T7nwSn1PfG0N0cFOjbx32sitMcfqRy2rV85Bc1tqVJMEVGl1s+oaJINYelwUmyctllGKLVy/iFHIIu1TCKKiu2aLSlphbzRbJPMPCIIawHqB4n51DJ7xWPO3lsbDwB3lZX439YHcdGW1NM81Zjipv7h5va9tNSav6lvB2bs4afpm25A6KcJrHljqq8rurVpGyTqjhMPlI50ItmZdDzUgROu5bWF30dSTROdQBzahoyWOxkj8E9Pi/+huaK+TseG1GDETjaHQe0LYtVSFJQSG+72/381JPA6CXm3ccqZxyCRm0FrzdTXqGdR7UHUu4idO7p+VLilPW3k9oi3bNZvuSsJsBVg2n6MG3bFOoDY6ZeYAkZFjStWqigmaPdKKPjAUVCkOHg2pprT1rmtLq6uDsh3QRwwOw9JUPutzrI6wU9ORgjp6965OszvtRA2mtJ3eh9I9GmjYYYltVr7vfIzidZGRbBPKQwOrko1GVJFCqLfzCmJ53h8QCHcM5VcOj2xOGZtsA4xjj0dHWqQyXsvBwzZz2/Stgo6B1FDeUURDv6ds1dJTvllPMjLVLmytYwbZwUMzcFDxGTEAw6gqWN2nNOEFTC44B3r0kSUOPhKURH7mdDIJZHbLRvXY6RjRlx3L2naLk7eIgh3/hzufQ1MYy5pXBtRE7gV6jJHIHcxRAM6HwyMGXDAXY2RrtwKAkoIeICj2yohkcNoDcqGRgOCd69pGi5w7lIIhncyhqZBlrThcHVETTglRd5w7juHGrhby15D0RlBPrzovjruHbNQY2lk9ka07slBoc5ZoVtPsI6Rh5B5ELSEamVwkg7bKnSEwFVIIgYM1p+0trbkylqgRG54BxxwTvwrC51hgpXSwkbQacLHfTR5IbA5jcBeLnKDaUfVovYe6dclttqj6RHSUTVGskM9NRnlwkbLzFgk2bP3ePIPhWeuD+IRHxdhAA7dUWmK3XF1NS5MYO7O88B2D4lwtFa+qpRLNjaxvwpz+5OPD4vLHtmC9L6ot29k4WR7phzjO9enylPF4fCPf7mW3MyF2xg7S7ecZjOdy94MnAh38sf9/LkW+qIyGldRqYRuyvQZJQpvCJRAfudst3QyMdsOG9doexw2gdy9wMnAl8QJj2/wAeXAt9UW7QacLqNTCDgnegM3Bu/ZMfTKNoKp3BpQ1MI4lekyRyD4TFEBzofDIx2y4HK7Q9rhkHcvsasF1VCB4B8Ij9/L+jtlRPK0bJ2SVbT1cUbCc71Tr0u+e29Oau1uqXQtmQOtI5nww5n7I466eNSoOehnkxUqpZL7Cwrq9uJq2T7eVsK6VZbee4ZkjW5jGUEqJAEALOLzpyht8FNJHtZkjBfkjjuzjcN2/tUeobpUVMkrXYw1xAx1b+KkZ06bN1Frhou0yfU31dpjU2/ENrzjCo1zRb9GSqT3UKVQoriAmpBdHYeyylsTm5up9BYnv6Qg2bNx8gvfzFcDqSktcMrG2gvdCWDJdx2snsbuxjoWStU1Y9hNaGh+10cMYHaenKnwDJwJfECY9v8eR4W+qLdsNOysmamEHBO9fOYhiD2MHYctHsdGdlwwV3NcHDI4KBvVC5P7E4V9Prk9yp1NHVGW2NpqmQ1hq0de4yTmKk6eyF4q1bXJNxsLN1yUdtgYTSpilRetzAqBREwgAlNKtI2uC6XFsNRnmt+cceBPasPequSkpi+LG3/mqe9Jcjvah94aF1NyV13pbpO26jbh1TSNzUeounW7K9cp2qX+rR1wr0UunIbXjYOGsTiJlUiHIvKEbIOB7GWEhRMOxprLpiKfuSTnBLnHR9VRdlfdns55uyWeX6VY70iept+qc6M2PZLhqVxofkFx82jJaX5AanNJLS8bB3KMb+ajL19+5QbvkoeWUQdNzM3YGdsHzBygZRwmRJ0vCNWaaZapGvpztQvGR9CkFmurqxpbKMSN4q2AGq49h8se33e2Q5tFUHB2TsrNmeLhkZUB39k6kJeolAU6M1VpRXppraxWe2Hay8giG7221Ar00qhEM44djJrGgDWRNikJvqbUDyVDj5/wCzLMGW+0uspeS/012tzfucZH4PHGelYR1TWivwNnuPHHpz5/mWRITmnoSy83rl094KVsj/AJIa90V+mHukWFZftqnA0BafoNejyKWp4LdpIz0o42PHrJN2RHKZEAV85VJQgJnsJdLVrLf6ZEDmS7AGd/A78dW7+ei5ZeKd1T3Lk7YGezo+HepZlbLHMJSkERD7w5HWUc8jtlrTlZN08bRlx3L8UbLJfZkEMS0dRD9saQjJo3+CUI2WP9iQR74jpKiTexpIR08bfCK/VGqyQdzkEAxLR1EQy9pARk8T9zSvwjdZT7EgjlI6SeXwGkhVdNGzwiv07VdMO5iCAZykoqiIbT2nC4tnifuad6gJuOz9SCO5z8cqxo/VelLB0/5ipLuOTOybTIIobeqlvBa9Agyo7E2xYRVxHGQa18REICS9XLj9cDsIJSuho7O+zSy1Dni4g94B4JG7juPb0jo8uHqJ64V7GRBvcv3R6enhv8XQp+A3VUMbyyCId8iopJpXkRAkLMGZjGjbK8FG6qY9jEEBzrlpZojh7SFyZLG8ZaV7CM3By+IpB7f487WW+qkbtNacLi6oiacE716DpnTHscBAfv5bSRPiOy8YK7Gva8ZbwXhnWuShV1IeRl84hcC+U3J3V7CrymwdK6vkLpU4+6x8lLVV1KtZGNaJpTkdETEBJO2IpuzdyIvG5xN2+eHqAynS1sgulwZT1GeaJ344/OsTeKuSkpjJFjbA6V2Dp/b2u/Krg5xS5JbFYV2Pvu79JUbY1tYVBg/jKu0nbJEpPn6EFHykpOSLOMTWUEEk1njlQpfiob441JaWUFxfTUoJjDiBnecdu5Utda6opWyzEbRG9TA9yc9u/lj2zCel9VjOycLId0w5xlfP5R/F4fCPi+5ltzMgdsYO0u3bbjazuXvFm4AviFMe2XBoKkN2y04XUKmEnZzvXzCAgPYfQcsyC04PFd4OeC/MoiYRMImETCJhEwiYRRx5K1uxu6vVdiU1j8s2nSd0Y7QY1sRABtUTGxUvD2uutjCVQqMo+rEy6OxOBDmB4kkUA+cObZ5IrvaYLzW6Vv8AJ3PZtRW99ufUfe0skkUtNO7hmNlRFGJhkDmnPJPehay5UrXc5rTSalskfP3aw1za9kH3xGyOSOohbxxI+CWQxHBPONYBxKzVT7XCXuqV251t177AWmFjp6IciXwHUYSbVJ2385LuYUXBCKgVRMR8SagCUfUBzXl+slx03eqvT92ZzdzoqiSGVvEB8bi12D0tJGWu4OaQRuKnVlvFBqC0Ut8tb9u3VcDJY3cCWSNDhkdBAOHDiCCDvC7JmJWTTCJhEwiYRMImETCJhEwiYRMImETCL5XrJnJNHDCQat3zJ2kZB00dopuGzhE4djpLIKlOmomYPiAgIZzY98bxJGS14OQRuI8RXTUU9PVwPpqpjJKZ7SHNcA5rgeIIOQR2FQh2vxWMX3md1l84vz1nFTdLfOL8RN8iPVzfOD7jdc3f4+FQfmp5NbVqjhBcvEHj/uHzjyjiV5z1vyKEbdz0dvG8upnH9y8/IefyXnc1Qmesnkc7cMJBq4YvWipkXTR2io3ct1iD2OksgqUiiShR+ICADkzY9kjBJGQ5hGQRvB8q861FPUUk7qaqY+OoYcOa4FrmkcQQcEHsK+bOS6UwiYRMImETCJhEwiYRMImEXZ6lTrFeJhCDrUatIvlexlBKHgbM0PEBTu3zk3601ap9/UxhDuPYpQEwgA21XWU9FCZ6lwawecnqA6SszYrBdtSV7bbZ4XS1LuONzWN6XPdwa0dZ8QySAbM9QaQgNXMyu1PKl7a6R8D+bOn8xsU4frjGITUDxNWgfAxx7Kr9u5uxfCmTW13vU9zfsDLKQHc3r7XdZ7OA6Os+w9B8nNr0ZTid2zPfHtw+Yjc3PFkQPgt6z4T+JwMNbnDMItjJhFFHWMehrzkhuPWsEHutQtVNp27WEGQPAxgbPYZ61VS4DEIh6IM7A5rrd6smHZMjoxxIUoHEB3ZrCqk1TyS2DV1y7++0VwqrQ+Y73zU8ENNU0vOnpdA2d8TXHeYw0OJ2QtQ6Upo9N8p970vb+8stXQ010ZF9zFPNLUU9TzY6GzOhZK5vASFxaBtFSuzSa28mETCLqV0pFcv0ItBWVgR40U7nbrF7JvY9z4RKR5HufCYzdyn3+PYSnL3KcpiCJRu6OtqKCYT0zsP6eojqI6R/IwVg9Q6ctOp7c62XeISQHe0jc9juh7HfcuHmI3OBaSDWPtjS1l1c9MssU8rWHKwkjrA3SEEwEwiJGkmkHj9wfdvgAiKaoB3IYRAxS7KtV5prmzDe8qQN7T8besfCOnoz461xyeXfRlSXyAz2Z7sRztG7sbIN+w//AAu4tJ3huGszC18mEWNJGnSsNIOrBr921j3b1UXMxWJAFPqbnlx/tjogIgKsLLqlD1cIlEihgDzCD6mHaNt1raL3bYdOcosMtTRwM2Kauhx3bSN+5YdrvamnaeEMhDmAnmnt3NEentNTSTurrE5scrzmSF2eakPS7dvjkPtm7icbTTvK82ezYZFckdbm7qizAj4fdbF4EY1yYPsjRlhIIw79AB9AHzCHH+8DOFbyWXuaB1y0bLFf7KN/OUeXTsB4CejP/ERO6xsOaPblVi1FSMeKe6tdRVfVLuYfyJftbh5QexfHrVy0F9f2EQ5QfQDS3HdxLxmqRdiBpqMYSsoxaLIiZAybKUcK9ykEQKZQQ+8F7yoUtYKDTtwvEUlPqKazCOojkaWS4pp5aeCWRrgHh0sDGYLgC4MB38T1aekiM1dBSua+hZVbTHNOW/ZGNe9rSN2GvLuHDKypmpFJUwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhF4mKU5TEOUpyHKJTkMAGKYpg7GKYo9wEogPqH05ya5zHB7CQ8HII3EEcCD0EIQCMHeCsT19YdfzoUqQMJKzMuVl6JIKiPkNF1zGXd05wsb0TVQUMZRh4h/XUTCmAiYgFzcGooByi2A65twDtU0UTWXWFvhSMaA2O4saPCa9oDKrZ8CQCQtDXlyi9C/0irfSec4t0ziaZx4NJ3ugJ6CDvjzxb3ucjCy1mnVKEwiYRMImETCJhEwiYRMImETCJhFi+wG+qW+VutI/rjGqGJc7CYPUhHpSLNaqwMYO/ZdR0dV2JB/YIFH6QENradZ6l+T66aon72vu4Ntox0mIlslfKB7QRhlOHD7qVzeggxyuPpje6e3M3w0p7ol/K3iFvjJy/B6Gg9SyhmqVI0wixrs0VHsbBVZNQ6ZblZY6BfnSMJFQhSpuZSaKQwdhL7xHxx0R+8qObQ5LGx0Nzr9WSta51ktc1XEHDLe6SWQUxI6diaZso7Ywo/qIump4ba0kCrqGROxx5vBfJjxtYW/rLIyKSTdJJBBMiKKKZEkUkygRNJJMoETTTIXsUhCEKAAAegAGa0mmlqJn1E7nPne4uc5xyXOcckkneSSckniVn2taxoYwAMAwAOAA4AL2Z1KqYRMImETCJhEwiYRMIvqZMXsk5SZRzN0/eLm8KDRk3WdOVjf3qSCBFFVDfeABzi97I2l8hDWDiScDzld9PTVFXM2npI3y1DjgNY0ucfE0Ak+QKQlP4v7JsvlOJZu1qMcfsYVZk4qSIpj8RSiGonXKoH944M2H7/3cBWamt1NlsRM0n4PD3x3ebK2pYORrV132Za5rKClPTKcyY7Im5dnseY1K2m8X9b1nynMug5t8in4TCrMiCcYVQPiKUO3EEDpm/vHB3If+0itZqa41OWxEQx/g8ffHf5sLdun+RrSNn2Za5r6+rHTLujz2RN70jskMikO0aNGDdJmxat2bRAgJoNWiKbduiQPgRJBEpE0yB9wAAMj73ue4veSXniTvPnW1YIIKaJsFMxkcDRgNaA1oHUAMADxL6M4rtTCJhEwixbtHb9S1OyiTzpZeYn7K9PGU+k1WNPOXK4SaSYLLs4CFSOkKxWiAgdw4WOi0bEEBVVJ4i+KaaN0JfNb1E7baYILZSRiSqq6mQQ0tLGTgPmlIONo7mMaHySHIYx2DiJas1pZ9HwQuuAmnuNU8spqWnYZampkAyWwxAjOyN73uLY2DBe9uRnGBdrckXpQXjeKgNWygeNAtp3hS4eQ8s3qmZ0yhYa1JtVBL9kTzjmIPoPr37TE6J5JKc83Wa125huPc9oq5WZ6dl8stMXDqOyAeI3YzFG6v5UKgc5S6Q2Ijw5+6U0b8dG02KKoDT1jaJHxBsnMCZ+bH6t0bSAH4r2jaNst5kwH6Ss61QoYrg5f70XCQD/fBlBaeQi376q9ajuPZT26mpc/rVFbLsjt2HY6iqm6ctNduprTYKAdc9fUVGP1YKSLPi22+ML8DXHKCb/sif5IwNTMp6nita6cgPdm/wB0iMtsGWuLxYv0AYUEzB/wVOreRy3fYrZpKprgOElfdZ9p3aYqKKlYPEHuHz0GmOVev+yXHVFPRk8Y6K2w7I7BJWSVLj4ywFelzr3k/U0xlKhvuL2Ws27qDTtsa/rUQwliB6qN0Lfr1pAycM6OXuCSirR6kU4h4ieEBAeyHVPI5e3dx33TM1ojfu7qttbUSvjPQ51LXOmjlaPumtlhcRnDs4x1y6b5V7O3uuzaiiuj2b+5rhRwRskHSBUUbYnxOP3LnRytBxluMrvuqN2ROyHEvV5aGkKBtKqFT+rHWdjUQGaiiqCBEpeIeIdmdoqb44h7rJtPEioUxfGCZzATIzrbk8rtJRQXmhqIrpoytJ7luEAPNSEbzFK099T1LB9sp5cPaQdkvaC5SLR+u6PVEk1prIJLdq2jA7poZiOdjzuEkbh3s9O8/a548tcCNoNcQ1ZrzXinSYRMIsc7g2rS9F6n2ZuvY8ieI1/qOg27ZV2k0kRcrMarSIB/ZJ5y2alMU7t0nGRqopIlHxrKeEhfUwZ301PLV1EdLAMzSPDWjtccD4SuEsjIYnTSbmNaSfEBkrSh0z1Uuvj1ndl7gf8ATGZ6U4o6G1JIsGak3dojX9ikkyzoyDiswtrtWzKbs5OxXaWj4xZwulA15mwj0gIRc5ROis42hU6f0jpiCMX0y1FXIODS4DdxIDXNw0E/dOJPR0gRGK5Xq7SONu2IoW9eD4skg5PiGB8ckOl11quftb6j77pQ9V+uVKS3BIyklV6xtKuQNYrE3GXlCnG2DWmNjbUFJhr+zUnY9PKkrDP42OYOUXDxsC5VU1z+6WV+0vZ32Qah085wpgASwkkFu1snG1lwc0+ECSMA44b7i3XetbX+ltzA53gCABvxkZxuII4EAfRuKZrVSlMImETCJhEwiYRMImETCJhEwiof6p3PTkZxV589HfQOnbBX4nW3Mfftq1/vKOlqrETsjNVqKu+gINm3hZaQSUeVxwSP2DJlFVqJTmMoQw+qZe0tsFoorhZ7lWVIJnpoQ6MgkAEtkO8dPgjisNcq2emraWCIgRyvIduzuy3zcSr4MiSzKoW4Xc+eR+6utB1J+Fd9sNefaF400unzWqYNjVIeNnIt/Mp67M+UlLK1RLKTRDjY3XhKuYwF8Re32IdpddLRRUumKG6QtIq53EPOSQcbXAcBwCwtJW1E12qKR5HMxgbO7f0dPlWJufHUl50bB6hbXpMdLKv6lgt7VzWrHafIDkNu9FaVq+oq5LRsFNsUYWupM5dsqqzh7bBqLul4ycM5cTjdqkxTBNV0FzaLJaYbMdRX8yGkc/Yjjj3F5BI3nd0h27LcBpOeAXXW3CsfXelltDRMG5c53Bo8XlHQeOMdKixyY2f7Rl0s6hDcptt8g+P/AFHNEwtprELtnUlb0hA68u8FGWaVbxCT+ura11fSJo7M790kzTkveJIzJ25QVXi3DYFxJf0MGir/ACG300M1FVlpLHl5c0kDO/ae4duN2QDhwOFbVEl+trRUyvZUQgjaaGgEZ6sNHn3+LC2ganvmg2LjvWuT0s9cUbV09peG3xJSF0QPDOqfQZSjttgvHlsaqAZSKcV+vLmO/TMAmQMicB9S5A5KSZla6gaNuoEpjAbv2nB2zu68ngpE2ZjoBUHvYyza39Axnf4hxWtHqvml1p+sZL3XaXTmnNM8BODFcts3Udb7u3VQ43Y+390rwDw8fJy8XV7JWL7WQZouEw89JKPYs45wZVkEnIumzgEZxUWvTGmmtp70Jay7OaC5jHFrGZ4AkFp+Ek8dloIzH4qu7XUmSgLIKMHAc4Zc7HYQR8WOGSRu+xvzT6z3TC5U8d9V9R15rPnLxY5LXFvRWfInResPqUvGqpdxJRMUrJWqCotLp0HHs4IZ1F88ZOYhyWQjSKnYyPvDZw2yhtemL9b5qiyCSkuEDdrm5HZa8YJwC5zjvxgEOGDxbggqvdd2t1THHX7M1NIcbTRgjxgADp6t44HcQrcOsD1JojpacN5zkWaoIbBvk9cILVOoKU/duGELN7ItEbPTTJayvGXeQRrkDXatJSLojfwLO/dCNSKoHcFXTjum7I6/3MUW1sQhpe93SGggbujJJAGeGc78YOTulwFupDPjaeTstHac8ezAJ+BVew+ifamtlUxtt9/zu4f6KuM3FoWaP4uNtH0qar8GZ23B8jSbPfZjTl5sMTKoAcGzj3aWmEkVQ7A9OACpmedV6Bgl7mFJUzRA453bcCfwg0PaCOkZDfF0LHCHUcjOdM0THkZ2NkY8ROyT8J8anb0XuodyA51al3DWOW2lVNL8n+MWxw1htNvGwUzB0q6ed8rt4u2VhvLrvytnYyVak2Ui3aPHzIFmhHLdUqLtNuhidT2ajtNRFJbpedoJ2bTMkFzeGQcdhBBIB34O8ZN7aa6esie2qZsVEbsHduPaPMc8fhwLncjCyqrz5XcIK7tFlJXnV8exrmy0SKvHcW2KixhLuYAFRVFykHltY2wrD3FN2AETXUHwufsgWTkdpvslK4QVRLqXr4lv0js6OjqMgtd6kpnCCpJdTcM9LfpHZ0dHUa/eLvKC18aLY8pN3aS69AcSqzOzVl2ksSWqEumt7u7lopk58Cjd2goQQeMxAgOCl+hUpRGQ3W1w3SETwEd0Yy1w4OHUT1dR6PEs9c7ZFcohNCRz+Nx6HDqPzHo8SvxrVmgLjBRlmq0uxnYCYbEdxspHrFXaukD9w7lMHYyaqZyiRRM4FUSUKYhylMUQDX8sUkMhilBbI07wVBZI5IXmOUFsg4grnc611phEwiYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f//RlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlVKHWlZR1pkOlBq69lSPo/afVi4013bbF74Rg7UWNgth2OgUG0IqAZs9rtsvEQ1BZsqHlrqtkij9GbO0MGtjqJGfbhAcecZPkCieoSS6NjvtZkGfMcLDXCVnGbZ9oi6x942+xYzm0uOWs+ImsON7Owt0HzugaeuWvXNluryjIPwWUh0Z2c+T3rpy1AhxUnnBfEUjpQh5VeZKiCzQ9y574uLu09Gf56Fh6Fsclc/nuAAx4lz/JXiv016ZxQ69cHqa5VF7ZNjaWue2+X+oYq+wU/AaT3HXtZbIvGq7Y11rHpFJq+22C2RvysimcgKyr+NQMUphQKUMdbK+9TT0vdTCIw4BrsEbQyAcnpwN3ZlXVXT0DI5uZcC7GSM8Dg43dCtB6ftmu114CcGbjspR4vsO18Q+N9iu7qRMoeSe2iZ0/T5CbfyXnfrxJF/IODrOCn+eRY5ij6gOQDVLImXiVsWNkSux4toqSWdznUTC/jsD4lrgdXyz8oKd7RV0srJwy1pQNwck47iHuT9DjXW0bGNSoliB5XOVDC4/LlhCXgRj/kigupR+2/stLzXjVJL53j8BtpaYbC7TrmznEJdvPkaohdy8XMGPe/G74VZBrLkL7RTL7S1xFbi6fXCKo6mlL/To/aNqrG/Dy1jrOu3tijm12sFfix2i+CSmoatKuXLVDyFvOXTITwH7+EcBcqPSwhkc2eTnw1xAxuLsHA8Hhn+erJUs13L2gxt5vIzv6POo8+0FbA5Q17k10W9WcWOQuwOPNo5A8qrvrCVsdQnplvXzhPzOha7Fz13pDWTY17ZMdSC2V1IN4uXSdMljgdMyYkVUKa50dTUXcNTNNGx4a0HeATgbR3Hoz2Lqvk0/dEUbHFpJPA+JRE6w3EG49G7Rmuuo/w45sc3Znd1E35rmu7gjd/cg7FtumchK9bCTSkqTYdZkGjCJeOXkvFIFVQBII8Gbhbym6ThNsulmLXXUl8fLQTRRc0GnGGgY8SsaunmoGsqWPftkjOTx8asL6yG/t57D5h9ODpPcftuXfjslzgm7be+Q24dXyY1/a0RovX0a6m5Cm65tiZDr1iUtMXW58zh6iUqxVWTRI3mNFnbdewtFno6CKe5TMa8xjvQRkZ6yPN/OMXNbXT1D46Vji0O4kccLtdM6VvIrg/zR4xbY6fHI3a07xelpGZrHOfQPKjkJe9lQdjqzo0QhEbG1eyn4awGLsxiDx+9Ob3iO/shg2QTWI0dvUD2UmobXX08kFdG3n2+A5rRx6jw3efj2Bd7LZWU8jJIHHmz4QJPwdqxHwG2tuTiZ1tedHTQ39trZ+y9a8i6605gcF5XbV9tV6XhasdeXkLfqmkvrdKy8mhEQzF1KMkmxDggmnQl1uwHXMKlzdbVS3ezQ1dIxglb3rtkAZ7TjG/6y6qOsmoq58M7nFh3jJJ+P+dy5rS21duc9vaAt7KUvbWya7wi6V+sGuqbXT6jfbRX9Z7i5U3ItgZyqN8rMTKsYS2no75zON1SPCOCM3dNZD5YEdmE/bHaqO32NlPMxhqpznJALgBjgTvHRw6yuDqyapr3SMc7mYx0E4J7f56FEnp36Vluv7E8ouenL7kZyoq2p1uRF50xxB4/6I3ZZtN0jT2uqVD12Vjr0tHVkoNrLsd8S1NUVXz1I4KvI9wo4SWRVbINO+5VdJpmOOmgij2i0FxLQSSfm/nx9dJDNdXulkc7AO4A4AUu5bSfOzjj0O+qjpHnPt6H3/IULj7zAYcfNxGtUvbdi2rQCunrF9SDbbslNQsY+cXiNcpODnVUcSCgN3KbczhQGxTnsqSrtdbe4Ki3sLC4t2hjADs78dnmVxNDVwUEkdS7axnBzk4x0qOFO5x3Hp4eyq8cuR2sCsQ26GlKlrbUz2UZNpKOg7vsTZs9ApWlxHvU12UgrT4Ez+VbN3CSzVy8ZIpLpnROoA3tTaYblqM8+MxNOSOsADd5SreKsfS2sc3ueRjzlZ01z0F39+401bY2weoBz8L1EbvrOK2A65KMOUWw2cRS9xWGAQsDaChKQyeJxZ9WVyedEYmaFEj5xHomFBw0E6ZEOiXUFNFcvS5sMXcoONnYG8fT/Pj7GW2V9L3UXv57Gc5KxXxa6iO/eZ3s5HOfeGybfOV7lXxi1Xym0lc9p0iTVpVokdh6l1jG3Sr7Fi5CqKxisBZVa/bosrtzHnQIrKNXC6IIlUBJPnNYqKm1DE+NjeYeWu2SMjecY39GR0riy4zy217XE840EZ6V1fpq9Lmz9Rnp2ce+R/PDm5zls+4No61TNqM+veR90pcFpGjwLt/WqFPx0Ukq/QvWz7Q1iCT89OT/AL8s9cviN/AUrYFFO26XiltdxFHBFEGk993o3k/EOjC4UlDNWUxnke8kDdv4f5qVPQw5Ucp9waO578O97bNZ7L5S9ODfmyuN8LvjYJXz9G5xsepdK/razbJdC4Wl7EpEW6gyoPHqix3ryHI285RV0CrhbH6gs1H3TBXQMxDKAS1vkzjqyD51dW2un5qSnkdl7CQCfn8oVRClN6aFJ19siS5j+0E7S2L1MnDjYc5G7/0Fyr24prbXF3Qdy6+voOjVygxklT29ciRbMk5OMOsmmmoK7VkLJEiHlymFkj9lkVK1lFgd65gyRjfnPT/JWIkc0Zc+YunzxBKwNwo5kcM+ohquT3r1p+rXuTV+8488brHT+kNNbQ2Voys6zq9Ep9ehx3k7hNbVWRgJzcG0LaD6Veu1/NaFOUCg2BsLdoyuJKJtKQyhgZsE5ccA5z0b+gfz29TZzMNqokdtdG8hWh9Jvq0bFYdMzqiXnZ203XLmR6YVk2uw0rvizmkVJTkHrJGCsrnRT26SbsUrBKLz0/WTitJOj/KPyRINyrCddA6ikdu2m6KouUL2NDBJjaA6N+/A4Dd0daydHdJ4qWRriXbHAn4F3Dpw9L6x87OH+seefMHm5zid8yuUcFJbgqOxtV8i7prWvce4qwykirriL1Zr6tuGdMbRzCERaPnLBwzPHAoudqigkkQDnpX3imtVe22wRRCBuBjZGT4zx8qrTUM1ZTGqke4yHfx4eRfB7LfGbMjLf1j4jdk+2te5IzqBWGP23aWTFvFs7Ls1lKbDbXyfaRjRJFpHNpi1JO3KaCRCJolUAhSgUAAO/UzY52U2z4BbkeLdhddpLo3S58IH4d6zf7NPtrfG8emDt25X7blu2htRpyj5CV2pXbeFztuwzxIRdP18tVo6VlrDLSc4Wnw8q9MqdoisUiaSivllKY4iOG1TQU7blDzcYDNhuQ0AdJzw3ZV9aKiU0r9pxLsnBJz0BUqXA/TVpur+QD/l713eRO+eqEmhtKz1LcXFzafKaW1LQbwwbSS+tKtR2+p6FO63Y1tvNtmyT9AHzdm2KoduxOwRRTUJMaeJxDWRUzI6PAGy5rc46c53/wA71g5HjJc+Vzps8QT8C2cOhjyc21zD6UvFHfW9bArbtrzcXsWo2y3uSJEkLWfWW271riFsEx5KSRF56SrtXZnkF+3idPfNXN85QQDU+ubfBRXF3c4DYzg46sgE+TKmWn6mSelHOnLhnf4iuG6/v2mPnz/tX1f/ADsa+zu5P/ZUeX5JXDUn9EPk+NVScMtue0uxXTz4mx/Gbiv057Bq2P4jaPZaJsdju1wLtSa1031RWUNfzU3FzW5q5SUb4+rJGq7hJyRtHEfGMB0gSAU82NVssfpjtVL3Cp2ju6M58Si8Lq/ubETQYsKUfsx6ekWPH3lTVWj3aZuc8Zydssv1GYTc8BBVi6QW95l1MtkW0LCVqRlopHXfv8LNJMFTre+LyyEodVNBMUESYjVUUs9TBnBpCO9xwx0+Xh8CvbO9kcUmPt2d6rI6O/E7lr1VNM8irbyK6mfOOhaH07zZ25Tdf0jT+6ZmMvlpurKE15Nzi962JcRuUg+1lWYN9DN4KtkbAyaPF5NwkKKi5xUvL9XUFkiYY4ITK5g4tGMbxwGN/Heui3U9TcHuDpJAwOPA78q2uzbg2wj7UDrHSiG0dio6WfdM59d3mokrvZk9YO7iS+7AaEtbmgkkwqi9lK1aJJg+M0F0CaRC+PsUADH08FM7TfdGw3nOd44Gcbt2eOOxXMkkwunNbR2djhnd5lUHqzpca+sHtEvKniaty06gMXWqb0+YHa7XbsHyqssbyIm3767cdWJqVZ9spw55Oa1s3LblVUoc6BUU1mTM4G7ty981U3QRWFtZzcZy7GyW97919z5FYRUm3cTBtO3DOc7+jpVsXWpr1BLszimXlx1SC8Iun9XYKcU2jpKgXu+VHkzyat0elJJN1mDnXkXN2iz0WEMnBpPSkYuEmwuXqnZN2sxWSwOlmtfBJLFT7dW525xA2Wjy8Dx+DtWSvBIkax8uzCBwBOSfoVdHTb5Z6IofW71HxS6b/MTkDyQ4D8jeNl7nL1rrf8xu6eZap3bQ4XYtuTda2NvmqVS1x6TmCpMWKizZNdBySVcprrrig1I0zd8tsVVanS1MbG1LCMEAA4yBg48f89OPt9W+KsDInOMTgdxz86zltOo8k+XXtGnK3hVH8yuS+jOLTHhZrnZO0abp/aM/WnkhWWLTSLVzV9bLOXEjDasnLpdrYxPMzcUwTlXUKSQZFWTK/WONpTNobZp9lU6KN0gccEtB35dx6TgcAV3ymoq7k6EPcGkDcD0buC+6o6yv3Sf65vBniloTkjyG2NxC55ar2+te9IcgdoTe2WdMumu6leZ5Gz0aVni+OEcLycDEKeaRMXqqYvW67hVBZuVt1zmkvthkqpI2CaMjBaAOkbvMVWPnrdcWxNc4xu4gnK5Pnix5Pb49on0dwr1pzB5B8btE7K6eyNp3Az07sKZgXoV2Nvu63tkfa/iXDh3VKttG3fU9GQhbQWPUlIuOWVVQMKiKRcWqGiobA6qkije9kh3kDjgYyeOBxwq1j6iouQia9waW9B8fw9q6ZuPSNy6NnVV6VcJxZ5Ncmrnx76gG1LtpDeuheQG4bBt6pqSEa+15EIXeEPYA85nOnNs5N8m5APfW7yKEgODM3rhrnOOWk1BZ53SxxiSJuQQ0AjcT8y4uZNba2MMc7Zcd4Jz/ADxUz+aO19s1r2ino/6bru0tjQGpdiaS5OyV+1fC3ezRWu7vJQeq94voWQt9KYyaFasr2JfRbZZsq9arqIKt0jkEpkyCFhbbbTO0/UgsaZNsYOBkb28DxCuKqqlFyiIJ2dk7s7juPQsH3w1+6unWT5ZcJbrvLduouCXTz1pRi2bW2g9hTWppzfe7Ngs4R8o82Ra64dGeeVWDWeSbVFkRYEkxhW6yAIqu3JzXMUFJp60NrBGx1TITvcM4G/h/PSup8k1zrTBtERNHAHGT2qfPT14R8weDfKrkRrs++bBvDpnW2pQdk45wm7dqWPZu/wDTO00VK2nYaY0fzcAkA6wk0nkydMPlJTyhZsBBv7ys/cuMBc7la7xTRPZHs3EOw7ZaA0t37/Hw857MZKkpauile1zs02N2Tkg/RxVFOzo3pzxnIfk266vHW22zf+Ss7s60JaxoHC7ZPJctB4p05t6RlPiq1pig3qDgL5T5FVVo6aPgMil7omZ23VfKu1DzmhhLaaNlJTNZThgyXBuXHrOeOf53YxH6h4MrnTSl0md2CcBWn+zU8sNzctunXcpXd20Z7ds7onlVtTj3UNs248g5ut61xV6Xqq91OZuEjMh8uys2RPZCzcF34nfC1QRK4OdUpzDANfW6mpp2zU7AzbYCQOGckbvMpHpyqlljLJCXbLsAnq3K/wCzWilaqw64/wBp+6gn+0BMf+bcHk80H7Ks8fzFR7UX9Dd4lVNvTYmwtS+yGa82Nqm+XPWOwa1xD4anrt517aJyl3GCPKbz0jCyRoazVt9GTUYaQh5Jw0XFBcnmtl1EjdyHMUZyynhn1Ueea1wDnbiMjwT0Hco66WSO0DYJBwN43dIXonulNfdrdMGO5x7Z6hPPF3zuj+FMdyVqGwq1yDs9T17rachNLN9k1XWNb19CEbppVRizYt46WkzOjTsw/M6lVXIOHAph2i60kd29K2QxcyX7JGyN+/Gf53dC49xzOo+63PfthueJ3L0WvrE8jtcezFaY6gb6cayPLjbjR9x8rmw3sVGLlRvsTunZ2o3G1JGIFr8jO7OSgaqfzJCmbiyUnTJnVQM3E6JrcaaoX6gd3o7nb32z5AceLJ8y7PTWobbRv+yndny8fMstbI6GfJTXPHqj7i4kc8+WQ9VOrH11crNtXdnJm+y+n9tWpxJw621afeqW/j7PDI69SZvJA8UwOwegsVo3aPxcprKrBby6jtjKt1DVwx9w7xhrBkdWOG/zdi7WWuqMIqIXu7o3HJJwetbH9TWtzmoVFzsBjCRt9Xq9fWvEdWXTl/W2FwViWh7Kyr756g2ePYRrNGXTaKrJpqqIFKYxSmEQDU1z5k1TzT55raOM8cZ3eVTOk2+ZAkxt43+Nc7mNVymETCJhEwiYRMImETCKL3DrwttEw8CPYi9Rum2ak5a/AWAwW1bk0ZsRJ8U/dowEAKXsHhL2+jtm5eXvM3KVPcxvirrfbalrvb89baVzn56dqTbJPScrU/IniLk+gt53SUVdcKdzfac1X1LWs7NmPYAHQMKUOaaW2EwiYRMImETCJhEwiYRMImETCJhEwiYRMIsY7E1HTNltRLOsPIlE0hTZz8f4G8s17fYEMt4DEeNiiP8AalinIHcfD4TD4gydvu1ZbXZgdmI8Wne0/Qe0Y8qh2q9Cae1fDi5xbNaBhkzMNlb1DOMPb+C8EbzjB3ivvZHHu86/Fw+RbGstcS8RwmYlA5lWyIevilI0BVcsfCUO5jlFVAofFQBHsE+t1/oa/DHHm6g/cu6fyTwPi3HsXlrV3JZqTS5dUxs7stI387EDlo/6ke9zO0jaYPb53LA+ZxazTCJhEwiYRMImEXfqxq3YNx8s1eqcu9bqdvA/VQ9wjDAP0lkpAzVibsHqIAoI9vo+GWNTdKCj3VErA4dGcnzDJ+BSizaL1Vf8OtVDPJEeDy3Yj/vH7LPM7KkFXuH1reFIrZLNDwZTABhbx7dxNuyB9JFfGaMaEP3+kiipQ+/8MwFRq6lZuponvPWSGj/uPwBbStXILe6gB93rKemafuWNdM4dhzzbQfE5wWXYniHr1mKakrMWaYOXt40gcsY5mp90BTbsjuygP3lwzEy6tuD90TImDxEn4Tj4FO6HkI0rAQ6tnrKhw4jaYxp8jWF3mepEVen1mlxwRVXhmcOy7gZQjYhhWcqFDsCrx2sZR28WAvoB1TnMAenft6ZHqqsqayTnap5e/t6PEOA8i2tZrDZ9PUncVmp46en6Q0b3Hrc45c89riSuy5bLLphEwii8wOD7mbZVWX66lAcbatGziiY+IjaQm9k2SShGa4h6EcGj49ysUo+opqAIZuWqBpuQCkZUd6+q1bUSQg/dMhoKeOZ4627b42k9YIWp6cio5cKp8G9lPpeBkpH3L5a2d8TT1HYY9wHUcqUOaaW2EwiYRMIvkfsGMqycx0k0bP2DxE6Dpm7RI4bOETh2MmsioUxDkH7ghnOOR8TxJGS2QHII3ELoqqWmrad9JVxslppGlrmOAc1wPEEHcQoB7i4xPoQXVj12i4k4cPGu7rfc7iUjC+pjHjTD4lZNkQP+lj3ckDt/bQ7iWeWjUrJ8U9wIbNwD+DT4/ant4Hs6fMGvuRypt23dtKNdNQby6n3ukjHXH0yMHtd8g/D3kQ9EBKIlMAlMURAxRDsICHoICA+oCA5LloQgg4PEL8wqL0OWrV6idu8bIO26gdjoOUU10Th9w6SpTkMH8IZcUtXVUM4qaKWSGobwexxY4eJzSCPIVwkjjmYY5Wtcw9BAI8xXi0Zs2CBGrFo2ZNk+/lt2iCTZAniHubwIolImXuI9x7B6jnKsra241Dqu4TSz1TuL5Hue844Zc4knHaVSKGKBgjha1kY4BoAHmG5fTlquxMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMIuInIKLscY5h5hqR2xdFADkMIkOmoQfEk4bqk7KN3KCgAZNQggYhg7gOZmwX+66ZusV5ssphr4juI3gg7nMe0969jx3r2OBa4HBCta2iprhTOpKtofC7o6Qegg8QQd4I3grHiE7N6+VRjLourL1Y6hG8XehL3XYAcwEbMrikQOyRwEQIWQKHlKD2FUCGERDZFRp+xco0T7poiNlHqwNL57VnvJcDL5ba4+EOLjSOPOMG0Ii9rQDgWVtZYnCnu7jLbSQGVPS3oDZx0dQlHendtYJJWVyHIqQiiZyKJqEKdNQhgOQ5DgBiHIcvcpiGKICAgPYQzUMkb4nuilaWytJBBGCCNxBB3gg7iDwUna4OAc0gtIyCF55wVUwiYRMImETCJhEwiYRMIuLm5dpAQ8nNvzeFnFMXL9x27eIybZIyoppgPxVVEvhKH0mEAzLWKzVmob1S2K3jNbVzsiZ1AvcG5PU1udpx6ACehW1ZVRUNJJWTnEUTC4+IDOB2ngO1dV13DPI+EUl5kofVJa3RrFPCID4kF3pCe5xZfF88qEPHlTblJ3EAMQwh9kOS3lJvdFcb62zWU/8A5s2iIUdIOhzIiecnONxfUzF8znYBIc0HwRjG2GklgozVVfshVO52TsLvBZ4o24aB2HrXfs14s2mEWNrl6W/Vhj+iX1STRREfsfONUZsG4D/qhN37Zs/RO/RurWs+3eldMe3ZFwpdvyAYyo/d/ZW2E+D3RJ5+Ykwsk5rBSBMImETCJhEwiYReSBTOXBGbYpnDtQSlTaoAKrg4m9CgRBPxKmEwj6dg9c5OY9kXPvBEPtiMN8/Bco2umlEMQLpjwaN7j4gN5Wcanx02navKV+QvqeYqdh99sqhozsUfXuWP8taWN3L6gPkAUf77MFVahtdLkc5zj+pm/wCHwfhWx7HyT60veJO5u5KY/d1B5v8AwYMvi7zB61J2pcRajG+U4t0zIWRwXsY7FkAw0V3+Jk1DJKLSS4APoBirIdw/Yh9Eaq9WVcmW0jGxt6z3zvoHmK3JYuQmxUmJb7US1kvSxn2KPxHBMh8YezxdUl67UavUm3ulagYuFREoFU9waJIrL+H4C6cgUXLo4dvslDnN9/I3UVdTVu2qmRzz2nh4hwHkW37VYrNY4eYtFLDTx437DQCfyneE49riSux5bLLJhEwiYRMImEXwyckwho2QmJV43j4uKYu5KSfulCotWLBigo6eO3KpuxUkGzdIxzmH0KUojlzR0lVcKuKgoo3S1s8jY42NGXPe9waxrR0uc4gAdJK6KqqpqGlkrax7Y6SGNz3vccNaxgLnOcegNAJJ6AFFzj3Cu9hTM9yct7JYkvsFI0XqmLkUhKtStMNHBzV9NBup4vc5W+HAZh+cBMJiroJgIFIJR3LypXCDS1BTcj1ikaaG1u5y5SMO6rurmjny5w8KOjH/AAsIIGCyR5yXAjU3JvQzakrqjlVvLHCsuTebt7HjfTWxp+wgA+DJVn/iZiCch8bdwaQpY5pFbgTCJhEwiwztvS8NtBOJmGkm+pWyakdV3Q9l18iQWCsvFAHzGqyanZCdrUj3Ej6LdeJs6RMYPmH8KhdgaG5Qbho109BPDFcNJVwDaygnzzFQwcHAjvoaiPjDUR4kjcAe+blpg+stDUOrGw1sMslBqijJdSV0IHPQOPFpB3SwP4SwSZZI0kd67Dh03Xm7JtlaGeod7xTGl7ScEUCszcedX9D7bbVqBQVkaNJuuxmk2mUQM7hHQg9b+IDJ+amPcmf1TyeW6os0muuTWeS4aMaR3RC8Du22OdwjrI27nQneI6uMGJ+CHbDxh2E01ruvguzNF8oMMdDq1wPMSsz3HcWt4vpXu8GUcZKV/wBlZkFu205EmM1AtpphFhLkroqscnuPW7eOd0eSEbVd46svOrJ2ViRTCWiGF3rkhX1ZiL84BQNJRAvgcoFUAyRlUigcpiCIDd0NXJQVkVbEAZIpGvAPA7Jzg9h4LqqIW1ED4H+C9pB8owtBfWfBP2hjoO7B2c84aUNjyV0ld38e6nj62qkbuGq7DRrZpAK3JTWngdsN2021NI2SVTc/I5CJGFUUCvnpEklC7dnu2jdWwxi5vMFU0bto7BbniA/wHDI3bXjwMlQqOivtme40jechPHA2gccO98IHxecqz/ple0b0nk7y2pnGPnlw7pXHzlNcrgw13VNs1quO2zYdsHEkJBUK41LYDF3svW0zJP004tgqMvLD78ui2WTap91gwN90VLQW51faKl01va3aLCfuOJc0t71wHE7huyRngsjb78yoqhT1sQZUk4DgPuugEHeOobz5Fin2gznhyu211EuNvR64rbfsmg4HZ0xpeubXvVMlZKv2OwXHfdrbQ8LGTM5BPI+fJr2kU961kXTBm7bFllXyyboqpEG4BcaOtNvp7LPqW4RtmfGHljXAEBsYySAcjac7IBIOMDHErqvlbUy18dqpnljXFocRuJLj2b8Ab8dOd6h91QOE/JH2eJPjVzD4V87ORVwjLbskde7Lqm2J4JKu2C4owL64xyU7V4tZnWrbRLfF16VScx0k1WeR6iCSqD06xyKt8lYbpQ6zM9tulJA1zWbTSwYIbnZOCd4cCRgg4Od4xuNrcaSosXN1VJNIQXYIcdxOM7xwIODuPDr6rKPaEuad92d0OeEnLrSN0vulJnf26uOl0en15dbFUp2JaXnjtu+yz1Icz1cfxT+QjYqwNyoqEMcUV1WSavhESkEMHo21wwarqrdVNZK2GKRvfNBB2ZGAOwc7yPjV/fKt8lnhqoS5he9p3Eg72uJGR2/EpESG1Nnl9laT2yXY98LtT9IxGT36JZbfYQ2B8uGnmiZpr6sgkfqj+VjJiJRc+8+cJR7eLtlmKeD1f9z7DO5+6yNnA2cY4bPDHZhXBkk9TfO7Tuc5nOcnOfHxUYehZt7b+y/Z9eobeL7trZtxvsPJc1WcDfLTfLVYbpX0ovijr6Rh/kO0y0s6nYn5GlHajpp7u4T92cnMqn4TmEw3+rKamg1jRRQxxthIgy0NAacyuByAMHI3HrCtrNLLJY53vc4vBkwSSSO8HAqkLpK8ferL1f8ATO2tO03qEbG05oLS2w21xt9nt+w9rWO33vYWzK1FRMZUhcxFibTk7UKtB62F4DJ5JoR0c8kjLot113Sh0JTqKs09puqjqZaNktZKzZADWANa0kk7xgEl2MgEkDGQBvxFsgud0idEydzIGOySS4kkjhxyQMdeBnt3Wve0O80uSW1uoFxG6PPH/b9r0nT9py2ia9uC30qUkoKbtdx3/sBvS6/FTr+Kex8o8o1JrSreUUjyOkW0k6kDg6If3RsYke0ba6Gns9TqWsjbLJGJCxrgCAI27RIzu2nHdnGQBu4nOSvtXUS10VqgeWMcWhxG7JccDPYBvx057Asz6A6T/Ve6YfUe1VJ8KdxbI5HdPOfk9ep7yg927mpzQU6vYJdWE2kg61/LT0YhI3OjRaQzsJMw0W0cKGVSYiKxPfE17as1Dp6/WSRt0iZBeWh3NljHcQMs74A4a4965riR07txHdBbLnbq9ppHukoTjaDnDgeO7rHEEDs68wZ69fUhtm4+qhAdOK1crrtw14O6ikKFD8h9ja8LbVJSxS9ppUZsm0zU4yorZ1ZrSxiIedYwUTEHQcRyEuRR6uiqUSmSy2kbJHTWA3uOnZU3WQOMbXYwAHFoA2twyQXE7jjcMdNneq90tyFA6UxUbcbRGd+Rk8N544A4Z3+KD+i+edH6YvVB4+17p79QDcHMzghtKU1lB7kq21Er3GsWBLxc31LusI7rVzrNNjF7pTYwrWxQ0/ExjARFyRgsdREHhF8pV2iW+2GZ95o4qW7RhxYWbJzst2mnLS47LjlrmknhnjjFnDWst1xY2hnfLROI2gc9JwdxA3jiCAOrrzucc8+nVyq5Rc5uFXJnTnLmV0nqHjlZNczG19Ms5/Y0az2+wqO32V/nY93HVaYY1iQLP1hseKMEkgsQ5T+FQBS7lzWdovVvoLTVUNTTCWpna4Mfhp2Ms2RvIzuO/d8aldbQVNTWQ1EUpZFGRluT32HZ6N28bt6uhyLrLLVU67f22L2dL8LK9/5z+JWbA0n/AFevX6O35Mqjl59k6D86fjYtqvNfqRrVI6aoD9cn9aU3YfCGttcgJu3oAmR0+JQEfgAiBR7fd7ZsK+f1Itf5bv8AvUbt/s/V/kj/ALVmXqO9JLme95wh1TOlXv2n6m5WytGjKLtvXG0GbdSmbWg4OEiKy39yk30DaIXzpOsVqKYuIuUZJNBVjGz1CQZukgMNrZdRWwWr0g1BC6S3h5cxzPCYSSeGQdxJIIOd5BaQu2vtlWaz0ytrw2pLcOB4Ho6j0Abj1ZyCo1y/W+6s/T7bwsp1bel6Rnp35Zja7PcieM1mj30JEe/OCNGMnIRzW4bTozqWmDiAIMXlgq3vK5/AkVM4eTl83SunrwS3Ttf/AMTgkRyg5PZnZY7A6w1+PhVubxc6HBudN9izguYd3xuHwhTu653IOL2R0DuTG/8Aj5ZDWClbj1Fo6UrFmjSOWx5LV+4dw6lhJ5RZksRF80F/RrQ7bPWyxE1mwKKkWIUUzlDEaUo3Qaugo6xuzLFI8EHoexjyP8QBB6ehXt4nEllkngOWPY3B7HObn4Cpr9HmBqdc6VvT2j6W3aNYdxxF0ZPPE2ZSFRNbLTQoaz31wcEwAound5l5FVcfshXOcTeojmL1I+R+oKwy+F3TIPIHEN/wgK7tTWttsAZw5pp8pGT8OVTruv2iDmJxlf0RxyT6LW3NI0jYm0YXVNavd25LM2kVI2GbWdHaos0CcezGcuxiGDh4VDzCeJJAweMPjklpdGW2uDxQ3SOWVkZeWti3gD+069yxU19qqct7opHMY52yCX9PvVbn1bOmtT+qfxFleONguDjXVphbfC7Q1Tf0o35aaVjYtci56DZqTsKV0xWl65MV+0SLB2imukqmV0VwmJlECENHdO3ySwXEVrG7cZaWPbnGWkg7j0EEAjxY6VlLnb23KlNO47LgctPUR82CQqUa9uj2ovgLFN6ztHjHo7qV6npLBBiTYWuLEzQ21MQsMgVBkm0LDyVNvc5KLsEQBVd3QZiQcLl8SqyqpjGVlD6XQV3dzlPPLQ1Dz4Lh3gJ8Yc0DxSADqA4Yhs2oqIbMkbKiIdIPffMf8JKuF6U3Vs051T6BsSQqdFt+ld0aRm4yubw0XfFUns7SJOaGWTinsZNJMokZ+Aeva/INPMXYRr9s9YLJOWaACideNag07U2CZgke2WllBLJG8HAYzkb8HeDxIIIwTvxlbbc4rkxxa0slYcOaeI+kbj1Hdw67YcjyySYRQa5Y8N4Perda4VEzKu7TZtik97VL5MVbm7dPwoR88KRDGQfoplAjd8BTGKQASVA6YJijnrRepKA8zNl1IT5W9o7OseUb85zdqu76E8zLl1KT5W9o7Osebtqr1nubePD28P62/jpBk1ReEPZ9cWXzSRciUexBkI1UnnEZOnCCf6xIsxOksUpBN56QAQZXVUVDeYBK0gnHevbxHYevtB4dhUnqaOiu0AkaQTjvXjiOw/OD8BV6ukt5UXfNRTtNMemBVuKTefr7wUyTNckVCGMDSRQIYwGRWAhhQcEEUXBCiJR8RTkJA66gnt83NTjd0EcHDs+cdHmzCa2inoZeamG7oPQR2fOOj48yZZKzTCJhEwiYRam/tjf2snRf4dusvyf+T2bD5NfZ2X9Ed+8iUa1V7Hs/PD5L1//SlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlUUOcHD+g87+Mt/43X2ZmKgNjND2Og7JrIinbdT7Vpkm3sWutmVZci7NdOVqtjZJKHTTXbmdszrtRVTKuY4SXTl5daaxsvFnAg8CDxH89Kxd0oRWwFvB3QeojpWtRvfWPL+tbqq+4eX/EvqUVvmpr2gpaYJ1Huh6911smG5dasjTplhld86Au5WLipyxSNUjuUnTRHxP0UlEiEYtY9BtuGludrqoMQyw8yd+xKcFp7DwPk+lQeakq4ZMvY/nBu2mb8rs3G3pvb45Q1Ww8fS6A5EcNOBO5NwRW+OdG5ubOy4K59SbqQWuCl0p6M17coeknTj9Ka1UlEC/KZTmRXOQ5lGgqquH/n2N11BbrdHzkb45KtrcMDPAZ256T1Y8vQrijtlVUv2XNc2EnLi7wndi23GzRhGtGMXFMmsZFRbRrHRkawbpNGMfHsUU2zNkyaoFIg2aNGyRU00yFKUhCgAAAAAZpSsqnVVQZXHJJU+giEMQYOpaw/VTofNjWvWn6f/AFCOM3CDZ/Mujcb+M+yafZ6zQbBE09B3ZNhxvIGhFiF7XJR8/wDJLuIj9mtpUQ+TXILpJgl3IKnmE29petoJrE6iqJmRvc7pPRhv0KE3eCpZcBPGxzgB0eVZ3Z9Xfqlv5Fi1eez38loto8fNWzqRV5LVJdKPbuF00lnqiRdMpmUTapnFQSgYoiBe3cPjljVadsjmuea5gO88M/8Acu+K514Ib3O4+X/Jdr6vnGjfO8ucPQ/2JqDV1mv1H458yJa/bsssEi1VjtcU5ezaKdpT9iOu6QURYHbVt8cBTKobwtj+noHfq09caKjtlZBLI1rzHhoJ8I4duHweddlzpaierhkY0lu1v7N4Xv8AaSONu+OW3TNn9Qcb9YWbb2ynW8dTWNCnVJFs4l1ISDcTppaRKm7dNEfd2IOUxOPj7h4g7AOW2kLnR01ykfUyNYwtO88Ohdt7pJ5aVoiaXOBG4LrXWF4ocoR5OdPHqj8ONVr782nwYmZ+v7Y4+xcqxiLpsrSt1Z+5ThaCvIGI2cWKIi5aeZmbEK5dqGl0F0G6/uqiKmctN9oKls1uqnhjJBuceGe34PMsfWW+pidHUxNLnN4gcV99d5a9TXnlzD4uNOPfF/lJ07eF+ppx/deY9u5iao1fTrzvVsgtEOofS2u6VY0b3Y0IiRUiHLNaehXTJf3aVVXOqzUaNSO7GsoLBbKKaSV8U1W8d4GuJ2T7YkEDdnOD1dPRcQVFyq6iNrGvZC099kcezf8AMsC+0xVm06H1rxF6s+jZev1rkVwD37X2McvNHTSb3vWm2XAQ0vSZBsRy0fWVqE81boqR6KhVAg5aZUKdP55su9D1hqI5aN++IjI7Mfz8AXRqCDmnMnb4QU7eg7xAm+HHTw1h+icm7d8g+TsjKcrORkxNlE9hf7B3Ok0mmMRYFHBRclk61SSxjJ+gcxiFliPVSgArHAcVqq9gXdscZ+xR4aPJx+FXtnt5NEXuHfu3qrTgU45fdBweT/DC1dPPlvzN422XfNw3TxD3Xw+qEPtQHcHdIqDhG9J2xFLTsQ71wEezqseLpy5BVVvIqPjJIu2Zmrg8grTatSQR1BnijkDQHB5xjxdf/wBOlYyDuy1yPiEb3MJ3EDKmdU9d9UrePSK6lf6d1s4meR/KjVvKQeOPFavxeuPlnSGu7nraxRertMOZ2jwUAlZ7g9kpIyYnk3cg9SbA0K6cEeGdop4sVVioLxBHQlrYWFoc/Jw453u3k4Hix07sYV2YbhUUMjqjJe4HZbgbhjcN38/CsdxvS82ryn9nB1B089gRJ9OckIDT9clq3E3oPdU6nt2gbDk7jAQlrOw+URYxtmYlUi3blIrg7NtJGcFTUMkCZu6TUtHTahdK1wfTE4JHSCAMjxH4lwbappbYGEYlAzg9eV79f9U/qRa143VrQdp6M/OKyc96TrmM1gwtsJVqdL8OrRfa/Bo1iM2XL77a24YeNr0m9apSrtgkiu2DxHbEkgT7Oi3Mlss01f6Ziqh5gnOM99jjjZ4/zwXU2qrmU/cnNP5zhw3eddC1v0+bn02fZt+fGlNry8bNbz2Px35Z793otCvSScPG7Hv2qPkk1eYSqZSpSxq5UqjFM3bpLxNnEii4UQMZAyZzc471Bc9QxtpzmFhDR24PHyk+ZUdQSUlscZfDIJKwh0n+ozzI4n9Lzi5qu0dLbmFymliasNMcXtscY4OuXrTextf2aUl7BTorcNqTmE5/R07TnUmeCfA5hpAFG0eR2kVQipTHvLxarfVXAVU00UbmneHHB3dQ6V0UNZUw03Msje4HhgZHl6lmnhv0neYkT0wuqRHbknoDW/UF6rktt/a9vhoueSGB1/K3JvYZKtazsNjhXUwzbnscvbJ1KXXZuHqDBjOgiArHbKCpY1epra25wQxnapYcDPzjxYGPEriG01ZpZHu3TPycfMsFcMNvcouJXAau8B9U9BrkZAc7IPX03qt5t5zrHU8TxVtOwpIklEpb2vXJt1YQa2NYFXZJZ21Hz26p0fc28im28lVPMzVVDJUCtNXF3Nxxtd9jqDf58SsGQ1DYzAIX87143ePK7JwBhuXXQo1LZ+Fe+enPvPn9RnVg/RV0ZyE4R61r22I1edvtUral51VsyEsMjC2WhRVPv8c8K1nHaZxetXIrEZ+WBC501NbQXbEkFRHGRxD3bJ8Y61zigqKPLZInOzwIGVY3xp4+c6OZnTv5mav6k7SlaWuXNBltyuam0/UarQmr7jRqm2V58w1mzustQ4yLTudxr02/K9UI9WcuyM2TYjk6TtZ23Rj1dfbfQ3SLuRxexmNp2ThxzvxngMfD5CsnT2+pqKR/PDZc7OBjgOjKhl02+W3UG4G8ZKX08t/dKHmVuXfnHdGa1jpba+koekyXFna1SRmZF1r19ct/2a112sayiY1hIIsVXYoSSpI5smuu2Qdiq0JkLhS2i5VTbmyphbHuJBPfDr73iVbU01bSwmkdE8u4DA3edZc9nn4v8wuMNn6oMhzP1w7pV/3TzKldlMrQgmAUraCkhIXpey3bXblRY713T5SafC4ZHcpori0coicgGMIB06iu9vd3O2me1zWt4DiOGAe1dtsoqkc6ZWkEnz8eCwN0teA3Mip9B3nVw4s1Mn+P3JXd1y5YNtaxd3coQTh012LrmmwdcXXlGDp4ERDW9Zk6jjPAETNSKHV8PzAAedxvlsN6gmD2yQNDckb8bz8I4rhS2+r7hkYWlshJwD4h8axzwe2pzY0x0y1Olnq/o68mtQ8uD6n2Ppuy7ystQpFL4huJi3tbJDTHIGzbwLOg7vtnaRUuaR+SY1hLKyb1AjRo7MidMS5qaqoDVCuNTEYNxwHZd4tnoHjwrBkNSIu5xE8SdeN3jyrTegFojcvGTpO8cNHcgNc2LVG1qXO7wUsVJtSLdvNRqFk3nsS1wjhdJsu5RBKRhJtuun2OPchw79h7gGttd1tNV15NM9r2AN3jhwClWnqeWGm+ygtdk7j41lrrN6e2fyC6WfMjS+l6XM7F2lf9f1+Lp9KryaKszPyDXY9LlnDVgm4WbonVSjo9ZYfEcoeBMf4Bt9EVcFJdGuqHBrMneeA3Fdt/gkmpCIwS7duHjVTnFnqJ9XDjNxL448aovoDcg7lYdAaA1PpFldZPkNV67CWaT1pQoKkJ2l5BE1ZJLw8fKLw/vZmfygqZIh/K959PODYdZQ2arre7XVbAc5x/JUYhnroYOYbC47sfzuUr+hjwM5Zcdbtzj5wc7WlVpXJnqEbVithz2laVKsJmF1NX4aZvdibR0hJw8nNQ6svISWwFUUmiL+SFhGx7fzXijtw6TSxOoNQ0DpIaOkO1HH09fD6Fe2221LWvmmGHu6F5ezs8aN98VOIPJaiciNXWbU1ut/Pze2zq1A2pFsg+maFZKNpqOgrO0K1dOiGjJN9APEkhEwHEzc/coenfDa3uVJWSQ9yva9oibkjoOXbvGr6wUk0DX880tJcePiC+uxcbN9O/aQtcctG2rrMtxxiOnS91RI7cIi1+pNpsNS73qRTqaq/vQOwlTMpJBTwgkJfCoHzvuX1PdqJuleYMje6Oc8Hpxu3q3kopzeOc2TzWzx6M71FXkUflBwT6+u0OoBF8FeUvL7jxyD4OwGgY6S4pUhHZFiqlwY2TVsq5CyRAPmSUSVo91MQigvV2SR2kqRdFVYyCyIZaiqLfc9Pto3zxRyteSds46/p6FZzxVNJcjO2N7mFuO9Ger6F6OZ2reSPF3rp1XqbWPgzubqCcWZ3jDEafpUPoOnw+29s8Zr5HqMF3U1W9Yyj5o5TmE37SSWSeFUYsTNrY9Ej0rpA6J7i0VluktHcEc0cUzXEnaOyHeX4PIuqtgqW1vdLmOfGQOAyR5P54rzp9N588puvzwo6iGyuFu0uPPFqu8c9w6mqjHYLqtr3+g1xOgbsViJ7e0PX5aWZUS67Evd8VQZwibp4q0jyMhXOVVQ4Z2V9yt1PZ5KZszHzjHA8d44dYA6Vxp6WplrmSmNzY9/Ho3HipX6Y42b6r/tHXMrljNaus0dxzv/AOlaxp223CLYKpP32On+ODl7V2C5XRnZ5NuhU5IxgMkUoA0U+d6B3j9xu1FJphkDJGmo505b0gd9v8XDzrJU1FO27OkLTzexx6OhePN3jXvrYnXE6Q3I2kaus1k0hoqm8io/beyI5FqeuUR5a6LcI2vN5xZR0k4SPLPn6KSXgTUATKB37fR12a7UcOnKiGSRrZyRhp4neOC5V9HPJdI5GtJjGcnoC9l942b6k/aRNN8tGGrrO5441/p0y2qJjbqaLUanHbDXu215FKqOFxdA7CVOym2igFBESeFcvzvj27Td6I6Ykg5xvdBl8Hpxu3rh3FP6bNk2TzWxx6M716erdxq31vLnx0Odm6k1dZ75QuOXLC7Xfd1og0WqsZreqyM5oJyynLEdd0gqiycIVh+YoplUN2an9PQO/Rpq60dPaauOaRrZHR96DxccO3D4POu260c8lZC6NpLQ7eR0cF9fMDjdvq9dfnpRcnqhq6zT+hNJac5HwO1NoMEWxqzSJi2az3PD1yPmljuk3Sa8tJ2BkikBEjgJ3BO4h6iF7QXqijsdQx0jROXjDc7zvbwVvUUE7rhE4NJj2Tk9A3FR12brTlR0vusByV6gGrOJu6eaHDfnlrioRu3alxhh4y6b205t2kMYFm2lWet3srEPrhCSqsK+dFOkqg2AJ1UirhBRkim9vaeut19tLaKeVkc8Z3bRwCPH/PDt3dEtPVW6sM8bHOjcOjiPIpZcPLx1SOYO+eXO8NsV7YnB3hjZdKv9U8OuNW46priN3e12nKRcY3W5EbANBQ73YlRPBvWLsyUK6l/dzGkyFRTXBkDpfHVDdP2lsMUZZLVB+XuaSRj2o37J83R2q5jNyrC97tpkJbhoI356+tVcdHu880elXx3unBma6N3Ju+cv1tnX5/B8hdfQFFNxn3O9sch5tRsu5+T0lYoprXK3W01CNgOkWWUCKbkMCSDs6qJZVVVdvq3srGVMQgAG4nvh4m8crDxQ1MLXQOifzhPHG7ylS16DWpN79NXpy895bnJQ5fXc/QeWPJ3kxPPpMrdowu2uoDRmonMrf6yqAmAa5PPteSpmh1SJKeEnzki+gDHNSOpL3XQU1K9rgWNG7oJcd3j3rKWsTUFPJNM0ggk7+oAb1YR0iOV3J/nJwgovK7lLrrWOq57b89ZJjWNQ1lHW+PajqSNdJQdesdgLcrRZ355a0zEbIvGpkTot1IdRksUoiqJshmrbXQWqq7monOcGgZ2iOPUMAcBjyrPWWrqKyHnZwBk7sZ4eXK7J1cNVbG3n0yOaWntRVCWv2zNg6ZlK/TKbBERVmLDMLS0QulHx6a6qCJ1zpIHMAGOUOxR9caMrIKO5sfUODY87yeA3FL7BJNSObGCXY4Kr/knxG5MW32XSvcNa5pq4S/J9rxn4o09xpho3ZmuKNlpO7NOWG1Q525nhGYO4OEgHjlcPO7Am3N2ER7AM1gvNANTGZ0jRT7Tu+zu8E485WAkoag2oRhp53A3dPEK2j9De/fqVP6Cv1Kyn6Kv6nZ+hV9Q/gS+W/0Q/0tX1I/Up5Xm+R8qfVJ/Yfh8fh8708Xb1yOemVP6pu6Noczz2droxtcfNvWU7ll9Kuawec5vh244KhuldJTkXyL9l809wCt9Ld6n5c6zmtnbXpuvtguGUMdO8w/Kbd10gqxOvQcrR8UN/1lc1kGLlVcjZsvJtlnByIkV7S+TUtBBfi4PDqVwA2hv4tbv8h4+JYRtqqJLcAWkSjJwfGfjCzTf+ov1f8AfvGumcXuOvTU5d8aOoZNp68puxOUG4KHrppxG1grASkL+iPs6p7EuCtsrV/aWSOinZEo48Osdo3kTmaHkXLduVz0y2zTzap1wqpopKXedkO749QwMEefzb8djKu5mIU0Mb2zbhkjcO3fuVi/LDdnUe48Xzpzaq47aKhOXVR2JYoOhc5d9z1ZeMZOgw0PM6arkxtePi6daaZW609tMZP2mZO3+T3rJupHlIk3IkQU1IxT0VgrGVU88nNPaCY2g8fCIG8EnGGjiDvWWlnuMDoY427bSQHHHDhv3Y7SrT1gKChgL8O+a/nDWykN8FSSMksBPFevOlc0wiYRMImETCJhEwihwvMJcaNvWV7Y1PcdGbzsCViTs6vcsVrbcD1BtHzLOxuRASRlb2IRqi6ReqmKghJlVIp4Cqgpm/IqB/K9oSjp7SOc5SNN0pgNOPtlfa2Oc+J0DeMk9CXPjfE0F76csczacwtWkpK1nJZrOqnuZ5vQGoKkTCc/a6K5ODWStmP3EFbste2VxDGTh7XbIeHKYaKyThJJdBVNdBZMiqKyJyqJKpKFA6aqShBMRRNQggJTAIgID3DNDPY+J5jkBbI0kEEYII3EEHeCDuIK3Wx7JGCSMh0bgCCDkEHgQRuIPQVxcrYYCCKU85OQ8MQ4dyHlZNlHFOHw7lM7WRAwd/uZeUVrudyJbbqaeocOIjje/HvQVaVdyt1vAdX1EEDT7o9rPlELziZ2EnkTOYOZipluQQKdeJkGkiiQw/AplWayxCiIB8BHONbbbjbJBDcqeanlI3NkY6MnyOAK5UdwoLgwy0E8M8Q4mN7XjztJC5XLJXaYRMImETCJhEwiYRMImETCJhEwiYRMIsHXzj5rq9GWeHjjV6aVExzS0CCTQyyo+vjesBTMwdic3qc/gIsb/qgZm6G/3ChwwO5yEfcu3+Y8R58di1xqbks0nqUuqHRdy3B2/nYcNyet7MFjt/E7IefbKJdp4m7CiDqKVx1F2toHcUyJLkiJMSh/1RpIKgyAe3w8Do4j9z4d5XS6qoJQBUB0T/fN843/AOFaNvXIdqmgcX2l8NdB0AERSeVrzseaQnsWH3motosVBSW1/bjmKPYRZwUhIJ9/vLMEHKJg++BhDMuy7Wx4y2oix2uA+PCgU+hNZ0z9iS11xd+DC9487GuHwr3s9M7VfmAqFBsxBN6ALyNWji/4zyANSFD+EQzi+8Wtm908XkOfiyu2n5PtbVJ2Y7XWA/hxmP4X7IWRYXittaTEgv20LXkx7CY0pLIuFAL95KGJKdz9vgBhL6/EQ+jHzaotUXgF8h/Bbj5WypXb+RTW9YQallPSs/6kocfNEJN/YSPIs11zh3BtxTVtVskZMwdjGZwrRCLQAQ+KZnbsZFZZMfpEpETdvufHMLUavndupYmt7XEuPmGAPOVsS08gdtiw+910sx6WxNEY8W07nCR4msPiUgqxp3WtQ8s8LUoorpPsJZCQSNLSAHD4qJu5IzpVuYw/9SEhfuAAemYCpu9yq900rtnqHejzDGfLlbTs2gdIWLDrfQwCYfdvHOvz1h0m0Wn8nA7FkzMapemETCJhEwi9SyyLdM6zhZJBFMO51VlCJJkD7pznEpSh/COc445JXiOJpdIeAAJJ8QC4veyNpfIQ1g4knAHlKwTf+SWqKIX5ORsbO7Xd4J28BrehOELXeLBJiUfd2DWFh1Ha7Eipw+c5d+Q2SKBhMcO3YdlaY5JNbalPdUlJJbtOx99NX1rXU1HBH90900oaHkDhHFtyOOAG71r7UfKho/Tw7mZVMr78/vYaKkIqKqZ/QxsUZcWA9L5NljRkl25eOg9fWWrxdpu+xQa/oq7anwt13RZrlds68gi0TjqpRI54X5rqOpcAiRsCgCYFXJ11AMYpwEa8puqLRea2i07pQv8AUVY6XuWkLhsunJcZKmse37mSrmJk2dxbGI2kAtIFOTvTd0tNJV37U2x6r7zUd0VQadpsIDQynpGO+6ZSwgMzv2nmRwJDgVn3NYrYiYRMImETCJhFHXbXHit7CBxMQ3kVy2nAyhnqSXaNlle3ftLtUg7gsc3/ALspB5od+5yq9gAJDatQVNvxDNmSk6ulv5J6uw7urC1RrnkptGqtuvt+zSX079sD7HKf+q0dJ90b33tg/AArqt9Js1ElTw9ni1450HiMgoYPMZvkSj295YOyd0HaA9w9Sj3KI9jAUwCAbCpK2mrouepnBzenrHYRxB/kbl5Pv2nbxpqtNBeYXRTfcni149sxw3OHi3jgQDkDqmXSwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCL1LoIuUVW7lFJw3XTOiugumRVFZJQolUSVSOBiKJnKIgJRAQEBzugnnpZ2VNM98dTG4Oa9pLXNcDkOa4YIIO8EEEFcXsZIwxyAOjcMEEZBB4gg8QsUjFz+uFDrVpo6slIMYyriqpnFabrniETKrVg6x/9EI4e4iLA5gOQ39pN6iUNuC7ae5TI2waomhtmuwA1le4bNLWY3NbXBo+wzcAKtrS1w+3N3ByjPc1dp9xfb2uqLNnJhG+SLrMOfCZ/wBMnI+4O8hd/gLJC2diEjBv0XzfxCmsBPERw0XL9m2etVQI4ZuUxD5yahSmD7nbsI671Dpm+aVrzbb9Tvp6nG00nBZIw8HxSNyyRh6Hsc5p685AzlDcKO5Q90UTw+Pgetp6nNO9pHUQCuczAq8TCJhEwiYRMImETCJleKLEFkk2uwJJnSYA4SUU1lmL+7yzYQVimrGLcEfJ18HZf1lzJSj1BIp00zGFJEp/H2+Abm0xaqrk6tc+utQtNLd5qOWK107+9nklnYYnVfNnvmQQROe5r3hokkLAzO4mK3CpjvlQyz0J5ymbK11Q8b2Nawhwi2uBe9wAIBOy0HPZl/NMKVJhEwix3s9m4PVVZlgXxydQes7fHlD/AKYeDOZZ63Ht6mK7ijuEuwfHx/4s2TyU1lNHq1lkuBxarzBJbpj1CqAbE8dRjqBDJno2fKMDqSJ5thrIRmopHtnb2mPe4frM2m+Vd6ZPEJBm0ftT+Y1fNUHjZT+/QcpEWRP9P2SZwHIDXUdRbq2a31bdmqglfG8dT2OLXDyEELNQysnibPGcxvaHA9hGR8C+rLRdiYRMIvsYR0hKOU2cYxeSLxUeyTRg1WduVB+4mg3Ioqce4/QA5xkkjibtyuDWDpJAHnKuKakqq2YU9HHJLUO4NY0ucfE1oJPmWdKvxn2pY/LVcxTessz9h94sLkGy3h/Zdo1sR1JEUAPgCqSQCP0h6iGDqdSWun3NeZX9TBn4TgeYlbKsvI/rW7YfNAyjpz91O7ZP920OkB7HNb4+rg6jx8HdFxkoWu3GXS1FTn68RctjwqKMW4vdmaKeCRqGtlji+OjCwapRSkZ0TGBZfug1T+adYNovuVt5LrLBeNSUUFXygV0TZaS3z5fFRQOGY6qvZ3u3NKO+p6M4DWfZZ95YwUsHJTHrW9y0VBXTHR1DIY6mtiAjNXO04fT0RO2RFEe9mqiSHOzHCzcXiYSHCzjE1jkmDTVEQ0VQHzEZxrKWJvbEnHb/AJrJb0ZgllB0BvneP3rv3/iyBu9EDywPqTPJep3QuGDA6OB1Ls+07lMRp9jo2ebxhb3j5C+SiGlFNDZ4WObvErZJm1APthUCUT7XTnnF8BqNyB06YXWsrgpvGlI/OU1ptmWTbXpmgHqZKobXBv2fq+oAm3nkFSFITt70Bh75eDUfJfr0czrCgGnNQu4XC2RF1G89dVbdrvB0ufRPaSTnmSBhW5sHKPoo87pWtN/sTeNDcJA2raOqmuGO/PQGVbXAAY54E5WR9a76pWx5R1UxRnKRseMbe9TGs77GHr1xZNwESmfMmqx1GVhh/EHcr2OXdNhKJRMYviAMieruTPUOk6Jl7Dqa46TmfsxXCikE9K93tHuAD4JeuKdkcmQQAcEqT6X5Q7FqerfZy2ooNTxM2pKGrYYalo9u1py2aPqlhdIzBBJGQFmzNdqdphEwiYRMImETCKJO7l3G4b3BcaIVVUIBZqwvO+pNqocnuOvm77vB0QHKIlMjKbIlmYpqkA5FSRLdc/hMRQM3lydRRaD01U8r1wa30za99HZo3AHbrnM+zVmyc5joIn7TTgtNS+JuQ5pWnNeySa11BT8llCT6XOYyquz2kjYo2v8AsVJtDhJWyN2XDIcKdkjsEOCliggg1QRbNkUm7Zukmg3boJkSRQQRICaSKKRAKRNJJMoFKUAACgHYM0jJJJNI6aZxfK9xLnEkkknJJJ3kk7yTvJW4Y444o2xRNDYmgAADAAG4AAbgANwA4L251rkmETCJhEwi6JsfW1O2vVnlQu0SSTinRk3LdUhzNZOHk2wiZhNwUmj4XcRNRyo+NBwiYpyj3Ae5DGKaS6T1dftE3mO+6dnMNawFrgQHRyxu3PhmjPeyxSDc9jgQeIw4AiP6n0vZNYWl9lv0Ilo3kOBB2ZI5G+BLE8d9HKw72vaQRw3gkHD2n7lcKrcJHj/tmVPP2iHhzWPXGwXCZEFNn6/QcpsllZMpOyBb1UXCyTeVIXsLlNRJ0Uogc5xnuvLBYb1YYuVDREIpbNUT8xX0TTkW+tLS8CPO/uOqaHPpid0bmvhJBa1ohWir3e7RepeTnWMxqLtBBz1FWEYNdRhwaTJjd3XTuLWTgb3hzJgCHOcZOZp1bVUMuodxyuXLbhPyP4764uLmgbF2Vrl8x19bW0rJQXyTeoR8wtNP99mYcwSkZEP7FBtmr5dADqpsllRAigh4DZOzVsVuukFbM3bhY/vhgHLTuduO4nBJHarWugfVUkkEZ2ZHN3Hhv4j4QtKbp39TLqf9GKq7T4pct+nDyj5CoPNiyl2qFlkH2wG0xFTr2IhoCZh4bYZaHtSobG19JDXG7li5inYptHJ3RiqOirlIhtG9WKw6mkjuFuraeEhgaR3uCMkglu0wtcM4ORvGOGN8RoLhcbS11NVU8jxtZB38eHHBBG7o+Ho7Tw54M89erX1k6v1TeSvFee4aaJpG0tUbkNF3SFm6vJ2JzoeNq6OqqZUo+2xNdt+wpCbk6XHKzVhUjmUV7qR15Rkz+6MDddyu1o07pl1goagVVW+N7MtIIHOE7bjgkNADjstyTnHaVypaOtud1FyqIzFCHNdv3Z2cbIGcE8Bk4A+AKWHtAnTt5dUvn5xy6vvDPUs/v1xqiV09P7S1lTouRsdujbfoe1oT1YsKlXg0XNknqLbqw0bRUiMa3crxnuJ1lgBFcDpY7R96t0ton03c5GwiQPDHOIAIkGCMncHA5IyRnOOI33V7oKplbHdKRpfs7JIG85adxxxII3HHDChn1K+S/Of2ho/G7iVxn6dHIPSVVpWwj7A2TeNzxUzG06EuLqDc1Rm7nrq5qkHXazUaVCTUssY6yistMmcFI1YFWRKi4yljobTo3n7jXVsMsj2bLWsIJLc53NySS4gdjcbzg5FpcKisvnN0tPA9jQ7JLuGcY44AAG/tPV13PdaHpW7WvXRC0bw34swcltm6cM3mhrFG1yLQTSte0YnU+srdrC3PK9EGVEj20SaV1cThY1JQVnIoqN2pVXBkUVIxpjUFPDqqW53AiOKqEgyeDC9wcMnqGzs56OJwMkZa7W2R9nZSUw2nxbJx0nZBBx2784VJFE5q9QLdHRatfSo1z0ueUEltXW+opHW99246o1vj6jF6qq1pGzrEY0+SqDOwSe3paDbFgWlfbqru3TsTvkAU8J2icpltdnpdTt1BPX04p3yBzWbQJLyMcQ7AYD3xcdwG49ZxDKuumtJtsdNJzjW4LsHGyDnhjO1jdjy9is36FvHjkFq3oKc/9RbP0PujW21rRPcxvqW1nsDVl6pmwLSSzcVtcw9cVrNOscFG2KfQn5pBViyO0bLFdPUVEEhMqmchcFquto59XUdTBNE+naIcua9rmjEricuBIGBvOTuG9ZCzQTx2WeKRj2ykvwCCCcsGMA7zlcj7JDx25A8eNDcwonf+i9x6MlbJtzXMjXYzcOsbtrKQno9lTZds8fQrK6wkI5lGbRyoVNVVApyJnMBTCAiAZx5Ra2jrKumdRyxStbG4Esc12O+HHZJwq6YgnghlE7HsJcMbQIzu7Vgz2ijgDympvO7i71ceKGo7TvVtqGU03LbTodGiZOx2mAuOgdgJ3Wm2p3AwTOQn3dLtEIkhGvXLRq5LFHjBVc+FNyQQu9F3i3y2mo07cJGxGQPDHOIALZG7Lhk4G0DvAJGc7uC6b7Q1LK2O6UzS8NLcgbyC05BxxweHZhdw0Vz96yvVD6menZfjjrDkBwm6eVKkNcr7ujtpa0qhISwVioTbqzbHSdXi7a3B88vWzG7kK4yjK+8XVYtSt3qhUSldLk6quz6ZsNilbWyQ1V5eHbBY45BIw3vWu8FvhEuG85G/cFyhrbrcbgwwNfDQjG1kDeBvO8jieGB4+tRK61vAbdvG7rDVvqcsOGEhzq4i7DlqDa9taqjqEXZ8E1lK3ryN1VeKhfar9TtuJFNZWKhkJ2Hl5GNWiQlXJU/GCrfwZkdL3elrdNOsRqhSXFgcGPLtk4Li9pactzgnZIBzgdqtrvRTU91FwEXPUriC4YyNwwQRg+MEjGV37i5Zbhz058achuKHQR4i8X+FtbnKZKbl23yN4J0dvbomLr84rOXSVqd+Sr9KrMZdZaKTQjK9ExyE08ayIFkHB/dRWK16q9kdotErrhd6me6ODgxkc7sEkYaC3Ljsg73E7II3DfjPOnc6trWCmooo6QEbTnRjO7jg4Az0ADO/f4tgPnpzo548eOc/Crj/AMcuHkpvLj1vax65i997sZ6r3JcWmm4qz7fZUq0SLq3UVdOkVQtepC6ksZSaKZNApPOW/scBDIfaLTaK201VZW1IirIWuMbNtjdshm0Nzu+OXbu98XFZutrK2CshggiL4HkbTsOOzl2DvG4YG/eroci6yyoN69PAvkLyl1vxk5McN2jGa5c8AN1td7alqEgq1RC8Rfv9Vm7JW4oXzqPYuZ8k9r+CkEGrhygk/bsXDQphXXRAZfpG70VvnnobnkW6si5t5H3J3gE9OMOcMgbiQeAKwt6op6mOOopN9VA/aaOvhkePIB7cYUaGPtJVsYVFOp3DpD9SVjyvRYlYuNOROm3i1HeXAiPliwaXZ6m32ChEu3xR8CgU1yuRI3oRUQ7mvjoiN0nORXKhNuz4Zf32PyfBz+uPIrcX9wZsvpajun2uzuz4+P8AhWZOhhwo5S0K78y+otzqqrfXXJ3nve42wN9QkMQz3UmroV5LycPByyRF3SkVISiks2bEjHCqz1hGwjL3s5XizlBK21XdKCaKmstpdt0FGwjb9u84BI6wME5G4lxxuAJ7bPSVLHy19YNmondnZ9qOr/LoAGd+cR35jbX6lfTI6r165joa+5ac4umtvvW8ZX5DTOrLXetjRXHCzt4ekNJyYrmpTSElWqdNt7FR1HzV8ZlGxT+PsjtoL4jwFBC8ttPY77p5lsL6elvkLyQ94a0yDLsAv3Fww7BGSQWg4wuirluFuuZq9mWa3vbjZBJ2TuzhvAHIz0AgkZysHc8Op7yB6u/Gu+cEeA/TE5qmluQBa7Urtt7k3rOH1TrfWVeZ2iDsUjIrzDaw2+pEfKmhypIryEvHGbAYy6CThciaI3dosNHpyuZdrvX0uzDktZE4vc44IAxgHp6GnPAkDeumtuM90p3UVFTzZfgFzxsgDOesjzkK+/W/Tipsf0qqr0ytoTo2OA/SvNtEXW3xCJu/1TvK8ISt2qzZ+BDpfId3cGk4dNwHdP3dAqoD2MAxGe9ynUDr7ANl/P8AONB6s7mnxt3HHWVmo6Bgtot8hy3m9kntxxHl3hUBcP8AmX1BehbQUuDPOHgfyD5O8etUy8+30Fyr4nVpxsRg71/KTL6aa1+XZOgaRBU0X0iuqxby0tCS8Y2N7oZqu3SQXCX3K2WfVc3praquGCskA5yKU7PfAYyOno3kBwJ35ByFhaWrrrOzuOshfJA0969gzu6voyQRwwsA9UzmttnrUQnFfR3D/pv9QqOaau5TUXclq2Dt3RIVOssoqFh7FWnLBy/r89cq7FFL9UwuDOX0q1IUrcSgUxjB4bywWun0u6oq7lW0ZMlO5gayTJySD0hpPDgAeK6LlVy3YRQ0tPPhsgcS5uB0joJHT0lX89d7RPPTcPECBsvTp2lt2ib90rs+H2S+p2n9l2bW8/uDXzeGmouyUkp69PV5G0vGL16ylEIl6sdF+mxXQSSVdKt0zxDSVXaKa5Fl6jjfRyxluXtDgx2QQ7eDjpGRwyDwys3eYa2WlDqBzmzsdnDSQXDpG4jPXjpx1qFla9pOmC1GOq946S/Uvb8pUo1BjNamrGiV3VOWuabcqTphG2eVkGewW0W5kSiCfmVNZyimYAEipi9zZSTRDecMkVxoe4M7nmTvtntAGzn9fHiVm2/nY2X0tR3TjwQ3dnx8f8K750HOE/KTXe1OefUO5ia2baF2pz72gncq3x+TcJqy+uKd9U9yubpe2pJdzs5aXkbeg3QbOwRlEk41Rd6kks7FJPp1bdKCanpLNbX89T0ceyZOhzsNbu7AG8Ru34G4ZPZZaSpjkmrqpuxJO7Ib1DJO/wA/j3b+K2SMhCzyYRMIsGb34/0Pf1VVgbUzI2mGqKxq1bGiCYzNdenL3KdBQfALuNVUAPeGahgSXKHf5ihSKEv6C4VFvl5yI5YfCb0EfT1Ho8WQb6hr56CXbiOWHi3oP+fUf/oaL6rP7I4W7+XbyKagOq+/TjbPFN1ThF3KoPDpL+a1OoBCqIvmQlcslTFAzdwUvjKBiqJjPJY6a928FvBwy09LXf5HceseQqbSx094oAW8HDLT0td/lwPWPItiyvzsXaIKGskI6I9hp+LYTMU8T9COY+TapPGa4APqXzG6xR7D6h37D65reSN8UjopBh7SQR2ha+kY6J5jeMPaSD4wuXzguCYRMImEWpv7Y39rJ0X+HbrL8n/k9mw+TX2dl/RHfvIlGtVex7Pzw+S9f//TlH7HJ9rJ3p+Hbs38n/jDmkOUr2di/RG/vJVP9K+x7/zx+SxbZGa8UlTKovcRdUgdinEAzuZUzsGGuIXW6KN28gLxOqc/2RhHOL5pJPDJK5NY1vghevOpcl7SrKE+xOIfwDncyeWPwHELg6NjvCAXkLhYQ7Cob+Mc5mrqHDBccKghjG/AXr8w/wDfDnVzr+tcthvUvwDmD4CIZQPcOBVS1p4hfpVDlHuUwgOVbLI05aTlULGkYI3LyOuqf7I4jnN9RNIMPcSFRsTG8Aq2+oj04qv1H1uLFc2ntSarmlePe94jfF403HVhjMxG+ZeuA1awFatUw8l2asFAtYZzMsl/JbOlF0ZlUQFM6ZDDKtP6jFlglaxgdNIzZDs42e3GN/QfIsPcrWa+RhLsRtdkjHFWTOFhWUE/w+4AfAA+gA+gADIzV1LqmcyuO8lZaGIRRhg4L8KuqQOxTiAfw51tqZ2DDXHCq6KNxyQMrwFQ4j3Ew984GWQnaJOVyDGgYxuX4JzCPfxD3ynOPJzneq7LcYxuXt95W7eHxj2zu7rqANnaOFw5mPOcDKwFyo0Ux5TcZOQHGmWszynRu+9R3zUz+2MI5GXfVxpeq6+ry8y0i3DpihIuI5N8KpUTrJFUMUAExQHuGTst1dbK1lWRtbLgcZxnHQrSvoxV07oRuyMLieG3HVjw44paG4rwlvf3qJ0Xr6KoLG3yUWhBvrC3izrmJJOohq9kG8eqt5/qmRdUA7fZZcXu/TXOrdUM7xrjnGc4XVQW5lJCI3byBxUjhOcR8QmER+7kfMjy7aJ3rJhrQMAbl7PeFu3h8Y9s7e6qjGztHC4czHnOBlCuFi9+xzev38oKqdvBxQxRniAvWJzGHuJhEc63SPcdpx3rmGtAwBuXsBwsAdgOPbOwVU4GA44XAwxk5wMrwFVQfUTCI5wdLI7eSVyDGDgE8w/x8Q9wynOPJzk5VdhvUvZ7yt27eMe2dvdVRjG0cLhzMec4C9RjGN6mERH7+dLnufvccrmGhvBCmMUe5REB+9hr3MOWnBQtDtxXt95X/wCqG/jHO7uuoxjaOF18zF1BeoTmEe4mER+73zpMj3HJJyuwNaBgDcgmMb4iI4c9zuJQNA4J4zdu3ce2V5x+MZ3Jst44XmVZQodgOPb7nfOTaiZgw1xwuJjY45I3oVdUvqBx/jyramZvguIQxRu4gIZZU32RxHKOqJn+E4oImN4ALw8ZxDt4h7Zw5x5GM7ly2W8cIBzB6AI4EjwMA7k2WnoTxn7dvEPbK84/GM7k2W8cIBzB6AYcoJHgYB3IWtPEL98w/wDfDlecfjGU2W9S/SLKE+xMIZyZPLH4DiFxdGx3hBDKqHHuYwiOUfNK85cSSqtjY0YAXmDhYA7AoPbOYqpwMBxwuPMxk5wMrGm4tTa85Aarv2k9v181v1ftCtyFQvdX+WZ+vlsFalieVJxC0xV5WEn2bV+h3TV92dInOkYxBESmMA3VFc6qhqG1MLsStOQcA4PiOQuqopIaiMxPHeEb/wCQuxU2oVbXVLp+uaJBMKvRtf1eApVMrMWmZKMrtVq0U1g69BxyRzqHTYxUSxRQSAxjGAiYdxEfUeqtrZq6UzTkl7iST2niucEEdOwMjGGgYXYwMJfUB7fwZaNc5py0ruIB4ry8w/fv4h75y5x+c5XHYb1L88Ru/fuPfKbbs7Wd6rsjGOhPGfv38Q9/u5XnH5zk5TZbjGNy9guFhDwice2dhqpyNkuOFwEMYOQBleAKHD4GHOsSyDcCuWw3qXh8c4Ek7yuSZREwiYRMImETCJhEwi+CUioycjnsPNRzGXiZJsqzkYyTaN38e/aLlEizV4ydJqt3LdUg9jEOUxTB8Qy6o62st1XHX2+WSCuieHMkjc5j2OG8OY9pDmuB4EEEK3q6Skr6aSiroo5qOVpa+ORoex7Txa5rgWuB6QQQVG4eHOgSGULH1qzQceqc51IKt7P2hXK6InN4jlRgoS4sYxmkYR/taCSSfb9jm2hy98p7gHVVZR1NU0ACae326efdwzNLSvkefwnuc7tWsDyJ8nTSRT0tVT0xJJigrq+GHfxxFFUsjaOxjWjsXLxPEnjTDmMolpSgySxx7qObNCpXB0qb++Wd2s005WOP3TGEcsK7lx5Xa8Br9Q3OGMcG08ppWjxNpuaaB2ABXtHyOcltEdplit0rzxdPEKlx8bqjnXE9pJXyT3ErR0gcJKq1FDU1pblEYu5afP8AodT8Wt8QVT+p0jSJkExEPnoPWrluoHoYg/R32zlw5R6Vvcl6rnXyyvP2Slug7uhkHUef2pWHqfFJG9vQ4LouPI5oGpd3VaKJtnu7R9jqbae4poz1jmdmN462yxvYelpXH0HZd3ot1j9Lb4dsn81NFXHVu2WTJOJhNoN2ZPMcwczHJCLSubHj24eYo1TN7s+S7nb9hL4DXWptIad1Jp6XlB5NWSRW+nI9Mba95lmtznnDZonnvp6B7u9bI4c5C7DZcg7TbfTuqb9YL7HoblBfHJXTg9wXBrRHFXhoy6KVg72GtYO+dG07ErcuiwRgykzTK2ysObC37qjWL1CGs1qQWtTwSljqPW2j62XmSUOXxJJtKlXG0lN+FYPsVFEU0funAAEQn2luTHW2sKd1ws9E5tlj3yVc7mU1HGBxLqmd0cO7pa1zn9TSoTqTlE0hpSdtDdatrru/wKWBr6iqeTwDaeFr5d/Q4tDfwguKpXJHVVznQqJpSVpN4OBDJUXZtfl9e212RQeyKkZFWdqw+WSrAAiAMzuDAAdzAGXuoeSXWun7b6eiGC46cGc1lvnirqZpHESSU7n81jh9lDBngSrSxcqGkL5cPSYzTUF/PCkroZKOocDwLI52s53P/SLzjjhZ4zWi2CmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCKK/IdNa6XHRmkDvpFjXtk2e0T17LFSD2Ldy1J1vXBl3ldUfRy7Z83jp2wysYg5FJRNQyIiUDABhAd08lb49P2HUnKK2OKS6Wijp4aPnGMkbFV18/NMnDHhzHSQwR1D49prmh2DgkDGo+Upsl8ven9BOkljtt0q55avm3ujdJS0UPOOhL2FrwyWaSBr9lzSW5GcE5+gOJGsWfdGt2Lc1MjDj+uwdT3ftCMhlgH7IhmSlmdAmkcf2KZiFD6AAM6vXy1hP9ku1Jp+4Vg4TVNot0ko7dsU7ckdbgT15Xb6zelIPsdrqb5Q0h4xU90r44j2bJndgdgIHVhexDhvxtKoReR1o0szso+Mzy6T9surpVT9koqrap2X8RjiI9w7AX1+AB6Zwk5fOVssMVJd30cB3bFJBTUjQOoCmhi4eftyuUfIlyXhwkqrUyrmG/aqpqiqcT1k1EsnHzdizNT9a6718kojRKJT6amsQE1wq9bh4IzgoCBuzlSNZtlHIiYAERUEwiPr8cgF+1dqrVLxJqW5V9wc05b3RPLNsn8ESOcG/q4U4sultM6baWaft9FQtcMHmII4tr8osa0u8uV3bI6s6mETCJhEwiYRMImEXXrNVK9cYtaGssU1lo9buPlOCD5iCnhEoLtHBBI4aOSAI9lEjEOHf49hHvcU1VUUcompnFkg6unsI4EdhWLvFktV/onW+7wMnpXdDhvB9s1ww5rh0OaQe1QK2fxZn697xL0M69lhi+JU8QcCjYGKfqIgiRMpE5hIgB6eWUi/qAeWbsJsnVs1PBUYirsRze2+4P1fLu7RwXmTWXItdLVt12mS6st4yTEft7B2AYEoH4ID+jYdvKieqkqgqoiumoisicyaqSpDJqpKEMJTpqJnADEOQwCAgIAIDkrBDhtN3grR72PieY5AWyNOCCMEEcQQd4I6l68LgmETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwi6PN0CDl34zLZSRr1gMUCHnq28NFyC5A+Cb4pSKspNP0D0coq9gDsAgGTyxcol+s1vFkqW01y06DkUlbGJ4WHriJLZYDx3wyR7zkglYessdFVT91xmSCux9sidsOP5XFrx+W1y44Klei/MLtSV8oPQonq1TO58P0AZcY7wHN2/ZeDuOZM6w0C4847SVHzp44r7gGZ7G89kDs28K39K70O9Fzl2fzMOfPs/DhPqQuyXzm205kVPpB9XKs8bmH7gpIxzJUC/D7FUo/fwNZaFl7yq0lQ81/0q2vjeP1nTStz+UwjsT0qvDd8dzm2vwooXDzBjT5iF4mqt+e9kZPZaiTMfRUK7Vo6HkFS/ekHryb93MP3U0yiH3c5N1bye0P2e1aXa+t+57sr5qmFp/MxR0u2Ox7yOxUNsvk3eVNxIi6eahZG4/rOdJjyALyDVleU+c+k7lJrfsnD662UVTD93s1kmyRf4ClAA+gM4nla1JH3tBS2Slh6GRWyi2R7+F7j4y4nrKr6mqB2+aSrkf1uqJs/A8DzBfg6xjUfWNs19iDB9iLO4yzggCHwEW8qrJNVAD7hiGDKjlUuk266WrT1Y3p5y207D7+nbC8fquBT1OU7P6PUV0R/BnefgeXg+UFfC4k7dQDFc2F4a40/uBXc2lHptrHXSD6A6k2bAgNZeKTDt5qyKSayQdzGIYA9b+ntWjeUNpptNwCy60xmOldM59FWH3OCSY85Tzu+4jke+J5wxr2k7uh9TdbGRJXvNXafupA0CWL8J7W7nsHS5oDhxIKyezeNJBqg+YOUHjN0kVZs6bKkXbrpHDuVRJVMTEOQQ+kBzVVbRVltq5KC4RSQVsTi18b2lr2OHEOaQCD2EKRxSxTxtmgc18ThkEHII6wQuPnrBD1mOVlJt6kyaJiBCifuZZwsf+1NWjcgGWdulhDsRNMpjm+58e2S0/py86puTLTYoHz1jt5A3NY0eE+R5w2ONvFz3kNHXwB6K6vpLdTmprHhkQ85PQGgb3OPQBklY+ThrBsMfe7UD6uVE/wA5lTUFztZWXRH7BxbXjY5VUElS+oMETlAvcPNMJi9h2NJe9Ocm47j0iYLnrJu6W5PYJIKd3Sy3xvBa9zTu7rkac4JiYGuyME2krr8edue3T2o+DADsveOudw3gH3Jp/KJIwsmx0bHxDNGPi2TWPYty+BBozQTbt0i/EfAkkUpQEw+oj27iPqPrmrLldLjea19xu08tTXyHLpJHF73Htc4k7uAHADcMBSOCngpYhBTMbHC3g1oAA8gX25YLtTCJhF6l0UnKCzdcgKIuElEVkzfYnSVIJFCD94xDCGd1PPLSzsqYHFs8bw5pHEOacgjxEZXF7GyMMbxljgQR1g7isdatdHSrx6q9OIy1Ier1p6mf0UM0aHMaDelIPY3uz6GMiZM3bsYQMAfAe2yuVikjm1I3VtE3/wAnv0DK2IjgJJABVRE8NuKpEjXtzkAtJ8IZwOm5CygNslP/ABVG8wuHTst+1u8To9kg+PqUgq5rS/W3yzV+pTcgip28DwGZ20cPf4d5J57vHl7/AH1Q9M1FUXKgpP6RKxpHRnJ96Mn4FsS06Q1PfMG1UNRLGeD9gtj/ALx+yz/Es/VviHdZDy1bLNw9dQN2E6DYFJuRJ/fFMmiZpHgP0AJXJ/4Pu4Gp1bRR7qZj5HdZ70fOfgC2faOQjUVVh93qaekjPENzNIPINlnmkP0yCrPFjWEH5asojJ2l0TsYTSz0zdkCgfSmxjQZgKf+oWOsH3e/0YCp1Rc58iItib+CMnznPwYW07PyK6NtuH1rZq2Ye6v2WZ7GR7G7scXrPcPX4KvNgZwMNFwzXsUBQjGLZimbw/AyhWySYKH+6Y3cRH6cwU089Q7bne57utxJ+NbOoLXbbVDzFsp4aeHqjY1g8uyBk9p3qNu7rTPXuzx/G7W0o5jJ6yxxJja9xjDADjW2r1lBQclauexk2t0vIgZlFk7GVQSFV0JSlIRTNycnVmtmmrPLytathZNbKSUxW2lk8GvuIGW7TeLqSj3S1B3Ne4MhBJc5q1jry7XHUF2j5L9LyuiuFVFzlwqWcaKgJw7ZdwbVVW+KAb3NbtzYAa1ykTVatAUitwtRqsW2hq7Xo5tFREY0J4EGjNqQCJkAR7nVVOPc6ihxMoqoYxzmMYwiOqb1erpqK7VF8vUz6i61UrpJZHHJc9xyT1ADg1ow1rQGtAAAGy7RaLdYbXBZrREyC2U0TY42N4Na0YHaSeLnHJcSXOJJJPYMxayKYRRt5TUdhYdS2i5MwCMv+qIKb2Nrq3MylSma9YqpGrzZEWzwA8wYucTjxaPmx/Eg4bqj4yGEpBLtvkX1HU2rXFHYJ/s2mL3UxUFdTO3xTwVMjYSXN4c5CX87DIMPY9o2XAFwOsOVuwU9y0dV3uD7FqOz08tbRVDd0sM1OwygNdx5uUM5uVhyx7Hd80kAjN1NnhtVQqloFIqA2Stwc8KBBESojMRbWQ8oom7mEqfvHYO/r6Zru/2z0lvtbZtou7kq5ocnieakczPl2cqeWS4+m9lo7tgN7qpYpsDgOcja/Hk2sLsmYhZNMImETCJhF+GMUpRMYQKUoCYxjCAFKUA7iIiPoAAGVAJOBvJQkAZPBRZ4kt/lzX01uJ+UVLFvS52TYEg5VDxLo18so6gaFCJrH/XRjoWmxTQqCY+hDKqCHqYRHdHLjL6Xaop9BUxxatN2+nomNHAz822atmI4c5LVSSl7ukNb1ADUnI3F3fpyfW1SM3PUFdPWPceIh5x0NJEDx2IqaOMNHQXO6yTKfNLLbaYRMImETCJhEwiixymIFcjdV7ibB5L7Um26Y8fvCei/1FXuUb67u0d3/wDeZ3H2RJY4fADtCGH0KObp5GHem1XetBS99TXyx1TGMPDuujjdXUkn5TXwOYOyRwG8rUnK230spbRrWLvZ7NeaZz3Dj3LVyCjqmfkuZO1x7Y2ngFKfNLLbaYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiYRMImETCJhEwiqf6n+vGysLrvabVuUrxnIuaNMuCF7ncM37d1NwQLCHqCbFwxfAUfh4nPb7mS7S1QQ+SkJ70jaHk3Hz5HmUp01UEPkpTwI2h5Nx+bzLO/Txu6ts48MYd0sKruhWSaqweYbxLDHKi3sEaYe/cfJSSmjN0/uFb+H9jmP1HAIbiXjhI0O8vA/Fnyqxv8IiuBeOEjQ7y8D8WfKp05gVhEwiYRMItTf2xv7WTov8O3WX5P8AyezYfJr7Oy/ojv3kSjWqvY9n54fJev/UpQ6OXtDX6kvxkvXHP9KF+j99Wm97Puz6sf0fv0K/k36o9f6wov1M/U9+gpsj3z3P9Df3r3335LzPffK8gvk+YrB9S6N9UVcyt7p5nZhDNnm9vOHOdnO2322MY6OO/dn7VfPSyndBzW3l5dnaxxAGMbJ6lbJ9euf4NH+eV/VUyPetf+Pfsf8AdWT9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v8AtP8AQn165/g0f55X9VTHrX/j37H/AHU9V34v+0/0LoOzPbEqvtipPafbOmS5MycLNn8fJR3NIzCcrs5HK+8RFjrsonxSMtFzkQ6KCiCxAH6SHKZMxyGk+kNO3nRF8jv1kuDBUMa5j45KfbhnheNmWCeMzYkhlb3r2Hsc0te1rhHdVS2nWFmksl4pXcw5zXseyXYlhlYcxzQyBmY5Y3d8xw7QQWlzThUPa2tkTyScZsXjbtGx1tumVEkPUeW9W1g7k0CB5fl2OzVfiKaySXnoh4Vvd3LEqo9x7B3EB2F/+aVseazSmnbNSXZ5yZaptRcGxuO/MFPUVPMR7J3s245i3hk4BEF9JdT3FopdTaju1Va2jAjp+YoXPHDE08EPPvyNzth8QdxwMkHMGvPa/NZaoaLNNe9JyDrIuu4v5BpzBFeclTCfxmUmbC+4rup2ZWE/zhO6cLG7+vfIHqq1aw1tO2fVN+qawM8Bjo9mGMYxiKBkrYYhjdiNjRhTTTUGldHwuh03aaelL/De12ZZOnMsz2ulkOd+ZHuK5W8+2MUTZkMev3/pSQVuiDCYxGk5y5bvfdVTF8PvLBdTij7zHPCgHzV2501S/QYMstOaZ1JpCvF00xfKmhrhxdCxzNoe1e0TbMjOtjw5p6QVeX+o0/qmhNt1Fa6esojwbKQ7ZPtmEs2mO6nMLXDoK6Xq32wWV1U/mo2M4JWCxa2dINTVilW7mS4sEvSXqZzg5bw96fcaFZd9WFmwkIjHvUXCjUxAFNz4RMmMh1nZaLWtNT1dZDS0urmOd3RV0sLYIqthA2XS0bCImVAdkuniexsgOHQ5AcMHpJtXpGonpaWqqanS72t5ilqHumkpXAnaEdW8mR0BbgNhla90ZGWy4Jacz/Xrn+DR/nlf1VM1961/49+x/wB1Tj1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCfXrn+DR/nlf1VMetf+Pfsf8AdT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/wC0/wBCxhYvbFBntqa02aTp1+5m17B7Cg1YUeXHvITSF7SrJfOLI/pY24xikStWim7eQ4Bcqol/W/CBhmVq036WaKu+j3Tc4LpU0Mwl2NnmjRmo3bG07nBIKgjw2bBaD32cCJ3Ob0w1datVNGwbbT1kRi8LnRViDft7ubMZgB8B+2HEd7jJyf8AXrn+DR/nlf1VMhvrX/j37H/dUs9V34v+0/0J9euf4NH+eV/VUx61/wCPfsf91PVd+L/tP9CfXrn+DR/nlf1VMetf+Pfsf91PVd+L/tP9CfXrn+DR/nlf1VMetf8Aj37H/dT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/7T/Qn165/g0f55X9VTHrX/AI9+x/3U9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v+0/0J9euf4NH+eV/VUx61/wCPfsf91PVd+L/tP9CfXrn+DR/nlf1VMetf+Pfsf91PVd+L/tP9CfXrn+DR/nlf1VMetf8Aj37H/dT1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/7T/Qn165/g0f55X9VTHrX/AI9+x/3U9V34v+0/0J9euf4NH+eV/VUx61/49+x/3U9V34v+0/0LFGwva9aLshM6sx0v/c5kSeFKwRXMpNrKFEodiA5P+lROjIJF7AHhXIfwl9CCUR75lbfoeutxxDcMw+0dDlvk+zbvJjtyoRqq16a1a0vr6Hm7hjdPG8Nk7No82Q8djwcDwS3io5D7UaHcfDwZEC9x8IDya8QgH0AJg4+FARAPp7B3yQ+kH/W/wf6lqY8lIzur935n/dX59dG/6xr+cz/V9yvpB/1f8P8AqVPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yfXRv+sa/nM/1fcekH/V/wAP+pPWp/H/ANh/vJ9dG/6xr+cz/V9x6Qf9X/D/AKk9an8f/Yf7yD7UYAgIDwZAQEOwgPJnuAgPxAQ/S+9hAQwLCQcibBH4P+pPWpzuNfu/Mf7yxwr7SK0aOV3dS4bzlKO6UMq6ZQnJ1mtCLrH+zcfIkpxyfMGzgwdu5kCpAP0gI+ubNh1fWVlLHR6wpKC+shaGxy1UcjapjRwZ3VBNFK9g6pTJjoIG5R93ITFFI6W13aajLjlzY4WmMnpPNvkc0HtaGr7Ij2k2Kj5FKclOE8rap5ABBrLWPlEm7PHAbsJwiWKHHdtGxgGEPskkSqf6oe497G86mu9xtjrDaW0lo09J9sp6KExibHDuiV0j558dUkhZ+AMDHdS8htNBUCsqblLU1zeD5Yg7Z/IaJQxn6rc9q739dG/6xr+cz/V9yAekH/V/w/6lmvWp/H/2H+8n10b/AKxr+cz/AFfcekH/AFf8P+pPWp/H/wBh/vJ9dG/6xr+cz/V9x6Qf9X/D/qT1qfx/9h/vJ9dG/wCsa/nM/wBX3HpB/wBX/D/qT1qfx/8AYf7yfXRv+sa/nM/1fcekH/V/w/6k9an8f/Yf7y7nX/aoKMw8Clg6dk7YVS9vEkjzKQhWCn3fEijxTdvgAf8AUug7ZZ1Gm62TdT1bIx+ZLj+9A/wqQWvk103S4fdDU1Tx0CRsTD5Axz/NIF9dg9q0qrazVy/al6b7TWF7r4FZOZFxyuNdq9a4AypVVoa212U42xziROmICLV63ftHrQTD4VTF8JSyqwc/TWGp0hq9/pvpSdxkjjA7mnpagjHPUlQ0yiPa3c7E+KSKXAywHJOSr9F2SnudLqDRkUdpv9N3pe5pqoaiInJjqIZHMc8j7iVkscsZO5xGAJRo+2trFRSK46aiSq5UiAuojzFMgiosBABU6SB+LTg6KRz9xKQVFBKHoJjdu46tk5L4zI4xVpEWTgGIOIGdwJEjQSBxIa0E78DgNux6teGASQAyYGSH4BPSQC1xAzwBccdZ4n2fXrn+DR/nlf1VM4etf+Pfsf8AdXL1Xfi/7T/Qn165/g0f55X9VTHrX/j37H/dT1Xfi/7T/QuMmvbVphzEyDev9OJhETazVVOMk5TlqtOR7F2YvZJy7iG/GmDWkUkjeopFdtxN/fh9N5b+TOghropbpUyz29rwZI42iF729LWyuMwYT7YxPx7VWldqqtlo5I7cyOGucwhj5MysY7oc6MGIvA9qJGZ61jjUHtgUfqmFk01OnQ8tt0tkopYtg36X5hpITNxsa5ATM7WQR4rKoxkTHoADePj0TC3YtSgmTxGE5zy3Xdnqta3CFzZ46HT9DCIKKiiiJipYAc7IcZQZJXu7+edwD5pCXOwA1rYxouOm0hQytc19ZfKyYzVlXI4CSpmIxtEBhEcbB3kMLSWRRgNGTtOdlr69c/waP88r+qpkG9a/8e/Y/wC6pl6rvxf9p/oT69c/waP88r+qpj1r/wAe/Y/7qeq78X/af6E+vXP8Gj/PK/qqY9a/8e/Y/wC6nqu/F/2n+hcJZvbP2lprdgrEh00jlYWOElYF6ZPmSHmA0l2DiPciTxcVPD4wRcG7d/TvmRs+gZ7LdqW8UtcDU0lRHMzMO7aie17c/ZeGWhWF1vsN2tlTaqinPc9TBJE7D9+zIwsdjvOpxXB609swfUPXtJpEj06yWN3T6tB1hSeT5bjDhLEgo5vGN3x4weMkr7osu3bEFQoOFAE/cQEAEADI6v0VT6m1TcdR0kxpIK+tmqBCW87zRme6RzBJtR7QDnENOw3dgHhk2GlrrPp7TdBYakCqmoqSKAyj7HzgiYGBxZ9k2SWtGRtu35PTgd3+vXP8Gj/PK/qqZHfWv/Hv2P8AurPeq78X/af6E+vXP8Gj/PK/qqY9a/8AHv2P+6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/Hv2P8Aup6rvxf9p/oT69c/waP88r+qpj1r/wAe/Y/7qeq78X/af6E+vXP8Gj/PK/qqY9a/8e/Y/wC6nqu/F/2n+hfO89tTI8aOmanTSMVN23XbKGT5l+E5SLpGSMYhv0qnoYCn9B+gc7YOTR1POydlcC5jw4Zg3ZBzv+y8Ny65tUtnhfC6nIa9pacSb8EY3d4sf6f9sdU1VrCj64U6dJLAal15jXyzSfLf5GCRTjyCki5GM/SxynuihkgKBg94U7mATdw79glGvNLN1rrG5asZOaUXCqfPzRbzvNl5yW85tR7QznB2G4GBjdkxzRVW7SGlKDTDgKk0NMyHnR9i2wwYDtj7JsnGMjbdv3534GSPr1z/AAaP88r+qpkS9a/8e/Y/7qk/qu/F/wBp/oT69c/waP8APK/qqY9a/wDHv2P+6nqu/F/2n+hPr1z/AAaP88r+qpj1r/x79j/up6rvxf8Aaf6E+vXP8Gj/ADyv6qmPWv8Ax79j/up6rvxf9p/oT69c/wAGj/PK/qqY9a/8e/Y/7qeq78X/AGn+hPr1z/Bo/wA8r+qpj1r/AMe/Y/7qeq78X/af6E+vXP8ABo/zyv6qmPWv/Hv2P+6nqu/F/wBp/oWNtw+2LN9uawuut3PTjNClt0G4i0ZknL/388Q98abmOkysf0rzH3wY9+3SV8oFkRP4OwHII+IJdoLTUuhtY27VsVQKg0NS2QxGPYErMFr49vbfs7bHObtbDsZzsu4GL61nj1lpSv0vKwwCtpzGJA7b5t25zJNjDNrYeGu2dpucY2m8RkFp7ay5SaNUnnTZI7dpt0E3TpLmH7qm5ckTKVdwm2/StOBbkWVATAn5h/AA9vEPbuMWn5MYnzvfT1hZAXktaYtotaTuaXc43aIG4nZGeOBwEkh1ZKyFjJoQ+YNAc4O2Q5wG8huycAnfjJxwyeK+j69c/wAGj/PK/qqZ1etf+Pfsf91dnqu/F/2n+hPr1z/Bo/zyv6qmPWv/AB79j/up6rvxf9p/oT69c/waP88r+qpj1r/x79j/ALqeq78X/af6E+vXP8Gj/PK/qqY9a/8AHv2P+6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/Hv2P8Aup6rvxf9p/oT69c/waP88r+qpj1r/wAe/Y/7qeq78X/af6E+vXP8Gj/PK/qqY9a/8e/Y/wC6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/AB79j/up6rvxf9p/oT69c/waP88r+qpj1r/x79j/ALqeq78X/af6E+vXP8Gj/PK/qqY9a/8AHv2P+6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/Hv2P8Aup6rvxf9p/oT69c/waP88r+qpj1r/wAe/Y/7qeq78X/af6E+vXP8Gj/PK/qqY9a/8e/Y/wC6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/AB79j/up6rvxf9p/oT69c/waP88r+qpj1r/x79j/ALqeq78X/af6E+vXP8Gj/PK/qqY9a/8AHv2P+6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/Hv2P8Aup6rvxf9p/oT69c/waP88r+qpj1r/wAe/Y/7qeq78X/af6E+vXP8Gj/PK/qqY9a/8e/Y/wC6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/AB79j/up6rvxf9p/oT69c/waP88r+qpj1r/x79j/ALqeq78X/af6E+vXP8Gj/PK/qqY9a/8AHv2P+6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/Hv2P8Aup6rvxf9p/oT69c/waP88r+qpj1r/wAe/Y/7qeq78X/af6E+vXP8Gj/PK/qqY9a/8e/Y/wC6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/AB79j/up6rvxf9p/oT69c/waP88r+qpj1r/x79j/ALqeq78X/af6E+vXP8Gj/PK/qqY9a/8AHv2P+6nqu/F/2n+hPr1z/Bo/zyv6qmPWv/Hv2P8Aup6rvxf9p/oT69c/waP88r+qpj1r/wAe/Y/7qeq78X/af6FhfkB7Xwy3zrGY1076dI15V+7iZBhOhy4CXGLexcgg684I4eMUYDoHDQqrcQ89PwlWE3ce3Yb638nbqCqbUit2gAQRzOMgjr50+Ph0K8oNcuoakVAptoAEEc5jII6+bPj4dCxZxa9q6keNQ29t+kZC6xNsCKXGONycGvGjZGK98TB6i5/S+TpVgdtngpqE8sgj5ZB8Xzew3V10G257B7q2Hszv5vOQcbvtg6ldXPlAbcdg9x7D25387nIP9kFLv69c/wAGj/PK/qqZh/Wv/Hv2P+6sT6rvxf8Aaf6E+vXP8Gj/ADyv6qmPWv8Ax79j/up6rvxf9p/oT69c/wAGj/PK/qqY9a/8e/Y/7qeq78X/AGn+hPr1z/Bo/wA8r+qpj1r/AMe/Y/7qeq78X/af6FU31jfaGv1WjjJReOf6UL9AH6i971jdn1Y/o/foqfKX1Oa/2fRfqZ+p79BTW/ufvn6JHvXvvvyvl+5eV5BvO8xKQ6a0b6na59b3Tz21CWbPN7GMua7Odt3tcYx08d2/GXW+emdO2DmtjDw7O1ngCMY2R1r/2Q==)\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"cyXhfuHIn0eF\"},\"source\":[\"[Source : Britanica](https://cdn.britannica.com/90/182390-050-2221B963/earthquake-Map-Nepal-region-temblor-thousands-people-April-25-2015.jpg)\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"J292s8FrhvKz\"},\"source\":[\"Pada tanggal 25 April 2015, terjadi gempa bumi berkekuatan 7,8 Skala Richter di Nepal. Pasca kejadian tersebut, dilakukan banyak penelitian dan penyelidikan di lapangan untuk melihat kerusakan yang terjadi pada bangunan yang terkena dampak dari gempa bumi tersebut. Dikarenakan jumlah bangunan dan variasi bangunan yang sangat banyak, proses penyelidikan pasca gempa menjadi sulit untuk dilakukan. Namun, dengan mengetahui deskripsi dari suatu bangunan, dapat membantu kita dalam menentukan tingkat kerusakan yang ada pada bangunan tersebut.\\n\",\"\\n\",\"\\n\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"07mEefdYuuPF\"},\"source\":[\"Data dikumpulkan melalui survei oleh [Kathmadu Living Labs](https://www.kathmandulivinglabs.org/) dan [Central Bureau of Statistics](https://cbs.gov.np/) yang bekerja di bawah Sekretariat Komisi Perencanaan Nasional Nepal. Survei ini merupakan salah satu kumpulan data pascabencana terbesar yang pernah dikumpulkan, yang berisi informasi berharga tentang dampak gempa bumi, kondisi rumah tangga, dan statistik sosio-ekonomi-demografis.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"OckGAHmyvie0\"},\"source\":[\"Adapun dataset pada permasalahan ini dapat dilihat pada [Earthquake Nepal 2015](https://www.drivendata.org/competitions/57/nepal-earthquake/page/134/)\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"bB1ZdVY68IhX\"},\"source\":[\"## **Business Understanding**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"G6caChtF8OOO\"},\"source\":[\"\\n\",\"1. Mendapatkan gambaran bagaimana kerusakan yang ada pada bangunan yang ada di Nepal\\n\",\"2. Memberikan rekomendasi berupa material atau karakteristik spesifik yang dapat digunakan dalam membangun suatu bangunan untuk mengurangi dampak kerusakan yang ditimbulkan dari gempa bumi.\\n\",\"3. Memprediksi level kerusakan bangunan yang terkena dampak gempa bumi Nepal 2015.\\n\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"i3rw8B8fdKrK\"},\"source\":[\"## **Importing Library**\"]},{\"cell_type\":\"code\",\"execution_count\":144,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:00.299250Z\",\"start_time\":\"2021-09-12T08:25:52.819890Z\"},\"id\":\"T0TMngqRGiTk\"},\"outputs\":[],\"source\":[\"import pandas as pd\\n\",\"import numpy as np\\n\",\"import matplotlib.pyplot as plt\\n\",\"import seaborn as sns\\n\",\"import warnings\\n\",\"warnings.filterwarnings(\\\"ignore\\\")\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"xtf1cQyedO4B\"},\"source\":[\"## **Loading Dataset**\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"**Load Data from github**\"]},{\"cell_type\":\"code\",\"execution_count\":145,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:00.305268Z\",\"start_time\":\"2021-09-12T08:26:00.302261Z\"},\"id\":\"iAlZhILsL1SM\"},\"outputs\":[],\"source\":[\"# url_train_label = 'https://raw.githubusercontent.com/ReynaraEzra/Richter-Earthquake-Prediction/main/train_labels.csv'\\n\",\"# url_train_value = 'https://raw.githubusercontent.com/ReynaraEzra/Richter-Earthquake-Prediction/main/train_values.csv'\\n\",\"# url_test_value = 'https://raw.githubusercontent.com/ReynaraEzra/Richter-Earthquake-Prediction/main/test_values.csv'\\n\",\"\\n\",\"# train_label = pd.read_csv(url_train_label)\\n\",\"# train_value = pd.read_csv(url_train_value)\\n\",\"# test_value = pd.read_csv(url_test_value)\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"**Load Data from local file**\"]},{\"cell_type\":\"code\",\"execution_count\":146,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:01.415205Z\",\"start_time\":\"2021-09-12T08:26:00.307276Z\"}},\"outputs\":[],\"source\":[\"train_label = pd.read_csv(\\\"train_labels.csv\\\")\\n\",\"train_value = pd.read_csv(\\\"train_values.csv\\\")\\n\",\"test_value = pd.read_csv(\\\"test_values.csv\\\")\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"CKXSbpNErfYL\"},\"source\":[\"# **Checking Data**\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Pertama, kita akan mengecek ukuran dari data kita menggunakan attribut `.shape`\"]},{\"cell_type\":\"code\",\"execution_count\":147,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:01.423680Z\",\"start_time\":\"2021-09-12T08:26:01.418665Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"jUrd-_pUdhDs\",\"outputId\":\"eb152f3a-532e-4106-d5e8-04f3d2a47ab9\"},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"Train Values : (260601, 39)\\n\",\"Train Labels : (260601, 2)\\n\",\"Test Values : (86868, 39)\\n\"]}],\"source\":[\"print('Train Values : {}'.format(train_value.shape))\\n\",\"print('Train Labels : {}'.format(train_label.shape))\\n\",\"print('Test Values : {}'.format(test_value.shape))\"]},{\"cell_type\":\"code\",\"execution_count\":148,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:01.516510Z\",\"start_time\":\"2021-09-12T08:26:01.426687Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"raMIOIa2bH9C\",\"outputId\":\"1788e5db-4696-4a3f-aa68-2a799247b4c1\"},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"Number of Training Data : 260601\\n\",\"Number of Testing Data : 86868\\n\",\"Total Data : 347469\\n\"]}],\"source\":[\"print('Number of Training Data : {}'.format(train_value.shape[0]))\\n\",\"print('Number of Testing Data : {}'.format(test_value.shape[0]))\\n\",\"print('Total Data : {}'.format(train_value.shape[0]+test_value.shape[0]))\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Terlihat bahwa terdapat 260601 baris pada *Training Data* dan 86868 baris pada *Testing Data* sehingga jumlah data yang kita miliki sebesar 347469 baris. \"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Akan dilihat 5 data teratas pada `train_label`, `train_value`, dan `test_value` menggunakan method `.head()`.\"]},{\"cell_type\":\"code\",\"execution_count\":149,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:01.702087Z\",\"start_time\":\"2021-09-12T08:26:01.519018Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":204},\"id\":\"rKBP1RsLMPpU\",\"outputId\":\"ab0ba393-0908-41a8-f456-a443a1a967be\"},\"outputs\":[{\"data\":{\"text/html\":[\"
\\n\",\"\\n\",\"\\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\"
building_iddamage_grade
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\"],\"text/plain\":[\" building_id damage_grade\\n\",\"0 802906 3\\n\",\"1 28830 2\\n\",\"2 94947 3\\n\",\"3 590882 2\\n\",\"4 201944 3\"]},\"execution_count\":149,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train_label.head()\"]},{\"cell_type\":\"code\",\"execution_count\":150,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:01.781761Z\",\"start_time\":\"2021-09-12T08:26:01.704053Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":224},\"id\":\"f88VIOL6QNCT\",\"outputId\":\"ef126472-8e8a-4b2e-8cf6-b814e001ca7f\"},\"outputs\":[{\"data\":{\"text/html\":[\"
\\n\",\"\\n\",\"\\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\"
building_idgeo_level_1_idgeo_level_2_idgeo_level_3_idcount_floors_pre_eqagearea_percentageheight_percentageland_surface_conditionfoundation_type...has_secondary_use_agriculturehas_secondary_use_hotelhas_secondary_use_rentalhas_secondary_use_institutionhas_secondary_use_schoolhas_secondary_use_industryhas_secondary_use_health_posthas_secondary_use_gov_officehas_secondary_use_use_policehas_secondary_use_other
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\"],\"text/plain\":[\" building_id geo_level_1_id geo_level_2_id geo_level_3_id \\\\\\n\",\"0 802906 6 487 12198 \\n\",\"1 28830 8 900 2812 \\n\",\"2 94947 21 363 8973 \\n\",\"3 590882 22 418 10694 \\n\",\"4 201944 11 131 1488 \\n\",\"\\n\",\" count_floors_pre_eq age area_percentage height_percentage \\\\\\n\",\"0 2 30 6 5 \\n\",\"1 2 10 8 7 \\n\",\"2 2 10 5 5 \\n\",\"3 2 10 6 5 \\n\",\"4 3 30 8 9 \\n\",\"\\n\",\" land_surface_condition foundation_type ... has_secondary_use_agriculture \\\\\\n\",\"0 t r ... 0 \\n\",\"1 o r ... 0 \\n\",\"2 t r ... 0 \\n\",\"3 t r ... 0 \\n\",\"4 t r ... 0 \\n\",\"\\n\",\" has_secondary_use_hotel has_secondary_use_rental \\\\\\n\",\"0 0 0 \\n\",\"1 0 0 \\n\",\"2 0 0 \\n\",\"3 0 0 \\n\",\"4 0 0 \\n\",\"\\n\",\" has_secondary_use_institution has_secondary_use_school \\\\\\n\",\"0 0 0 \\n\",\"1 0 0 \\n\",\"2 0 0 \\n\",\"3 0 0 \\n\",\"4 0 0 \\n\",\"\\n\",\" has_secondary_use_industry has_secondary_use_health_post \\\\\\n\",\"0 0 0 \\n\",\"1 0 0 \\n\",\"2 0 0 \\n\",\"3 0 0 \\n\",\"4 0 0 \\n\",\"\\n\",\" has_secondary_use_gov_office has_secondary_use_use_police \\\\\\n\",\"0 0 0 \\n\",\"1 0 0 \\n\",\"2 0 0 \\n\",\"3 0 0 \\n\",\"4 0 0 \\n\",\"\\n\",\" has_secondary_use_other \\n\",\"0 0 \\n\",\"1 0 \\n\",\"2 0 \\n\",\"3 0 \\n\",\"4 0 \\n\",\"\\n\",\"[5 rows x 39 columns]\"]},\"execution_count\":150,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train_value.head()\"]},{\"cell_type\":\"code\",\"execution_count\":151,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:01.892564Z\",\"start_time\":\"2021-09-12T08:26:01.783765Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":224},\"id\":\"F5fHtCNjRGxb\",\"outputId\":\"4426e221-c47e-4b2e-e446-4433118f13ca\"},\"outputs\":[{\"data\":{\"text/html\":[\"
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building_idgeo_level_1_idgeo_level_2_idgeo_level_3_idcount_floors_pre_eqagearea_percentageheight_percentageland_surface_conditionfoundation_type...has_secondary_use_agriculturehas_secondary_use_hotelhas_secondary_use_rentalhas_secondary_use_institutionhas_secondary_use_schoolhas_secondary_use_industryhas_secondary_use_health_posthas_secondary_use_gov_officehas_secondary_use_use_policehas_secondary_use_other
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\"],\"text/plain\":[\" building_id geo_level_1_id geo_level_2_id geo_level_3_id \\\\\\n\",\"0 300051 17 596 11307 \\n\",\"1 99355 6 141 11987 \\n\",\"2 890251 22 19 10044 \\n\",\"3 745817 26 39 633 \\n\",\"4 421793 17 289 7970 \\n\",\"\\n\",\" count_floors_pre_eq age area_percentage height_percentage \\\\\\n\",\"0 3 20 7 6 \\n\",\"1 2 25 13 5 \\n\",\"2 2 5 4 5 \\n\",\"3 1 0 19 3 \\n\",\"4 3 15 8 7 \\n\",\"\\n\",\" land_surface_condition foundation_type ... has_secondary_use_agriculture \\\\\\n\",\"0 t r ... 0 \\n\",\"1 t r ... 1 \\n\",\"2 t r ... 0 \\n\",\"3 t r ... 0 \\n\",\"4 t r ... 0 \\n\",\"\\n\",\" has_secondary_use_hotel has_secondary_use_rental \\\\\\n\",\"0 0 0 \\n\",\"1 0 0 \\n\",\"2 0 0 \\n\",\"3 0 1 \\n\",\"4 0 0 \\n\",\"\\n\",\" has_secondary_use_institution has_secondary_use_school \\\\\\n\",\"0 0 0 \\n\",\"1 0 0 \\n\",\"2 0 0 \\n\",\"3 0 0 \\n\",\"4 0 0 \\n\",\"\\n\",\" has_secondary_use_industry has_secondary_use_health_post \\\\\\n\",\"0 0 0 \\n\",\"1 0 0 \\n\",\"2 0 0 \\n\",\"3 0 0 \\n\",\"4 0 0 \\n\",\"\\n\",\" has_secondary_use_gov_office has_secondary_use_use_police \\\\\\n\",\"0 0 0 \\n\",\"1 0 0 \\n\",\"2 0 0 \\n\",\"3 0 0 \\n\",\"4 0 0 \\n\",\"\\n\",\" has_secondary_use_other \\n\",\"0 0 \\n\",\"1 0 \\n\",\"2 0 \\n\",\"3 0 \\n\",\"4 0 \\n\",\"\\n\",\"[5 rows x 39 columns]\"]},\"execution_count\":151,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"test_value.head()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"Xu4WGEVVs30X\"},\"source\":[\"## **Description**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"_F2-XXACtR4f\"},\"source\":[\"**Penjelasan Label**\\n\",\"\\n\",\"Pada permasalahan ini, kita akan memprediksi variabel ordinal **`damage_grade`**, yang merepresentasikan level kerusakan dari suatu bangunan yang terdampak gempa bumi. Terdapat 3 buah level kerusakan yaitu :\\n\",\"* **1** : Merepresentasikan kerusakan ringan\\n\",\"* **2** : Merepresentasikan kerusakan sedang\\n\",\"* **3** : Merepresentasikan kerusakan tinggi (hampir hancur seluruhnya)\\n\",\"\\n\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"ne3yPBd9ytjO\"},\"source\":[\"**Penjelasan Feature** '\\n\",\"\\n\",\"Pada feature memuat data tentang struktur bangunan dan kepemilikan legal dari bangunan tersebut. Setiap baris pada data tersebut menunjukkan suatu bangunan tertentu di wilayah yang terkena gempa.\\n\",\"Terdapat **39** kolom pada dataset, dimana kolom **`building_id`** adalah unik dan sebagai pengenal. Pada dataset, munculnya karakter yang sama pada kolom yang berbeda tidak menunjuk pada nilai asli yang sama. Adapun penjalasan dari **38** feature lainnya adalah :\\n\",\"* **`geo_level_1_id`**, **`geo_level_2_id`**, dan **`geo_level_3_id`** (tipe:int) : Menunjukkan wilayah geografis tempat bangunan berada, dimulai dari tingkat terbesar (tingkat 1) hingga sub-kawasan spesifik (tingkat 3). Kemungkinan nilai : (level 1: 0-30), (level 2: 0-1427), (level 3: 0-12567).\\n\",\"* **`count_floors_pre_eq`** (tipe:int) : Banyaknya jumlah lantai pada bangunan sebelum gempa bumi.\\n\",\"* **`age`** (tipe:int) : Umur suatu bangunan dalam tahun.\\n\",\"* **`area_percentage`** (tipe:int) : Luas bangunan yang dinormalisasi.\\n\",\"* **`height_percentage`** (tipe:int) : Tinggi bangunan yang dinormalisasi.\\n\",\"* **`land_surface_condition`** (tipe:kategorikal) : Kondisi permukaan tanah tempat bangunan tersebut dibangun. Kemungkinan nilai : `n`, `o`, `t`.\\n\",\"* **`foundation_type`** (tipe:kategorikal) : Jenis pondasi yang digunakan dalam membangun bangunan. Kemungkinan nilai : `h`, `i`, `r`, `u`, `w`.\\n\",\"* **`roof_type`** (tipe:kategorikal) : Jenis atap yang digunakan dalam membangun bangunan. Kemungkinan nilai : `n`, `q`, `x`.\\n\",\"* **`ground_floor_type`** (tipe:kategorikal) : Jenis lantai yang digunakan pada lantai dasar bangunan. Kemungkinan nilai : `f`, `m`, `v`, `x`, `z`.\\n\",\"* **`other_floor_type`** (tipe:kategorikal) : Jenis lantai yang digunakan selain pada lantai dasar bangunan. Kemungkinan nilai : `j`, `q`, `s`, `x`.\\n\",\"* **`position`** (tipe:kategorikal) : Posisi dari bangunan. Kemungkinan nilai : `j`, `o`, `s`, `t`.\\n\",\"* **`plan_configuration`** (tipe:kategorikal) : Konfigurasi denah bangunan. Kemungkinan nilai : `a`, `c`, `d`, `f`, `m`, `n`, `o`, `q`, `s`, `u`.\\n\",\"* **`has_superstructure_adobe_mud`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari Adobe/Mud.\\n\",\"* **`has_superstructure_mud_mortar_stone`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari Mud Mortar - Stone.\\n\",\"* **`has_superstructure_stone_flag`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari Stone.\\n\",\"* **`has_superstructure_cement_mortar_stone`** (tipe:biner): Variabel yang menunjukkan jika superstruktur terbuat dari Cement Mortar - Stone.\\n\",\"* **`has_superstructure_mud_mortar_brick`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari Mud Mortar - Brick.\\n\",\"* **`has_superstructure_cement_mortar_brick`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari Cement Mortar - Brick.\\n\",\"* **`has_superstructure_timber`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari Timber.\\n\",\"* **`has_superstructure_bamboor`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari Bamboo.\\n\",\"* **`has_superstructure_rc_non_engineered`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari non-engineered reinforced concrete.\\n\",\"* **`has_superstructure_rc_engineered`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari engineered reinforced concrete.\\n\",\"* **`has_superstructure_other`** (tipe:biner) : Variabel yang menunjukkan jika superstruktur terbuat dari material lain.\\n\",\"* **`legal_ownership_status`** (tipe:kategorikal) : Status kepemilikan yang sah dari tanah tempat bangunan dibangun. Kemungkinan nilai : `a`, `r`, `v`, `w`.\\n\",\"* **`count_family`** (tipe:int) : Jumlah keluarga yang tinggal pada bangunan tersebut.\\n\",\"* **`has_secondary_use`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan untuk tujuan sekunder. \\n\",\"* **`has_secondary_use_agriculture`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan untuk tujuan pertanian.\\n\",\"* **`has_secondary_use_hotel`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan sebagai hotel.\\n\",\"* **`has_secondary_use_rental`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan untuk tujuan sewa. \\n\",\"* **`has_secondary_use_institution`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan sebagai lokasi institusi manapun.\\n\",\"* **`has_secondary_use_school`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan sebagai sekolah.\\n\",\"* **`has_secondary_use_industry`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan untuk tujuan industri. \\n\",\"* **`has_secondary_use_health_post`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan sebagai pos kesehatan. \\n\",\"* **`has_secondary_use_gov_office`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan sebagai kantor pemerintahan.\\n\",\"* **`has_secondary_use_use_police`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan sebagai kantor polisi.\\n\",\"* **`has_secondary_use_other`** (tipe:biner) : Variabel yang menunjukkan jika bangunan tersebut digunakan untuk tujuan lainnya.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"YHYhIPYpF4H1\"},\"source\":[\"## **Data Preparation**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"F1VMfS0xIc33\"},\"source\":[\"**Merge feature and label on training data**\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Karena data pada *training data* kita masih terpisah pada `train_value` dan `train_label`, kita perlu menggabungkan dua data tersebut menggunakan `pd.merge()` yang secara otomatis akan menggabungkan berdasarkan kolom `building_id`.\"]},{\"cell_type\":\"code\",\"execution_count\":152,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:02.379850Z\",\"start_time\":\"2021-09-12T08:26:01.894560Z\"},\"id\":\"sIezIJI93HM0\"},\"outputs\":[],\"source\":[\"train = pd.merge(train_value, train_label)\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"E-FGC7-eIlOO\"},\"source\":[\"**Check the top 5 data, bottom 5 data, and 5 random data**\"]},{\"cell_type\":\"code\",\"execution_count\":153,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:02.403915Z\",\"start_time\":\"2021-09-12T08:26:02.384863Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":224},\"id\":\"b4STHzo3G8ug\",\"outputId\":\"71067493-c15f-4f46-8e91-c5ace5a690e4\"},\"outputs\":[{\"data\":{\"text/html\":[\"
\\n\",\"\\n\",\"\\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\"
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\\n\",\"5890 0 0 \\n\",\"95075 0 0 \\n\",\"122711 0 0 \\n\",\"101854 0 0 \\n\",\"17515 0 0 \\n\",\"250674 0 0 \\n\",\"3445 0 0 \\n\",\"\\n\",\" has_secondary_use_use_police has_secondary_use_other damage_grade \\n\",\"222596 0 0 2 \\n\",\"107988 0 0 2 \\n\",\"63240 0 0 2 \\n\",\"192223 0 0 3 \\n\",\"191019 0 0 2 \\n\",\"81314 0 0 2 \\n\",\"103475 0 0 2 \\n\",\"66518 0 0 3 \\n\",\"5381 0 0 2 \\n\",\"238508 0 0 2 \\n\",\"117508 0 0 2 \\n\",\"228607 0 0 3 \\n\",\"246824 0 0 1 \\n\",\"181824 0 0 2 \\n\",\"100779 0 0 2 \\n\",\"109415 0 0 3 \\n\",\"259514 0 0 3 \\n\",\"52962 0 0 1 \\n\",\"50868 0 0 2 \\n\",\"105979 0 0 2 \\n\",\"169899 0 0 2 \\n\",\"150020 0 0 2 \\n\",\"169866 0 0 2 \\n\",\"235881 0 0 2 \\n\",\"205492 0 0 2 \\n\",\"79015 0 0 3 \\n\",\"45929 0 0 3 \\n\",\"91741 0 0 3 \\n\",\"255539 0 0 3 \\n\",\"151497 0 0 3 \\n\",\"17364 0 0 2 \\n\",\"242051 0 0 2 \\n\",\"255313 0 0 2 \\n\",\"17570 0 0 3 \\n\",\"104753 0 0 3 \\n\",\"174363 0 0 3 \\n\",\"117506 0 0 3 \\n\",\"31087 0 0 3 \\n\",\"136313 0 0 2 \\n\",\"222797 0 0 2 \\n\",\"165779 0 0 3 \\n\",\"209353 0 0 2 \\n\",\"230628 0 0 1 \\n\",\"237425 0 0 2 \\n\",\"231537 0 0 2 \\n\",\"120113 0 0 3 \\n\",\"228386 0 0 3 \\n\",\"225379 0 0 2 \\n\",\"5890 0 0 2 \\n\",\"95075 0 0 2 \\n\",\"122711 0 0 2 \\n\",\"101854 0 0 3 \\n\",\"17515 0 0 1 \\n\",\"250674 0 0 3 \\n\",\"3445 0 0 3 \\n\",\"\\n\",\"[55 rows x 40 columns]\"]},\"execution_count\":155,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train.sample(55)\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"gRdDRiBGIAyd\"},\"source\":[\"**Check Null and Duplicate Data**\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Untuk melihat apakah terdapat data yang kosong, kita dapat menggunakan `isnull()` dan `.sum()` untuk melihat apakah terdapat data kosong pada tiap kolom *training data*. \"]},{\"cell_type\":\"code\",\"execution_count\":156,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:02.853109Z\",\"start_time\":\"2021-09-12T08:26:02.743820Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"fP1AZQGgHF5P\",\"outputId\":\"035dd2e1-4538-4da8-f260-484afabe7a1c\"},\"outputs\":[{\"data\":{\"text/plain\":[\"building_id 0\\n\",\"geo_level_1_id 0\\n\",\"geo_level_2_id 0\\n\",\"geo_level_3_id 0\\n\",\"count_floors_pre_eq 0\\n\",\"age 0\\n\",\"area_percentage 0\\n\",\"height_percentage 0\\n\",\"land_surface_condition 0\\n\",\"foundation_type 0\\n\",\"roof_type 0\\n\",\"ground_floor_type 0\\n\",\"other_floor_type 0\\n\",\"position 0\\n\",\"plan_configuration 0\\n\",\"has_superstructure_adobe_mud 0\\n\",\"has_superstructure_mud_mortar_stone 0\\n\",\"has_superstructure_stone_flag 0\\n\",\"has_superstructure_cement_mortar_stone 0\\n\",\"has_superstructure_mud_mortar_brick 0\\n\",\"has_superstructure_cement_mortar_brick 0\\n\",\"has_superstructure_timber 0\\n\",\"has_superstructure_bamboo 0\\n\",\"has_superstructure_rc_non_engineered 0\\n\",\"has_superstructure_rc_engineered 0\\n\",\"has_superstructure_other 0\\n\",\"legal_ownership_status 0\\n\",\"count_families 0\\n\",\"has_secondary_use 0\\n\",\"has_secondary_use_agriculture 0\\n\",\"has_secondary_use_hotel 0\\n\",\"has_secondary_use_rental 0\\n\",\"has_secondary_use_institution 0\\n\",\"has_secondary_use_school 0\\n\",\"has_secondary_use_industry 0\\n\",\"has_secondary_use_health_post 0\\n\",\"has_secondary_use_gov_office 0\\n\",\"has_secondary_use_use_police 0\\n\",\"has_secondary_use_other 0\\n\",\"damage_grade 0\\n\",\"dtype: int64\"]},\"execution_count\":156,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train.isnull().sum()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"H0rx07fmH4W1\"},\"source\":[\"Tidak ada data yang kosong\"]},{\"cell_type\":\"code\",\"execution_count\":157,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:02.980949Z\",\"start_time\":\"2021-09-12T08:26:02.855616Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"QyWXpuM_H7v3\",\"outputId\":\"84bd7005-f217-4414-8a4c-aa250fa00a31\"},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"Ukuran data sebelum drop duplicate : (260601, 40)\\n\",\"Ukuran data setelah drop duplicate : (260601, 40)\\n\"]}],\"source\":[\"print('Ukuran data sebelum drop duplicate :', train.shape)\\n\",\"train = train.drop_duplicates(subset='building_id', keep='last')\\n\",\"print('Ukuran data setelah drop duplicate :', train.shape)\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"2_Byl4BEIV5P\"},\"source\":[\"Tidak ada data yang kembar pada kolom **`building_id`**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"pYPjcqRbI5ru\"},\"source\":[\"**Training Data Columns and Info**\"]},{\"cell_type\":\"code\",\"execution_count\":158,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:02.989975Z\",\"start_time\":\"2021-09-12T08:26:02.983456Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"I_Q7tTcWHOh0\",\"outputId\":\"b2327e5a-b589-477f-a017-9c1a4559d386\"},\"outputs\":[{\"data\":{\"text/plain\":[\"Index(['building_id', 'geo_level_1_id', 'geo_level_2_id', 'geo_level_3_id',\\n\",\" 'count_floors_pre_eq', 'age', 'area_percentage', 'height_percentage',\\n\",\" 'land_surface_condition', 'foundation_type', 'roof_type',\\n\",\" 'ground_floor_type', 'other_floor_type', 'position',\\n\",\" 'plan_configuration', 'has_superstructure_adobe_mud',\\n\",\" 'has_superstructure_mud_mortar_stone', 'has_superstructure_stone_flag',\\n\",\" 'has_superstructure_cement_mortar_stone',\\n\",\" 'has_superstructure_mud_mortar_brick',\\n\",\" 'has_superstructure_cement_mortar_brick', 'has_superstructure_timber',\\n\",\" 'has_superstructure_bamboo', 'has_superstructure_rc_non_engineered',\\n\",\" 'has_superstructure_rc_engineered', 'has_superstructure_other',\\n\",\" 'legal_ownership_status', 'count_families', 'has_secondary_use',\\n\",\" 'has_secondary_use_agriculture', 'has_secondary_use_hotel',\\n\",\" 'has_secondary_use_rental', 'has_secondary_use_institution',\\n\",\" 'has_secondary_use_school', 'has_secondary_use_industry',\\n\",\" 'has_secondary_use_health_post', 'has_secondary_use_gov_office',\\n\",\" 'has_secondary_use_use_police', 'has_secondary_use_other',\\n\",\" 'damage_grade'],\\n\",\" dtype='object')\"]},\"execution_count\":158,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train.columns\"]},{\"cell_type\":\"code\",\"execution_count\":159,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:03.209558Z\",\"start_time\":\"2021-09-12T08:26:02.992980Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"-98mWVwdGFeE\",\"outputId\":\"9001bcc1-4b3f-4c74-9f98-933128ec9abc\"},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"\\n\",\"Int64Index: 260601 entries, 0 to 260600\\n\",\"Data columns (total 40 columns):\\n\",\" # Column Non-Null Count Dtype \\n\",\"--- ------ -------------- ----- \\n\",\" 0 building_id 260601 non-null int64 \\n\",\" 1 geo_level_1_id 260601 non-null int64 \\n\",\" 2 geo_level_2_id 260601 non-null int64 \\n\",\" 3 geo_level_3_id 260601 non-null int64 \\n\",\" 4 count_floors_pre_eq 260601 non-null int64 \\n\",\" 5 age 260601 non-null int64 \\n\",\" 6 area_percentage 260601 non-null int64 \\n\",\" 7 height_percentage 260601 non-null int64 \\n\",\" 8 land_surface_condition 260601 non-null object\\n\",\" 9 foundation_type 260601 non-null object\\n\",\" 10 roof_type 260601 non-null object\\n\",\" 11 ground_floor_type 260601 non-null object\\n\",\" 12 other_floor_type 260601 non-null object\\n\",\" 13 position 260601 non-null object\\n\",\" 14 plan_configuration 260601 non-null object\\n\",\" 15 has_superstructure_adobe_mud 260601 non-null int64 \\n\",\" 16 has_superstructure_mud_mortar_stone 260601 non-null int64 \\n\",\" 17 has_superstructure_stone_flag 260601 non-null int64 \\n\",\" 18 has_superstructure_cement_mortar_stone 260601 non-null int64 \\n\",\" 19 has_superstructure_mud_mortar_brick 260601 non-null int64 \\n\",\" 20 has_superstructure_cement_mortar_brick 260601 non-null int64 \\n\",\" 21 has_superstructure_timber 260601 non-null int64 \\n\",\" 22 has_superstructure_bamboo 260601 non-null int64 \\n\",\" 23 has_superstructure_rc_non_engineered 260601 non-null int64 \\n\",\" 24 has_superstructure_rc_engineered 260601 non-null int64 \\n\",\" 25 has_superstructure_other 260601 non-null int64 \\n\",\" 26 legal_ownership_status 260601 non-null object\\n\",\" 27 count_families 260601 non-null int64 \\n\",\" 28 has_secondary_use 260601 non-null int64 \\n\",\" 29 has_secondary_use_agriculture 260601 non-null int64 \\n\",\" 30 has_secondary_use_hotel 260601 non-null int64 \\n\",\" 31 has_secondary_use_rental 260601 non-null int64 \\n\",\" 32 has_secondary_use_institution 260601 non-null int64 \\n\",\" 33 has_secondary_use_school 260601 non-null int64 \\n\",\" 34 has_secondary_use_industry 260601 non-null int64 \\n\",\" 35 has_secondary_use_health_post 260601 non-null int64 \\n\",\" 36 has_secondary_use_gov_office 260601 non-null int64 \\n\",\" 37 has_secondary_use_use_police 260601 non-null int64 \\n\",\" 38 has_secondary_use_other 260601 non-null int64 \\n\",\" 39 damage_grade 260601 non-null int64 \\n\",\"dtypes: int64(32), object(8)\\n\",\"memory usage: 81.5+ MB\\n\"]}],\"source\":[\"train.info()\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Terdapat 32 kolom pada data yang bertipe integer dan 8 kolom yang bertipe object.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"frt_0OnKSY14\"},\"source\":[\"**Kolom Tipe Numerik**\"]},{\"cell_type\":\"code\",\"execution_count\":160,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:03.255178Z\",\"start_time\":\"2021-09-12T08:26:03.212565Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"BZsz-S3wSb0G\",\"outputId\":\"b8210a00-f254-4fec-a185-ac3d86ea4b69\"},\"outputs\":[{\"data\":{\"text/plain\":[\"Index(['building_id', 'geo_level_1_id', 'geo_level_2_id', 'geo_level_3_id',\\n\",\" 'count_floors_pre_eq', 'age', 'area_percentage', 'height_percentage',\\n\",\" 'has_superstructure_adobe_mud', 'has_superstructure_mud_mortar_stone',\\n\",\" 'has_superstructure_stone_flag',\\n\",\" 'has_superstructure_cement_mortar_stone',\\n\",\" 'has_superstructure_mud_mortar_brick',\\n\",\" 'has_superstructure_cement_mortar_brick', 'has_superstructure_timber',\\n\",\" 'has_superstructure_bamboo', 'has_superstructure_rc_non_engineered',\\n\",\" 'has_superstructure_rc_engineered', 'has_superstructure_other',\\n\",\" 'count_families', 'has_secondary_use', 'has_secondary_use_agriculture',\\n\",\" 'has_secondary_use_hotel', 'has_secondary_use_rental',\\n\",\" 'has_secondary_use_institution', 'has_secondary_use_school',\\n\",\" 'has_secondary_use_industry', 'has_secondary_use_health_post',\\n\",\" 'has_secondary_use_gov_office', 'has_secondary_use_use_police',\\n\",\" 'has_secondary_use_other', 'damage_grade'],\\n\",\" dtype='object')\"]},\"execution_count\":160,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train.select_dtypes(include=['int64']).columns\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"tTXosFJGS9Wy\"},\"source\":[\"Kolom Tipe Kategorikal\"]},{\"cell_type\":\"code\",\"execution_count\":161,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:03.373494Z\",\"start_time\":\"2021-09-12T08:26:03.257685Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"IyRL4IcpS_zg\",\"outputId\":\"0d48fa75-6d8b-4ed7-a2a6-d6cd41fd64e8\"},\"outputs\":[{\"data\":{\"text/plain\":[\"Index(['land_surface_condition', 'foundation_type', 'roof_type',\\n\",\" 'ground_floor_type', 'other_floor_type', 'position',\\n\",\" 'plan_configuration', 'legal_ownership_status'],\\n\",\" dtype='object')\"]},\"execution_count\":161,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train.select_dtypes(include=['object']).columns\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"GmG_JR6MqaYU\"},\"source\":[\"**Summary Data**\"]},{\"cell_type\":\"code\",\"execution_count\":162,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:03.949025Z\",\"start_time\":\"2021-09-12T08:26:03.376001Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":317},\"id\":\"9zpvJs_EqdwJ\",\"outputId\":\"0da7e072-7d2d-4ef3-ca8a-b272b2ad4406\"},\"outputs\":[{\"data\":{\"text/html\":[\"
\\n\",\"\\n\",\"\\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\"
building_idgeo_level_1_idgeo_level_2_idgeo_level_3_idcount_floors_pre_eqagearea_percentageheight_percentagehas_superstructure_adobe_mudhas_superstructure_mud_mortar_stone...has_secondary_use_hotelhas_secondary_use_rentalhas_secondary_use_institutionhas_secondary_use_schoolhas_secondary_use_industryhas_secondary_use_health_posthas_secondary_use_gov_officehas_secondary_use_use_policehas_secondary_use_otherdamage_grade
count2.606010e+05260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000...260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000
mean5.256755e+0513.900353701.0746856257.8761482.12972326.5350298.0180515.4343650.0886450.761935...0.0336260.0081010.0009400.0003610.0010710.0001880.0001460.0000880.0051192.238272
std3.045450e+058.033617412.7107343646.3696450.72766573.5659374.3922311.9184180.2842310.425900...0.1802650.0896380.0306470.0189890.0327030.0137110.0120750.0093940.0713640.611814
min4.000000e+000.0000000.0000000.0000001.0000000.0000001.0000002.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000001.000000
25%2.611900e+057.000000350.0000003073.0000002.00000010.0000005.0000004.0000000.0000001.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000002.000000
50%5.257570e+0512.000000702.0000006270.0000002.00000015.0000007.0000005.0000000.0000001.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000002.000000
75%7.897620e+0521.0000001050.0000009412.0000002.00000030.0000009.0000006.0000000.0000001.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000003.000000
max1.052934e+0630.0000001427.00000012567.0000009.000000995.000000100.00000032.0000001.0000001.000000...1.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000003.000000
\\n\",\"

8 rows × 32 columns

\\n\",\"
\"],\"text/plain\":[\" building_id geo_level_1_id geo_level_2_id geo_level_3_id \\\\\\n\",\"count 2.606010e+05 260601.000000 260601.000000 260601.000000 \\n\",\"mean 5.256755e+05 13.900353 701.074685 6257.876148 \\n\",\"std 3.045450e+05 8.033617 412.710734 3646.369645 \\n\",\"min 4.000000e+00 0.000000 0.000000 0.000000 \\n\",\"25% 2.611900e+05 7.000000 350.000000 3073.000000 \\n\",\"50% 5.257570e+05 12.000000 702.000000 6270.000000 \\n\",\"75% 7.897620e+05 21.000000 1050.000000 9412.000000 \\n\",\"max 1.052934e+06 30.000000 1427.000000 12567.000000 \\n\",\"\\n\",\" count_floors_pre_eq age area_percentage height_percentage \\\\\\n\",\"count 260601.000000 260601.000000 260601.000000 260601.000000 \\n\",\"mean 2.129723 26.535029 8.018051 5.434365 \\n\",\"std 0.727665 73.565937 4.392231 1.918418 \\n\",\"min 1.000000 0.000000 1.000000 2.000000 \\n\",\"25% 2.000000 10.000000 5.000000 4.000000 \\n\",\"50% 2.000000 15.000000 7.000000 5.000000 \\n\",\"75% 2.000000 30.000000 9.000000 6.000000 \\n\",\"max 9.000000 995.000000 100.000000 32.000000 \\n\",\"\\n\",\" has_superstructure_adobe_mud has_superstructure_mud_mortar_stone ... \\\\\\n\",\"count 260601.000000 260601.000000 ... \\n\",\"mean 0.088645 0.761935 ... \\n\",\"std 0.284231 0.425900 ... \\n\",\"min 0.000000 0.000000 ... \\n\",\"25% 0.000000 1.000000 ... \\n\",\"50% 0.000000 1.000000 ... \\n\",\"75% 0.000000 1.000000 ... \\n\",\"max 1.000000 1.000000 ... \\n\",\"\\n\",\" has_secondary_use_hotel has_secondary_use_rental \\\\\\n\",\"count 260601.000000 260601.000000 \\n\",\"mean 0.033626 0.008101 \\n\",\"std 0.180265 0.089638 \\n\",\"min 0.000000 0.000000 \\n\",\"25% 0.000000 0.000000 \\n\",\"50% 0.000000 0.000000 \\n\",\"75% 0.000000 0.000000 \\n\",\"max 1.000000 1.000000 \\n\",\"\\n\",\" has_secondary_use_institution has_secondary_use_school \\\\\\n\",\"count 260601.000000 260601.000000 \\n\",\"mean 0.000940 0.000361 \\n\",\"std 0.030647 0.018989 \\n\",\"min 0.000000 0.000000 \\n\",\"25% 0.000000 0.000000 \\n\",\"50% 0.000000 0.000000 \\n\",\"75% 0.000000 0.000000 \\n\",\"max 1.000000 1.000000 \\n\",\"\\n\",\" has_secondary_use_industry has_secondary_use_health_post \\\\\\n\",\"count 260601.000000 260601.000000 \\n\",\"mean 0.001071 0.000188 \\n\",\"std 0.032703 0.013711 \\n\",\"min 0.000000 0.000000 \\n\",\"25% 0.000000 0.000000 \\n\",\"50% 0.000000 0.000000 \\n\",\"75% 0.000000 0.000000 \\n\",\"max 1.000000 1.000000 \\n\",\"\\n\",\" has_secondary_use_gov_office has_secondary_use_use_police \\\\\\n\",\"count 260601.000000 260601.000000 \\n\",\"mean 0.000146 0.000088 \\n\",\"std 0.012075 0.009394 \\n\",\"min 0.000000 0.000000 \\n\",\"25% 0.000000 0.000000 \\n\",\"50% 0.000000 0.000000 \\n\",\"75% 0.000000 0.000000 \\n\",\"max 1.000000 1.000000 \\n\",\"\\n\",\" has_secondary_use_other damage_grade \\n\",\"count 260601.000000 260601.000000 \\n\",\"mean 0.005119 2.238272 \\n\",\"std 0.071364 0.611814 \\n\",\"min 0.000000 1.000000 \\n\",\"25% 0.000000 2.000000 \\n\",\"50% 0.000000 2.000000 \\n\",\"75% 0.000000 3.000000 \\n\",\"max 1.000000 3.000000 \\n\",\"\\n\",\"[8 rows x 32 columns]\"]},\"execution_count\":162,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train.describe()\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Berdasarkan statistika deskriptif di atas, terlihat untuk rataan jumlah lantai bangunan adalah 2 lantai. Rata-rata umur bangunan adalah 26.53 tahun dan memiliki bangunan yang berumur sangat tua yaitu 995 tahun. Bangunan yang sangat tua ini dapat memengaruhi nilai rataan umur bangunan. Untuk rataan luas dan tinggi bangunan yaitu 8.01 $m^2$ untuk luas bangunan dan 5.43 $m$ untuk tinggi bangunan.\"]},{\"cell_type\":\"code\",\"execution_count\":163,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:04.582208Z\",\"start_time\":\"2021-09-12T08:26:03.951530Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":410},\"id\":\"F74bA-_jqqPB\",\"outputId\":\"8f91333d-a6b4-4e8e-b719-3f5b9076e166\"},\"outputs\":[{\"data\":{\"text/html\":[\"
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building_idgeo_level_1_idgeo_level_2_idgeo_level_3_idcount_floors_pre_eqagearea_percentageheight_percentageland_surface_conditionfoundation_type...has_secondary_use_hotelhas_secondary_use_rentalhas_secondary_use_institutionhas_secondary_use_schoolhas_secondary_use_industryhas_secondary_use_health_posthas_secondary_use_gov_officehas_secondary_use_use_policehas_secondary_use_otherdamage_grade
count2.606010e+05260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601260601...260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000260601.000000
uniqueNaNNaNNaNNaNNaNNaNNaNNaN35...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
topNaNNaNNaNNaNNaNNaNNaNNaNtr...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
freqNaNNaNNaNNaNNaNNaNNaNNaN216757219196...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
mean5.256755e+0513.900353701.0746856257.8761482.12972326.5350298.0180515.434365NaNNaN...0.0336260.0081010.0009400.0003610.0010710.0001880.0001460.0000880.0051192.238272
std3.045450e+058.033617412.7107343646.3696450.72766573.5659374.3922311.918418NaNNaN...0.1802650.0896380.0306470.0189890.0327030.0137110.0120750.0093940.0713640.611814
min4.000000e+000.0000000.0000000.0000001.0000000.0000001.0000002.000000NaNNaN...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000001.000000
25%2.611900e+057.000000350.0000003073.0000002.00000010.0000005.0000004.000000NaNNaN...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000002.000000
50%5.257570e+0512.000000702.0000006270.0000002.00000015.0000007.0000005.000000NaNNaN...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000002.000000
75%7.897620e+0521.0000001050.0000009412.0000002.00000030.0000009.0000006.000000NaNNaN...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000003.000000
max1.052934e+0630.0000001427.00000012567.0000009.000000995.000000100.00000032.000000NaNNaN...1.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000003.000000
\\n\",\"

11 rows × 40 columns

\\n\",\"
\"],\"text/plain\":[\" building_id geo_level_1_id geo_level_2_id geo_level_3_id \\\\\\n\",\"count 2.606010e+05 260601.000000 260601.000000 260601.000000 \\n\",\"unique NaN NaN NaN NaN \\n\",\"top NaN NaN NaN NaN \\n\",\"freq NaN NaN NaN NaN \\n\",\"mean 5.256755e+05 13.900353 701.074685 6257.876148 \\n\",\"std 3.045450e+05 8.033617 412.710734 3646.369645 \\n\",\"min 4.000000e+00 0.000000 0.000000 0.000000 \\n\",\"25% 2.611900e+05 7.000000 350.000000 3073.000000 \\n\",\"50% 5.257570e+05 12.000000 702.000000 6270.000000 \\n\",\"75% 7.897620e+05 21.000000 1050.000000 9412.000000 \\n\",\"max 1.052934e+06 30.000000 1427.000000 12567.000000 \\n\",\"\\n\",\" count_floors_pre_eq age area_percentage \\\\\\n\",\"count 260601.000000 260601.000000 260601.000000 \\n\",\"unique NaN NaN NaN \\n\",\"top NaN NaN NaN \\n\",\"freq NaN NaN NaN \\n\",\"mean 2.129723 26.535029 8.018051 \\n\",\"std 0.727665 73.565937 4.392231 \\n\",\"min 1.000000 0.000000 1.000000 \\n\",\"25% 2.000000 10.000000 5.000000 \\n\",\"50% 2.000000 15.000000 7.000000 \\n\",\"75% 2.000000 30.000000 9.000000 \\n\",\"max 9.000000 995.000000 100.000000 \\n\",\"\\n\",\" height_percentage land_surface_condition foundation_type ... \\\\\\n\",\"count 260601.000000 260601 260601 ... \\n\",\"unique NaN 3 5 ... \\n\",\"top NaN t r ... \\n\",\"freq NaN 216757 219196 ... \\n\",\"mean 5.434365 NaN NaN ... \\n\",\"std 1.918418 NaN NaN ... \\n\",\"min 2.000000 NaN NaN ... \\n\",\"25% 4.000000 NaN NaN ... \\n\",\"50% 5.000000 NaN NaN ... \\n\",\"75% 6.000000 NaN NaN ... \\n\",\"max 32.000000 NaN NaN ... \\n\",\"\\n\",\" has_secondary_use_hotel has_secondary_use_rental \\\\\\n\",\"count 260601.000000 260601.000000 \\n\",\"unique NaN NaN \\n\",\"top NaN NaN \\n\",\"freq NaN NaN \\n\",\"mean 0.033626 0.008101 \\n\",\"std 0.180265 0.089638 \\n\",\"min 0.000000 0.000000 \\n\",\"25% 0.000000 0.000000 \\n\",\"50% 0.000000 0.000000 \\n\",\"75% 0.000000 0.000000 \\n\",\"max 1.000000 1.000000 \\n\",\"\\n\",\" has_secondary_use_institution has_secondary_use_school \\\\\\n\",\"count 260601.000000 260601.000000 \\n\",\"unique NaN NaN \\n\",\"top NaN NaN \\n\",\"freq NaN NaN \\n\",\"mean 0.000940 0.000361 \\n\",\"std 0.030647 0.018989 \\n\",\"min 0.000000 0.000000 \\n\",\"25% 0.000000 0.000000 \\n\",\"50% 0.000000 0.000000 \\n\",\"75% 0.000000 0.000000 \\n\",\"max 1.000000 1.000000 \\n\",\"\\n\",\" has_secondary_use_industry has_secondary_use_health_post \\\\\\n\",\"count 260601.000000 260601.000000 \\n\",\"unique NaN NaN \\n\",\"top NaN NaN \\n\",\"freq NaN NaN \\n\",\"mean 0.001071 0.000188 \\n\",\"std 0.032703 0.013711 \\n\",\"min 0.000000 0.000000 \\n\",\"25% 0.000000 0.000000 \\n\",\"50% 0.000000 0.000000 \\n\",\"75% 0.000000 0.000000 \\n\",\"max 1.000000 1.000000 \\n\",\"\\n\",\" has_secondary_use_gov_office has_secondary_use_use_police \\\\\\n\",\"count 260601.000000 260601.000000 \\n\",\"unique NaN NaN \\n\",\"top NaN NaN \\n\",\"freq NaN NaN \\n\",\"mean 0.000146 0.000088 \\n\",\"std 0.012075 0.009394 \\n\",\"min 0.000000 0.000000 \\n\",\"25% 0.000000 0.000000 \\n\",\"50% 0.000000 0.000000 \\n\",\"75% 0.000000 0.000000 \\n\",\"max 1.000000 1.000000 \\n\",\"\\n\",\" has_secondary_use_other damage_grade \\n\",\"count 260601.000000 260601.000000 \\n\",\"unique NaN NaN \\n\",\"top NaN NaN \\n\",\"freq NaN NaN \\n\",\"mean 0.005119 2.238272 \\n\",\"std 0.071364 0.611814 \\n\",\"min 0.000000 1.000000 \\n\",\"25% 0.000000 2.000000 \\n\",\"50% 0.000000 2.000000 \\n\",\"75% 0.000000 3.000000 \\n\",\"max 1.000000 3.000000 \\n\",\"\\n\",\"[11 rows x 40 columns]\"]},\"execution_count\":163,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train.describe(include='all')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"wUldN1Q1T6eP\"},\"source\":[\"# **Exploratory Data Analysis**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"tDShZVmER1Tq\"},\"source\":[\"## **Plot Label Data**\"]},{\"cell_type\":\"code\",\"execution_count\":164,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:04.627328Z\",\"start_time\":\"2021-09-12T08:26:04.584714Z\"},\"id\":\"PFpGFzenGJzd\"},\"outputs\":[],\"source\":[\"train['damage_grade'] = train['damage_grade'].astype('category')\"]},{\"cell_type\":\"code\",\"execution_count\":165,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:04.692501Z\",\"start_time\":\"2021-09-12T08:26:04.631341Z\"},\"id\":\"lwdA-gaJR-1e\"},\"outputs\":[],\"source\":[\"train['damage_grade'] = train['damage_grade'].replace({1:'Low', 2:'Medium', 3:'High'})\"]},{\"cell_type\":\"code\",\"execution_count\":166,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:04.882610Z\",\"start_time\":\"2021-09-12T08:26:04.694506Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"pP82JaUlTqKf\",\"outputId\":\"ef96fb0c-2996-4de7-8507-00a700037f26\"},\"outputs\":[{\"data\":{\"text/plain\":[\"array(['High', 'Medium', 'Low'], dtype=object)\"]},\"execution_count\":166,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['damage_grade'].unique()\"]},{\"cell_type\":\"code\",\"execution_count\":167,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:04.983880Z\",\"start_time\":\"2021-09-12T08:26:04.885118Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"EWYQwz_zT1oY\",\"outputId\":\"96f1a55b-c3b5-4648-d18c-bf03d356ab23\"},\"outputs\":[{\"data\":{\"text/plain\":[\"Medium 148259\\n\",\"High 87218\\n\",\"Low 25124\\n\",\"Name: damage_grade, dtype: int64\"]},\"execution_count\":167,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['damage_grade'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":168,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:05.509780Z\",\"start_time\":\"2021-09-12T08:26:04.986387Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":509},\"id\":\"ZF6Q1hWqUYqa\",\"outputId\":\"a03012db-e2b7-49bd-cdd4-ac490c0fe29e\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(7,7))\\n\",\"\\n\",\"sns.set_theme()\\n\",\"sns.countplot(train['damage_grade'], order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Damage Grade', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Count of Damage Grade', fontsize=15)\\n\",\"plt.tight_layout()\\n\",\"plt.show()\"]},{\"cell_type\":\"code\",\"execution_count\":169,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:05.847137Z\",\"start_time\":\"2021-09-12T08:26:05.512286Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"PDTXX3RIWaUB\",\"outputId\":\"6da92aaa-0080-409d-ef65-3126177c61a5\"},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"Jumlah Bangunan dengan tingkat kerusakan rendah : 25124\\n\",\"Jumlah Bangunan dengan tingkat kerusakan menengah : 148259\\n\",\"Jumlah Bangunan dengan tingkat kerusakan tinggi : 87218\\n\",\"\\n\",\"Persentase Bangunan dengan tingkat kerusakan rendah : 9.64%\\n\",\"Persentase Bangunan dengan tingkat kerusakan menengah : 56.89%\\n\",\"Persentase Bangunan dengan tingkat kerusakan tinggi : 33.47%\\n\"]}],\"source\":[\"print('Jumlah Bangunan dengan tingkat kerusakan rendah : {}'.format(sum(train['damage_grade']=='Low')))\\n\",\"print('Jumlah Bangunan dengan tingkat kerusakan menengah : {}'.format(sum(train['damage_grade']=='Medium')))\\n\",\"print('Jumlah Bangunan dengan tingkat kerusakan tinggi : {}'.format(sum(train['damage_grade']=='High')))\\n\",\"print('')\\n\",\"print('Persentase Bangunan dengan tingkat kerusakan rendah : {:.2f}%'.format(sum(train['damage_grade']=='Low')/train.shape[0]*100))\\n\",\"print('Persentase Bangunan dengan tingkat kerusakan menengah : {:.2f}%'.format(sum(train['damage_grade']=='Medium')/train.shape[0]*100))\\n\",\"print('Persentase Bangunan dengan tingkat kerusakan tinggi : {:.2f}%'.format(sum(train['damage_grade']=='High')/train.shape[0]*100))\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"kh577I2eYDXR\"},\"source\":[\"Berdasarkan gambar di atas, terlihat bahwa jumlah bangunan dengan tingkat kerusakan menengah adalah yang paling banyak yaitu sebesar 56.89% diikuti oleh bangunan dengan tingkat kerusakan tinggi sebesar 33.47% dan terakhir bangunan dengan tingkat kerusakan rendah sebesar 9.64%.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"PEW1csxjku6D\"},\"source\":[\"## **Check Between Feature and Label**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"yQY3K6VopGIW\"},\"source\":[\"## **Univariate Analysis**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"vAlDxTT7k_Rp\"},\"source\":[\"## **Geo Level and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":170,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:05.855622Z\",\"start_time\":\"2021-09-12T08:26:05.849605Z\"},\"id\":\"sV9f7sCMUl1X\"},\"outputs\":[],\"source\":[\"def plot_box(data, col_y, y_label, title, col_x = 'damage_grade', x_label = 'Damage Grade'):\\n\",\" plt.figure(figsize=(7,7))\\n\",\" sns.set_theme()\\n\",\" sns.boxplot(data[col_x], data[col_y], order=['Low', 'Medium', 'High'])\\n\",\" plt.xlabel(x_label, fontsize=12)\\n\",\" plt.ylabel(y_label, fontsize=12)\\n\",\" plt.title(title, fontsize=14)\\n\",\" plt.show()\"]},{\"cell_type\":\"code\",\"execution_count\":171,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:06.227219Z\",\"start_time\":\"2021-09-12T08:26:05.862137Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":465},\"id\":\"agYqE_1cmUpa\",\"outputId\":\"3d8ea108-2cfe-4ec4-a180-f37d3523361a\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plot_box(train, 'geo_level_1_id', 'Geo Level 1','Damage Grade Per Geographic Region for Geo Level 1')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"W-Gdp634t-fz\"},\"source\":[\"Berdasarkan gambar di atas, bangunan yang berada pada tingkat geografis level 1 memiliki tingkat kerusakan rendah, menengah, dan tinggi. Pada tingkat geografis 1, sebanyak 75% bangunan yang mengalami tingkat kerusakan rendah berada pada tingkat geografis level 1 pada nilai 9 hingga 26, nilai 6 hingga 21 untuk tingkat kerusakan menengah, dan nilai 8 hingga 18 untuk tingkat kerusakan tinggi. Dikarenakan tingkat geografis level 1 adalah yang paling luas dibandingkan tingkat geografis yang lain, terlihat bahwa bangunan yang berada pada tingkat geografis level 1 pada nilai 8 hingga 18 lebih mengalami kerusakan dibandingkan pada nilai lainnya.\"]},{\"cell_type\":\"code\",\"execution_count\":172,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:06.491924Z\",\"start_time\":\"2021-09-12T08:26:06.230228Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":465},\"id\":\"PwVB42KPm_Zs\",\"outputId\":\"25b0f4c2-d036-49aa-9ef4-2675e7d00aa8\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plot_box(train, 'geo_level_2_id', 'Geo Level 2','Damage Grade Per Geographic Region for Geo Level 2')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"CkznOqH_v-kh\"},\"source\":[\"Berdasarkan gambar di atas, bangunan yang berada pada tingkat geografis level 2 memiliki tingkat kerusakan rendah, menengah, dan tinggi. Pada tingkat geografis 2, sebanyak 75% bangunan yang mengalami tingkat kerusakan rendah berada pada tingkat geografis level 2 pada nilai 200 hingga 1100, nilai 350 hingga 1100 untuk tingkat kerusakan menengah, dan nilai 350 hingga 1100 untuk tingkat kerusakan tinggi. Dikarenakan tingkat geografis level 2 adalah tingkat geografis yang lebih sempit dibandingkan tingkat geografis 1, terlihat bahwa persebaran kerusaan bangunan yang berada pada tingkat geografis level 2 lebih mirip untuk ketiga tingkat kerusakan. \"]},{\"cell_type\":\"code\",\"execution_count\":173,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:06.743130Z\",\"start_time\":\"2021-09-12T08:26:06.493928Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":465},\"id\":\"-W8weXNInivJ\",\"outputId\":\"9503b68b-21d7-4667-b402-e8ee1d7f86a4\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plot_box(train, 'geo_level_3_id', 'Geo Level 3','Damage Grade Per Geographic Region for Geo Level 3')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"2HRnkfvxwJwk\"},\"source\":[\"Berdasarkan gambar di atas, bangunan yang berada pada tingkat geografis level 2 memiliki tingkat kerusakan rendah, menengah, dan tinggi. Dikarenakan tingkat geografis level 3 adalah tingkat geografis yang lebih sempit dibandingkan tingkat geografis lainnya, bangunan pada tingkat geografis 3 memiliki tingkat kerusakan yang hampir sama pada semua nilainya.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"3UfyM9ICyI7c\"},\"source\":[\"## **Number of Floor and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":174,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:06.754124Z\",\"start_time\":\"2021-09-12T08:26:06.745598Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"z_CFtoaHyf90\",\"outputId\":\"9ce8836c-ee38-43aa-aa86-5f44e2baa4f1\"},\"outputs\":[{\"data\":{\"text/plain\":[\"2 156623\\n\",\"3 55617\\n\",\"1 40441\\n\",\"4 5424\\n\",\"5 2246\\n\",\"6 209\\n\",\"7 39\\n\",\"8 1\\n\",\"9 1\\n\",\"Name: count_floors_pre_eq, dtype: int64\"]},\"execution_count\":174,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['count_floors_pre_eq'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":175,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:07.253605Z\",\"start_time\":\"2021-09-12T08:26:06.756629Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":520},\"id\":\"t2PdyomXyO_L\",\"outputId\":\"3c33b1bb-bbb1-41ea-d4d4-f134f5967e38\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(12,8))\\n\",\"\\n\",\"sns.countplot(train['count_floors_pre_eq'], hue=train['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Number of Floor', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Number of Floor Before Earthquake', fontsize=15)\\n\",\"plt.legend(loc='upper right')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"Q3bvY01xblo6\"},\"source\":[\"Bangunan di Nepal yang mengalami kerusakan akibat gempa mempunyai jumlah lantai yang beragam dimulai dari bangunan dengan 1 lantai hingga 9 lantai. Adapun 3 jenis bangunan berdasarkan jumlah lantainya adalah bangunan 2 lantai, kemudian diikuti dengan 3 lantai dan 1 lantai. Diamati bahwa untuk bangunan yang memiliki 2 lantai mangalami tingkat kerusakan menengah, kemudian diikuti dengan tingkat kerusakan tinggi dan tingkat kerusakan rendah. Hal ini juga berlaku untuk bangunan yang memiliki 3 lantai dan 1 lantai.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"buBFrgbV1RWJ\"},\"source\":[\"## **Age and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":176,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:08.090368Z\",\"start_time\":\"2021-09-12T08:26:07.255109Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":520},\"id\":\"OY6zUp201Uai\",\"outputId\":\"d608c9ef-ea2e-4b60-a67c-c10916b20190\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,8))\\n\",\"\\n\",\"sns.countplot(train['age'], hue=train['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Age', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Age of Building', fontsize=15)\\n\",\"plt.legend(loc='upper right')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"rcN1ElDR2YTR\"},\"source\":[\"Pada gambar di atas, terlihat bahwa persebaran umur bangunan adalah pada rentang 0-200 tahun kemudian dilanjut dengan umur bangunan lebih dari 950 tahun. Oleh karena itu, akan dibagi plot di atas ke dalam 4 buah segmen yaitu pada range 0-50 tahun, 51-100 tahun, 101-150 tahun, dan lebih dari 150 tahun.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"zVKeMyUw3N6G\"},\"source\":[\"**Segment 1 (0 to 50 years old building)**\"]},{\"cell_type\":\"code\",\"execution_count\":177,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:08.581172Z\",\"start_time\":\"2021-09-12T08:26:08.093337Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":520},\"id\":\"Uqn6eeI63tcP\",\"outputId\":\"f7e31081-1054-467d-ce54-81860f65cf8d\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,8))\\n\",\"\\n\",\"segment_1_age = train[train['age']<=50]\\n\",\"sns.countplot(segment_1_age['age'], hue=segment_1_age['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Age', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Damage grade to building with less than equal 50 years old', fontsize=15)\\n\",\"plt.legend(loc='upper right')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"J-UsPt8891Bt\"},\"source\":[\"Berdasarkan gambar di atas, terlihat bahwa pada umur bangunan antara 0 hingga 50 tahun, tingkat kerusakan bangunan paling banyak adalah tingkat kerusakan sedang. Pada umur bangunan antara 0 hingga 40 tahun terlihat bangunan dengan tingkat kerusakan ringan mengalami penurunan.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"Tzmc4f9E4R5m\"},\"source\":[\"**Segment 2 (51 to 100 years old building)**\"]},{\"cell_type\":\"code\",\"execution_count\":178,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:08.953632Z\",\"start_time\":\"2021-09-12T08:26:08.583641Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":520},\"id\":\"TpUZHVLz4XTq\",\"outputId\":\"a21f275c-b512-4def-ca1b-5f267a7bb7df\"},\"outputs\":[{\"data\":{\"image/png\":\"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c9/PsnbgVJtbW3GjBmTjo6Ogc/btWvXu87hBAAAAEPVaR+tS21dfdnX7evpzlu7e8q+LpQ9aPrlL3+Za665JnfddVcmT56c5O1gacWKFZk0aVJOPvnkPPTQQ/nCF76QsWPHpr6+Pu3t7ZkwYULWrVuX5ubmcpcMAAAAR6S2rj7tKxeXfd0JN34riaCJ8it70PT3f//36e7uzp133jlw7PLLL8/VV1+defPmpa+vL9OnT8/s2bOTJKtWrcry5cvT1dWVcePGZeHCheUuGQAAAIDDUPagafny5Vm+fPmgH1uwYMG7jjU1NaWtre1YlwUAAADAUTqh0gUAAAAAMDwImgAAAAAohKAJAAAAgEIImgAAAAAohKAJAAAAgEIImgAAAAAohKAJAAAAgELUVroAAIBjraevNw0No8u+bndPT/bs7i77ugAAlSJoAgCGvbraEbny3uvKvu59i76RRNAEABw/bJ0DAAAAoBCCJgAAAAAKIWgCAAAAoBDO0QQAAADDTCUuhOEiGCSCJgAAABh2KnEhDBfBILF1DgAAAICCCJoAAAAAKISgCQAAAIBCCJoAAAAAKISgCQAAAIBCCJoAAAAAKISgCQAAAIBCCJoAAAAAKISgCQAAAIBCCJoAAAAAKISgCQAAAIBCCJoAAAAAKISgCQAAAIBCCJoAAAAAKERtpQuAIow+5aScVD+i0mUAAADAcU3QxLBwUv2IzL/xgbKv++2VC8q+JgAAAAxVts4BAAAAUAhBEwAAAACFEDQBAAAAUAhBEwAAAACFcDLw/+OqZQAAAABHR9D0f1y1DAAAAODo2DoHAAAAQCG8owmAI2bbMQAA8JsETQAcMduOoTKEvADAUCVoAgCoMkJeAGCoqoqg6Yknnsjf/M3fpK+vL1dccUUWLPAiB4YTf5kHAAAYHoZ80LRz587cddddeeSRR1JXV5fLL788n/vc5/Jbv/VblS4NKEgl/jLvr/IAwJHwB7LqpXfVTf+qx5APmjZt2pRJkybl1FNPTZJ8/vOfz/r167N06dLD+vwTTqg57LU+dtpHjqjGo1V3yhkVWfdjo06vyLofpicfxvHUv+HWu6Qy/TN7xTieZi+pTP+OVe9GjapPfYVesPndefTMXnkci/6ZvfI4VrN3Uv2IfPmOx47Jv/1eVt90qdkrQCV6lxx//RtOs5dUrn9DefY+6DE1pVKpVFRBx8Lf/d3fZd++fVm2bFmS5OGHH85LL72Ur3/96xWuDAAAAIDfdEKlC/gg/f39qan5/7SsVCodch8AAACAoWHIB01jxoxJR0fHwP2Ojo40NjZWsCIAAAAABjPkg6bf//3fz3PPPZc333wz+/fvz1NPPZXm5uZKlwUAAADAOwz5k4F//OMfz7Jly7Jw4cL09vbmsssuy+/+7u9WuiwAAAAA3mHInwwcAAAAgOow5LfOAQAAAFAdBE0AAAAAFELQBAAAAEAhBE0AAAAAFELQBAAAAEAhaitdAIenpaUlb775Zmpr327ZbbfdlgcffDDt7e0ZOXJkkmTp0qWZNm1aJcvkPWzYsCHf/OY3s3///px33nlZvnx5Nm3alDvuuCPd3d2ZOXNmli1bVukyGcRgvbvpppvMXhV4+OGHs2bNmoH7r7/+ei655JJceOGFZq8KvFf/9u/fb/6qwLp163LPPfckSZqbm/Pnf/7nnveqyGD989xXPe65555897vfTV1dXWbNmpU//dM/NX9VYrDemb2hraurK5dffnn+9m//Np/85Cffc9a2bNmSm2++OXv37s3EiRNz6623DvzfflgqMeT19/eXpkyZUurt7T3k+OzZs0s7d+6sUFUcrl/84helKVOmlH75y1+Wenp6SvPmzSs988wzpalTp5Z+8YtflHp7e0tXXXVV6Zlnnql0qbzDe/XO7FWfn/70p6Vp06aVduzYYfaq0K/798Ybb5i/KrBv377S7/3e75XeeOONUm9vb+myyy4r/eAHPzB7VWKw/v3zP/+z2asSv+5VZ2dnqa+vr7RkyZLSunXrzF8VGKx3Tz75pNkbwv7jP/6jNHv27NK4ceNK27ZtK+3fv/89Z+2iiy4qvfDCC6VSqVS66aabSg888EAlSz/mbJ2rAq+++mqS5KqrrsrFF1+cNWvWZP/+/dmxY0daW1szZ86crF69Ov39/RWulME8/fTTmTVrVsaMGZMRI0bkrrvuysiRI/OpT30qZ555ZmprazNnzpysX7++0qXyDoP1rqmpyexVoa997WtZtmxZtm3bZvaq0K/7N3LkSPNXBQ4ePJj+/v7s378/fX196evry6hRo8xelRisf/X19WavSvz4xz/OlClTMmrUqJx44on5gz/4gzz88MPmrwoM1rt/+Id/MHtD2Nq1a3PLLbeksbExSfLSSy8NOmvbt2/PgQMHMn78+CTJ3Llzh/0MCpqqwJ49ezJ58uTcfffdue+++/Lggw9m3bp1mTRpUlasWJG1a9dm8+bNaWtrq3SpDOLnP/95Dh48mD/5kz/JJZdckm9/+9v51a9+lYaGhoHHNDY2ZufOnRWsksEM1rvu7m6zV2U2bdqUAwcOZObMmWavCv1m/3bt2mX+qsCoUaNy3XXXZebMmZk6dWrGjh1r9qrIYP1raGgwe1Vi3LhxefbZZ/M///M/6e7uzoYNG/Lv//7v5q8KDNa7zs5OszeE/cVf/EUmTpw4cP+9nuveebyhoWHYz6CgqQqce+65WblyZUaPHp3TTz89l112WV599dXcfffdaWxszMiRI9PS0pIf/ehHlS6VQRw8eDDPPfdcVqxYkYceeigvvfRStm3blpqamoHHlEqlQ+4zNAzWu82bN5u9KvPggw9m0aJFSZL+/n6zV2V+s39nnnmm+asCP/nJT/Ld7343P/zhD7Nx48accMIJee2118xelRisf0899ZTZqxKTJ0/O3Llz09LSksWLF2fChAnp6+szf1VgsN6NGDHC7FWR93qdeTy+/hQ0VYHNmzfnueeeG7hfKpWyffv2PPnkk4ccG9YnE6tiH/vYxzJ58uScfvrpOemkk3LhhRdm06ZN6ejoGHhMR0fHwFsuGToG692jjz5q9qpIT09Pnn/++VxwwQVJkjFjxpi9KvLO/m3dutX8VYFnn302kydPzhlnnJG6urrMnTs3//qv/2r2qsRg/du4caPZqxJdXV2ZPn16nnjiidx///2pq6vLZz/7WfNXBQbr3YEDB8xeFXmv15nvPL5r165hP4OCpirQ2dmZlStXpru7O11dXXn00UdzxRVXZMWKFdm9e3d6e3vz0EMPufrAEHX++efn2WefzZ49e3Lw4MFs3LgxM2bMyM9+9rOBrVnf+9730tzcXOlSeYfBenfhhReavSqydevWfPrTn87JJ5+cJPnMZz5j9qrIO/tXKpXMXxVoamrKpk2bsm/fvpRKpWzYsMHsVZHB+jd69GizVyVef/31fOlLX0pfX186OzvT1taW66+/3vxVgcF6d80115i9KvJez3Vjx45NfX192tvbk7x9Zc/hPoPi0Cpw/vnn58UXX8yll16a/v7+zJ8/P5/97Gdz9dVXZ968eenr68v06dMze/bsSpfKID7zmc9k8eLFmT9/fnp7e3Peeedl3rx5Oeuss3Lttdemu7s7U6dOzYwZMypdKu8wWO9aWlpSW1tr9qrEtm3bMmbMmIH79fX1ufPOO81elXhn/5qamjz3VYEpU6bkxz/+cebOnZsRI0bkd37nd3LttdfmvPPOM3tVYLD+/eVf/mXa2trMXhVoamrK9OnTc/HFF+fgwYO58sorM2HCBM99VWCw3vk/X3V5v9eZq1atyvLly9PV1ZVx48Zl4cKFFa722KoplUqlShcBAAAAQPWzdQ4AAACAQgiaAAAAACiEoAkAAACAQgiaAAAAACiEoAkAAACAQgiaAADKoLe3N1OmTMnixYsrXQoAwDEjaAIAKIOnn346TU1Nefnll/Pf//3flS4HAOCYqCmVSqVKFwEAMNy1tLRk1qxZeeWVV9LX15fbbrstSXLPPfekra0tH/nIRzJx4sT84Ac/yIYNG9LT05NVq1bl+eefz8GDB/Pbv/3bWb58eUaNGlXhrwQA4L15RxMAwDH2X//1X3nhhRcyY8aMXHrppVm3bl3eeuutbNy4MY888kja2tryyCOPZO/evQOfc8899+TEE0/MI488kscffzyNjY1ZtWpVBb8KAIAPVlvpAgAAhrvvfOc7Of/883PaaafltNNOyyc/+cmsXbs2HR0dmTFjRk455ZQkyYIFC/Iv//IvSZJnnnkmnZ2d2bRpU5K3z/F0xhlnVOxrAAA4HIImAIBjaN++fVm3bl3q6upywQUXJEm6urqyZs2aXHTRRfnNsxiceOKJA7f7+/vT2tqaqVOnJkn27t2b7u7u8hYPAPAh2ToHAHAMPfHEEzn11FOzcePGbNiwIRs2bMg//dM/Zd++fRk3blyeeuqpdHZ2Jkna2toGPm/KlCl54IEH0tPTk/7+/nz1q1/NX/3VX1XqywAAOCyCJgCAY+g73/lOFi1adMi7lU455ZS0tLTkvvvuyx/+4R/mj/7ojzJ37tx0dnZm5MiRSZIvfelLGTt2bL7whS9k1qxZKZVK+cpXvlKpLwMA4LC46hwAQIX853/+Z1544YUsXLgwSXLvvffmxRdfzF//9V9XuDIAgCMjaAIAqJCurq60trbm1VdfTU1NTT7xiU/k61//ej7+8Y9XujQAgCMiaAIAAACgEM7RBAAAAEAhBE0AAAAAFELQBAAAAEAhBE0AAAAAFELQBAAAAEAh/heQHPHuzkHaxwAAAABJRU5ErkJggg==\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,8))\\n\",\"\\n\",\"segment_2_age = train[(train['age']>50) & (train['age']<=100)]\\n\",\"sns.countplot(segment_2_age['age'], hue=segment_2_age['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Age', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Damage grade to building with age from 51 to 100 years old', fontsize=15)\\n\",\"plt.legend(loc='upper right')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"QQ2aQ4fT-Sbm\"},\"source\":[\"Berdasarkan gambar di atas, terlihat bahwa pada umur bangunan antara 51 hingga 100 tahun, tingkat kerusakan bangunan paling banyak adalah tingkat kerusakan sedang. Pada umur bangunan antara 51 hingga 100, hanya ada sedikit bangunan yang mengalami tingkat kerusakan ringan.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"7QpJOv3e6IE2\"},\"source\":[\"**Segment 3 (101 to 150 years old building)**\"]},{\"cell_type\":\"code\",\"execution_count\":179,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:09.263123Z\",\"start_time\":\"2021-09-12T08:26:08.956131Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":520},\"id\":\"4HvxFUUm6OjT\",\"outputId\":\"ae8efc1a-e5a9-4ac8-a8b1-b41e16841e0f\"},\"outputs\":[{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAABJQAAAHzCAYAAAB2Y0cAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAgAElEQVR4nOzdeXhM5///8Vd2S2JPUCW1RmuJndQaLbFrQ5UotWv7oaqfNtRau5TWrrXVEvRjKRKELrRatdVWYhfE1hKNJbEkkpnfH/1lvoaEOZpMgufjunpdM2fOue/3mZkzMq/e9z0OZrPZLAAAAAAAAMBGjpldAAAAAAAAAJ4sBEoAAAAAAAAwhEAJAAAAAAAAhhAoAQAAAAAAwBACJQAAAAAAABhCoAQAAAAAAABDCJQAAOmmYcOG8vHxsfxXvnx5vfLKKwoJCVF8fHxml/dE69KliwYOHPjYx1+7dk0rV6587ON37twpHx8f/fXXX4/dxrRp09SoUSNJ0vnz5+Xj46Pdu3enuX+jRo00bdo0SdKqVav00ksvPXbf6en+5+LPP//U+vXrLY936tRJgwcPzqzybPbrr7+qYcOGqlChghYtWpTZ5UiSZs2apS5dujyw/eDBg2rfvr18fX3VuHFjrVmzJtXjzWazevTooZkzZz60n9u3b2vJkiXpUfJD+/Tz87P6TPTx8bHaLzo6Wt27d1flypVVv359zZ07N11qysoaNmz40Ndn8ODB6tSpkx0rAgA8LgIlAEC66tmzp7Zu3aqtW7cqIiJC//3vf7V+/Xr16NFDiYmJmV3eM2vixIkKCwvL1Bq6deumZcuWPdaxzZo10y+//JLOFT2eypUra+vWrfLy8pIkDRo0SL/++msmV2Xc5MmTVbx4cW3YsEGBgYGZXY6WLVumyZMnP7A9NjZWPXr0ULly5bRq1SpLYLd161ar/RITEzV48GCbXosFCxZo3rx5/7rmh/V55coVxcbGasmSJZbPxK1bt1oCs8TERPXo0UM5c+bUihUr9NFHH2n69Olavnz5v64LAAB7cM7sAgAAT5ccOXLI09PTcr9YsWLy9vZWmzZt9O2336pDhw6ZWN2zy2w2Z3YJypkzp3LmzPlYx2bLlk3ZsmVL54oej6urq9V7PCs8t48jLi5O9evX1/PPP5+pdcTGxmr48OH69ddf5e3t/cDjK1askLu7uwYPHixHR0eVLFlShw8f1tdff606depIkg4dOqTBgwcrLi5OuXLlemSf6fGaParPEydOyNnZWRUrVpSrq+sDj3///fe6cuWKxo0bp5w5c6pUqVKKjo7WvHnz1K5du39dHwAAGY0RSgCADFeuXDlVrVpVERERlm3fffed2rRpo4oVK8rX11ft27fXgQMHLI/7+Pho3bp16tChgypUqKBmzZpp//79Wrp0qerXr6+qVavqww8/tBr19M0336hFixaqUKGCKleurG7duik6Otry+OnTp9WtWzdVqlRJDRs21Jo1a/TSSy9p586dkiSTyaSvvvpK/v7+qlSpktq0aaMtW7Y89Nz++OMPtW/fXhUrVlTTpk21YsUK+fj46Pz585L+md4REhKigIAA1apVS4cOHdL58+f1/vvvq2bNmipXrpwaNmxoNdXFZDJp6tSpqlOnjipXrqxx48YpOTnZqt/jx4+re/fu8vX1Vb169TRs2DDduHEj1RqnTZumlStXateuXVa1rVy5Ui1atFDFihXVqFEjLV68+KHnmvK6NWzYUBUrVtQ777yjy5cvWx5LbSrLvdvunfJ2v4SEBI0cOVI1a9ZUjRo1NHv2bKvH75/y5uPjo5UrV6pjx46qWLGimjRp8sDop7lz56pBgwby9fXVf/7zH40ePTrVqTQmk0m1atXS0qVLLdumTJkiHx8fXbp0ybKtefPmWrBggdWUt4EDB2r79u1avXq1fHx8LPvGx8crODhYlStXVs2aNTVmzJgHXsP7n9eHXQ9XrlxR3759VaVKFdWpU0dz585Vo0aNtGrVKss+y5cvV0BAgCpWrKiWLVtq9erVafbn4+Oj6OhozZgxw1J3au/V27dva+LEiZapcW+88Ya2b99uaWfgwIEaMmSIQkJCVK1aNdWsWVMzZszQiRMnLNdF69atdfDgwTRriYqKkiStWbNGlSpVeuDx3bt3q3r16nJ0/L8/W2vUqKG9e/fKZDJJkrZv3y4/Pz+FhYXJw8Mjzb6kf95LU6ZM0YULF+Tj42O5/jdt2qTAwED5+vqqQYMGmjZtmpKSktJs51F9Hj9+XEWLFk01TEo5r/Lly1uFrDVq1NCZM2d05cqVB/ZfsGCBatSoYfWZd/PmTVWqVEk//vijpc2U5/2VV17R559/roSEBMv+R48eVc+ePVWtWjWVL19eAQEBVtMHO3XqpGHDhikwMFDVq1fX5s2btX//frVv316VKlVSzZo19fHHH+vatWtpPi8XL15U//795efnp8qVK+u9997TuXPn0tx/yZIlatiwoXx9ffXRRx/pzp07ae4LAMhaCJQAAHZRpkwZHT9+XJJ04MABffDBBwoMDFRERIRCQ0MlSUOHDrU6Zty4cerZs6fCwsLk7u6uXr16afPmzZozZ47Gjh2r77//3rIu0MaNGzVu3Di999572rhxo2bNmqULFy4oJCREknTr1i117dpVrq6uWr58uUaNGqWpU6dafcn//PPPtWrVKo0cOVJhYWF6/fXX1adPH8sXzvtdunRJXbt2ValSpbR69Wr169dPEydOfGC/b775RqNGjdKsWbP04osv6t1331ViYqIWLVqkiIgItW7dWhMmTNCRI0ckSV9++aUWLVqkIUOGaOXKlbp+/bp27dpl1W+nTp1UpkwZrV69WlOnTtXJkyfVp0+fVOvs1q2bWrRoYZmqVbhwYc2fP1+jRo3S22+/rfDwcHXv3l2fffaZvv7664e+josWLdKYMWO0bNkyxcXFqXv37uky2mPEiBHatGmTvvjiC4WGhmrXrl06e/bsQ4+ZOHGiOnbsqNWrV6tatWr69NNPdeHCBUlSaGioZsyYof79+2v16tUqUqRImoGZo6Oj6tatq23btlm2bd++XQ4ODpbX/uLFizp58qReeeUVq2MHDx6satWqqWnTplZTsDZu3Chvb2+Fh4dr4MCBCg0N1dq1a1Pt/1HXg8lkUu/evXXp0iUtXLhQ06ZN09q1a62+pC9dulSTJk1S//79tW7dOvXo0UNjxoxJM1TaunWrihQpom7dulnVff97tX///tqwYYNGjBihNWvWyNfXVz169NAff/xhOSYlkFi1apXefvttTZ06Vf/5z3/Uu3dvrVixQi4uLho5cmSqdUhS9erVNW3aNL3wwgupPv7XX3+pYMGCVtu8vLx0+/ZtS7DRo0cPDRgwQO7u7mn2k6JZs2bq2bOnChUqpK1bt6py5cr6/vvv1bdvXzVt2lRr1qxRcHCwQkNDNW7cuDTbeVSfKSOUevfurdq1ayswMNAqvPnrr78s0ybvPS/pn3W57teqVSvdunXLKuT+/vvvlT17dtWvX19HjhxR9+7d1ahRI61du1ajR4/WTz/9pE8//VTSP5+B3bp1k5eXl5YvX66wsDBVr15dQ4YMsQqwVqxYoV69eik0NFTVq1fXu+++Kz8/P61bt06zZ8/WwYMHLZ+r94uPj1eHDh10/fp1zZ07V6GhoYqLi9Nbb72luLi4B/Zfs2aNxo0bp3feeUerV69WoUKFtG7dujSecQBAVkOgBACwi1y5clkW5nZxcdHw4cPVsWNHPf/886pYsaLeeOMNS+CUom3btmrYsKFKlCih1q1b6/r16xo+fLjKlCmjgIAAvfjiizpx4oQkKV++fBo7dqyaNWumIkWKqEaNGmrevLmlzQ0bNujGjRuaMGGCypQpo9q1a1sFWDdv3tSiRYs0aNAg1a1bV97e3nrrrbfUunXrB0bLpFi2bJny5s2rESNGqGTJkmrSpIn69u37wH4NGzZUjRo15Ovrq8TERL3++usaMWKEfHx85O3trT59+sjR0VHHjh2T2WzW0qVL1bVrVzVp0kQlS5bUyJEjrb5QL126VM8//7wGDBigEiVKqFKlSpo0aZJ27typffv2PdB/zpw5lS1bNrm4uMjT01OOjo6aO3eu3n77bb3xxht64YUX1L59e3Xq1Elz5sx5aEA0fPhw+fn56cUXX1RISIiOHz9uNWLlccTHxys8PFz9+/dX7dq15ePjowkTJjxyilubNm3UrFkzlSxZUsHBwTKZTJZRPfPnz1eXLl3UunVrlShRQoMGDVK5cuXSbMvf3187d+5UcnKy4uPjFRkZKX9/f/3++++SpF9++UWlS5dW0aJFrY7z8PCQi4uLsmXLZjUNrnLlyvrPf/6jokWL6vXXX1eZMmUUGRmZat+Puh527dqlyMhIff7555bRdxMmTLB6nb766iv16dNHTZo0UbFixdS6dWt1795dX331Vap9enp6ysnJ6YEpqve+V0+dOqWffvpJI0aMUN26dVWyZEkNGTJE5cqVs1p/KF++fAoODlaxYsUs6wO1aNFC/v7+8vHxUWBgoOU6fRx37tx5YJRPyv3HWZctW7ZsypEjh5ycnOTp6SlXV1fNnj1bTZs2Vc+ePVW8eHE1a9ZMH3zwgf73v/+lGoTY4uTJk7p27Zratm2refPmqUmTJho0aJC+/fZby3m5ubmlel73jipKkS9fPtWtW1fh4eGWbWFhYWrRooVcXFw0b9481a9fX927d5e3t7f8/Pw0YsQIrVq1SpcvX9bt27fVpUsXDRkyRCVKlFDJkiXVu3dv3b17V2fOnLG0mTLir2zZskpOTtbVq1dVoEABFSlSRL6+vpoxY4befvvtVM85LCxMN27c0BdffKFy5cqpfPnymjJliq5fv25Vd4olS5aoVatWateunUqUKKGPPvpIFSpUMPxcAwAyB2soAQDs4ubNm5ZpIS+++KI8PDw0a9YsnTx5UtHR0Tpy5Ihl+kqKYsWKWW5nz55djo6OVuu9ZMuWzfKFskaNGjp+/LimT5+uU6dO6fTp0zp+/LgliDl8+LBKlixpNTWlatWqlttRUVFKTExUv379rKbW3L17VwUKFEj1nA4fPqwKFSrIyckp1TZT3BtCZMuWTW+99ZYiIiJ04MABq3M3mUy6evWqrly5ovLly1uOcXV1tZrudeTIER05ckSVK1d+oK+oqKhUt98rNjZWV65cUZUqVay2V69eXXPnztXff/+d5jnfe8zzzz+vfPny6fjx43r55Zcf2ufDnDp1Snfv3rU657x581q9/qm5d0RLyho2d+/e1dWrV3XhwoUHpk9VqVJFR48eTbWtunXr6tatW4qMjFRsbKyKFy+uRo0aadasWZKkLVu2qGHDhjafU/Hixa3u586dO82pPI+6Hg4fPqz8+fNbvY/KlCljOefY2FhdunRJISEhViPkkpKSlJycrMTExDSnXd3v3j5SAq373ydVq1bVzz//bLlfrFgxOTg4SPpnDbWUbSnuvU4fR2rHp9zPnj37Y7d7rxMnTuj111+32la9enUlJSXp1KlT8vX1NdzmokWLlJiYaBnBVLZsWV24cEELFixQmzZtHnpeKc/j/QIDA/Xhhx/qxo0bun37tnbu3Kng4GBJ/3wuREdHW13/KaFjVFSU/Pz8FBQUpDVr1ujIkSM6c+aM5Xq4d6TmvZ+xefLkUdeuXTVy5EhNmzZNtWvXlr+/v5o2bZpqfSdOnFCJEiWUJ08ey7Z8+fKpZMmSD/wPg5T9X3vtNattlSpV0rFjx1JtHwCQtRAoAQDs4tChQ5YRIjt27FDPnj31yiuvqEqVKmrTpo3OnDmj4cOHWx3j7Gz9z5SDg4Pli+v9wsLCNHjwYLVq1UrVqlXTW2+9pV9++cXyf8WdnJweCKzulfKFe9q0aQ8sDHxvwHSvR7WZ4t5RCLdu3VJQUJCSk5MVEBCgmjVrytfXV/7+/lbH3D9K6N5AwMXFRbVr19aQIUMe6CtfvnyG6rlXypfK+5/3e93/XJhMpoeGFQ9bgyZFymt6/zm7uLg89LjU+jWbzZb6jUzF8/DwUJUqVfTbb7/p2rVrqlmzpvz8/PTJJ5/o/Pnz2rFjh3r37m1ze6m9Z9Kq51HXQ1rvs5T2Up6noUOHqkaNGg/s97DX8373vjdSbt9ft8lksmoztfbTuk4fR6FChRQTE2O17fLly8qRI8cj10uyVWqj4Wy5Hh7G1dX1gfdomTJltH79ekn/nNfp06etHk9Zk+z+KX4pGjRooJw5c+q7777T9evXVbp0aUvY7OLiotdee009e/Z84DhPT09dvnxZb775pgoWLCh/f381aNBAXl5eatOmjdW+9z8XAwYMUMeOHbVlyxZt3bpVn3zyicLDw1MduZnWZ4vJZEr1ek7tffKo6x4AkHUw5Q0AkOGOHj2qffv2qUWLFpL+mbJVu3ZtTZ48WZ07d1atWrUsa9887no8ixYtUvv27TV27FgFBQWpSpUqOnv2rKU9Hx8fnTp1ymr6yr3rwHh7e8vFxUWXLl2St7e35b+1a9daLXx8Lx8fHx06dMjq/+7f22Zqdu3apSNHjig0NFR9+vRRQECAbt26JZPJJLPZrHz58qlgwYJWU9dMJpMOHz5suV+qVClFRUXpueees9Tp6OiosWPHprr2imT9xc3d3V2FChXSnj17rPbZs2ePPD09lTt37jTrv7eOU6dO6dq1aypdurSkf74IpkxrlP6Zyvb3338/9PmQpBIlSsjV1dXqnOPj462m4Rjh4eGh55577oHX4t5FrlPj7++v3377Tbt27VKtWrVUuHBheXt7a/r06cqRI0eao1T+bXjyqOvBx8dHV69etVpT6t73soeHhwoWLKjz589bvXe3bdumefPmpRmIPkrK67p3716r7Xv37lWpUqUeq83HUbVqVe3evdvqs2Hnzp2qUqXKY5/b/a9ZyZIlU70eXFxcHjlSLjVJSUmqX7++FixYYLU9MjLS8txVrVpVkZGRun37tuXxnTt3qnjx4sqfP3+q7bq4uKhFixb68ccf9eOPP1qNqkr5XLj3PRAbG6uQkBDdvHlTP/zwg27evKklS5aod+/eatiwoa5evSop7c/ds2fPavjw4fL09FTHjh315ZdfKiQkRFu2bEn12i5VqpTlcyFFbGysTp8+rZIlSz6wf9myZR94f6U1NRQAkPUQKAEA0tWtW7cUExOjmJgYnTt3TmvWrFHPnj1VvXp1tWrVStI/o2iOHTum/fv369y5cwoNDdXChQslPd6aKClt7tmzR0ePHtWZM2c0ffp0RUREWNpr0aKFcuXKpQEDBuj48ePasWOHRo0aJemfL5fZs2dXly5d9PnnnysiIkLnzp3TokWLNGPGjAfWzUkRFBSk2NhYjRgxQlFRUdq0aZOmTJliaTOtOiVp7dq1unDhgrZv364PPvjA6ty7deumRYsWac2aNTp16pRGjRqlixcvWtp46623dOPGDQ0cOFDHjh3TwYMH9eGHH+rMmTNpLmycM2dOXbp0SefOnVNSUpLeffddLVq0SCtWrFB0dLSWL1+uxYsXq0uXLg8NSIYOHardu3frwIED+vjjj1WtWjVVr15d0j9TVdavX699+/bpxIkTGjhwoNV0wLTkzJlT7du31+TJk7V582adPHlSgwYN+le/9tSjRw8tXLhQa9eu1enTp/XFF19o//79Dz3G399f+/fv14kTJywjfWrVqqWwsDA1aNAgzeclZ86cOn/+vCUEMupR10OtWrVUoUIFBQcHKzIyUgcOHLBMc0qp6d1339WCBQu0bNkynT17VmvXrtX48eOt1kcyqlixYmrevLk+/fRTbd26VVFRURo3bpwOHTqkzp07P3a7RrVt21axsbEaPny4oqKiFBoaall4/HHlzJlT169f16lTp5SQkKB3331XGzZs0Jw5c3TmzBlt2LBBU6dO1RtvvPFYo6CcnZ3l7++vL7/8Ups2bVJ0dLTmzZun8PBwy+L5jRo1Uu7cufXf//5Xx48f17p16zRv3jz16tXroW0HBgZq27ZtioyMVMuWLS3be/bsqQMHDmjcuHGKiorSrl27NGDAAMXFxcnT01N58+ZVfHy8vvvuO124cEGbNm2yjIJL63M3b9682rBhgz799FNFRUUpKipKGzZsULFixZQ3b94H9m/VqpXy5cunDz/8UIcPH9ahQ4f04YcfKleuXGrevPkD+3fv3l0bNmzQwoULdfr0ac2cOfOBYA8AkHUx5Q0AkK7mzJmjOXPmSPrnS1uRIkUUFBSkLl26WMKF999/X5cvX1b37t3l5OQkHx8fjR8/Xv3799fBgwdVrVo1w/0OHTpUQ4YMUfv27ZU9e3ZVrFhRI0eO1LBhw3Tx4kU999xzmjNnjkaOHKk2bdrI09NTQUFBmjBhgmWKxQcffCAXFxd99tlnunLliooWLaqRI0cqMDAw1T4LFCig2bNna+zYsWrdurW8vb0VFBSk6dOnpzlto2LFigoODtacOXM0YcIEPffcc2rbtq1++eUXHTx4UB06dFCXLl1kNps1efJkXb16VQEBAXr11VctbXh6emr+/PmaOHGi2rVrp2zZsqlmzZqaMmVKmtPPAgMD9eOPP6pZs2ZasmSJ2rdvrzt37mjWrFkaMWKEihYtqoEDByooKOihz3PPnj0ta7jUq1fPaprihx9+qGHDhqlLly7y8PBQt27drEYsPcyAAQOULVs2DR48WAkJCXrjjTdUsWJFm45NTVBQkK5evaqQkBDduHFDDRo00KuvvvrQkKp48eJ6/vnnlTNnTsv6RH5+flq2bNlD10/q2LGjPvroIzVr1szy8+1G2HI9TJs2TSNGjFDHjh3l4eGhXr16KTIy0vI+69ChgxITEzVv3jyNGjVKBQsW1HvvvffIcOJRRo0apQkTJujjjz/WrVu39OKLL2revHmPXKcrPRUoUEBz587V6NGj9dprr+m5555TSEiI/Pz8HrvNgIAArVy5Uq1atdLnn3+ugIAAhYSEaNasWZoyZYq8vLzUuXNnQ9Mc7zdo0CDlzp1bY8aM0eXLl1WiRAlNnjxZderUkfTP1LK5c+fq008/Vdu2bZU/f371798/zc+bFC+99JJeeOEFFSlSxGqtMx8fH0v9S5culYeHh/z9/S3hY9OmTXXw4EGNHj1at27dUrFixfTee+9ZfrmtXr16D/Tl4eFh+axq166dTCaTqlevrtmzZ6c6OszNzU3z5s3T+PHj1bFjRzk5OcnPz09LliyxXFP3evXVVzVu3DjNnDlTEydO1Msvv6x27dopKirK0HMNAMgcDub0+K1fAACyuAsXLujs2bNWX0L379+vN998Uz///LMKFy5suM2TJ08qLi7O6sv1+vXrNXDgQO3bt++x117Bv/fLL7/Ix8fHai2a7t27q2DBgho7dmwmVmZcbGysDhw4oLp161pC2ZiYGNWpU0dLlix5rAAWT66kpCQ1aNBAw4YNU+PGjTO7HADAM4wpbwCAZ8KdO3fUrVs3LVmyROfPn9eBAwc0fvx4Va9e/bHCJEn6888/1blzZ0VEROjixYvatWuXpk6dqmbNmhEmZbI1a9aob9++ioyM1Pnz57V48WJt377daorQk8LJy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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,8))\\n\",\"\\n\",\"segment_3_age = train[(train['age']>100) & (train['age']<=150)]\\n\",\"sns.countplot(segment_3_age['age'], hue=segment_3_age['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Age', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Damage grade to building with age from 101 to 150 years old', fontsize=15)\\n\",\"plt.legend(loc='upper left')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"ZSwXS17Z-_z3\"},\"source\":[\"Beberapa bangunan yang mempunyai umur antara 101 hingga 150 tahun mengalami tingkat kerusakan yang didominasi tingkat kerusakan mengengah dan tinggi.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"j_sHngcM6WEU\"},\"source\":[\"**Segment 4 (150 to 1000 years old building)**\"]},{\"cell_type\":\"code\",\"execution_count\":180,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:09.583475Z\",\"start_time\":\"2021-09-12T08:26:09.265629Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":520},\"id\":\"W11MN5bD6cV0\",\"outputId\":\"ca6bb369-e29f-40f4-edff-674e19f41a64\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,8))\\n\",\"\\n\",\"segment_4_age = train[train['age']>150]\\n\",\"sns.countplot(segment_4_age['age'], hue=segment_4_age['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Age', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Damage grade to building with greater than 150 years old', fontsize=15)\\n\",\"plt.legend(loc='upper left')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"sSBJuDmi-yAi\"},\"source\":[\"Berdasarkan gambar di atas, terdapat bangunan yang mempunyai umur lebih dari 200 tahun dan mengalami tingkat kerusakan baik itu rendah, menengah, dan tinggi. Terdapat bangunan yang mempunyai umur sangat tua yaitu 995 tahun dan banyak diantaranya yang mengalami tingkat kerusakan menengah.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"rROCpDS07Lxl\"},\"source\":[\"## **Area Percentage and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":181,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:09.595005Z\",\"start_time\":\"2021-09-12T08:26:09.585479Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"Bkd3Cf9y7xwd\",\"outputId\":\"a5f0c718-77b9-42d8-9481-e927c9d6625f\"},\"outputs\":[{\"data\":{\"text/plain\":[\"array([ 6, 8, 5, 9, 3, 13, 7, 4, 12, 16, 11, 27, 10,\\n\",\" 15, 14, 17, 21, 37, 19, 2, 28, 38, 56, 1, 20, 24,\\n\",\" 34, 26, 18, 31, 25, 23, 22, 32, 47, 36, 40, 29, 42,\\n\",\" 55, 35, 39, 100, 50, 51, 43, 30, 62, 85, 33, 45, 52,\\n\",\" 57, 49, 67, 66, 54, 75, 65, 58, 48, 64, 63, 46, 59,\\n\",\" 86, 78, 41, 44, 61, 70, 77, 73, 72, 53, 60, 84, 83,\\n\",\" 76, 96, 80, 90, 82, 69], dtype=int64)\"]},\"execution_count\":181,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['area_percentage'].unique()\"]},{\"cell_type\":\"code\",\"execution_count\":182,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:09.685870Z\",\"start_time\":\"2021-09-12T08:26:09.597010Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"SYWzTeQC9KgF\",\"outputId\":\"94468ed6-fa08-4e2e-8326-1fb19fa7f636\"},\"outputs\":[{\"data\":{\"text/plain\":[\"6 42013\\n\",\"7 36752\\n\",\"5 32724\\n\",\"8 28445\\n\",\"9 22199\\n\",\" ... \\n\",\"55 1\\n\",\"80 1\\n\",\"90 1\\n\",\"82 1\\n\",\"100 1\\n\",\"Name: area_percentage, Length: 84, dtype: int64\"]},\"execution_count\":182,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['area_percentage'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":183,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:11.912394Z\",\"start_time\":\"2021-09-12T08:26:09.688876Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":532},\"id\":\"tqiVXjJoB5jW\",\"outputId\":\"2fb6664a-424a-4a7a-f554-b5eafac7314c\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,8))\\n\",\"\\n\",\"sns.countplot(train['area_percentage'], hue=train['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Area Percentage', fontsize=12)\\n\",\"plt.xticks(rotation=45)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Damage distribution based on Area Percentage', fontsize=15)\\n\",\"plt.legend(loc='upper right')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Terlihat bahwa banyak bangunan yang ada di Nepal memiliki luas area atau *area percentage* dari 1 hingga 20 $m^2$ dan mayoritas mengalami tingkat kerusakan menengah akibat gempa.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"E-p5YBLa8PlU\"},\"source\":[\"## **Height Percentage and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":184,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:11.924388Z\",\"start_time\":\"2021-09-12T08:26:11.915364Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"3LQhqyLCCn_T\",\"outputId\":\"342cf9bd-a695-4766-cd8a-56d33579bdd6\"},\"outputs\":[{\"data\":{\"text/plain\":[\"array([ 5, 7, 9, 4, 6, 3, 10, 8, 2, 32, 12, 11, 13, 16, 15, 18, 26,\\n\",\" 17, 19, 14, 20, 23, 21, 25, 24, 28, 31], dtype=int64)\"]},\"execution_count\":184,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['height_percentage'].unique()\"]},{\"cell_type\":\"code\",\"execution_count\":185,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:12.038913Z\",\"start_time\":\"2021-09-12T08:26:11.926895Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"TUPosFa1CrEJ\",\"outputId\":\"01d725c8-0ac7-466d-b64c-a52faada1dc3\"},\"outputs\":[{\"data\":{\"text/plain\":[\"5 78513\\n\",\"6 46477\\n\",\"4 37763\\n\",\"7 35465\\n\",\"3 25957\\n\",\"8 13902\\n\",\"2 9305\\n\",\"9 5376\\n\",\"10 4492\\n\",\"11 917\\n\",\"12 907\\n\",\"13 759\\n\",\"15 292\\n\",\"16 179\\n\",\"32 75\\n\",\"18 71\\n\",\"14 66\\n\",\"20 33\\n\",\"21 13\\n\",\"23 11\\n\",\"17 9\\n\",\"19 7\\n\",\"24 4\\n\",\"25 3\\n\",\"26 2\\n\",\"28 2\\n\",\"31 1\\n\",\"Name: height_percentage, dtype: int64\"]},\"execution_count\":185,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['height_percentage'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":186,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:12.742548Z\",\"start_time\":\"2021-09-12T08:26:12.041330Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":520},\"id\":\"ym621O1ICeZm\",\"outputId\":\"5e779d3a-bf31-44e4-83a1-6782664e8ccf\"},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,8))\\n\",\"\\n\",\"sns.countplot(train['height_percentage'], hue=train['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Height Percentage', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Damage distribution based on Height Percentage', fontsize=15)\\n\",\"plt.legend(loc='upper right')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Untuk tinggi bangunan sendiri berada pada rentang 2 hingga 10 $m$ dan mengalami tingkat kerusakan menengah akibat gempa.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"-q137Kn9Qsb3\"},\"source\":[\"## **Count Families and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":187,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:12.754576Z\",\"start_time\":\"2021-09-12T08:26:12.745511Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"t-RNUzNoQ2Is\",\"outputId\":\"45252017-1dad-4f60-b38b-f115fd87a357\"},\"outputs\":[{\"data\":{\"text/plain\":[\"1 226115\\n\",\"0 20862\\n\",\"2 11294\\n\",\"3 1802\\n\",\"4 389\\n\",\"5 104\\n\",\"6 22\\n\",\"7 7\\n\",\"9 4\\n\",\"8 2\\n\",\"Name: count_families, dtype: int64\"]},\"execution_count\":187,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['count_families'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":273,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:13.267822Z\",\"start_time\":\"2021-09-12T08:26:12.756542Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":520},\"id\":\"FLMqdlcNQ5GH\",\"outputId\":\"96c8c6e3-043d-4ddb-d250-47a5f9b43d5d\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,10))\\n\",\"\\n\",\"sns.countplot(train['count_families'], hue=train['damage_grade'], hue_order=['Low', 'Medium', 'High'])\\n\",\"plt.xlabel('Count Families', fontsize=12)\\n\",\"plt.ylabel('Frequency', fontsize=12)\\n\",\"plt.title('Damage distribution based on Number of Family', fontsize=15)\\n\",\"plt.legend(loc='upper right')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Mayoritas bangunan di Nepal yang terkena dampak dari gempa bumi dihuni oleh 0-2 orang. Untuk bangunan dengan 0 orang menyatakan bahwa bangunan tersebut bukanlah bangunan pribadi melainkan fasilitas umum yang tidak ditinggali untuk kehidupan sehari-hari.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"Vw8wkJ5ODs2r\"},\"source\":[\"## **Categorical Feature and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":189,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:13.276847Z\",\"start_time\":\"2021-09-12T08:26:13.270330Z\"}},\"outputs\":[],\"source\":[\"def cat_plot(data, col_x, x_label, col_y = 'damage_grade'):\\n\",\" plt.figure(figsize=(10,4))\\n\",\"\\n\",\" sns.countplot(data[col_x], hue=data[col_y], hue_order=['Low', 'Medium', 'High'])\\n\",\" plt.xlabel(x_label, fontsize=12)\\n\",\" plt.ylabel('Frequency', fontsize=12)\\n\",\" plt.title('Damage distribution based on {}'.format(x_label), fontsize=15)\\n\",\" plt.legend(loc='upper right')\\n\",\" plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"Zzr8NviKDxBV\"},\"source\":[\"**Land Surface Condition and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":190,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:13.431096Z\",\"start_time\":\"2021-09-12T08:26:13.279354Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"eqzMAxsbN5_y\",\"outputId\":\"8a2860c5-1d16-42f3-d315-6a935265d3ed\"},\"outputs\":[{\"data\":{\"text/plain\":[\"t 216757\\n\",\"n 35528\\n\",\"o 8316\\n\",\"Name: land_surface_condition, dtype: int64\"]},\"execution_count\":190,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['land_surface_condition'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":191,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:14.032192Z\",\"start_time\":\"2021-09-12T08:26:13.433100Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"cat_plot(train, 'land_surface_condition', 'Land Surface Condition')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"p1HzTi4Netbd\"},\"source\":[\"Berdasarkan gambar di atas, bangunan yang ada di nepal mempunyai kondisi permukaan tanah bangunan `t` dan permukaan tanah ini memiliki pengaruh terhadap tingkat kerusakan yang terjadi pada bangunan.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"qJ2b3D01D1R9\"},\"source\":[\"**Foundation Type and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":192,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:14.056255Z\",\"start_time\":\"2021-09-12T08:26:14.034700Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"iNKFMFqYN_ax\",\"outputId\":\"40e1aa50-4be4-4a80-f1d8-83918d055515\"},\"outputs\":[{\"data\":{\"text/plain\":[\"r 219196\\n\",\"w 15118\\n\",\"u 14260\\n\",\"i 10579\\n\",\"h 1448\\n\",\"Name: foundation_type, dtype: int64\"]},\"execution_count\":192,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['foundation_type'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":193,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:14.591728Z\",\"start_time\":\"2021-09-12T08:26:14.058763Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"cat_plot(train, 'foundation_type', 'Foundation Type')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"Tgl-QzuEhA75\"},\"source\":[\"Berdasarkan gambar di atas, bangunan dengan tipe pondasi `r` memiliki jumlah terbanyak dan memiliki pengaruh terhadap tingkat kerusakan yang terjadi pada bangunan.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"arR7S-6KD1ka\"},\"source\":[\"**Roof Type and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":194,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:14.618837Z\",\"start_time\":\"2021-09-12T08:26:14.594735Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"1P5A6feHObA6\",\"outputId\":\"0c9e9e6a-60ca-4f32-8f72-e0ed941806c2\"},\"outputs\":[{\"data\":{\"text/plain\":[\"n 182842\\n\",\"q 61576\\n\",\"x 16183\\n\",\"Name: roof_type, dtype: int64\"]},\"execution_count\":194,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['roof_type'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":195,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:15.161250Z\",\"start_time\":\"2021-09-12T08:26:14.621307Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"cat_plot(train, 'roof_type', 'Roof Type')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"2P7XHe8hD1ps\"},\"source\":[\"**Ground Floor Type and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":196,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:15.183810Z\",\"start_time\":\"2021-09-12T08:26:15.163757Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"nt-3xjDEOzg_\",\"outputId\":\"b4aa69d6-55b6-4448-c2ad-3c962bedfcf8\"},\"outputs\":[{\"data\":{\"text/plain\":[\"f 209619\\n\",\"x 24877\\n\",\"v 24593\\n\",\"z 1004\\n\",\"m 508\\n\",\"Name: ground_floor_type, dtype: int64\"]},\"execution_count\":196,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['ground_floor_type'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":197,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:15.701424Z\",\"start_time\":\"2021-09-12T08:26:15.186317Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"cat_plot(train, 'ground_floor_type', 'Ground Floor Type')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"xRbKuD_rhcB-\"},\"source\":[\"Bangunan dengan jenis lantai yang digunakan pada lantai dasar bangunan bertipe `f` memiliki jumlah terbanyak dan memiliki pengaruh terhadap tingkat kerusakan yang terjadi pada bangunan.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"v1WEMDuOCfBt\"},\"source\":[\"**Other Floor Type and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":198,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:15.722492Z\",\"start_time\":\"2021-09-12T08:26:15.703907Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"gFY939N7O-RI\",\"outputId\":\"2b1a757f-86fa-41a2-bcf0-660c00c1a837\"},\"outputs\":[{\"data\":{\"text/plain\":[\"q 165282\\n\",\"x 43448\\n\",\"j 39843\\n\",\"s 12028\\n\",\"Name: other_floor_type, dtype: int64\"]},\"execution_count\":198,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['other_floor_type'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":199,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:16.259003Z\",\"start_time\":\"2021-09-12T08:26:15.724963Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"cat_plot(train, 'other_floor_type', 'Other Floor Type')\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Bangunan dengan jenis lantai yang digunakan pada lantai lain banyak menggunakan lantai bertipe `q` dan mayoritas diantaranya mengalami tingkat kerusakan menengah dan tinggi.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"8XTwNQQmEZs1\"},\"source\":[\"**Position and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":200,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:16.286576Z\",\"start_time\":\"2021-09-12T08:26:16.262010Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"ZmlJ9flMPHPE\",\"outputId\":\"7634214b-ce1e-4909-9497-8897e634434b\"},\"outputs\":[{\"data\":{\"text/plain\":[\"s 202090\\n\",\"t 42896\\n\",\"j 13282\\n\",\"o 2333\\n\",\"Name: position, dtype: int64\"]},\"execution_count\":200,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['position'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":201,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:16.820453Z\",\"start_time\":\"2021-09-12T08:26:16.289586Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"cat_plot(train, 'position', 'Position')\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Bangunan yang berada di Nepal kebanyakan menggunakan posisi bertipe `s` dan mayoritas mengalami tingkat kerusakan menengah akibat gempa.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"FSxQtoDBEhj7\"},\"source\":[\"**Plan Configuration and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":202,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:16.843977Z\",\"start_time\":\"2021-09-12T08:26:16.822921Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"8vtBKtqRPT7n\",\"outputId\":\"286cb409-92d7-4f5f-fc0d-36b703afa094\"},\"outputs\":[{\"data\":{\"text/plain\":[\"d 250072\\n\",\"q 5692\\n\",\"u 3649\\n\",\"s 346\\n\",\"c 325\\n\",\"a 252\\n\",\"o 159\\n\",\"m 46\\n\",\"n 38\\n\",\"f 22\\n\",\"Name: plan_configuration, dtype: int64\"]},\"execution_count\":202,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['plan_configuration'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":203,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:17.463588Z\",\"start_time\":\"2021-09-12T08:26:16.846483Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"cat_plot(train, 'plan_configuration', 'Plan Configuration')\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"*Plan configuration* yang ada pada bangunan di Nepal didominasi `d` dan banyak diantaranya yang mengalami tingkat kerusakan menengah.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"0zwwobtfPtKl\"},\"source\":[\"**Legal Ownership Status**\"]},{\"cell_type\":\"code\",\"execution_count\":204,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:17.486649Z\",\"start_time\":\"2021-09-12T08:26:17.466095Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"0IE5EM6fPwVN\",\"outputId\":\"f3b7ddf9-101f-4277-8264-96bfdc97f893\"},\"outputs\":[{\"data\":{\"text/plain\":[\"v 250939\\n\",\"a 5512\\n\",\"w 2677\\n\",\"r 1473\\n\",\"Name: legal_ownership_status, dtype: int64\"]},\"execution_count\":204,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['legal_ownership_status'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":205,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:18.010039Z\",\"start_time\":\"2021-09-12T08:26:17.489157Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"cat_plot(train, 'legal_ownership_status', 'Legal Ownership Status')\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Status kepemilikan bangunan didominasi oleh `v` dan banyak diantaranya yang mengalami tingkat kerusakan menengah.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"vz_u7dvlQCyJ\"},\"source\":[\"## **Numerical Feature (Binary) and Damage Grade**\"]},{\"cell_type\":\"code\",\"execution_count\":206,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:18.019065Z\",\"start_time\":\"2021-09-12T08:26:18.012547Z\"},\"id\":\"GYOTiLzGeAiD\"},\"outputs\":[],\"source\":[\"def count_plot(data, col_x, x_label, title, col_y = 'damage_grade'):\\n\",\" plt.figure(figsize=(10,4))\\n\",\"\\n\",\" p = sns.countplot(data[col_x], hue=data[col_y], hue_order=['Low', 'Medium', 'High'])\\n\",\" plt.xlabel(x_label, fontsize=12)\\n\",\" p.set_xticklabels(['No', 'Yes'])\\n\",\" plt.ylabel('Frequency', fontsize=12)\\n\",\" plt.title('Damage distribution that has {}'.format(title), fontsize=15)\\n\",\" plt.legend(loc='upper right')\\n\",\" plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"1bjgHNP9QQZU\"},\"source\":[\"**Has Superstructure Adobe Mud**\"]},{\"cell_type\":\"code\",\"execution_count\":207,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:18.127560Z\",\"start_time\":\"2021-09-12T08:26:18.021572Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"Xh7QuGZuZ11S\",\"outputId\":\"4da8fc4c-82b6-464a-f3d8-99a1b3683c76\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 237500\\n\",\"1 23101\\n\",\"Name: has_superstructure_adobe_mud, dtype: int64\"]},\"execution_count\":207,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_adobe_mud'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":208,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:18.489791Z\",\"start_time\":\"2021-09-12T08:26:18.130568Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"ky94B1-det0c\",\"outputId\":\"1dc9dbb3-8cc4-4fc7-aae3-d5faa4afad8f\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_adobe_mud', 'Has Superstructure Adobe Mud', 'Superstructure Adobe Mud')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"4TnLU8DUQQ1h\"},\"source\":[\"**Has Superstructure Mud Mortar Stone**\"]},{\"cell_type\":\"code\",\"execution_count\":209,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:18.501784Z\",\"start_time\":\"2021-09-12T08:26:18.491757Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"DV6DYeZ6dtg7\",\"outputId\":\"89ec2ba7-4769-4ef3-b8be-bcb95de1d11d\"},\"outputs\":[{\"data\":{\"text/plain\":[\"1 198561\\n\",\"0 62040\\n\",\"Name: has_superstructure_mud_mortar_stone, dtype: int64\"]},\"execution_count\":209,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_mud_mortar_stone'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":210,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:18.849147Z\",\"start_time\":\"2021-09-12T08:26:18.504290Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"ztxTe1TSfE4s\",\"outputId\":\"f69ca09a-fc35-453e-9059-519a74058176\"},\"outputs\":[{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAAngAAAEaCAYAAACCQyr2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAgAElEQVR4nOzdeVhUZf/H8fcAA2rggoGQW7lW7oq7YdmTgIgVlgsuuZfl8lhp5Jr7kmsqlUsupZaZgimipamZloq5lVsmLmgIaiq4wMD8/vDnPI6IDiqMjp/XdXnJnDnL95xhzny47/ucMZjNZjMiIiIi4jCc7F2AiIiIiNxfCngiIiIiDkYBT0RERMTBKOCJiIiIOBgFPBEREREHo4AnIiIi4mAU8MRmjRo1onz58pZ/FStW5MUXX2Ts2LEkJyfbu7xcERUVRfny5S2PGzVqREREhE3L/vXXX6xfv/6289y4vqlTp/LSSy/dda0A//77L0uWLLE8Dg8Pp0OHDve0ztsxmUzMnTvX8njp0qU8++yz97TOm/fhZvfjOGXX1atXmTp1KgEBAVSsWJHatWvTvXt39u7dm6t13I3Lly+zYMGCh34btzJ16lTKly/P66+/fsvnV65cSfny5e/5PfDSSy8xderUWz534sQJyzny8OHDmZ5PTU3Fz8+P8uXL888//9x1DTe/1+6nyMhIXnvtNapWrUq1atVo1aoV0dHRVvPYcj4T+1LAk2zp2rUrmzZtYtOmTURHR/Pee++xcuVKunTpQmpqqr3Ly3VLliyx+cPi7bffZs+ePfdtfbYYP348UVFRlscDBgxgypQp9239N4uOjmb06NH3dZ0378ODoH///sTExDBgwABiYmKYPXs2efPmpW3btrf8UH+QzJ07l9mzZz/028iK0Whk9+7dnDx5MtNzq1atwmAw5FodMTExmab//PPP9+UP4px4rwF88803DBs2jLCwMKKiovj22295/vnneffdd1m2bJllPlvOZ2JfCniSLfny5cPLywsvLy9KlChBkyZN+PTTT9m5cyffffedvcvLdZ6enuTLl8+meW25p3h21nc32/Tw8KBAgQL3bf132t6Dus57kZyczMqVK3nvvffw9/enWLFiVKxYkY8//pjChQuzePFie5d4W7lxPO35mvn6+lKyZEnWrFljNT0lJYWff/6Z6tWr50odderUYfXq1Zmmr1q1iho1atzz+nPqGH/zzTe0aNGC0NBQSpYsSZkyZXjrrbd4+eWXmT9/fo5vX+4fBTy5ZxUqVKBGjRpWTfirV6+mefPmVK5cmSpVqtCqVSt2795teb58+fKsWLGC1q1bU6lSJZo0acLOnTtZuHAhDRs2pEaNGrz77rtWrYKLFi2iadOmVKpUiWrVqtGpUyeOHj1qef7IkSN06tSJqlWr0qhRIyIjI3n22Wf57bffAMjIyOCzzz7jhRdeoGrVqjRv3pwNGzbcdt+2bNlCaGgolStXpmXLlpw4ccLq+Ru7VJOSkujRowe1a9ematWqdOjQgX379gHQrl07jh07xrRp02jUqJFl2bFjxxIQEECdOnX4448/btnlO2XKFGrVqkXNmjUZNWqU5Zhc7wravn27Zd4bp02dOpUlS5awdetWypcvz4kTJzJ10R48eJCuXbtSs2ZNatWqRb9+/Th79qzV67RkyRLatGlD5cqVCQwM5Jtvvrnlsfrtt9/o16+fZbmlS5danlu8eDGNGjWicuXKtG3blri4OMtz+/fvp2vXrvj5+VGxYkUCAgKIjIwEuOU+3IrZbCYiIoIGDRpQpUoV3nrrLZKSkqxqa9u2LdWqVaNixYq8/PLLbNy40fL8+vXreeWVV6hcuTINGjRg+PDhXL169ZbbAnBycmLTpk2kp6dbpjk7OzNv3jy6detm2ebN3XA3T2vUqBEzZszgjTfeoHLlyjRp0iRTMPnxxx9p1qwZlSpVIjAwkNmzZ5ORkQH87/X+7LPPqFu3LkFBQaSmpjJjxgxefPFFy/G83l26dOlSpkyZQnx8POXLl+e3335j6tSptGvXjl69elG9enUmTZp0y27vm6clJSXx3nvvWX43e/XqxenTp7Pcxu3Wl9V+nDp1ylJXvXr16NOnDwkJCVm+LtcFBgZmaj1bt24dZcqUoUSJEpZpd3oPwbXu+GHDhlG7dm1q1arFjBkz7rj96zUcOHDA6nc9NTWVn376iSZNmljNazKZmDlzJo0bN6ZSpUqEhIRYnU9vfo1atWp1y/fa7c6RWR3jmzk5ObFjxw4uXrxoNf2DDz6wdEvf6nx2+fJlxo8fT6NGjahUqRKvv/46W7ZssSwfHh5O//79GTFiBLVr16Zu3bq8//77Vq2ZBw8epHPnzlSpUgV/f38GDx7MhQsXbDrekpkCntwX5cqV4+DBgwDs3r2b//73v4SGhhIdHc2XX34JwKBBg6yWGT16NF27diUqKgp3d3e6devGunXrmDlzJqNGjWLNmjWWsVcxMTGMHj2at99+m5iYGD7//HPi4+MZO3YsAJcuXaJjx464urqyePFihg8fzieffGL1ATxhwgSWLl3KsGHDiIqK4tVXX6VHjx6WAHizo0eP0q1bN6pXr05kZCStWrVi5syZWR6DoUOHYjKZWLhwIUuXLuWxxx6jZ8+ewLUTdNGiRenUqZPVeLJFixYxfPhwPv/8c5555plM6zx27Bi7du1i/vz5TJw4kVWrVjFmzJg7vh4AnTp1omnTplSrVo1Nmzbh6+tr9fyJEydo3bo1BQoUYMGCBURERLB//346depkddzGjx9PmzZtWLZsGX5+fnz00UfEx8dn2l61atUYPHgwAJs2bbJ8iKWnp7N8+XKmTp3KokWLOHPmjGW+S5cu0alTJ7y9vVm8eDFRUVHUrFmTgQMHkpSUdMd9uO748ePs37+fuXPnMmvWLPbs2cOECRMAOHXqFF27dqVGjRosX76cJUuW4OvrywcffEBqaipnz56lR48etGrVilWrVvHxxx8THR2d5Wvt7u5OWFgYCxYswN/fn379+vHtt99y8uRJihUrRuHChW16fa6bOnUq9evXJzIykqCgIHr16kVsbCwAGzZs4P3336d9+/asXLmSvn37Mn/+/Ex/BKxcuZKvvvqK8ePHs2nTJmbPns2IESNYvXo1Xbp0Yfjw4Wzbto0mTZrQtWtXfHx82LRpE9WqVQNg69atFC9enGXLlvHaa6/dsWaTyUSnTp04ceIEM2bM4KuvviIpKYlevXpluQ1b3LgfJpOJdu3a4ebmxtdff83s2bNJS0vjjTfeuONwkMDAQHbu3GkVBletWpUpWNli6NChrF27lokTJ/Lll1+ydetWjh07dsflnnzyScqXL28V2Ddu3Iivry9lypSxmnfMmDHMnj2bd999l+XLlxMcHMy7775r1QJ442s0atSoTO+1O50jr7vxGLu6umaqu3PnzuzevZvnnnuOt956i9mzZ7Nv3z48PT0pVqwYcOvzWZ8+fVi1ahVDhw4lMjKSKlWq0KVLF3bt2mVZ9/Lly0lPT2fRokUMGjSI1atXW1oFExISaNeuHeXKlWPZsmV88skn/PXXX/To0eOOx1puzcXeBYhjyJ8/v+UvMaPRyJAhQ2jVqhUAxYoV4/XXX2fgwIFWy7z22muWv/5efvllhg0bxpAhQyhevDjlypVj1qxZHDp0CLjWdTlq1CjLCbpo0aIEBwezfPly4NrJ+8KFC3z88cd4eHhQrlw5Bg0axFtvvQVc656ZP38+U6dO5bnnngOgZMmS7N+/nxkzZlC7du1M+7R48WJ8fX3p378/Tk5OlCpVikOHDmU5tujo0aOUL1+eYsWK4ebmxrBhw/jrr7/IyMigYMGCODs7ky9fPjw9PS3LNGrUiFq1amV5XPPmzcuECRMoVKgQTz/9NO+++y6DBg2ib9++d3hF4LHHHiNPnjwYjUa8vLwyPb9w4ULy58/P6NGjMRqNAEyaNIkmTZrw888/8/zzzwPQvHlzy3G/HmZ2795N0aJFrdbn6uqKu7s7QKbtjRgxgieffBKAli1b8sknnwDX/urv0KED7dq1I2/evAC8+eabfPvtt8TFxeHn53fbfbjOaDQyZswYS/d2UFCQJbinpaXRu3dvOnXqZBl/1aFDB9544w3OnDnDuXPnSEtLw8fHh6JFi1K0aFFmzZp1267ygQMHUrlyZZYsWUJ0dDRRUVEYDAYaN27MyJEj8fDwyHLZmz3//POWVr+ePXvy66+/smDBAmrUqMFnn31G69atLaGrRIkSpKSkMGjQIN5++23LOtq0aUPp0qUB2LZtG0ajkSeeeIKiRYvy+uuvU6xYMUqVKkWePHnIly8fzs7OVsfTYDDQs2dP8uTJY1PNW7Zs4cCBA/z4448UL14cuPYaL126FIPBcMtt2OLG/fj222+5fPkyY8aMwdnZGYCJEydSu3Zt1qxZQ9OmTbNcz7PPPkuJEiX44YcfaNu2LcnJyWzatImBAwdazim2SE5OZvny5YwYMYL69esD8PHHH1veG3dyvSXx+usbHR1NUFBQpm0sWrSIwYMHExgYCMBbb71lOTcFBAQAmV+j6+Pfrh/jO50jr7vxGN9KUFAQRYoUYd68efzyyy/89NNPwLVjOm7cOMqWLZvpfPbXX3/x008/MXv2bBo0aABce4/s3r2b2bNnW97vBQsWZODAgTg7O1OqVClWrFjBzp07gWvno2LFivHBBx9Yapk0aRL+/v78/vvv2fpDQa5RwJP7IiUlxfKh9swzz+Dh4cHnn3/OX3/9xdGjR9m3b5+lW+m6G7tK8ubNi5OTk+UvRIA8efJY/lKvVasWBw8eZNq0afz9998cOXKEgwcPUqRIEQD+/PNPSpcubfXBeuM4l8OHD5Oamkrv3r1xcvpfw3VaWhqPP/74Lffp0KFDPPPMM1bzV61aNctj8Pbbb/PBBx+wZs0aatasib+/P6+88orV8je7/uGYlaeeeopChQpZHleqVIm0tDTi4uKyFSJu5dChQ1SqVMkS7gBKly5NoUKFOHjwoOVD7Howg2tBHq4dN1sZDAZKlixptY7r3Z+FCxcmLCyMyMhI9u3bR1xcHPv37wewakW8E29vb6tAVqBAAcs2SpQowSuvvMK8efM4cOCA5ffx+jaeeeYZgoKCePPNN/Hx8aF+/fq89NJLvPDCC7fdZrNmzWjWrBmXLl0iNjaWVatWsWzZMpycnJg8ebLNtdesWdPqcZUqVSzdx/v27WPPnj18/fXXluczMjK4cuUK8fHxlsB64+9RSEgIS5YsoXHjxpQrV44GDRrQrFmz27Ysenl52Rzu4FpXmqenp9V2S5Uqxfvvv2/zOm7lxvX9+eefnD17Fj8/P6t5Ll++bNOFLAEBAaxevZq2bdvy448/8uyzz/LEE09kq56///6btLQ0KlasaJlWqFAhq3PX7QQGBjJlyhROnDjB448/zk8//USPHj1ITEy02obJZMo0NrBmzZqsW7fO8vhOr9GdzpHX3emcA1C9enWqV69Oeno6f/zxB+vWreOrr76ia9eurFmzJlPL3/Xem5v3oUaNGlZX2pYoUcIS1uHaueB6K+u+ffvYt2/fLYPc4cOHFfDuggKe3Bd//PEHFSpUAODXX3+la9euvPjii1SvXp3mzZsTFxfHkCFDrJZxcbH+9TMYDFle4RYVFcWAAQNo1qwZfn5+tG3blo0bN1r+OnV2ds4UIG90/YQ0depUq7ABZBnADAZDpoHEN4ahmwUGBlKvXj02bNjA5s2biYiIYO7cuSxevDjLEOnm5pbl+m5V2/V9vFXXCmQvFGW17YyMDKv9vNW2sjPA2snJKdPren3506dP07JlS4oUKcILL7zA888/j7e3N82bN7d5/YDVh8bN2zh06BBhYWFUqVKFunXr0qRJE0wmk6V112AwMHnyZHr06MGGDRvYtGkT77zzDi1atOCjjz7KtN7ffvuN9evXW1oa8uXLx3PPPcdzzz3H448/bhmScCu3en1ufh9kZGRYjpfRaKRLly6EhIRkWq5IkSKcPn0asH4tCxcuzPLly4mNjWXTpk1s2LCBefPmMXbs2FuuB7Ap3JlMpixrvhs3ru+6G/fDaDRSpkwZpk2blmk+W/64CQwMZNasWSQlJRETE5Op5SwrN75G11+H7JwHblSqVCnKlSvH6tWrKV68OCVLlqRUqVJWAe927+Ubj/OdXqM7nSOvu90559SpU3z++ee88847eHl54ezsTOXKlalcuTJ+fn507tyZAwcOUKlSpVuu8+bjlJGRYbUPtzuXGI1G6tevn6mnB7Dq9RDbaQye3LP9+/fz+++/W7pMFi5cSP369Zk8eTLt27enTp06ljFbd3vl1fz582nVqhWjRo0iLCyM6tWrc+zYMcv6ypcvz99//201MPjGsR8lS5bEaDSSkJBAyZIlLf++//57q4sBbvT000+zd+9eqw+irO5zZjKZGDt2LPHx8YSEhDB69GhWrlxJfHw8W7duBbir2zMcOXKEK1euWB7v2LGDPHnyULx4ccuHTEpKiuX5Gwd032mbZcqUYc+ePVatcX/99Rfnz5+/bRfO7WR3H3/44QdSUlJYsGABb775Jo0aNeLcuXPA/35X7vW2FkuXLsXX15dZs2bRuXNnnnvuOUurgdlsZs+ePYwePZoyZcrQuXNn5syZQ58+faxuCXGj5ORkvvjiC/74449Mz3l4eFhayq6/PjcOIr/59QEyrWfnzp2WeweWKVOGuLg4q9/ZgwcPMmnSpCz3Nzo6mkWLFlGzZk369OlDZGQk9evXt3zQ23I8jUaj1e8VYHVBU+nSpTl79qzVWMzDhw9Tp04dTpw4kWkbd1rfrZQtW5YTJ05QsGBBy74XLlyY0aNHW1qMbqdChQoUK1aMqKgotmzZYun+vLkuyPo9VKpUKVxdXfn9998t05KTk2/5OmYlMDCQNWvWsHr16luOAXzyyScxGo2WcZfXxcbGZhqrd6Obj/GdzpG2cHNzY8mSJaxYsSLTc/nz58dgMFh+v2/cftmyZYFr56cb7dix47b7cKMyZcpw+PBhnnjiCcvr7eTkxKhRozh16pTN+yD/o4An2XLp0iUSExNJTEzk+PHjREZGWq7CbNasGXDtr60DBw6wc+dOjh8/zpdffsm8efMA7vpeeZ6ensTGxrJ//37i4uKYNm0a0dHRlvU1bdqU/Pnz88EHH3Dw4EF+/fVXhg8fDlw7EeXNm5cOHTowYcIEoqOjOX78OPPnz2f69OlZdlm0atWKf//9l8GDB3P48GGrC0Zu5uLiwh9//MHgwYPZtWsXx48f55tvvsFoNFpaNh977DHi4uJsugrwusuXL/Puu++yf/9+1q5dy5QpUywXk3h7e1O0aFHmzp3L33//zfbt25k8ebLVifexxx4jISGB48ePZ2oxadu2LRcvXuTDDz/k0KFDbN++nffff5+nn36aunXr2lzjjR577DHg2vigmz/Qb6VQoUIkJyezevVq4uPjWbt2raWl9/pre7t9sIWnpyfx8fH88ssvxMfHExUVZQlIqampeHh4sGDBAiZOnMixY8fYt28fP/30E5UrV77l+l544QVq1qxpGSt49OhRDhw4wNdff21p/YBrFx7ly5ePzz77jGPHjrFx40bmzJmTaX1RUVF88803HDlyhEmTJrFnzx7eeOMNALp3787KlSuZMWMGcXFxrF+/nsGDB5MnT54sW35SU1MZO3Ysy5cvJz4+ni1btvDnn39SpUoVy/E8f/48f//9d5ZXCletWpUzZ84wd+5cTpw4wcKFC62uOq5Xrx4VKlTggw8+YO/evezfv59BgwZRunRpihUrlmkbd1rfrYSEhFCoUCH++9//smfPHg4ePMh7773Hrl27LIHiTgICApg+fTqVKlXK1FUJ3PE99Nhjj9GqVSsmT57MunXr+Ouvv+jfv7/VH113EhgYyK5du1i3bt0tWxHz5MlDx44dmTx5MjExMcTFxTFjxgzWrFlDx44ds1zvze+1O50jbeHp6Unnzp2ZMGECU6dOtQxp+OGHH/jwww959dVXLd3cN57PSpQoQXBwMB999BGbNm3i8OHDjB49mj/++IP27dvbtO22bdty4cIFwsPDOXDgAHv27OHdd98lLi7OapiI2E4BT7Jl5syZNGjQgAYNGvDyyy8ze/ZswsLCmDFjhqWbrFevXjzzzDN07tyZ5s2bs2bNGsuVn3d7Y8xBgwbh4eFBq1ataN26NXv27GHYsGGcOXOGkydP4ubmxsyZM7lw4QLNmzenf//+tGjRAvjfX+n//e9/ad26NePGjSMoKIhFixYxbNgwQkNDb7lNX19fy4n/1Vdf5bPPPqNr165Z1jhhwgSKFSvGm2++SZMmTfjxxx+ZPn26pUu4Q4cObNy4kWbNmt22O/lGVapUoWTJkoSFhTFgwACaN29uuarMYDAwbtw4zp8/T7NmzRgyZAjvvfeeVbduaGgo6enpNGnShD///NNq3Y8//jhffPEFCQkJNG/enHfeeYdnnnmGOXPm2NwFdbPrt5Jo3bq1TfeDCwoK4o033mDEiBEEBwczZcoU3n77bUqWLGn5XbndPtiiffv2vPTSS/Tp04dmzZqxYMEChg4dSr58+dizZw9PPvkk06dP55dffqFZs2a0b98eHx8fJk6ceMv1OTk5MWPGDFq0aMHcuXNp1qwZLVu2JDIyklGjRvHqq68C1662/fjjj9m7dy9NmjThk08+sRpAft2rr77K999/T7Nmzfj555+ZOXOmpQXP39+fcePG8f3339O0aVMGDx7MK6+8wrBhw7Lc31deeYXevXtbvmkjPDyc0NBQS5d0QEAARYsWpVmzZll+E0GdOnXo2bMnM2fOJDg4mC1bttCrVy+rYxAREUGhQoVo164db7zxBr6+vpbB9Ddv407ru5U8efIwZ84c8uTJwxtvvEHr1q0xmUzMmzfP5iuVAwMDSUlJybJ71pb30AcffEDz5s0ZMGAALVq0wNfXN8vwfyulS5embNmylCpVKss/Jnv37k3Lli0ZNWqU5RYpEydOvG238s3vtTudI23Vp08fhg0bxi+//EJYWBjBwcFMmjQp0+/dzeez4cOH89xzz9G3b19CQ0PZtWsXs2fPtnnsnJeXF3PmzCEpKYkWLVrQpUsXfH19mTNnTpZ/zMjtGcy6W6E4gPj4eI4dO2bV8rRz505atmzJ+vXrs7y9hog9NWrUiNdee83qilgRkftBLXjiEK5cuUKnTp1YsGABJ06cYPfu3YwZM4aaNWsq3ImIyCNHAU8cQunSpZkwYQLffPMNTZo0oVu3bjz11FOWLiMREZFHibpoRURERByMWvBEREREHIwCnoiIiIiDUcATERERcTD6qrKbnDuXQkaGhiWKiIjIg8vJyUChQo9l+bwC3k0yMswKeCIiIvJQUxetiIiIiINRwBMRERFxMOqiFRERkVxhNps5dy6R1NQrgIZD2caAq2seChXywmAw2LyUAp6IiIjkiuTk8xgMBooUKYbBoE5EW5jNGfz7bxLJyefx8Cho83I6uiIiIpIrLl9OxsOjoMJdNhgMTnh4FOLy5eRsLacjLCIiIrkiIyMdZ2d1HmaXs7MLGRnp2VpGAU9ERERyTXbGkck1d3PMFKNFROSRVaiAKy6ubvYu44FnSr3KufOp9329HvnzkMfNeN/Xe+VqGhcvXLnjfDt2bOeLL2YwbdqM+16DvSngiYjII8vF1Y3YcV3sXcYDr0a/WcD9D3h53IyE9Vtw39e7cFwbLnLngOfI1EUrIiIicoP587+gbdvXad++JVOnTiI9PZ1+/fqwZcsvAHz++XTee68XAElJSbRr18Ke5d6SAp6IiIjI/9uy5Rc2bdrIrFlf8sUXC4iPP05k5HfUq1ef2NhtAOza9TtHjx4hPT2d337bTN26DexcdWYKeCIiIiL/LzZ2G//5TwB58uTBxcWF4OBmxMZuo27dBsTGbuXSpRQAypQpy8GD+/n1183Ur/+cnavOTGPwRERERP6f2Zxx02NITzdRpIgPGRlm1q9fR6VKVfD09GT79m0cOLCPihUr26narKkFT0REROT/Va9ekx9/XM3Vq1cwmUxERy+nenU/AOrUqce8ebOpVq0G1avX5LvvvqFChUo4OzvbuerM1IInIiIij6zdu3fy0kv/62Jt3DiIevUa0Llze9LTTdSqVYfmzVsCUK9eA77++isqV65K3rx5MZnSqFfvwRt/B2Awm836tt8bnDmTTEaGDomIyKPAy8tDt0mxQY1+s0hMvHjP6/nnn6P4+JS0PLb3ffAeJjcfOycnA4ULu2c5v1rwRERExC4uXrjyyN+vLqdoDJ6IiIiIg1HAExEREXEwCngiIiIiDkYBT0RERMTBKOCJiIiIOBgFPBEREREHo4AnIiIidlGogCteXh73/V+hAq42bf/UqZM0aODHuHEjraYfOnSABg38iI7+3qb17NixnR49ugEwZsxw9u//M3sHIgfoPngiIiJiFy6ubjlyo+ka/WYBqTbNW6BAAX77bQvp6emWrxxbu/YHChYsdFfbDg8fdFfL3W8KeCIiIvLIyps3H2XLlmPXrt8t3zm7deuv+PnVAuDXXzcze/ZnmEwmfH2L8sEHAyhQoCBbt/7KJ59MxNXVlZIln7Ssr0ePbnTqdK0174svZjBt2gwARo78iGrValCtWg0+/PB9SpYsyZEjf1Ou3NNUrFiZVatWcPHiBUaNGs+TTz51z/ulLloRERF5pL3wwkv89NNaAPbt+4MyZcpiNBr5999zfPbZNCZMmMacOQupVasOn346ldTUVEaOHMKIEWP54ouvcHNzy9b2Dh8+RJs2bzB37iL27NnFP/+c4vPP5/Cf/wSwfPnS+7JPCngiIiLySGvQwJ9ff91MRkYGa9f+QKNGLwHg5uZGQsI/9Or1Fh06hLF06WJOnDjO33//ReHCXpaWtqCgptnanqdnYcqVexonJye8vLypUaMmAD4+vly8eO/f+QvqohUREZFHXL58+ShTpiy7d+9kx45tvPVWD9auXUN6egaVK1dh7NhJAFy9epXLly/zzz+nALNl+etj925kMBisHptMJsvPRqPR6rlbLX+vcrQFLzk5maZNm4aet2AAACAASURBVHLixAkANm/eTEhICI0bN2bSpEmW+fbt20doaCgBAQEMGDDAchBOnjxJmzZtCAwMpHv37qSkpABw4cIFunXrRlBQEG3atCExMRGA1NRU+vbtS1BQEK+++iqHDx/Oyd0TERERB9Go0X/47LNplC//LC4u19q/rl69yh9/7OHYsaMAzJ07i+nTJ1OmTFnOnj3LoUMHAfjxx9WZ1legQEFOnozn6tWrXLhwnl27fs+9nSEHW/B27drFwIEDiYuLA+DKlSv079+fL7/8El9fX9588002bNhAw4YN6du3LyNGjKBq1ar079+fxYsXExYWxtChQwkLCyM4OJjp06cTERFB3759mTx5Mn5+fsyYMYPIyEhGjhzJ5MmT+fLLL8mbNy+rVq1i27ZtfPjhhyxevDindlFERETugSn16v9f8Xr/15td9ev7M2bMcLp0ecsyrXDhwoSHD2bw4A/JyEjHy6sIgwcPw8XFhY8+GsmIEYNxdnamXLmnM62vVKnS1K1bn3btWuDr+wRVqlS7p33KLoPZbDbfebbsGzBgAK+++ir9+vVj/vz5nDx5kunTpzNv3jwAIiMj+e233+jRowdvvPEGP/74IwDbt2/nk08+Yfbs2dSuXZutW7fi4uLCqVOnaNu2LWvXrqVRo0YsWLAAX19fTCYTtWrV4rfffqNTp0707t0bP79rV8H85z//Yf78+TzxxBM2133mTDIZGTlySERE5AHj5eWRI7fpcDQ1+s0iMfHex4b9889RfHxK3oeKHj03HzsnJwOFC7tnOX+OteCNHGl908DTp0/j5eVleezt7U1CQkKm6V5eXiQkJHDu3Dnc3d0tzaTXp9+8LhcXF9zd3Tl79uwt1/XPP/9kK+CJiIiIPOxy7SKLjIwMqwGHZrMZg8GQ5fTr/9/o5sc3LuPk5JRpmevTs+N2aVhERORR5eXlcc/rOH3aCRcX3cDjbly74tb21yDXAp6Pj4/lYgiAxMREvL29M01PSkrC29sbT09PLl68aLmz9PX54VrrX1JSEj4+PphMJlJSUihYsCBFihTh9OnTlChRwmpd2aEuWhGRR8f9CC2PivvRRZuRkYHJlHEfqnn0ZGRkWL0Gd+qizbUYXaVKFY4cOcLRo0dJT09nxYoV+Pv7U7RoUdzc3IiNjQUgKioKf39/jEYjfn5+REdHA9fG7Pn7+wPQsGFDIiMjAYiOjsbPzw+j0UjDhg2JiooCro3lc3NzU/esiIiIPHJyrQXPzc2NMWPG0LNnT65evUrDhg0JDAwEYPz48QwcOJDk5GQqVKhA+/btARgyZAjh4eF8+umn+Pr6MnHiRAB69+5NeHg4wcHBeHh4MH78eADatWvH4MGDCQ4OxtXVlXHjxuXW7omIiIg8MHLsKtqHlbpoRUQeHbqK1ja6itb+HpiraEVERERuJ38BN9xcXe/7eq+mpnLh/J3vhXfq1El69nyTJUu+t5reoIEfY8ZMYP/+fVb3xbtZjx7d6NSpG9Wr+91zzfebAp6IiIjYhZurKx3m9L7v653bcQqQ/Zsd36hBg4Y0aNDw/hRkBwp4IiIiIjeJjv6e33+PZcCAj9ixYzuTJ3+Ms7MzFSpUJi7ub6ZNmwHAypVRTJs2iYsXk+nd+z0aNPC3c+XXKOCJiIjIIyspKZEOHcKyfN5kMjFixBDGjbv2HbSTJ4+3ev6xx9z54osF/PLLz8yZM1MBT0RERMTeHn/ci7lzF1pNa9Dgf2PqDh/+i4IFC1GmTFkAgoObMWXK/0Lec889D8BTT5Xi/Pl/c75gG+l20iIiIiJZuPZNWVnfnNnZ2RnA8i1cDwoFPBEREZEsPPnkU1y8eJHDh/8C4IcfYrL86tQHibpoRURERLJgNBoZNGg4I0YMxmBwokSJkri5udm7rDvSjY5vohsdi4g8OnSjY9vk1I2O7X0fPFtkZGTw2WdT6dixG3nz5uXrr78iMTGRnj373Jf120o3OhYREZGHwrUQdn+CWE5xcnLCw6MAXbu2x8XFiK+vL+Hhg+xd1h0p4ImIiIjcRrt2HWjXroO9y8gWXWQhIiIi4mAU8ERERCTXaOh/9t3NMVPAExERkVzh4uJKSsoFhbxsMJvNpKRcwMUlexejaAyeiIiI5IpChbw4dy6R5OQH5xsfHgYuLq4UKuSVvWVyqBYRERERK87OLjz+uK+9y3gkqItWRERExMEo4ImIiIg4GAU8EREREQejgCciIiLiYBTwRERERByMAp6IiIiIg1HAExEREXEwCngiIiIiDkYBT0RERMTBKOCJiIiIOBgFPBEREREHY5eAFxUVRXBwMMHBwYwdOxaAzZs3ExISQuPGjZk0aZJl3n379hEaGkpAQAADBgzAZDIBcPLkSdq0aUNgYCDdu3cnJSUFgAsXLtCtWzeCgoJo06YNiYmJub+DIiIiInaU6wHv8uXLjBw5ki+//JKoqCi2b9/OunXr6N+/PxEREURHR7N37142bNgAQN++fRk8eDCrV6/GbDazePFiAIYOHUpYWBgxMTFUrFiRiIgIACZPnoyfnx+rVq3i9ddfZ+TIkbm9iyIiIiJ2lesBLz09nYyMDC5fvozJZMJkMuHu7k7JkiUpXrw4Li4uhISEEBMTQ3x8PFeuXKFq1aoAhIaGEhMTQ1paGtu2bSMgIMBqOsD69esJCQkBoGnTpmzcuJG0tLTc3k0RERERu3HJ7Q26u7vTu3dvgoKCyJs3LzVr1uT06dN4eXlZ5vH29iYhISHTdC8vLxISEjh37hzu7u64uLhYTQeslnFxccHd3Z2zZ89SpEiRXNxLEREREfvJ9YC3f/9+vvvuO3766Sc8PDx4//33iYuLw2AwWOYxm80YDAYyMjJuOf36/ze6+fGNyzg52d5QWbiwezb3SERExPF5eXnYuwTJhlwPeJs2baJu3boULlwYuNa9Onv2bJydnS3zJCYm4u3tjY+Pj9VFEklJSXh7e+Pp6cnFixdJT0/H2dnZMj9ca/1LSkrCx8cHk8lESkoKBQsWtLm+M2eSycgw36e9FRGRB5lCi+0SEy/auwS5gZOT4baNUrk+Bu/pp59m8+bNXLp0CbPZzLp166hSpQpHjhzh6NGjpKens2LFCvz9/SlatChubm7ExsYC166+9ff3x2g04ufnR3R0NACRkZH4+/sD0LBhQyIjIwGIjo7Gz88Po9GY27spIiIiYjcGs9mc681VM2bMYOnSpRiNRipVqsSQIUPYsWMHo0eP5urVqzRs2JAPP/wQg8HA/v37GThwIMnJyVSoUIHRo0fj6upKfHw84eHhnDlzBl9fXyZOnEiBAgX4999/CQ8P5/jx43h4eDB+/HiKFStmc21qwRMReXR4eXkQO66Lvct44NXoN0steA+YO7Xg2SXgPcgU8EREHh0KeLZRwHvwPHBdtCIiIiKSsxTwRERERBxMrl9FKyIiIg+XVFOarji20dXUVC6cv2rvMhTwRERE5PZcXYx0mNPb3mU8FOZ2nALYP+Cpi1ZERETEwdgU8L788kuSk5NzuhYRERERuQ9sCngHDhwgICCAAQMGsGfPnpyuSURERETugU1j8EaMGEFycjLff/89Q4cOxWw207p1a0JCQnBzc8vpGkVEREQkG2weg+fu7k5gYCBNmzbl33//ZeHChQQGBrJu3bqcrE9EREREssmmFrwtW7bwzTffsGXLFgICApg+fTpPP/00x44dIywsjEaNGuV0nSIiIiJiI5sC3tChQwkLC2P48OF4ePzvPjglSpSgRYsWOVaciIiIiGSfTV20y5cvp2DBgnh4eJCYmMjcuXPJyMgAoFevXjlaoIiIiIhkj00Bb/jw4axfv/7aAk5OxMbGMmrUqJysS0RERETukk1dtL///jsrVqwAoHDhwkyZMoWXX345RwsTERERkbtjUwteWloaqamplscmkynHChIRERGRe2NTC97zzz9P586defnllzEYDKxYsYKGDRvmdG0iIiIichdsCnj9+vVjwYIFrF27FhcXF1566SVatWqV07WJiIiIyF2wKeA5OzvTvn172rdvn9P1iIiIiMg9sing/fjjj4waNYrz589jNpst03fs2JFjhYmIiIjI3bEp4H388ceEh4fz7LPPYjAYcromEREREbkHNgW8/Pnz07hx45yuRURERETuA5tuk1KlShU2bNiQ07WIiIiIyH1gUwvehg0b+OqrrzAajRiNRsxmMwaDQWPwRERERB5ANgW8uXPn5nAZIiIiInK/2NRFW7RoUfbs2cPixYvx9PTk999/p2jRojldm4iIiIjcBZsC3owZM1i0aBExMTFcuXKFadOmMX369JyuTURERETugk0Bb+XKlcycOZO8efNSqFAhFi9ezIoVK3K6NhERERG5CzYFPBcXF1xdXS2P8+fPj4uLTcP3RERERCSX2RTwfH19Wb9+PQaDgdTUVD799NN7GoO3bt06QkNDCQoKYsSIEQBs3ryZkJAQGjduzKRJkyzz7tu3j9DQUAICAhgwYAAmkwmAkydP0qZNGwIDA+nevTspKSkAXLhwgW7duhEUFESbNm1ITEy86zpFREREHkY2BbxBgwYxZ84cDhw4QNWqVdm4cSODBg26qw0eP36cIUOGEBERwfLly/nzzz/ZsGED/fv3JyIigujoaPbu3Wu5717fvn0ZPHgwq1evxmw2s3jxYgCGDh1KWFgYMTExVKxYkYiICAAmT56Mn58fq1at4vXXX2fkyJF3VaeIiIjIw8qmgFekSBHmzZtHbGwsW7duZdGiRXfdgvfDDz/QpEkTfHx8MBqNTJo0ibx581KyZEmKFy+Oi4sLISEhxMTEEB8fz5UrV6hatSoAoaGhxMTEkJaWxrZt2wgICLCaDrB+/XpCQkIAaNq0KRs3biQtLe2uahURERF5GNk0kG7OnDm3nN6xY8dsb/Do0aMYjUbeeustTp06xfPPP0/ZsmXx8vKyzOPt7U1CQgKnT5+2mu7l5UVCQgLnzp3D3d3dMg7w+nTAahkXFxfc3d05e/YsRYoUsam+woXds71PIiIiItd5eXnYuwTbAt7BgwctP6emprJt2zbq1q17VxtMT09n+/btfPnll+TLl4/u3buTJ08eDAaDZZ7r35SRkZFxy+nX/7/RzY9vXMbJyaaGSgDOnEkmI8Oczb0SEZGH0YPwQSyOJzHxYo5vw8nJcNtGKZsC3ujRo60eJyQkMGDAgLsq6PHHH6du3bp4enoC8J///IeYmBicnZ0t8yQmJuLt7Y2Pj4/VRRJJSUl4e3vj6enJxYsXSU9Px9nZ2TI/XGv9S0pKwsfHB5PJREpKCgULFryrWkVEREQeRrY3bd2gSJEixMfH39UGX3jhBTZt2sSFCxdIT0/n559/JjAwkCNHjnD06FHS09NZsWIF/v7+FC1aFDc3N2JjYwGIiorC398fo9GIn58f0dHRAERGRuLv7w9Aw4YNiYyMBCA6Oho/Pz+MRuNd1SoiIiLyMMr2GDyz2czevXspXLjwXW2wSpUqdOnShbCwMNLS0qhfvz6tW7emVKlS9OzZk6tXr9KwYUMCAwMBGD9+PAMHDiQ5OZkKFSrQvn17AIYMGUJ4eDiffvopvr6+TJw4EYDevXsTHh5OcHAwHh4ejB8//q7qFBEREXlYGcxm8x0HnH344YdWjz09PWnXrh0+Pj45Vpi9aAyeiMijw8vLg9hxXexdxgOvRr9ZdJjT295lPBTmdpzy8I7BExEREZEHl00Br127dllepQowf/78+1aQiIiIiNwbmwJexYoVOXz4MC1atMBoNBIVFYXJZCI4ODin6xMRERGRbLIp4O3YsYOFCxdabmXy3HPP0aJFC8s3SYiIiIjIg8Om26ScPXuWq1evWh6npKRw5cqVHCtKRERERO6eTS14TZs2pWXLlrz00kuYzWZWrVpluV2JiIiIiDxYbAp4vXv35tlnn+XXX3/Fzc2NYcOGUatWrZyuTURERETugs3fZFGkSBHKli3Lf//7X30zhIiIiMgDzKaA99133/Hhhx8ya9YsLl68yNtvv83ixYtzujYRERERuQs2BbyvvvqKb775Bnd3dwoXLszSpUuZN29eTtcmIiIiInfBpoDn5OSEu/v/vg7D19fXcssUEREREXmw2BTwChYsyL59+yzfZrF8+XIKFCiQo4WJiIiIyN2x6Sra/v3707t3b44dO0aDBg1wc3MjIiIip2sTERERkbtgU8C7cuUKUVFRxMXFkZ6ezlNPPaUraUVEREQeUDZ10b7//vs4OztTunRpypUrp3AnIiIi8gCzKeCVL1+e77//npMnT/Lvv/9a/omIiIjIg8emLtq1a9cSExNjNc1gMLBv374cKUpERERE7p5NAW/Pnj05XYeIiIiI3Ce37aIdNGiQ5eezZ8/meDEiIiIicu9uG/D27t1r+blz5845XoyIiIiI3LvbBjyz2XzLn0VERETkwWXTVbSA5VssREREROTBdtuLLDIyMjh//jxms5n09HTLz9cVLFgwxwsUERERkey5bcA7ePAgderUsYS62rVrW57TbVJEREREHky3DXj79+/PrTpERERE5D6xeQyeiIiIiDwcFPBEREREHIxdA97YsWMJDw8HYPPmzYSEhNC4cWMmTZpkmWffvn2EhoYSEBDAgAEDMJlMAJw8eZI2bdoQGBhI9+7dSUlJAeDChQt069aNoKAg2rRpQ2JiYu7vmIiIiIgd2S3gbdmyhWXLlgFw5coV+vfvT0REBNHR0ezdu5cNGzYA0LdvXwYPHszq1asxm80sXrwYgKFDhxIWFkZMTAwVK1YkIiICgMmTJ+Pn58eqVat4/fXXGTlypH12UERERMRO7BLw/v33XyZNmsRbb70FwO7duylZsiTFixfHxcWFkJAQYmJiiI+P58qVK1StWhWA0NBQYmJiSEtLY9u2bQQEBFhNB1i/fj0hISEANG3alI0bN5KWlmaHvRQRERGxD7sEvMGDB9OnTx/y588PwOnTp/Hy8rI87+3tTUJCQqbpXl5eJCQkcO7cOdzd3XFxcbGafvO6XFxccHd31/foioiIyCPltrdJyQnffvstvr6+1K1bl6VLlwLXbqh84zdlmM1mDAZDltOv/3+jrL5pw2w24+Rke44tXNg9O7sjIiIiYsXLy8PeJeR+wIuOjiYxMZGXX36Z8+fPc+nSJeLj43F2drbMk5iYiLe3Nz4+PlYXSSQlJeHt7Y2npycXL14kPT0dZ2dny/xwrfUvKSkJHx8fTCYTKSkp2frGjTNnksnI0Pfuiog8Ch6ED2JxPImJF3N8G05Ohts2SuV6F+2cOXNYsWIFUVFR9OrVi0aNGjFr1iyOHDnC0aNHSU9PZ8WKFfj7+1O0aFHc3NyIjY0FICoqCn9/f4xGI35+fkRHRwMQGRmJv78/AA0bNiQyMhK4Fib9/PwwGo25vZsiIiIidpPrLXi34ubmxpgxY+jZsydXr16lYcOGBAYGAjB+/HgGDhxIcnIyFSpUoH379gAMGTKE8PBwPv30U3x9fZk4cSIAvXv3Jjw8nODgYDw8PBg/frzd9ktERETEHgzm6180K4C6aEVEHiVeXh7Ejuti7zIeeDX6zaLDnN72LuOhMLfjlEezi1ZEREREcpYCnoiIiIiDUcATERERcTAKeCIiIiIORgFPRERExME8ELdJEbmTQgVccXF1s3cZDzxT6lXOnU+1dxkiImJnCnjyUHBxddOtDGxQo98sQAFPRORRpy5aEREREQejgCciIiLiYBTwRERERByMAp6IiIiIg1HAExEREXEwCngiIiIiDkYBT0RERMTBKOCJiIiIOBgFPBEREREHo4AnIiIi4mAU8EREREQcjAKeiIiIiINRwBMRERFxMAp4IiIiIg5GAU9ERETEwSjgiYiIiDgYBTwRERERB6OAJyIiIuJgFPBEREREHIwCnoiIiIiDsUvAmzZtGsHBwQQHBzNu3DgANm/eTEhICI0bN2bSpEmWefft20doaCgBAQEMGDAAk8kEwMmTJ2nTpg2BgYF0796dlJQUAC5cuEC3bt0ICgqiTZs2JCYm5v4OioiIiNhRrge8zZs3s2nTJpYtW0ZkZCR//PEHK1asoH///kRERBAdHc3evXvZsGEDAH379mXw4MGsXr0as9nM4sWLARg6dChhYWHExMRQsWJFIiIiAJg8eTJ+fn6sWrWK119/nZEjR+b2LoqIiIjYVa4HPC8vL8LDw3F1dcVoNFK6dGni4uIoWbIkxYsXx8XFhZCQEGJiYoiPj+fKlStUrVoVgNDQUGJiYkhLS2Pbtm0EBARYTQdYv349ISEhADRt2pSNGzeSlpaW27spIiIiYje5HvDKli1rCWxxcXGsWrUKg8GAl5eXZR5vb28SEhI4ffq01XQvLy8SEhI4d+4c7u7uuLi4WE0HrJZxcXHB3d2ds2fP5tbuiYiIiNidi702fOjQId5880369euHs7MzcXFxlufMZjMGg4GMjAwMBkOm6df/v9HNj29cxsnJ9hxbuLB79nZE5AHj5eVh7xJERB5pD8J52C4BLzY2ll69etG/f3+Cg4PZunWr1cUQiYmJeHt74+PjYzU9KSkJb29vPD09uXjxIunp6Tg7O1vmh2utf0lJSfj4+GAymUhJSaFgwYI213bmTDIZGeb7t7NyXzwIb5aHRWLiRXuXIPLQ0LlFckJunIednAy3bZTK9S7aU6dO8c477zB+/HiCg4MBqFKlCkeOHOHo0aOkp6ezYsUK/P39KVq0KG5ubsTGxgIQFRWFv78/RqMRPz8/oqOjAYiMjMTf3x+Ahg0bEhkZCUB0dDR+fn4Yjcbc3k0RERERu8n1FrzZs2dz9epVxowZY5nWqlUrxowZQ8+ePbl69SoNGzYkMDAQgPHjxzNw4ECSk5OpUKEC7du3B2DIkCGEh4fz6aef4uvry8SJEwHo3bs34eHhBAcH4+Hhwfjx43N7F0VERETsymA2m9UfeQN10T6YvLw8iB3Xxd5lPPBq9JulLlqRbNC5xTY1+s2iw5ze9i7joTC345RHs4tWRERERHKWAp6IiIiIg7HbbVIEPPLnIY+bLgARERGR+0sBz47yuBkJ67fA3mU8FBaOa2PvEkRERB4a6qIVERERcTAKeCIiIiIORgFPRERExMEo4ImIiIg4GAU8EREREQejgCciIiLiYBTwRERERByM7oMn4kBSTWl4eXnYu4yHwtXUVC6cv2rvMkREcoQCnogDcXUx6gvBbTS34xRAAU9EHJO6aEVEREQcjAKeiIiIiINRF62IiIPxyJ+HPG5Ge5chInakgCci4mDyuBkJ67fA3mU8FBaOa2PvEkRyhLpoRURERByMAp6IiIiIg1HAExEREXEwCngiIiIiDkYBT0RERMTBKOCJiIiIOBgFPBEREREHo4AnIiIi4mAU8EREREQcjAKeiIiIiINRwBMRERFxMA4Z8L7//nuaNGlC48aNWbBA38coIiIijxYXexdwvyUkJDBp0iSWLl2Kq6srrVq1onbt2pQpU8bepYmIiIjkCocLeJs3b6ZOnToULFgQgICAAGJiYujRo4dNyzs5GXKyvEweL/RYrm7vYeaav7C9S3goPO7uae8SHhq5/X7PTTq32E7nFtvo3GK73Di33GkbBrPZbM7xKnLR559/zqVLl+jTpw8A3377Lbt372b48OF2rkxEREQkdzjcGLyMjAwMhv+lWrPZbPVYRERExNE5XMDz8fEhMTHR8jgxMRFvb287ViQiIiKSuxwu4NWrV48tW7Zw9uxZLl++zJo1a/D397d3WSIiIiK5xuEusihSpAh9+vShffv2pKWl8dprr1G5cmV7lyUiIiKSaxzuIgsRERGRR53DddGKiIiIPOoU8EREREQcjAKeiIiIiINRwBMRERFxMAp4Indw4sQJypcvzy+//GI1vVGjRpw4ccJOVYnIw2jYsGH06tXLatqmTZt48cUXSU5OtlNV4ogU8ERsYDQaGTRokE7AInJP3nvvPfbu3cvatWsBuHTpEh999BGjRo3C3d3dztWJI1HAE7GBt7c39erVY+zYsZme++yzz2jSpAkhISGMGTOG9PR0O1QoIg+Dxx57jBEjRjB8+HAuXbrEJ598QqNGjcibNy+tW7fm1VdfpVOnThw/fhyAOXPm0KxZM1555RUGDx5s5+rlYaKAJ2Kj8PBwNm3aZNVVu3HjRtatW8d3333HsmXLOHr0KF9//bUdqxSRB129evVo0KABH374Ib/88gs9e/Zk4MCBTJgwgWXLltGxY0cGDRpEeno6n3/+Od999x1Lly4lLS2NhIQEe5cvDwmH+yYLkZzi7u7O8OHDGTRoEMuXLwfg119/JTg4mLx58wLQvHlzIiMjadOmjT1LFZEHXHh4OM8//zzTp0/n1KlTHD9+nO7du1ueT05OxtnZmWrVqvHaa6/x4osv0rFjR4oUKWLHquVhooAnkg0NGjSw6qrNyMjINI/JZMrtskTkIePu7k7+/PkpWrQoycnJFCtWjKioKADS09NJSkoCICIigp07d7Jx40a6dOnC+PHjqVWrlj1Ll4eEumhFsul6V+3p06epU6cOK1eu5MqVK5hMJr777jvq1Klj7xJF5CFSqlQpzp8/z/bt2wH47rvveP/99zl79ixNmjShXLly9O7dm/r163PgwAE7VysPC7XgiWTT9a7azp078/zzz3PhwgWaN2+OyWSiQYMGtG3b1t4lishDxNXVlSlTpjBy5EiuXr2Ku7s7Y8eOxdPTk5YtW/Laa6+RN29ennrqKZo3b27vcuUhYTCbzWZ7FyEiIiIi94+6aEVEREQcjAKeiIiIiINRwBMRERFxMAp4IiIiIg5GAU9ERETEwSjgiTig8uXLc/bsWatpS5cu5c0337xv25g5cyYvv/wyzZo1o2nTpowdO5bU1NT/a+/ug6Ku1gCOf5fFXeIdHMzGwAE0GCwElAYYgUQLFBZZhOJOowAAC3pJREFUlFIUX1PHnEpMBANMQQUc38gcKgbTAEdI0GFEM1CpwC2wsaBxGiAExBBoRpAUZN3l/sG41xWQ7Hrvneh8/vu9nHOec37M8Mzze9mn1v9fcf36dd5+++2n1l93dzdLly59av0NxcnJiYCAAB79oMHBgwdxcnKipqbmifrLysoiLi5u0P7vv/8eJycnYmNjBx2LiorC3d39yQIHysrKSE9Pf+J2Q/XzxhtvEBoaSnBwMO+++y43b94E/jfXQBBGI5HgCYLwxM6ePUtpaSl5eXkUFRVRUFBAQ0MDH3300f81rt9++41r1649tf66urqeOMH6K/r7+3UfuX2wffbsWSwsLJ7qODY2Nly8eJGenh7dvhs3bvzlNaupqaGrq+s/iqmtrY3Y2Fj27dtHUVERxcXFODs7s2HDBuB/dw0EYbQRHzoWhH+ga9eukZSUxJ07d+jo6MDZ2ZkDBw4gl8v58MMPKSkpYcyYMVhZWZGSksK4ceP02nd0dKDRaOjt7cXIyAi5XE5iYqKuahgXF8fkyZNZtWrVoO2AgACCg4OpqKigu7ubFStWEBkZCcCFCxfIyMhArVZjZGREbGws7u7uHDx4kB9//JH29nacnJxYt24d8fHx9PX10d/fz4IFC1i4cCEJCQm0tbWxatUqtm/fzuLFi3F0dOTGjRukpqaycuVKrly5AkBLSwsKhUK3/cknn3Dy5EkMDQ2ZOHEiqampbNmyhd7eXubNm0dhYSEuLi6oVCqsra2BgeqbSqWirq6OnTt3YmxszJ07dygoKKC8vHzIuQwlNDSUoqIiPD09Afjhhx+YNGkSvb29Q8b68LZarWbHjh1cunSJsWPHMnbsWMzMzIYcx9LSEltbW0pLS1EoFACcOnUKhULB8ePHdecdOnSI4uJipFIp9vb2JCYmYmNjQ1RUFBYWFjQ0NDB37lyOHz+ORqPBzMyMtWvXsm3bNpqamujs7MTExIQ9e/bg4OCg127RokVERUXpxrp16xZqtZq7d+/q9i1btgxnZ2eAQdfgypUr7N69m56eHsaMGcOGDRvw8/OjsLCQkpISDAwMaGpqwsjIiLS0NBwdHenu7mbnzp3U1taiVqvx9vZm8+bNGBqKf4HC6CX+ugVhlFq2bBkGBv8u0nd1deHk5ARAfn4+YWFhzJs3D7VaTXh4OGVlZbi6unL06FFUKhUymYzDhw9TXV3N7Nmz9fpWKpWUlZUxY8YMpkyZgru7O7NmzdIlKCPp6uqioKCAtrY2wsLCmDZtGnK5nP379/P5559jZWVFXV0dK1as4KuvvgIGKk2nT5/G0NCQ999/n4CAANasWUNHRwe7du1i0aJF7Nixg+TkZLKysmhpaeHmzZvs3buX6dOn09LSMmw858+fp7CwkPz8fCwsLEhJSSEnJ4eUlBQUCoXuN0Ifp66ujtLSUiZMmEBjY+OwczE2Nh7UNiQkhKioKBITE5HJZJw8eRKlUsnPP/884rjHjh2jsbGR4uJi7t+/z5IlS4ZN8ADCwsL44osvdAne2bNnSUtL0yV4BQUFfPvtt5w4cQJjY2MOHjxIXFwcWVlZAJibm3PmzBlgoNJ469YtoqOj+fLLLzE3NycvLw+ArVu3kpubS2Ji4qB2D3N2dub1119HqVRiZ2eHh4cH3t7eBAYGAuhdg1u3bvHOO++QkZHB1KlTqaurY8mSJZw4cQKAqqoqTp8+zfjx40lOTubTTz8lLS2NXbt2MWXKFFJTU9FoNMTFxfHZZ5+xevXqEddXEP6uRIInCKPU0aNHdZUmGHgG79y5cwDExMRQUVFBZmYmjY2NtLe3c/fuXZ599lmcnZ1RKpX4+fnh5+eHt7f3oL7NzMw4fPgw169f57vvvqOyspI1a9YQGRlJTEzMiLFFRkYikUgYP348vr6+VFRUIJfLaW9vZ/ny5brzJBIJzc3NALi5uekqLq+++iqxsbFUV1fj7e1NQkKCXjL7gKGhIW5ubiPGo1KpCAoK0t0S3bJlC8Bjk8JHPffcc0yYMAGAioqKYefyoDL1sLFjx+Lq6srFixfx9/fn8uXLbN++/U+Nq1KpCAkJQSaTIZPJUCgUj/290pkzZ7Jt2zZ+//13mpqacHBw0LsV/M033xAeHq5LRJcuXcrHH3+se75y+vTpQ/YbFBSEra0t2dnZNDU1UVlZqVexHK4dDFR4165dS2VlJVVVVezevZvs7Gxyc3P1zquursbOzo6pU6cCMHnyZDw8PKisrEQikTBlyhTGjx8PgIuLCyUlJcDAM341NTW6RPBBZVQQRjOR4AnCP9DGjRvRaDTMmTOHV155hdbWVvr7+zEwMCAnJ4eamhpUKhW7du3C19eXzZs367XPzMxk2rRpeHh4YGtrS0REBJcvX2b16tXExMQgkUj0XhpQq9V67R++NabVajEwMECr1eLt7c2BAwd0x1pbWxk3bhwlJSV6la+ZM2dy7tw5Ll26hEql4tChQxQWFg6ap0wm0431uJikUikSiUS3ffv2bW7fvv3YNXz0hZKH43vcXIYTFhZGUVERfX19BAQE6K3RSOv5MKlU+ti4ZTIZr732GsXFxdTX16NUKvWOa7VavbXQarXcv39/yHk+7NixY+Tn57N48WIUCgWWlpZ6CfJw7c6fP09nZyfz588nMDCQwMBAoqOj8ff35+rVq1hZWenO1Wg0erHBQBXx/v37jBkzBiMjI93+h9dMq9WSnp6Oo6MjMHB9H+1HEEYb8ZKFIPwDlZeXs379eubOnQvATz/9hEaj4ZdffiEkJARHR0fWrl3L8uXLh3zAvbe3l71799LZ2anbV1tbi4uLCwBWVla624ttbW1UVlbqtT916hQw8FJERUWFrlJYUVHBr7/+CsDXX39NaGjokNWW9957jzNnzhAcHMwHH3yAqakpzc3NSKXSYZMfc3Nz1Go19fX1ABQXF+uO+fj4UFJSwh9//AEMvMF65MgRDA0N0Wg0ukTB2tpatx6nT58edn2fZC4PzJo1iytXrpCbmzso6Xpc7L6+vpw6dYp79+5x7969IW+DPiosLIyTJ09SVVWFr6+v3jFfX18KCgp0z8RlZ2fj6emJTCYb1I9UKtUlf+Xl5SiVSiIiIrC3t+fChQtoNJoRYzExMWHfvn26ucHA29BSqRQ7Ozu9a+Dm5kZDQwPV1dXAwG3xqqoqXn755ceOMWPGDI4cOUJ/fz99fX2sW7eOnJycEWMThL8zUcEThH+g6Oho1q9fj7GxMaampnh6etLc3ExERARz5sxh/vz5GBsbY2RkREJCwqD2b731FhKJhIULFyKRSNBqtbz44ou6ilVUVBSbNm0iMDCQ559/Hi8vL732LS0thIeH09vbS0JCAg4ODgAkJSWxceNG+vv7MTQ0JCMjAxMTkyHHj4+PJy8vD6lUyuzZs/H09KSrqwu5XM6CBQvYv3+/XhszMzNiYmJYvXo11tbWBAUF6Y75+/tTX1/PokWLAJg0aRLJyck888wzuLq6EhwcTG5uLgkJCSQlJWFubo6Pjw82NjZDru+kSZP+9FwekMvlBAQEcPXqVV544YU/HfvChQtpbm4mJCQES0tLJk6cOOwYD7i7u9PT0zOoUgiwYMECWltbiYiIQKvVMnHiRPbs2TNkP15eXmzatInk5GRWrlzJ1q1bdbdB3dzcqK2tHTEWLy8vEhMTiY2Npbu7G6lUio2NDZmZmVhYWGBqaqp3DdLT00lOTqa3txeJREJKSgr29va6F1CGEh8fz86dO1EoFKjVanx8fHjzzTdHjE0Q/s4k/Y9+fEkQBOG/KCAggPT0dF566aX/dyiCIAijlrhFKwiCIAiCMMqICp4gCIIgCMIoIyp4giAIgiAIo4xI8ARBEARBEEYZkeAJgiAIgiCMMiLBEwRBEARBGGVEgicIgiAIgjDKiARPEARBEARhlPkXf0UC7MIl8f8AAAAASUVORK5CYII=\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_mud_mortar_stone', 'Has Superstructure Mud Mortar Stone', 'Superstructure Mud Mortar Stone')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"b8dcV9U0RScr\"},\"source\":[\"**Has Superstructure Stone Flag**\"]},{\"cell_type\":\"code\",\"execution_count\":211,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:18.860677Z\",\"start_time\":\"2021-09-12T08:26:18.851652Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"sIZcu75_fXb1\",\"outputId\":\"de13ffbf-b635-42fd-d5d8-87df9ee897f5\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 251654\\n\",\"1 8947\\n\",\"Name: has_superstructure_stone_flag, dtype: int64\"]},\"execution_count\":211,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_stone_flag'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":212,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:19.220662Z\",\"start_time\":\"2021-09-12T08:26:18.863684Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"uizy5UcyfbXq\",\"outputId\":\"ef052a05-a61f-47a5-eea7-226f810dbc0b\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_stone_flag', 'Has Superstructure Stone', 'Superstructure Stone')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"osjsdhLSRSlG\"},\"source\":[\"**Has Superstructure Cement Mortar Stone**\"]},{\"cell_type\":\"code\",\"execution_count\":213,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:19.232157Z\",\"start_time\":\"2021-09-12T08:26:19.222630Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"BQkV1HNPf5uj\",\"outputId\":\"124555b8-f32d-471c-d398-5890cac16b4c\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 255849\\n\",\"1 4752\\n\",\"Name: has_superstructure_cement_mortar_stone, dtype: int64\"]},\"execution_count\":213,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_cement_mortar_stone'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":214,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:19.647117Z\",\"start_time\":\"2021-09-12T08:26:19.234663Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"ah2NiNLof-ne\",\"outputId\":\"ecc5d6dd-977b-4c37-efef-bd48903ac650\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_cement_mortar_stone', 'Has Superstructure Cement Mortar Stone', 'Superstructure Cement Mortar Stone')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"ikzyg4XHRStF\"},\"source\":[\"**Has Superstructure Mud Mortar Brick**\"]},{\"cell_type\":\"code\",\"execution_count\":215,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:19.657645Z\",\"start_time\":\"2021-09-12T08:26:19.649624Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"9UxM83sZgn4H\",\"outputId\":\"fd50d3b0-2e26-4fec-e922-4d931568f1c8\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 242840\\n\",\"1 17761\\n\",\"Name: has_superstructure_mud_mortar_brick, dtype: int64\"]},\"execution_count\":215,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_mud_mortar_brick'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":216,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:20.023217Z\",\"start_time\":\"2021-09-12T08:26:19.660152Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"BNkpHbXbg_1G\",\"outputId\":\"d91bacc5-d36b-4b84-e82a-b321b583160d\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_mud_mortar_brick', 'Has Superstructure Cement Mud Mortar Brick', 'Superstructure Cement Mud Mortar Brick')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"DBYJf7ZjRS8C\"},\"source\":[\"**Has Superstructure Cement Mortar Brick**\"]},{\"cell_type\":\"code\",\"execution_count\":217,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:20.035245Z\",\"start_time\":\"2021-09-12T08:26:20.025685Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"7cZubmLfhg6D\",\"outputId\":\"d9be0d80-4862-4dd7-b2ac-69459c580e16\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 240986\\n\",\"1 19615\\n\",\"Name: has_superstructure_cement_mortar_brick, dtype: int64\"]},\"execution_count\":217,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_cement_mortar_brick'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":218,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:20.400778Z\",\"start_time\":\"2021-09-12T08:26:20.037716Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"xU1hx5chhnJV\",\"outputId\":\"1ab40489-de23-4b86-94a0-4fdd107548f6\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_cement_mortar_brick', 'Has Superstructure Cement Mortar Brick', 'Superstructure Cement Mortar Brick')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"ICj41rxgRrxV\"},\"source\":[\"**Has Superstructure Timber**\"]},{\"cell_type\":\"code\",\"execution_count\":219,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:20.413848Z\",\"start_time\":\"2021-09-12T08:26:20.403786Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"rhbGEsQ_iOW0\",\"outputId\":\"15d537e6-e6f5-456c-cddc-df505b98bae7\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 194151\\n\",\"1 66450\\n\",\"Name: has_superstructure_timber, dtype: int64\"]},\"execution_count\":219,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_timber'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":220,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:20.787120Z\",\"start_time\":\"2021-09-12T08:26:20.416319Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"zVUlVGUeiWPN\",\"outputId\":\"47e682fd-be05-410a-8626-bb69292d4eef\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_timber', 'Has Superstructure Timber', 'Superstructure Timber')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"14XoLmExRr8d\"},\"source\":[\"**Has Superstructure Bamboo**\"]},{\"cell_type\":\"code\",\"execution_count\":221,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:20.798148Z\",\"start_time\":\"2021-09-12T08:26:20.789159Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"hTXcQUlEjslZ\",\"outputId\":\"d6071f65-edf8-49a7-bbf3-30efdf09a441\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 238447\\n\",\"1 22154\\n\",\"Name: has_superstructure_bamboo, dtype: int64\"]},\"execution_count\":221,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_bamboo'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":222,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:21.163899Z\",\"start_time\":\"2021-09-12T08:26:20.801658Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"smQOLW8LjyOz\",\"outputId\":\"60934382-5de8-443e-befa-055e629cc1cd\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_bamboo', 'Has Superstructure Bamboo', 'Superstructure Bamboo')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"6sYJ4tCAR0Bg\"},\"source\":[\"**Has Superstructure RC Non Engineered**\"]},{\"cell_type\":\"code\",\"execution_count\":223,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:21.176433Z\",\"start_time\":\"2021-09-12T08:26:21.166907Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"6jCcd-Gqj8pb\",\"outputId\":\"a5a15afa-eb5e-4282-cfc2-0a364e8d1708\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 249502\\n\",\"1 11099\\n\",\"Name: has_superstructure_rc_non_engineered, dtype: int64\"]},\"execution_count\":223,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_rc_non_engineered'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":224,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:21.542982Z\",\"start_time\":\"2021-09-12T08:26:21.179942Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"adYV-aIrkDH5\",\"outputId\":\"24aba7aa-6aa7-46c9-c485-6fc8a45ab9d2\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_rc_non_engineered', 'Has Superstructure RC Non Engineered', 'Superstructure RC Non Engineered')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"fGDsmAeSR0E7\"},\"source\":[\"**Has Superstructure RC Engineered**\"]},{\"cell_type\":\"code\",\"execution_count\":225,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:21.566544Z\",\"start_time\":\"2021-09-12T08:26:21.558021Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"jFtdc482kRjS\",\"outputId\":\"3349bc7f-b394-4e5c-8bdc-4adce026a8b9\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 256468\\n\",\"1 4133\\n\",\"Name: has_superstructure_rc_engineered, dtype: int64\"]},\"execution_count\":225,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_rc_engineered'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":226,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:21.926548Z\",\"start_time\":\"2021-09-12T08:26:21.570556Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"Mw-TnSkMkSEd\",\"outputId\":\"046b9d85-1204-4230-b0fd-d7da5487e4b8\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_rc_engineered', 'Has Superstructure RC Engineered', 'Superstructure RC Engineered')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"byKRyMNmR_mD\"},\"source\":[\"**Has Superstructure Other**\"]},{\"cell_type\":\"code\",\"execution_count\":227,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:21.939545Z\",\"start_time\":\"2021-09-12T08:26:21.929017Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"dK-nX--_kbGw\",\"outputId\":\"22ead7e5-8eec-4f4b-96ba-43ff75f5413b\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 256696\\n\",\"1 3905\\n\",\"Name: has_superstructure_other, dtype: int64\"]},\"execution_count\":227,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_superstructure_other'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":228,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:22.293184Z\",\"start_time\":\"2021-09-12T08:26:21.941552Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"6wcWJcZekfSb\",\"outputId\":\"d97382c1-db33-4fbc-b2f8-30cbdf870681\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_superstructure_other', 'Has Superstructure Other', 'Superstructure Other')\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Pada bangunan yang ada di Nepal, superstruktur yang banyak digunakan pada bangunan adalah superstruktur campuran antara *Mud Mortar Stone* atau superstruktur dari *Timber*. Pada bangunan yang menggunakan superstruktur tersebut kebanyakan mengalami tingkat kerusakan menengah kemudian disusul dengna tingkat kerusakan tinggi.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"IYkSuZGYSwGi\"},\"source\":[\"**Has Secondary Use**\"]},{\"cell_type\":\"code\",\"execution_count\":229,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:22.305216Z\",\"start_time\":\"2021-09-12T08:26:22.296193Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"j3VQ2EoOkoC7\",\"outputId\":\"aa39a907-ef10-4186-b55d-09b42c648c1e\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 231445\\n\",\"1 29156\\n\",\"Name: has_secondary_use, dtype: int64\"]},\"execution_count\":229,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":230,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:22.666793Z\",\"start_time\":\"2021-09-12T08:26:22.307723Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"Dr3p_E6xkvKi\",\"outputId\":\"c039bdc7-35f7-497f-ee70-a55cee5a46ce\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use', 'Has Secondary Use', 'Secondary Use')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"z7G-1yVjSy7s\"},\"source\":[\"**Has Secondary Use Agriculture**\"]},{\"cell_type\":\"code\",\"execution_count\":231,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:22.679865Z\",\"start_time\":\"2021-09-12T08:26:22.669298Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"ll0mw1WaldQP\",\"outputId\":\"ff5d3db1-2333-4fe4-bc0c-f58c9eb17d90\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 243824\\n\",\"1 16777\\n\",\"Name: has_secondary_use_agriculture, dtype: int64\"]},\"execution_count\":231,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_agriculture'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":232,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:23.025966Z\",\"start_time\":\"2021-09-12T08:26:22.682834Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"jJbIW-LJlijk\",\"outputId\":\"46f13a81-aa49-4783-91c8-6063dec1ad9b\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_agriculture', 'Has Secondary Use Agriculture', 'Secondary Use Agriculture')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"GCi_5pbMS5P7\"},\"source\":[\"**Has Secondary Use Hotel**\"]},{\"cell_type\":\"code\",\"execution_count\":233,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:23.039001Z\",\"start_time\":\"2021-09-12T08:26:23.028976Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"SGuJna02l2sC\",\"outputId\":\"d619ee83-87e7-4319-eef1-b4d6599027f8\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 251838\\n\",\"1 8763\\n\",\"Name: has_secondary_use_hotel, dtype: int64\"]},\"execution_count\":233,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_hotel'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":234,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:23.397035Z\",\"start_time\":\"2021-09-12T08:26:23.041508Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"Li3NBdCnl8w6\",\"outputId\":\"f388b346-6fa0-4238-8aaf-0cb11b08ee04\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_hotel', 'Has Secondary Use Hotel', 'Secondary Use Hotel')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"NB-oXD7ZS8h1\"},\"source\":[\"**Has Secondary Use Rental**\"]},{\"cell_type\":\"code\",\"execution_count\":235,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:23.409569Z\",\"start_time\":\"2021-09-12T08:26:23.399543Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"97w22ovAmTxF\",\"outputId\":\"51380646-01e8-40bf-ba2d-303289043b7f\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 258490\\n\",\"1 2111\\n\",\"Name: has_secondary_use_rental, dtype: int64\"]},\"execution_count\":235,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_rental'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":236,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:23.880396Z\",\"start_time\":\"2021-09-12T08:26:23.412577Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"_86GhD_wmVUB\",\"outputId\":\"a7e5e0fa-5147-4547-fa29-9b26cb0c41c7\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_rental', 'Has Secondary Use Rental', 'Secondary Use Rental')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"fyfL5muuTARH\"},\"source\":[\"**Has Secondary Use Institution**\"]},{\"cell_type\":\"code\",\"execution_count\":237,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:23.891928Z\",\"start_time\":\"2021-09-12T08:26:23.882903Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"saPL1RlVmffU\",\"outputId\":\"104b536e-79e7-4537-f879-7d357fb5fd0c\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 260356\\n\",\"1 245\\n\",\"Name: has_secondary_use_institution, dtype: int64\"]},\"execution_count\":237,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_institution'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":238,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:24.277396Z\",\"start_time\":\"2021-09-12T08:26:23.894937Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"hsPhBkh5mf7F\",\"outputId\":\"b0a13295-4e40-4981-cd48-6da10c4a9527\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_institution', 'Has Secondary Use Institution', 'Secondary Use Institution')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"CZzr_QeHTDyg\"},\"source\":[\"**Has Secondary Use School**\"]},{\"cell_type\":\"code\",\"execution_count\":239,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:24.288427Z\",\"start_time\":\"2021-09-12T08:26:24.279903Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"2wBKyQgom9T1\",\"outputId\":\"3abe353f-e805-4d4b-ce9b-b0594213e334\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 260507\\n\",\"1 94\\n\",\"Name: has_secondary_use_school, dtype: int64\"]},\"execution_count\":239,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_school'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":240,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:24.697869Z\",\"start_time\":\"2021-09-12T08:26:24.290931Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"kdrtfMpBnGU1\",\"outputId\":\"bd39fbce-8480-4a60-a49b-27fe4a6d5ff3\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_school', 'Has Secondary Use School', 'Secondary Use School')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"Wq93g2IRT2ZU\"},\"source\":[\"**Has Secondary User Industry**\"]},{\"cell_type\":\"code\",\"execution_count\":241,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:24.710404Z\",\"start_time\":\"2021-09-12T08:26:24.700377Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"sDgBbxp_nQTV\",\"outputId\":\"4149ac50-64eb-4638-89ff-10188699ea78\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 260322\\n\",\"1 279\\n\",\"Name: has_secondary_use_industry, dtype: int64\"]},\"execution_count\":241,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_industry'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":242,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:25.118967Z\",\"start_time\":\"2021-09-12T08:26:24.713412Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"7xPYannPnQab\",\"outputId\":\"91c544a1-f34a-4ba4-c4de-55b3bdfe09dd\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_industry', 'Has Secondary Use Industry', 'Secondary Use Industry')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"gwQ_O9BmT2hO\"},\"source\":[\"**Has Secondary Use Health Post**\"]},{\"cell_type\":\"code\",\"execution_count\":243,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:25.131466Z\",\"start_time\":\"2021-09-12T08:26:25.121442Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"Va-Egb6_nsdJ\",\"outputId\":\"ebc12042-a3bc-4500-e75f-eaf806eaf9ee\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 260552\\n\",\"1 49\\n\",\"Name: has_secondary_use_health_post, dtype: int64\"]},\"execution_count\":243,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_health_post'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":244,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:25.526296Z\",\"start_time\":\"2021-09-12T08:26:25.133972Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"E4dSuNtznxeV\",\"outputId\":\"be7a16c1-228c-4286-81be-b1b303710ae5\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_health_post', 'Has Secondary Use Health Post', 'Secondary Use Health Post')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"G5EOP_vhT9pt\"},\"source\":[\"**Has Secondary Use Goverment Office**\"]},{\"cell_type\":\"code\",\"execution_count\":245,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:25.538828Z\",\"start_time\":\"2021-09-12T08:26:25.528802Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"KYZiwu6MoGKS\",\"outputId\":\"3d3cc66b-6f33-47c4-c4bc-64ae60e48c7a\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 260563\\n\",\"1 38\\n\",\"Name: has_secondary_use_gov_office, dtype: int64\"]},\"execution_count\":245,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_gov_office'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":246,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:25.924926Z\",\"start_time\":\"2021-09-12T08:26:25.541335Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"rg5DaHs0oNU9\",\"outputId\":\"f291c5c2-275e-42de-a7a0-7862fe00cd4c\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_gov_office', 'Has Secondary Use Goverment Office', 'Secondary Use Goverment Office')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"eUworDTYUDqA\"},\"source\":[\"**Has Secondary Use Police**\"]},{\"cell_type\":\"code\",\"execution_count\":247,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:25.936493Z\",\"start_time\":\"2021-09-12T08:26:25.927934Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"JT5Wd6aXoawG\",\"outputId\":\"84501410-c6a1-439d-9551-0b50f7ae9f87\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 260578\\n\",\"1 23\\n\",\"Name: has_secondary_use_use_police, dtype: int64\"]},\"execution_count\":247,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_use_police'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":248,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:26.329661Z\",\"start_time\":\"2021-09-12T08:26:25.938460Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"W6jiYIU1oazt\",\"outputId\":\"fdc6c0cd-0ae7-4b09-bd8a-0b67e0d902ca\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_use_police', 'Has Secondary Use Police', 'Secondary Use Police')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"OA8tSDptUSIi\"},\"source\":[\"**Has Secondary Use Other**\"]},{\"cell_type\":\"code\",\"execution_count\":249,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:26.343197Z\",\"start_time\":\"2021-09-12T08:26:26.332669Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"ublpYM2Wok0H\",\"outputId\":\"b0bbac5c-0194-431a-ec43-a1e3e401675d\"},\"outputs\":[{\"data\":{\"text/plain\":[\"0 259267\\n\",\"1 1334\\n\",\"Name: has_secondary_use_other, dtype: int64\"]},\"execution_count\":249,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train['has_secondary_use_other'].value_counts()\"]},{\"cell_type\":\"code\",\"execution_count\":250,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:26.730663Z\",\"start_time\":\"2021-09-12T08:26:26.345702Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":303},\"id\":\"S28JAUiSorbA\",\"outputId\":\"502d0ce6-17ef-4b24-bd01-f451d6a724bc\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"count_plot(train, 'has_secondary_use_other', 'Has Secondary Use Other', 'Secondary Use Other')\"]},{\"cell_type\":\"markdown\",\"metadata\":{},\"source\":[\"Selain bangunan untuk tujuan pribadi, banyak bangunan di Nepal yang digunakan untuk tujuan pertanian, hotel, penyewaan, institusi, sekolah, pos kesehatan, kantor pemerintahan, kantor polisi, dan tujuan lainnya. Bangunan yang mempunyai tujuan sekunder sebagai sarana pertanian dan hotel merupakan dua sektor dengan jumlah bangunan terbanyak dibandingkan dengan bangunan dengan tujuan sekunder lain. Kebanyakan bangunan dengan tujuan sekunder pertanian dan hotel mengalami tingkat kerusakan menengah.\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"X9uSBAI7W4bG\"},\"source\":[\"## **Facetgrid**\"]},{\"cell_type\":\"code\",\"execution_count\":251,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:26.739687Z\",\"start_time\":\"2021-09-12T08:26:26.733671Z\"}},\"outputs\":[],\"source\":[\"def facet_plot(data, col, x, x_label):\\n\",\" grid = sns.FacetGrid(data, col=col, row='damage_grade', size=4, aspect=2, sharey=False)\\n\",\" grid.map(plt.hist, x, bins=20)\\n\",\" grid.set_xlabels(x_label)\\n\",\" grid.set_ylabels('Frequency')\\n\",\" plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"gyNVDGYfZVC4\"},\"source\":[\"### **Superstructure RC, non RC, Mud Mortar Stone, Mud Mortar Brick, Cement Mortar Brick and Number of Floor**\"]},{\"cell_type\":\"code\",\"execution_count\":252,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:28.604178Z\",\"start_time\":\"2021-09-12T08:26:26.742195Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_rc_engineered', 'count_floors_pre_eq', 'Number of Floor')\"]},{\"cell_type\":\"code\",\"execution_count\":253,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:30.369280Z\",\"start_time\":\"2021-09-12T08:26:28.606645Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_rc_non_engineered', 'count_floors_pre_eq', 'Number of Floor')\"]},{\"cell_type\":\"code\",\"execution_count\":254,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:32.103062Z\",\"start_time\":\"2021-09-12T08:26:30.372288Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_mud_mortar_stone', 'count_floors_pre_eq', 'Number of Floor')\"]},{\"cell_type\":\"code\",\"execution_count\":255,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:33.887499Z\",\"start_time\":\"2021-09-12T08:26:32.105534Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_cement_mortar_brick', 'count_floors_pre_eq', 'Number of Floor')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"-_HpNvXCfoPl\"},\"source\":[\"### **Superstructure RC, non RC, Mud Mortar Stone, Mud Mortar Brick, Cement Mortar Brick and Height Percentage**\"]},{\"cell_type\":\"code\",\"execution_count\":256,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:35.541563Z\",\"start_time\":\"2021-09-12T08:26:33.890471Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_rc_engineered', 'height_percentage', 'Height')\"]},{\"cell_type\":\"code\",\"execution_count\":257,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:37.235018Z\",\"start_time\":\"2021-09-12T08:26:35.544572Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_rc_non_engineered', 'height_percentage', 'Height')\"]},{\"cell_type\":\"code\",\"execution_count\":258,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:38.969419Z\",\"start_time\":\"2021-09-12T08:26:37.238027Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_mud_mortar_stone', 'height_percentage', 'Height')\"]},{\"cell_type\":\"code\",\"execution_count\":259,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:40.613054Z\",\"start_time\":\"2021-09-12T08:26:38.972429Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_cement_mortar_brick', 'height_percentage', 'Height')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"RpbnDZedii10\"},\"source\":[\"### **Superstructure RC, non RC, Mud Mortar Stone, Mud Mortar Brick, Cement Mortar Brick and Area Percentage**\"]},{\"cell_type\":\"code\",\"execution_count\":260,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:42.266579Z\",\"start_time\":\"2021-09-12T08:26:40.615560Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_rc_engineered', 'area_percentage', 'Area')\"]},{\"cell_type\":\"code\",\"execution_count\":261,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:43.972368Z\",\"start_time\":\"2021-09-12T08:26:42.269552Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_rc_non_engineered', 'area_percentage', 'Area')\"]},{\"cell_type\":\"code\",\"execution_count\":262,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:45.637145Z\",\"start_time\":\"2021-09-12T08:26:43.974837Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_mud_mortar_stone', 'area_percentage', 'Area')\"]},{\"cell_type\":\"code\",\"execution_count\":263,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:47.346952Z\",\"start_time\":\"2021-09-12T08:26:45.639618Z\"}},\"outputs\":[{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAABIIAAANUCAYAAADPVYbQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAgAElEQVR4nOzde1yUZf7/8ffIIFpgrn4H5YGuW6ax6ZaudKADVCZigAcsU0jb7aC1ZWqFEZKupuYWpVmhHdxq7bCxqKCE2MG0g9q61M+0pTNYqeGAKQflNHP9/vDhrATSoIyjzOv5ePhw7mvu+7o/12eEufzMfV9jMcYYAQAAAAAAoM1r5+0AAAAAAAAAcHJQCAIAAAAAAPARFIIAAAAAAAB8BIUgAAAAAAAAH0EhCAAAAAAAwEdQCAIAAAAAAPARFILgtvz8fI0fP97bYZwStm/frmuuucZj/Y8fP175+fkN2n788UcNHDhQkvTuu+9q7ty5zfZx9P7unO/HH39s1J6SkqJly5a5GXXb8dlnn2nmzJmt1t8PP/ygyZMnt1p/p5t//etfevXVV71y7ltuuUX79u1rtf5a8jMxYsQIlZeXH/P5lStXatKkSa0VmhwOh+bNm6eYmBgNGTJEr7/+eqv1DbRVzG3+h7lN28bcpnUxt2laa89tjtizZ4+uvPLKVh23r7N6OwAALTd48GANHjzY22G0Wd98841KSkparb/du3erqKio1fo73RQUFKhPnz5eOfdHH33klfNKUk5Ozkk93z//+U8VFxcrNzdXVVVVuvHGG9WvXz9dcMEFJzUOADgezG08i7lN62Juc/JkZ2dr8eLF2rt370k/d1tGIQjNevLJJ7VmzRp17txZvXr1crUXFRVpzpw5qqqqkt1uV1hYmBYtWqSAgAD94Q9/0J///Gdt2rRJBw8e1N133638/Hx99dVXCg4O1tKlS3XGGWcoKytLb7zxhurq6nTgwAHdfvvtSkxMlMPh0KOPPqr169crKChIF1xwgb799lstX75cFRUVmjdvnr766ivV1dUpIiJC06dPl9V67H/KzfU3fvx4nXXWWfruu+80btw4/eEPf9Bjjz2m2tpa2e12XXbZZZo/f74k6bXXXtPLL7+swMBA9e3bt8E5lixZorfeektOp1OhoaGaNWuWunXr1mCf7Oxsvfjii43ie/TRR3Xeeee16HVZuXKl1q1bp2effVY7d+5UamqqDhw4IJvNJmOMhg8frosvvlgOh0MzZ87U9u3bVVFRoeTkZA0dOrRF5/r00081duxYlZaWqk+fPnr88cebff3sdrseeOAB/fzzz5KkqKgoTZ06tdlzvPXWW1qyZIksFov8/Pw0ffp0XXTRRRo/frySkpIUExMjSQ22zz//fN1+++364IMPdPDgQd17772Kjo6WdPhTmtdff11Op1OdO3fWQw89pN69eyslJUX79+/XDz/8oKuuukpXX321FixYIKfTKUmaNGmSLrjgAi1evFgVFRV68MEHNXLkSM2bN09nnHGGqqqqNH36dP3tb39Tbm6uJOnjjz/Www8/rNzcXNXX1+uxxx7Thg0b5Ofnp4EDB2rWrFlKS0tTSUmJbr31Vs2ePVvx8fH69NNPJR3+dPPI9sqVK5WVlaVDhw4pMDBQy5cvP+ZYmrNt2zbNnTtXhw4dkr+/v6ZPn66IiAh9++23mjdvnvbv3y+Hw6Hx48fr+uuv18cff6wnnnhCISEhKioqUseOHTVx4kQtX75cRUVFio6OVmpqqiRp/fr1WrJkierq6tShQwc98MADGjhwoJ566int2rVLdrtdu3btUrdu3fTYY49p27ZtWr9+vT766CN16NBBSUlJx4z7mmuuUVxcnLZs2aIDBw7otttu0yeffKLPP/9cVqtVS5YsUbdu3fT1119rzpw52r9/vywWi2655RaNHDlSH3/8cYPXqn///pKkm2++Wc8995y++OILPfvss6qtrdW+ffs0cuRITZ06tdFxK1asUPv27Y8ZZ0FBgdatW6fKykpdfvnleuCBB2S1WtW/f38NHjxYX3zxhdLT03X99ddr8+bN6tKli5599lmtWrVKVqtVvXr10oIFCxr0mZ+fr/T0dD333HM655xzXO3l5eVNXq0QExOjO++8s0HbO++8ozFjxshqteqss85SbGysVq9eTSEI+AXmNsxtmNswt2Fu09CpOrcpKSnRO++8o2XLlrl+ZtBKDHAMb7/9trnuuutMRUWFqaurMxMnTjQ33XSTMcaYBQsWmOzsbGOMMbW1tSYuLs7k5+cbY4zp27evefnll40xxjz77LNm4MCB5qeffjIOh8OMGjXKrF692lRWVpoxY8aYffv2GWOM+fTTT82AAQOMMca8/vrrJikpyVRXV5uamhpzyy23uM6bkpJi/vGPfxhjjKmvrzf333+/ee6555odR3P93XTTTebBBx907Ttt2jSzZcsWY4wxlZWV5pJLLjHbt283//3vf01ERITZu3evMcaYhx56yFx99dXGGGNWrVplpk6daurq6owxxvzzn/80t91223Hn/UhcV199tRk+fLjrz7Bhw1w5WrFihZk4caIxxpgxY8aYV1991RhjzDfffGMuvPBCs2LFCvPDDz+Yvn37ul6Xt956ywwePPiY5/vhhx8atT/wwAPm+uuvNwcPHjT19fVm1KhRZtWqVc2+fk8//bR56KGHjDHGVFVVmalTp5ry8vJmxzt48GDz6aefGmOM+eCDD8xTTz3limvt2rUN4jyy3bdvX7NkyRJjjDGFhYVm0KBBpqyszHz88ccmMTHRHDx40NVfTEyMazw333yzq78JEyaY3NxcVx9//etfG+V3y5YtJiwszPz444+u7djYWFcfR2+//PLLJikpyRw6dMg4HA4zZcoUs2rVqgb7/PDDD65c/XJ7xYoV5qKLLjIVFRXGGNPsWI6ltrbWXH755ea9994zxhizfft2ExcXZ2pqasx1111nduzYYYwxpry83AwbNsx8+umnZsuWLeb3v/+9+fzzz40xxtx6663mxhtvNDU1NaasrMz069fP/PTTT6aoqMjExcW5XvevvvrKXH755aaqqsosXrzYDB482BX7pEmTzJNPPunK+wsvvNBs3MYYc/XVV5v58+cbY4x58803TVhYmCksLDTGGPOXv/zFLFmyxNTV1ZnBgwebdevWGWOM+emnn8yVV15pPvnkk0avlTGH/52UlZUZp9NpbrrpJlNUVOQ67ve//70pKytr8rhjeeCBB8yoUaNMVVWVqampMTfddJPr569v375m1apVjc79zjvvmOjoaLN//35jjDHz5883GRkZrn9na9asMbGxsWb37t2/ev7mDB061PVzZIwxmZmZ5q677jqhPoG2hrkNcxvmNsxtmNs0dCrPbY525NxoHVwRhGPavHmzhgwZosDAQEnS6NGjtXz5cklScnKyPvroIz3//PMqLi7W3r17dfDgQdexRz6Z+e1vf6u+ffu6PkHq0aOHDhw4oDPPPFNLly7Vxo0bVVxcrC+++MJ1/MaNGzVixAgFBARIkm688UbXeTds2KDt27crKytLklRdXf2r42iuP0kKDw93PV6wYIHef/99LV26VN99951qamp08OBB7dixQ5dffrlsNpurjw8//FCS9N5772n79u0aPXq0JMnpdOrQoUON4mjpp2bTp09vUPk+8unK0Q4cOKDPPvtMr7zyiiSpd+/euvTSS13P+/v7u16LsLAwlZWVNZeqJl177bXq2LGjJKlPnz7at29fs6/flVdeqYkTJ2rPnj267LLLdN999ykoKKjZc8TGxuruu+9WVFSULr/8ct1+++1uxXbTTTe5xta3b19t3bpV27Zt086dOzV27FjXfuXl5dq/f78kadCgQa72YcOGac6cOVq/fr0uu+wy3XvvvU2eJyQkRKGhob8az6ZNmzRixAh16NBBkrRo0SJJhz9Zc9d5553n+pnbsGHDMcfSuXPnJo//6quv1K5dO1111VWSpP79+2vNmjX65ptv9P3337s+/ZIO//z897//Ve/evdWjRw+df/75kg7/3AYFBal9+/bq0qWLzjzzTB04cEBbt27V3r179ac//cnVh8Vi0ffffy9Juvjii12xn3/++Tpw4IDb4z7iyCefPXv21P/93/8pLCzMFdOBAwdUXFysmpoa137dunVTdHS0PvjgA11yySXHfK0sFouWLl2qDRs2KDc3V99++62MMa6fVXdfY+nw/fFnnHGGJGn48OHauHGjEhMTJTX8fXLE5s2bFRMTo7POOkuS9OCDD0o6/On39u3b9cEHHyg1NVUhISGNjm3Jp2bGGFkslgbb7dqxFCBwNOY2zG0k5jYScxvmNg2dqnMbeA6FIDTLGON67Ofn53p87733yuFwaNiwYbrqqqu0Z8+eBvv6+/s3+fiIn376STfeeKPGjBmjQYMGKSYmRu+9954kNboU+uj/yDidTj355JOuy0fLy8sb/MenKc31J8n1S086/OZ73nnn6corr9SwYcO0bds217iOlQun06nbbrvN9cuytra2yTeJkSNHauTIkc3G2lJH4jhWbEfn/tfydCxH589iscgY0+zrd8EFF+jdd9/V5s2btWXLFt1www16/vnnXZeyNmXatGkaPXq0PvroI61cuVJ///vfXRPio8dWV1fX4Lhfvg5+fn5yOp0aMWKEkpOTXe179+51vVEd/XqPHTtWV199tT766CN98MEHevrppxstZPnLY47koKmYfvlvrbS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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"facet_plot(train, 'has_superstructure_cement_mortar_brick', 'area_percentage', 'Area')\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"j_WlDZ7GqGqw\"},\"source\":[\"## **Multivariate Analysis**\"]},{\"cell_type\":\"code\",\"execution_count\":264,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:47.355975Z\",\"start_time\":\"2021-09-12T08:26:47.349460Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"Y87xE3Yh_esO\",\"outputId\":\"fc48dbfe-353a-48f4-903f-893c9daf40b0\"},\"outputs\":[{\"data\":{\"text/plain\":[\"Index(['building_id', 'geo_level_1_id', 'geo_level_2_id', 'geo_level_3_id',\\n\",\" 'count_floors_pre_eq', 'age', 'area_percentage', 'height_percentage',\\n\",\" 'land_surface_condition', 'foundation_type', 'roof_type',\\n\",\" 'ground_floor_type', 'other_floor_type', 'position',\\n\",\" 'plan_configuration', 'has_superstructure_adobe_mud',\\n\",\" 'has_superstructure_mud_mortar_stone', 'has_superstructure_stone_flag',\\n\",\" 'has_superstructure_cement_mortar_stone',\\n\",\" 'has_superstructure_mud_mortar_brick',\\n\",\" 'has_superstructure_cement_mortar_brick', 'has_superstructure_timber',\\n\",\" 'has_superstructure_bamboo', 'has_superstructure_rc_non_engineered',\\n\",\" 'has_superstructure_rc_engineered', 'has_superstructure_other',\\n\",\" 'legal_ownership_status', 'count_families', 'has_secondary_use',\\n\",\" 'has_secondary_use_agriculture', 'has_secondary_use_hotel',\\n\",\" 'has_secondary_use_rental', 'has_secondary_use_institution',\\n\",\" 'has_secondary_use_school', 'has_secondary_use_industry',\\n\",\" 'has_secondary_use_health_post', 'has_secondary_use_gov_office',\\n\",\" 'has_secondary_use_use_police', 'has_secondary_use_other',\\n\",\" 'damage_grade'],\\n\",\" dtype='object')\"]},\"execution_count\":264,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"train.columns\"]},{\"cell_type\":\"code\",\"execution_count\":265,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:47.498910Z\",\"start_time\":\"2021-09-12T08:26:47.358483Z\"},\"id\":\"r_W-EzoV_h0l\"},\"outputs\":[],\"source\":[\"features = train.copy()\"]},{\"cell_type\":\"code\",\"execution_count\":266,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:47.727851Z\",\"start_time\":\"2021-09-12T08:26:47.501379Z\"},\"id\":\"NAyvaDFqANRc\"},\"outputs\":[],\"source\":[\"features['damage_grade'] = features['damage_grade'].replace({'Low':1, 'Medium':2, 'High':3})\\n\",\"features['damage_grade'] = features['damage_grade'].astype('int64')\"]},{\"cell_type\":\"code\",\"execution_count\":267,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:48.672974Z\",\"start_time\":\"2021-09-12T08:26:47.729857Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":1000},\"id\":\"5mtkAnFi_m2j\",\"outputId\":\"bb31c8ac-37af-4e44-eee3-7d2ba82562f9\"},\"outputs\":[{\"data\":{\"text/html\":[\"
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\\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" \\n\",\" 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building_idgeo_level_1_idgeo_level_2_idgeo_level_3_idcount_floors_pre_eqagearea_percentageheight_percentagehas_superstructure_adobe_mudhas_superstructure_mud_mortar_stone...has_secondary_use_hotelhas_secondary_use_rentalhas_secondary_use_institutionhas_secondary_use_schoolhas_secondary_use_industryhas_secondary_use_health_posthas_secondary_use_gov_officehas_secondary_use_use_policehas_secondary_use_otherdamage_grade
building_id1.000000-0.0028500.000347-0.000393-0.000654-0.001476-0.0020700.000096-0.0003070.002423...0.001934-0.0021520.000706-0.0003620.002348-0.0003740.000538-0.003116-0.0022950.001063
geo_level_1_id-0.0028501.000000-0.0614050.002718-0.089364-0.0039080.071158-0.063474-0.018245-0.152038...0.0019110.0235230.0037000.0029770.002655-0.0023030.0010600.000523-0.017992-0.072347
geo_level_2_id0.000347-0.0614051.0000000.0009210.0477300.012594-0.0494430.0355160.0158330.076491...-0.008439-0.030704-0.004840-0.0048560.000687-0.000757-0.0001520.001926-0.0130680.043161
geo_level_3_id-0.0003930.0027180.0009211.000000-0.021646-0.006385-0.005643-0.024507-0.0157320.026294...-0.002001-0.007356-0.007058-0.004373-0.000862-0.002632-0.0009430.000269-0.0024630.007932
count_floors_pre_eq-0.000654-0.0893640.047730-0.0216461.0000000.0866680.1010710.7727340.174852-0.027116...0.0771200.0354250.0163840.008833-0.0026110.0067860.0096390.003939-0.0020730.122308
age-0.001476-0.0039080.012594-0.0063850.0866681.000000-0.0043230.0610740.0680320.001321...-0.0100210.001193-0.004189-0.003514-0.003658-0.002169-0.001764-0.001195-0.0045340.029273
area_percentage-0.0020700.071158-0.049443-0.0056430.101071-0.0043231.0000000.1966450.026287-0.225541...0.1598850.1059830.0522120.0501640.0194210.0151090.0152900.0049830.013111-0.125221
height_percentage0.000096-0.0634740.035516-0.0245070.7727340.0610740.1966451.0000000.149725-0.106573...0.1235510.0689090.0313660.0200320.0019460.0111920.0146600.0040480.0053970.048130
has_superstructure_adobe_mud-0.000307-0.0182450.015833-0.0157320.1748520.0680320.0262870.1497251.000000-0.306861...-0.012642-0.003935-0.004281-0.0023690.001762-0.003292-0.002648-0.001493-0.0100740.055314
has_superstructure_mud_mortar_stone0.002423-0.1520380.0764910.026294-0.0271160.001321-0.225541-0.106573-0.3068611.000000...-0.159532-0.117948-0.036064-0.023070-0.025507-0.008763-0.011904-0.0033800.0056280.291325
has_superstructure_stone_flag0.0014430.007677-0.0087430.019579-0.0410580.009129-0.000473-0.0202600.006962-0.034046...-0.008868-0.011632-0.000971-0.001362-0.004240-0.0025860.0029590.0004720.0021270.066039
has_superstructure_cement_mortar_stone-0.0008270.023656-0.0091220.005966-0.011329-0.0121280.0737010.012960-0.014554-0.104288...0.0721040.0337570.0079850.0064730.0069390.0044060.0126050.0048250.014337-0.060295
has_superstructure_mud_mortar_brick-0.003768-0.0288540.014246-0.0232780.2572790.0795250.0533620.2090980.314979-0.376208...0.0251520.018368-0.002334-0.0003260.0111680.000733-0.003266-0.000920-0.0048900.014561
has_superstructure_cement_mortar_brick0.0019330.134121-0.079875-0.005116-0.085821-0.0369920.2108000.001698-0.037549-0.470715...0.1395410.1095450.0320630.0198580.0262410.0088170.0073960.0050610.000121-0.254131
has_superstructure_timber0.0019670.144985-0.023927-0.003916-0.0566370.005855-0.053965-0.0524020.011694-0.040177...-0.027763-0.026546-0.005306-0.003695-0.000577-0.004812-0.004148-0.002685-0.014453-0.069852
has_superstructure_bamboo0.0012660.074169-0.0325880.006143-0.070487-0.008374-0.031641-0.0633420.011528-0.054657...-0.030755-0.019104-0.004861-0.003616-0.003247-0.004180-0.002542-0.002864-0.008561-0.063051
has_superstructure_rc_non_engineered0.0024720.016454-0.0381730.0022650.007448-0.0254310.1850470.086228-0.036830-0.222366...0.1579970.1028380.0363140.0210120.0151760.0081950.0053220.0020640.000582-0.158145
has_superstructure_rc_engineered-0.0022590.015767-0.036074-0.0124200.049000-0.0255520.2246470.129698-0.036782-0.224509...0.1397220.1314160.0502250.0250870.0052360.0117000.0315360.0053470.008110-0.179014
has_superstructure_other0.0021710.022670-0.020144-0.010604-0.029888-0.0015200.007928-0.0192660.057545-0.041705...0.0078300.000130-0.0027530.000984-0.0011400.000612-0.001489-0.0011590.006201-0.030224
count_families-0.0005990.035108-0.012439-0.0024790.0865860.0053090.0886300.0643160.0330680.001576...-0.0346150.022703-0.022465-0.020040-0.021461-0.010846-0.004854-0.014284-0.0167830.056151
has_secondary_use0.002606-0.010428-0.0015190.0073750.052125-0.0087880.1224010.091780-0.013300-0.087520...0.5255640.2546140.0864290.0535200.0922370.0386380.0340250.0264700.202099-0.079630
has_secondary_use_agriculture0.002631-0.0197860.0175220.015995-0.005294-0.002194-0.016478-0.005390-0.0039170.058261...-0.048931-0.023705-0.008047-0.004983-0.008587-0.003597-0.003168-0.0024640.0850340.011309
has_secondary_use_hotel0.0019340.001911-0.008439-0.0020010.077120-0.0100210.1598850.123551-0.012642-0.159532...1.000000-0.016857-0.005722-0.003543-0.006107-0.002558-0.002253-0.0017530.003920-0.097942
has_secondary_use_rental-0.0021520.023523-0.030704-0.0073560.0354250.0011930.1059830.068909-0.003935-0.117948...-0.0168571.000000-0.002772-0.001717-0.002958-0.001239-0.001091-0.0008490.002516-0.083754
has_secondary_use_institution0.0007060.003700-0.004840-0.0070580.016384-0.0041890.0522120.031366-0.004281-0.036064...-0.005722-0.0027721.000000-0.000583-0.001004-0.000421-0.000370-0.0002880.004818-0.028728
has_secondary_use_school-0.0003620.002977-0.004856-0.0043730.008833-0.0035140.0501640.020032-0.002369-0.023070...-0.003543-0.001717-0.0005831.000000-0.000622-0.000260-0.000229-0.0001780.001469-0.011692
has_secondary_use_industry0.0023480.0026550.000687-0.000862-0.002611-0.0036580.0194210.0019460.001762-0.025507...-0.006107-0.002958-0.001004-0.0006221.000000-0.000449-0.000395-0.0003080.004229-0.011024
has_secondary_use_health_post-0.000374-0.002303-0.000757-0.0026320.006786-0.0021690.0151090.011192-0.003292-0.008763...-0.002558-0.001239-0.000421-0.000260-0.0004491.000000-0.000166-0.000129-0.000984-0.008543
has_secondary_use_gov_office0.0005380.001060-0.000152-0.0009430.009639-0.0017640.0152900.014660-0.002648-0.011904...-0.002253-0.001091-0.000370-0.000229-0.000395-0.0001661.000000-0.0001130.003587-0.009378
has_secondary_use_use_police-0.0031160.0005230.0019260.0002690.003939-0.0011950.0049830.004048-0.001493-0.003380...-0.001753-0.000849-0.000288-0.000178-0.000308-0.000129-0.0001131.000000-0.000674-0.001656
has_secondary_use_other-0.002295-0.017992-0.013068-0.002463-0.002073-0.0045340.0131110.005397-0.0100740.005628...0.0039200.0025160.0048180.0014690.004229-0.0009840.003587-0.0006741.000000-0.016334
damage_grade0.001063-0.0723470.0431610.0079320.1223080.029273-0.1252210.0481300.0553140.291325...-0.097942-0.083754-0.028728-0.011692-0.011024-0.008543-0.009378-0.001656-0.0163341.000000
\\n\",\"

32 rows × 32 columns

\\n\",\"
\"],\"text/plain\":[\" building_id geo_level_1_id \\\\\\n\",\"building_id 1.000000 -0.002850 \\n\",\"geo_level_1_id -0.002850 1.000000 \\n\",\"geo_level_2_id 0.000347 -0.061405 \\n\",\"geo_level_3_id -0.000393 0.002718 \\n\",\"count_floors_pre_eq -0.000654 -0.089364 \\n\",\"age -0.001476 -0.003908 \\n\",\"area_percentage -0.002070 0.071158 \\n\",\"height_percentage 0.000096 -0.063474 \\n\",\"has_superstructure_adobe_mud -0.000307 -0.018245 \\n\",\"has_superstructure_mud_mortar_stone 0.002423 -0.152038 \\n\",\"has_superstructure_stone_flag 0.001443 0.007677 \\n\",\"has_superstructure_cement_mortar_stone -0.000827 0.023656 \\n\",\"has_superstructure_mud_mortar_brick -0.003768 -0.028854 \\n\",\"has_superstructure_cement_mortar_brick 0.001933 0.134121 \\n\",\"has_superstructure_timber 0.001967 0.144985 \\n\",\"has_superstructure_bamboo 0.001266 0.074169 \\n\",\"has_superstructure_rc_non_engineered 0.002472 0.016454 \\n\",\"has_superstructure_rc_engineered -0.002259 0.015767 \\n\",\"has_superstructure_other 0.002171 0.022670 \\n\",\"count_families -0.000599 0.035108 \\n\",\"has_secondary_use 0.002606 -0.010428 \\n\",\"has_secondary_use_agriculture 0.002631 -0.019786 \\n\",\"has_secondary_use_hotel 0.001934 0.001911 \\n\",\"has_secondary_use_rental -0.002152 0.023523 \\n\",\"has_secondary_use_institution 0.000706 0.003700 \\n\",\"has_secondary_use_school -0.000362 0.002977 \\n\",\"has_secondary_use_industry 0.002348 0.002655 \\n\",\"has_secondary_use_health_post -0.000374 -0.002303 \\n\",\"has_secondary_use_gov_office 0.000538 0.001060 \\n\",\"has_secondary_use_use_police -0.003116 0.000523 \\n\",\"has_secondary_use_other -0.002295 -0.017992 \\n\",\"damage_grade 0.001063 -0.072347 \\n\",\"\\n\",\" geo_level_2_id geo_level_3_id \\\\\\n\",\"building_id 0.000347 -0.000393 \\n\",\"geo_level_1_id -0.061405 0.002718 \\n\",\"geo_level_2_id 1.000000 0.000921 \\n\",\"geo_level_3_id 0.000921 1.000000 \\n\",\"count_floors_pre_eq 0.047730 -0.021646 \\n\",\"age 0.012594 -0.006385 \\n\",\"area_percentage -0.049443 -0.005643 \\n\",\"height_percentage 0.035516 -0.024507 \\n\",\"has_superstructure_adobe_mud 0.015833 -0.015732 \\n\",\"has_superstructure_mud_mortar_stone 0.076491 0.026294 \\n\",\"has_superstructure_stone_flag -0.008743 0.019579 \\n\",\"has_superstructure_cement_mortar_stone -0.009122 0.005966 \\n\",\"has_superstructure_mud_mortar_brick 0.014246 -0.023278 \\n\",\"has_superstructure_cement_mortar_brick -0.079875 -0.005116 \\n\",\"has_superstructure_timber -0.023927 -0.003916 \\n\",\"has_superstructure_bamboo -0.032588 0.006143 \\n\",\"has_superstructure_rc_non_engineered -0.038173 0.002265 \\n\",\"has_superstructure_rc_engineered -0.036074 -0.012420 \\n\",\"has_superstructure_other -0.020144 -0.010604 \\n\",\"count_families -0.012439 -0.002479 \\n\",\"has_secondary_use -0.001519 0.007375 \\n\",\"has_secondary_use_agriculture 0.017522 0.015995 \\n\",\"has_secondary_use_hotel -0.008439 -0.002001 \\n\",\"has_secondary_use_rental -0.030704 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\\n\",\"has_secondary_use_agriculture -0.004983 \\n\",\"has_secondary_use_hotel -0.003543 \\n\",\"has_secondary_use_rental -0.001717 \\n\",\"has_secondary_use_institution -0.000583 \\n\",\"has_secondary_use_school 1.000000 \\n\",\"has_secondary_use_industry -0.000622 \\n\",\"has_secondary_use_health_post -0.000260 \\n\",\"has_secondary_use_gov_office -0.000229 \\n\",\"has_secondary_use_use_police -0.000178 \\n\",\"has_secondary_use_other 0.001469 \\n\",\"damage_grade -0.011692 \\n\",\"\\n\",\" has_secondary_use_industry \\\\\\n\",\"building_id 0.002348 \\n\",\"geo_level_1_id 0.002655 \\n\",\"geo_level_2_id 0.000687 \\n\",\"geo_level_3_id -0.000862 \\n\",\"count_floors_pre_eq -0.002611 \\n\",\"age -0.003658 \\n\",\"area_percentage 0.019421 \\n\",\"height_percentage 0.001946 \\n\",\"has_superstructure_adobe_mud 0.001762 \\n\",\"has_superstructure_mud_mortar_stone -0.025507 \\n\",\"has_superstructure_stone_flag -0.004240 \\n\",\"has_superstructure_cement_mortar_stone 0.006939 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\\n\",\"has_secondary_use_school -0.000260 \\n\",\"has_secondary_use_industry -0.000449 \\n\",\"has_secondary_use_health_post 1.000000 \\n\",\"has_secondary_use_gov_office -0.000166 \\n\",\"has_secondary_use_use_police -0.000129 \\n\",\"has_secondary_use_other -0.000984 \\n\",\"damage_grade -0.008543 \\n\",\"\\n\",\" has_secondary_use_gov_office \\\\\\n\",\"building_id 0.000538 \\n\",\"geo_level_1_id 0.001060 \\n\",\"geo_level_2_id -0.000152 \\n\",\"geo_level_3_id -0.000943 \\n\",\"count_floors_pre_eq 0.009639 \\n\",\"age -0.001764 \\n\",\"area_percentage 0.015290 \\n\",\"height_percentage 0.014660 \\n\",\"has_superstructure_adobe_mud -0.002648 \\n\",\"has_superstructure_mud_mortar_stone -0.011904 \\n\",\"has_superstructure_stone_flag 0.002959 \\n\",\"has_superstructure_cement_mortar_stone 0.012605 \\n\",\"has_superstructure_mud_mortar_brick -0.003266 \\n\",\"has_superstructure_cement_mortar_brick 0.007396 \\n\",\"has_superstructure_timber -0.004148 \\n\",\"has_superstructure_bamboo -0.002542 \\n\",\"has_superstructure_rc_non_engineered 0.005322 \\n\",\"has_superstructure_rc_engineered 0.031536 \\n\",\"has_superstructure_other -0.001489 \\n\",\"count_families -0.004854 \\n\",\"has_secondary_use 0.034025 \\n\",\"has_secondary_use_agriculture -0.003168 \\n\",\"has_secondary_use_hotel -0.002253 \\n\",\"has_secondary_use_rental -0.001091 \\n\",\"has_secondary_use_institution -0.000370 \\n\",\"has_secondary_use_school -0.000229 \\n\",\"has_secondary_use_industry -0.000395 \\n\",\"has_secondary_use_health_post -0.000166 \\n\",\"has_secondary_use_gov_office 1.000000 \\n\",\"has_secondary_use_use_police -0.000113 \\n\",\"has_secondary_use_other 0.003587 \\n\",\"damage_grade -0.009378 \\n\",\"\\n\",\" has_secondary_use_use_police \\\\\\n\",\"building_id -0.003116 \\n\",\"geo_level_1_id 0.000523 \\n\",\"geo_level_2_id 0.001926 \\n\",\"geo_level_3_id 0.000269 \\n\",\"count_floors_pre_eq 0.003939 \\n\",\"age -0.001195 \\n\",\"area_percentage 0.004983 \\n\",\"height_percentage 0.004048 \\n\",\"has_superstructure_adobe_mud -0.001493 \\n\",\"has_superstructure_mud_mortar_stone -0.003380 \\n\",\"has_superstructure_stone_flag 0.000472 \\n\",\"has_superstructure_cement_mortar_stone 0.004825 \\n\",\"has_superstructure_mud_mortar_brick -0.000920 \\n\",\"has_superstructure_cement_mortar_brick 0.005061 \\n\",\"has_superstructure_timber -0.002685 \\n\",\"has_superstructure_bamboo -0.002864 \\n\",\"has_superstructure_rc_non_engineered 0.002064 \\n\",\"has_superstructure_rc_engineered 0.005347 \\n\",\"has_superstructure_other -0.001159 \\n\",\"count_families -0.014284 \\n\",\"has_secondary_use 0.026470 \\n\",\"has_secondary_use_agriculture -0.002464 \\n\",\"has_secondary_use_hotel -0.001753 \\n\",\"has_secondary_use_rental -0.000849 \\n\",\"has_secondary_use_institution -0.000288 \\n\",\"has_secondary_use_school -0.000178 \\n\",\"has_secondary_use_industry -0.000308 \\n\",\"has_secondary_use_health_post -0.000129 \\n\",\"has_secondary_use_gov_office -0.000113 \\n\",\"has_secondary_use_use_police 1.000000 \\n\",\"has_secondary_use_other -0.000674 \\n\",\"damage_grade -0.001656 \\n\",\"\\n\",\" has_secondary_use_other damage_grade \\n\",\"building_id -0.002295 0.001063 \\n\",\"geo_level_1_id -0.017992 -0.072347 \\n\",\"geo_level_2_id -0.013068 0.043161 \\n\",\"geo_level_3_id -0.002463 0.007932 \\n\",\"count_floors_pre_eq -0.002073 0.122308 \\n\",\"age -0.004534 0.029273 \\n\",\"area_percentage 0.013111 -0.125221 \\n\",\"height_percentage 0.005397 0.048130 \\n\",\"has_superstructure_adobe_mud -0.010074 0.055314 \\n\",\"has_superstructure_mud_mortar_stone 0.005628 0.291325 \\n\",\"has_superstructure_stone_flag 0.002127 0.066039 \\n\",\"has_superstructure_cement_mortar_stone 0.014337 -0.060295 \\n\",\"has_superstructure_mud_mortar_brick -0.004890 0.014561 \\n\",\"has_superstructure_cement_mortar_brick 0.000121 -0.254131 \\n\",\"has_superstructure_timber -0.014453 -0.069852 \\n\",\"has_superstructure_bamboo -0.008561 -0.063051 \\n\",\"has_superstructure_rc_non_engineered 0.000582 -0.158145 \\n\",\"has_superstructure_rc_engineered 0.008110 -0.179014 \\n\",\"has_superstructure_other 0.006201 -0.030224 \\n\",\"count_families -0.016783 0.056151 \\n\",\"has_secondary_use 0.202099 -0.079630 \\n\",\"has_secondary_use_agriculture 0.085034 0.011309 \\n\",\"has_secondary_use_hotel 0.003920 -0.097942 \\n\",\"has_secondary_use_rental 0.002516 -0.083754 \\n\",\"has_secondary_use_institution 0.004818 -0.028728 \\n\",\"has_secondary_use_school 0.001469 -0.011692 \\n\",\"has_secondary_use_industry 0.004229 -0.011024 \\n\",\"has_secondary_use_health_post -0.000984 -0.008543 \\n\",\"has_secondary_use_gov_office 0.003587 -0.009378 \\n\",\"has_secondary_use_use_police -0.000674 -0.001656 \\n\",\"has_secondary_use_other 1.000000 -0.016334 \\n\",\"damage_grade -0.016334 1.000000 \\n\",\"\\n\",\"[32 rows x 32 columns]\"]},\"execution_count\":267,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"corr_matrix = features.corr()\\n\",\"corr_matrix\"]},{\"cell_type\":\"code\",\"execution_count\":268,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:26:52.479561Z\",\"start_time\":\"2021-09-12T08:26:48.676448Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":1000},\"id\":\"BYo9qbZ4B8m9\",\"outputId\":\"7931551b-4d14-4cf9-ef62-c3e6c5f1a684\"},\"outputs\":[{\"data\":{\"image/png\":\"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\\n\",\"text/plain\":[\"
\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(20,20))\\n\",\"\\n\",\"sns.heatmap(corr_matrix, annot=True, cmap='viridis', square=True, fmt='.2f', annot_kws={'size': 10})\\n\",\"plt.show()\"]},{\"cell_type\":\"code\",\"execution_count\":269,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:28:23.612435Z\",\"start_time\":\"2021-09-12T08:26:52.481065Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":920},\"id\":\"kxi3PL-XERW_\",\"outputId\":\"15ddca4b-505f-44ad-c48a-e2232d3ad799\"},\"outputs\":[{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAABGQAAAOHCAYAAABhA5VnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8GearUAAAgAElEQVR4nOzde1jUZf7/8ecACqKCqOAhNU0NCw/ptoK6UR7KdRUVTUN/UbRoV610uFKUDBVXPCKSuB6qdctvm7IeUEQyNFLXkkBbyFyVpcQD6qaIjYYiMDO/P7ycVTmoNQyor8c/4vB53/f7c899zQzvue/Px2CxWCyIiIiIiIiIiIjdONR0AiIiIiIiIiIi9xsVZERERERERERE7EwFGRERERERERERO1NBRkRERERERETEzlSQERERERERERGxMxVkRERERERERETsTAUZERERERERERE7c6rpBEQEzp8vwmy21HQaUk2aNGnAuXM/13Qacg/RnBJb0nwSW9OcElvTnBJbs9eccnAw4OFRv9LfqyAjUguYzRYVZO5xen7F1jSnxJY0n8TWNKfE1jSnxNZqw5zSliURERERERERETtTQUZERERERERExM5UkBERERERERERsTMVZERERERERERE7EwX9RWRKjV0q4eLs14qfi1Pz4Y1nYLcYzSnxFZKSk01nYKIiMh9SX9liUiVXJydCJiYVNNpiIhINUmOHVbTKYiIiNyXtGVJRERERERERMTO7qggk5GRQXBwcHXlUuN27NjBhx9+aJO27uVxut7atWvZsmWL3fo7ceIEU6dOtUlbtzufv/vuO955551f3Y6IiIiIiIjINdqydJ0DBw7YrK3MzEybtVWb/etf/6Jnz5526+/UqVOcOHHCbv0BdOnShS5duti1TxEREREREbm33XFBprCwkPHjx3P8+HHatWtHfHw8S5cuJT09HaPRiJeXF3Fxcbi7uzN16lRyc3MBGDt2LKNHj6603fT0dGJiYgBwd3cnNjaWS5cu8cILL/DFF18AsGTJEgBee+01evXqxdNPP01WVhb169dn4cKFtGrViv379zN37lyKi4vx8PBg5syZtG7dmuDgYNzd3cnNzSUmJoaPP/74htx69OhBQkICAC1btuTUqVNkZ2dz+vRpnn/+ebZu3UpYWBi+vr7k5+db8zp58iRvv/02hYWFuLi4EB0dzfr16wEYNWoU69atw9vbm5ycHAASExPJzMxk3rx59OvXj65du3Lo0CFWr17N7t27WbVqFWazGR8fH2bMmIGzs3OlY7Znzx7mzZuHxWKhZcuWxMbGUq9ePRYsWEBmZiYmk4kRI0YQEhJCRkYGK1asoE6dOuTn59OvXz9cXV35/PPPAXj//fdp2rQp//znP4mPj6esrIxWrVoxa9YsPDw86NevH0OHDuXLL7/k8uXLzJ8/nwsXLvDFF1/w9ddf4+npyRNPPFFhnkuWLOHUqVMcPXqUwsJCXn31VdLT0/n222/p1KkTcXFxGAwGVqxYwebNm3F0dKRPnz6Eh4dz+vRpxo0bh4eHBy4uLhQUFJCfn8/MmTN55513iIqKIjc3l4KCAry9vVm0aBEFBQU3xFS16un8+fOEhoZy5swZunbtyowZM6hbty5+fn507tyZs2fPMnnyZFasWMHHH3/MoUOHmD59OsXFxbi7u7Nw4cIb2lu1ahWff/4577//PvXq1au0XxEREREREbm/3fE1ZE6dOsX06dPZunUrBQUFrFmzhiNHjpCQkEBqaiotWrRg8+bNZGVlYTQa2bRpE++99x779u2rst1ly5YRFRVFYmIivXv35uDBg1UeX1hYSPfu3UlOTmbw4MFER0dTUlJCZGQksbGxbNy4kZdeeolp06ZZY7y9vUlNTaW4uLhcbh06dCAoKIigoCBGjhwJQElJCZ9++iljx46tNI+ZM2cycOBAtmzZwmuvvcby5cuJjIwEYN26dbccT39/f1JTUyksLGTt2rUkJCSQlJREkyZNWLlyZaVxJSUlTJo0ifnz55OcnMzDDz/Mxo0bWbt2LQAbN25k/fr1pKWlWcf+22+/ZebMmWzYsIFPPvmExo0bk5iYiLe3NykpKRQWFhIbG8vKlSvZtGkTv/vd724oODRq1Ij169cTFBTEe++9R+/evenXrx+vv/56pcWYa/7zn//w8ccfM2vWLN5++23Gjx/Pli1bOHjwIDk5OezatYsvvviCDRs2sHHjRo4dO2YtkOXl5RETE8OHH35IZGQknTt3ZsaMGWRlZVGnTh3+8Y9/sH37di5evMiuXbvKxVQlPz+fadOmsXnzZoqKilizZg1wtVAzfvx4kpKScHL6X91y0qRJ/OlPfyI5OZk//OEPrFq1yvq7xMREtm3bxooVK1SMERERERERkSrd8QqZTp060bp1awDat2+Pm5sbU6ZMYd26deTl5ZGdnU2bNm3o2LEjeXl5hIaG4u/vz+TJk6tst3///oSFhTFgwAD69+9Pnz59yM/Pr/R4Z2dnhg8fDkBgYCCLFi3i6NGjnDhxgldffdV63M8//2z9uWvXrgC3ndu146uyd+9eFi1aBMCTTz7Jk08+ecuY63Xr1g24eh2SY8eOWVcRlZaW8uijj1Yal5OTQ7NmzXjkkUcAmDhxIgCvv/46hw4d4uuvvwbg0qVL5OTk0KFDBx5++GFatGgBgIeHB7169QKurgi6cOEC3377LadPn+aFF14AwGw24+7ubu3zWtGlY8eObNu27Y7Os0+fPjg5OdGyZUs8PT3p0KEDAM2aNcNoNPL1118zePBgayFj5MiRbNq0iSeffJImTZrQqlWrcm3+9re/pVGjRnzyySccOXKEo0ePcunSJYBKY272+OOP07ZtWwACAgJITEzkxRdfBP733FxTWFjI2bNn6du3L4C1UJeRkcF//vMfpk2bxqJFi6hfv/4djc3VfBvccYyIiIit6DbqYmuaU2JrmlNia7VhTt1xQeb61QIGg8G65SMkJISBAwfi4OCAxWLBw8ODlJQUvvrqK3bt2kVgYCApKSm4ublV2G5ISAh9+/Zlx44dxMTEsH//foYOHYrFYrEeU1ZWZu3fwcEBg8EAXC0cODo6YjabadWqFUlJV2/RazKZKCgosMa7uLgAVJrbza4df821XMrKyiocD4vFwg8//GAtNtwcazAYbogFrFuSTCYTgwYNsq6uKSoqwmQyVThWAHXq1LGeP8DFixetMeHh4TzzzDPA1SJC/fr1yc7Opk6dOje04ejoeMP/TSYTPXr0YMWKFQBcuXKFoqKicrle3+/tur7v68fsGrPZXO6xa2N18/NwTVpaGvHx8bzwwguMGDGC8+fPW5+jymJudvPzd/3/b27j5jG/cuUKZ86cAaB+/frMnTuX2bNn88QTT+Dq6npb/V9z7tzPmM2WWx9YA2rDC5WIiFSvs2cv1nQKcg/x9GyoOSU2pTkltmavOeXgYKjyy/dffdtrg8FAz549GTNmDG3btmXnzp2YTCbS0tIIDw/nqaeeIjIyEldXV06fPl1pO6NGjaKoqIiQkBBCQkI4ePAgbm5u/PTTTxQWFlJSUsLu3butx1++fNl6bZnExET8/f156KGHMBqN1i06GzZsYNKkSeX6qiw3R0fHcgWTazw8PPj+++8BrNddgasrLK4Vc/bs2WPdInV9Wx4eHuTm5mKxWKw538zX15ft27dz7tw5LBYLUVFRN2yHuVm7du04d+6cNae//vWvrFmzBj8/P9auXUtpaSlFRUWMHTuW7OzsStu5Xrdu3cjOziYvLw+4uo1swYIFVcY4OjpWWTi6XX5+fqSkpFBcXExZWRkbNmzAz8+vwv6ujWt6ejqDBg1i5MiRuLm5kZGRcce5fPPNN5w6dQqz2cymTZvo3bt3pcc2bNiQZs2a8eWXXwKQlJTE4sWLAXjggQfo168fPXv2JD4+/o5yEBERERERkfvPr77LUnFxMYcPHyYgIACAzp07k5+fz4QJE9i2bRuDBw/G2dmZoUOH4u3tXWk7b731FhERETg5OeHq6kp0dDQNGzZk3LhxPPvsszRv3rzcnW4+++wz4uLi8PLyYv78+dStW5fFixcze/Zsrly5QoMGDZg/f365vvz9/SvM7cKFC0yZMoWmTZuWixk3bhwRERFs2LCB/v37Wx+fPn06kZGRrF69mnr16hEdHQ1c3YI1bNgwEhMTmThxIq+88gpNmzblN7/5DefPny/XfqdOnQgLC+PFF1/EbDbzyCOP8PLLL1c6Xs7OzsTExDB58mRKS0tp06YNCxYsoG7duhw7dozAwEDKysoYMWIEvr6+ZGRkVNrWNZ6ensyZM4c333wTs9lMs2bNrBdarkzv3r1ZtGgRDRs25Pe///0t+6hM3759OXToECNHjqSsrIzf/e53PP/88/z3v/+94bj27dtz8eJFwsPDGTduHJMmTSIlJYU6derQo0ePKre5VaRDhw5MnTqVs2fP4ufnx7PPPlvl8TExMURFRRETE4OHhwcLFiywFrAAJk+ezJAhQwgICMDHx+eOchEREREREZH7h8Fy/Z6gu8j1dy4SudvV9i1LAROTajoNERGpJsmxw7QVQGxK20vE1jSnxNZqy5alX71C5k589NFHbNy4sdzjXl5efPDBB/ZM5a4RHBzMhQsXyj0eFBTEmDFjaiCjitXW53bfvn3MmjWrwt+9//77NGvWzM4ZiYiIiIiIiNzFK2RE7iVaISMiIjVFK2TE1rSaQWxNc0ps7b5cISMid5/iK2Ukxw6r6TRERKSalJT++ovzi4iIyJ1TQUZEqnTxwmX0fcSvo291xNY0p8SWPD0b1nQKIiIi96VffdtrERERERERERG5MyrIiIiIiIiIiIjYmQoyIiIiIiIiIiJ2poKMiIiIiIiIiIidqSAjIiIiIiIiImJnKsiIiIiIiIiIiNiZCjIiIiIiIiIiInamgoyIiIiIiIiIiJ2pICMiIiIiIiIiYmcqyIiIiIiIiIiI2JkKMiIiIiIiIiIidqaCjIiIiIiIiIiInTnVdAIiIlJ9GrrVw8VZL/X3Ik/PhjWdgtwjSkpNNZ2CiIjIfUmf0kVE7mEuzk4ETEyq6TREpBZLjh1W0ymIiIjcl7RlSURERERERETEzu7KgkxGRgbBwcE1nUa12bFjBx9++KFN2rqXx+l6P/74I+PHj6/pNICrY56RkVHTaYiIiIiIiEgtpi1LtdCBAwds1lZmZqbN2qrNmjVrxgcffFDTaYiIiIiIiIjclru2IFNYWMj48eM5fvw47dq1Iz4+nqVLl5Keno7RaMTLy4u4uDjc3d2ZOnUqubm5AIwdO5bRo0dX2m56ejoxMTEAuLu7Exsby6VLl3jhhRf44osvAFiyZAkAr732Gr169eLpp58mKyuL+vXrs3DhQlq1asX+/fuZO3cuxcXFeHh4MHPmTFq3bk1wcDDu7u7k5uYSExPDxx9/fENuPXr0ICEhAYCWLVty6tQpsrOzOX36NM8//zxbt24lLCwMX19f8vPzrXmdPHmSt99+m8LCQlxcXIiOjmb9+vUAjBo1inXr1uHt7U1OTg4AiYmJZGZmMm/ePPr160fXrl05dOgQq1evZvfu3axatQqz2YyPjw8zZszA2dm50jG7OT45OZk1a9bg6OhI3759CQ8PrzS2qKiIP//5z+Tm5mIymRg/fjxDhgwhMTGR3bt3YzQaOXHiBH369CEqKgqA2NhYUlNT8fDwwNPTk379+tGzZ0/rWERERNCgQQP+/e9/8+OPPzJhwgRGjhxZaV8mk4kFCxaQmZmJyWRixIgRhISEkJGRQUxMDGazmY4dOzJ9+vQK40tKSnjnnXc4cOAADzzwAOfPn7/l/BUREREREZH72125ZQng1KlTTJ8+na1bt1JQUMCaNWs4cuQICQkJpKam0qJFCzZv3kxWVhZGo5FNmzbx3nvvsW/fvirbXbZsGVFRUSQmJtK7d28OHjxY5fGFhYV0796d5ORkBg8eTHR0NCUlJURGRhIbG8vGjRt56aWXmDZtmjXG29ub1NRUiouLy+XWoUMHgoKCCAoKYuTIkQCUlJTw6aefMnbs2ErzmDlzJgMHDmTLli289tprLF++nMjISADWrVt3y/H09/cnNTWVwsJC1q5dS0JCAklJSTRp0oSVK1fedvzJkydZvXo169evZ/Pmzfz73/+ucsXP8uXL8fHxITExkU8++YQVK1Zw4sQJALKysoiPj2fz5s3s2LGDnJwcvvjiC7755hu2bNnC+++/X+nz89///pfVq1ezfPlyFixYUGVfa9euBWDjxo2sX7+etLQ06zw5evQoq1atYv78+ZXGf/zxxwBs3bqVyMhIjh8/fsvxEhERERERkfvbXbtCplOnTrRu3RqA9u3b4+bmxpQpU1i3bh15eXlkZ2fTpk0bOnbsSF5eHqGhofj7+zN58uQq2+3fvz9hYWEMGDCA/v3706dPH/Lz8ys93tnZmeHDhwMQGBjIokWLOHr0KCdOnODVV1+1Hvfzzz9bf+7atSvAbed27fiq7N27l0WLFgHw5JNP8uSTT94y5nrdunUDrl6f59ixY9ZVRKWlpTz66KO3Hb9371769u1Lw4ZXb8f60UcfVRm3Z88eiouL2bBhAwCXLl2yrhjq3r07DRo0AKB169YYjUb27NnDoEGDqFu3LnXr1mXAgAEVttunTx8MBgMPP/wwP/30U5V9paenc+jQIb7++mvr4zk5OXTo0IF27dpZz6Wy+MzMTJ577jkA2rZtS/fu3W85Xjdr0qTBHcfI3UW3KBaR2kyvUWJrmlNia5pTYmu1YU7dtQUZJ6f/pW4wGDh//jyhoaGEhIQwcOBAHBwcsFgseHh4kJKSwldffcWuXbsIDAwkJSUFNze3CtsNCQmhb9++7Nixg5iYGPbv38/QoUOxWCzWY8rKyqz9Ozg4YDAYADCbzTg6OmI2m2nVqhVJSVdvNWsymSgoKLDGu7i4AFSa282uHX/NtVzKysoqHA+LxcIPP/xAhw4dyrVlsVgwGAw3xALWLUkmk4lBgwZZV9cUFRVhMpkqHKuK4p2cnKzjAVcvtluvXr1Kx9tsNhMTE4OPjw8ABQUFuLu7k5ycfMM2KYPBgMViwcHBAbPZfNv5XJ9LZX1t2LCB8PBwnnnmGeDqqqf69euTnZ19w9hXFr927dob5sf1z8XtOnfuZ8xmy60PlLuSp2dDzp69WGN9i4jcSk29Rsm9qSbf9+TepDkltmavOeXgYKjyy/e7dsvSzQwGAz179mTMmDG0bduWnTt3YjKZSEtLIzw8nKeeeorIyEhcXV05ffp0pe2MGjWKoqIiQkJCCAkJ4eDBg7i5ufHTTz9RWFhISUkJu3fvth5/+fJl67VlEhMT8ff356GHHsJoNFq3vWzYsIFJkyaV66uy3BwdHcsVTK7x8PDg+++/B+Dzzz+3Pv74449bizl79uyxbpG6vi0PDw9yc3OxWCzWnG/m6+vL9u3bOXfuHBaLhaioKFatWlXpeN3s8ccfZ9euXRQVFVFWVsbEiROr3LLk5+fHmjVrADhz5gxDhw6t8vnp3bs327Zto6SkhJ9//pmdO3feUHSpSmV9+fn5sXbtWkpLSykqKmLs2LFkZ2ffdnyvXr1ITk7GbDZz8uRJ/vWvf91WPiIiIiIiInL/umtXyNysuLiYw4cPExAQAEDnzp3Jz89nwoQJbNu2jcGDB+Ps7MzQoUPx9vautJ233nqLiIgInJyccHV1JTo6moYNGzJu3DieffZZmjdvTpcuXW6I+eyzz4iLi8PLy4v58+dTt25dFi9ezOzZs7ly5QoNGjRg/vz55fry9/evMLcLFy4wZcoUmjZtWi5m3LhxREREsGHDBvr37299fPr06URGRrJ69Wrq1atHdHQ0cHUL1rBhw0hMTGTixIm88sorNG3alN/85jcVXny2U6dOhIWF8eKLL2I2m3nkkUd4+eWXb+9JAHx8fHj++ecJCgrCbDbz9NNP07t370qPDwsLIyoqynpx3fDwcNq0aVPptX6eeuopsrKyCAwMxN3dHS8vryovOHw7fQUFBXHs2DECAwMpKytjxIgR+Pr6lrt1dWXxY8eOJTc3l0GDBvHAAw/w8MMP3/Z4iYiIiIiIyP3JYLl+r4XcsevvXCTVLysri6NHjxIYGEhpaSnPPfccc+bMoVOnTjWd2q+iLUv3tpreshQwMalG+haRu0Ny7DBtBRCb0vYSsTXNKbG12rJl6Z5ZIXMnPvroIzZu3FjucS8vLz744IMayKj2Cw4O5sKFC+UeDwoKYsyYMVXG2nK827Vrx1/+8hc+/PBDLBYLw4cPv+uLMSIiIiIiInL/0QoZkVpAK2TubVohIyK1mVbIiK1pNYPYmuaU2JpWyIiISLUrvlJGcuywmk5DRGqxktJb301RREREbE8FGRGRe9jFC5fR90n3Hn1TKLbk6dmwplMQERG5L90zt70WEREREREREblbqCAjIiIiIiIiImJnKsiIiIiIiIiIiNiZCjIiIiIiIiIiInamgoyIiIiIiIiIiJ2pICMiIiIiIiIiYmcqyIiIiIiIiIiI2JkKMiIiIiIiIiIidqaCjIiIiIiIiIiInakgIyIiIiIiIiJiZyrIiIiIiIiIiIjYmQoyIiIiIiIiIiJ25lTTCYiIyL2poVs9XJz1NlNdPD0b1nQKco8oKTXVdAoiIiL3JX1SFhGRauHi7ETAxKSaTkNEbiE5dlhNpyAiInJf0pYlERERERERERE7s3lBJiMjg+DgYFs3W2vs2LGDDz/80CZt3cvjZG+LFy8mLS2tptO45+e/iIiIiIiI2Ia2LN2hAwcO2KytzMxMm7V1v3vjjTdqOgURERERERGR21YtBZnCwkLGjx/P8ePHadeuHfHx8SxdupT09HSMRiNeXl7ExcXh7u7O1KlTyc3NBWDs2LGMHj260nbT09OJiYkBwN3dndjYWC5dusQLL7zAF198AcCSJUsAeO211+jVqxdPP/00WVlZ1K9fn4ULF9KqVSv279/P3LlzKS4uxsPDg5kzZ9K6dWuCg4Nxd3cnNzeXmJgYPv744xty69GjBwkJCQC0bNmSU6dOkZ2dzenTp3n++efZunUrYWFh+Pr6kp+fb83r5MmTvP322xQWFuLi4kJ0dDTr168HYNSoUaxbtw5vb29ycnIASExMJDMzk3nz5tGvXz+6du3KoUOHWL16Nbt372bVqlWYzWZ8fHyYMWMGzs7OlY7ZzfHJycmsWbMGR0dH+vbtS3h4eKWxS5Ys4ccff+TYsWOcPHmSUaNG8eqrr2I2m5kzZw7p6ekYDAaGDh3Kyy+/TEZGBu+99x4uLi788MMPeHt7s3DhQurWrVtpH//85z+Jj4+nrKyMVq1aMWvWLDw8POjXrx9Dhw7lyy+/5PLly8yfP5/OnTvzn//8h4iICEwmE48//jj//Oc/2b59OxEREfTs2ZOePXsSFhZGx44dOXToEE2aNGHx4sU0atSo0r5uZz68++67nD17tsL4L7/8krlz5+Ls7Ey7du0qPVcRERERERGRa6rlGjKnTp1i+vTpbN26lYKCAtasWcORI0dISEggNTWVFi1asHnzZrKysjAajWzatIn33nuPffv2VdnusmXLiIqKIjExkd69e3Pw4MEqjy8sLKR79+4kJyczePBgoqOjKSkpITIyktjYWDZu3MhLL73EtGnTrDHe3t6kpqZSXFxcLrcOHToQFBREUFAQI0eOBKCkpIRPP/2UsWPHVprHzJkzGThwIFu2bOG1115j+fLlREZGArBu3bpbjqe/vz+pqakUFhaydu1aEhISSEpKokmTJqxcufK240+ePMnq1atZv349mzdv5t///vctV/zk5OSwcuVK1q1bx/vvv8+FCxdYs2YNp0+fZvPmzaxbt45t27axc+dOALKysqzP/alTp/jyyy8rbbuwsJDY2FhWrlzJpk2b+N3vfsfChQutv2/UqBHr168nKCiI9957D4CIiAjeeOMNkpKSaN26NSZT+TtDHD58mJdeeoktW7bg5uZGcnJypX3d7nxo1qxZpfERERHEx8eTmJiIi4vLLZ8PERERERERkWpZIdOpUydat24NQPv27XFzc2PKlCmsW7eOvLw8srOzadOmDR07diQvL4/Q0FD8/f2ZPHlyle3279+fsLAwBgwYQP/+/enTpw/5+fmVHu/s7Mzw4cMBCAwMZNGiRRw9epQTJ07w6quvWo/7+eefrT937doV4LZzu3Z8Vfbu3cuiRYsAePLJJ3nyySdvGXO9bt26AVevT3Ls2DHrKqLS0lIeffTR247fu3cvffv2pWHDq7dK/eijj24Z6+vrS926dWnSpAmNGjXi4sWLZGRkEBgYiKOjI/Xq1SMgIID09HT69etHx44dad68OXD1uTcajZW2/e2333L69GleeOEFAMxmM+7u7tbfP/HEE8DV52Lbtm389NNPnDx50jp+I0eO5P/+7//KtdukSRPruHTs2BGj0VhpX7c7HyqLz8nJwcvLi/bt2wNX59nixYtvOa7lc25wxzFyd9EtikWkNtNrlNia5pTYmuaU2FptmFPVUpBxcvpfswaDgfPnzxMaGkpISAgDBw7EwcEBi8WCh4cHKSkpfPXVV+zatYvAwEBSUlJwc3OrsN2QkBD69u3Ljh07iImJYf/+/QwdOhSLxWI9pqyszNq/g4MDBoMBuPoHtKOjI2azmVatWpGUdPVWrCaTiYKCAmv8tRUOleV2s5tXRFzLpaysrMLxsFgs/PDDD3To0KFcWxaLBYPBcEMsYN2SZDKZGDRokHV1TVFRUYUrRG52Ld7Jyck6HgA//vgj9erVq3S8r4+Fq8+lxWLBbDaXy/taHhUdXxmTyUSPHj1YsWIFAFeuXKGoqKhc39dydnR0rLK9qnKurK8zZ87c1nyoLP7UqVM35OTo6HjL/Cpy7tzPmM23Pje5O3l6NuTs2Ys1nYbd1YY3ORG5Pffja5RUn/v1fU+qj+aU2Jq95pSDg6HKL9/tcttrg8FAz549GTNmDG3btmXnzp2YTCbS0tIIDw/nqaeeIjIyEldXV06fPl1pO6NGjaKoqIiQkBBCQkI4ePAgbm5u/PTTTxQWFlJSUsLu3butx1++fJozJsIAACAASURBVNl6bZnExET8/f156KGHMBqN1u1RGzZsYNKkSeX6qiw3R0fHcgWTazw8PPj+++8B+Pzzz62PP/7449Zizp49e6xbYq5vy8PDg9zcXCwWizXnm/n6+rJ9+3bOnTuHxWIhKiqKVatWVTpeN3v88cfZtWsXRUVFlJWVMXHixF90kWI/Pz82bdqEyWTi8uXLJCcn4+vre8ftdOvWjezsbPLy8oCrW9IWLFhQ6fENGzakdevW7Nq1C4Dk5ORf3dftzofK4r29vSkoKODw4cMAFRbtRERERERERG5ml7ssFRcXc/jwYQICAgDo3Lkz+fn5TJgwgW3btjF48GCcnZ0ZOnQo3t7elbbz1ltvERERgZOTE66urkRHR9OwYUPGjRvHs88+S/PmzenSpcsNMZ999hlxcXF4eXkxf/586taty+LFi5k9ezZXrlyhQYMGzJ8/v1xf/v7+FeZ24cIFpkyZQtOmTcvFjBs3joiICDZs2ED//v2tj0+fPp3IyEhWr15NvXr1iI6OBq5uwRo2bBiJiYlMnDiRV155haZNm/Kb3/yG8+fPl2u/U6dOhIWF8eKLL2I2m3nkkUd4+eWXb+9JAHx8fHj++ecJCgrCbDbz9NNP07t379uOv+a5557j6NGjDBs2jNLSUgICAnj66afJyMi4o3Y8PT2ZM2cOb775JmazmWbNmlkv2lyZBQsWMHXqVN599128vb1v+5otlfV1u/Ohsvg6deqwaNEiwsPDcXJyuq0tZCIiIiIiIiIGy+3sAblLXX/nIrk3/OUvf2H06NF4eXmxbds2kpOTrXfWuptpy9K97X5dZuvp2ZCAiUk1nYaI3EJy7LD78jVKqs/9+r4n1UdzSmyttmxZsssKmTvx0UcfsXHjxnKPe3l58cEHH9RARrVfcHAwFy5cKPd4UFAQY8aMqTK2use7uLiY5557rsLfvf766zesJLodLVu25I9//CNOTk64ubkxe/bsX52jiIiIiIiIiL3d0ytkRO4WWiFzb7tfv9XRChmRu4NWyIit3a/ve1J9NKfE1rRCRkRE7mnFV8pIjh1W02mIyC2UlN76jo0iIiJieyrIiIhItbh44TL6Lqt66JtCsSXdol5ERKRm2OW21yIiIiIiIiIi8j8qyIiIiIiIiIiI2JkKMiIiIiIiIiIidqaCjIiIiIiIiIiInakgIyIiIiIiIiJiZyrIiIiIiIiIiIjYmQoyIiIiIiIiIiJ2poKMiIiIiIiIiIidqSAjIiIiIiIiImJnKsiIiIiIiIiIiNiZCjIiIiIiIiIiInamgoyIiIiIiIiIiJ051XQCIiIitVVDt3q4ONfOt0pPz4Y1nYLcI0pKTTWdgoiIyH2pdn7KFBERqQVcnJ0ImJhU02mIVKvk2GE1nYKIiMh9SVuWRERERERERETsTAUZue9dvHiRCRMm1HQaIiIiIiIich9RQUbue0ajkUOHDtV0GiIiIiIiInIf0TVk5AZlZWVERUWRm5tLQUEB3t7eTJw4kQkTJuDh4YGLiwt//etfWbBgAZmZmZhMJkaMGEFISEiFsYsWLcLFxaXS/nr16sXTTz9NVlYW9evXZ+HChbRq1Yr9+/czd+5ciouL8fDwYObMmbRu3Zrg4GDc3d3Jzc3l3Xff5fvvv2f58uUYDAa6dOnCrFmzKCkp4c9//jO5ubmYTCbGjx/PkCFDSExMZPfu3RiNRk6cOEGfPn2IiooiOjqaM2fOMGHCBJYuXUpcXBzp6ekYjUa8vLyIi4ujadOmfPrpp8THx+Pq6sojjzyCyWRi3rx5leYqIiIiIiIiUhmtkJEbZGVlUadOHf7xj3+wfft2Ll68yK5du8jLyyMmJoYPP/yQtWvXArBx40bWr19PWloa+/btqzS2KoWFhXTv3p3k5GQGDx5MdHQ0JSUlREZGEhsby8aNG3nppZeYNm2aNcbb25vU1FQaN27M3Llz+dvf/kZKSgomk4ldu3axfPlyfHx8SExM5JNPPmHFihWcOHHCen7x8fFs3ryZHTt2kJOTQ2RkJF5eXixdupRjx45x5MgREhISSE1NpUWLFmzevJnCwkLmzJnDqlWrWL9+PUajEeCWuYqIiIiIiIhURCtk5Aa//e1vadSoEZ988glHjhzh6NGjXLp0iSZNmtCqVSsA0tPTOXToEF9//TUAly5dIicnh//3//5fhbFVcXZ2Zvjw4QAEBgayaNEijh49yokTJ3j11Vetx/3888/Wn7t27QpcLa706NGD5s2bAxATEwPAsmXLKC4uZsOGDdb8cnNzAejevTsNGjQAoHXr1hiNRurXr29t+8EHH2TKlCmsW7eOvLw8srOzadOmDfv27aN79+40a9YMgOHDh/P555/fMtfb1aRJgzuOkbuLblEsIrWZXqPE1jSnxNY0p8TWasOcUkFGbpCWlkZ8fDwvvPACI0aM4Pz587Rs2fKGbUcmk4nw8HCeeeYZ4Ooql/r161cYa7FYquzPwcEBg8EAgNlsxtHREbPZTKtWrUhKSrL2V1BQYI25louTk5M19loe19qJiYnBx8cHgIKCAtzd3UlOTsbZ2dl6vMFgKJffgQMHmDhxIiEhIQwcOBAHBwcsFgsODg6YzeZy+d8q19t17tzPmM1Vj5XcvTw9G3L27MWaTkN+gdrwRi1iD3qNElvS+57YmuaU2Jq95pSDg6HKL9+1ZUlukJ6ezqBBgxg5ciRubm5kZGRgMpluOMbPz4+1a9dSWlpKUVERY8eOJTs7+7Zib3b58mW++OILABITE/H39+ehhx7CaDSyb98+ADZs2MCkSZPKxXbp0oXs7GzOnj0LwJw5c0hLS8PPz481a9YAcObMGYYOHcrp06crzcHJyYmysjIA9u7dS8+ePRkzZgxt27Zl586dmEwmevTowXfffceZM2ewWCx8+umnGAyG285VRERERERE5HpaISM3GDVqFJMmTSIlJYU6derQo0cPMjIybjgmKCiIY8eOERgYSFlZGSNGjMDX15dGjRqVi83Pz79ln5999hlxcXF4eXkxf/586taty+LFi5k9ezZXrlyhQYMGzJ8/v1xcs2bNeOeddwgNDcVsNvPYY48xYsQILl++TFRUFEOGDLGu5rm27agiTZo0oWXLlgQHB7Nw4ULCwsIICAgAoHPnzuTn59O4cWMiIyP54x//SN26dWnVqhVubm63nauIiIiIiIjI9QyWW+0pEalG3t7e5OTk1HQat3T+/Hk+/vhjwsLCcHBwIDo6mgcffJDg4GCbtK8tS/c2LbO9e3l6NiRgYlJNpyFSrZJjh+k1SmxK73tia5pTYmu1ZcuSVshItSouLua5556r8Hevv/66nbP55Ro1asSFCxcYMmQIjo6O+Pj4MHr06JpOS0RERERERO5SKshItXJxcbFe8LYid8PqGLh6AeDIyMiaTkNERERERETuESrIiIiIVKL4ShnJscNqOg2RalVSWvUF+EVERKR6qCAjIiJSiYsXLlMbd6xrL73Ykm7vLiIiUjN022sRERERERERETtTQUZERERERERExM5UkBERERERERERsTMVZERERERERERE7EwFGRERERERERERO1NBRkRERERERETEzlSQERERERERERGxMxVkRERERERERETsTAUZERERERERERE7U0FGRERERERERMTOVJAREREREREREbEzFWREREREREREROzMqaYTEBERkV+uoVs9XJz1di6/XEmpqaZTEBERuS/pE5yIiMhdzMXZiYCJSTWdhtzFkmOH1XQKIiIi9yVtWRIRERERERERsTMVZKpRRkYGwcHBNZ1GtYmIiCAxMbGm0/jF+vXrR35+/m0fv2PHDj788MMqj0lMTCQiIuLXpiYiIiIiIiL3OG1ZErlNBw4cqOkURERERERE5B6hgkw1KywsZPz48Rw/fpx27doRHx/P0qVLSU9Px2g04uXlRVxcHO7u7kydOpXc3FwAxo4dy+jRoyttNz09nZiYGADc3d2JjY2lcePGbNq0iVWrVmE2m/Hx8WHGjBk4OzuTnJzM8uXLMRgMdOnShVmzZlFWVkZkZCQ5OTkYDAZCQ0MZPnw4iYmJ7N69G6PRyIkTJ+jTpw9RUVFYLBbmzZvHzp078fLywmQy0bNnTwDi4uLKnVPTpk3x8/Ojc+fOnD17lvbt2+Pn52c9r+DgYCZNmkS3bt0qPMeIiAh69uzJiBEjAPD29iYnJ+eOz70qS5cu5dChQ1y+fJkFCxbQrVs38vLymD59Oj/99BOurq688847uLq6kpCQAEDLli35/e9/z5///Gdyc3MxmUyMHz+eIUOG3O60EBERERERkfuctixVs1OnTjF9+nS2bt1KQUEBa9as4ciRIyQkJJCamkqLFi3YvHkzWVlZGI1GNm3axHvvvce+ffuqbHfZsmVERUWRmJhI7969OXjwILm5uaxdu5aEhASSkpJo0qQJK1eu5Mcff2Tu3Ln87W9/IyUlBZPJxK5du1iyZAkeHh5s2bKFVatWsWTJEg4fPgxAVlYW8fHxbN68mR07dpCTk0NqaioHDx5ky5YtLF68mOPHjwNw7NixCs8J4Pz584wfP56kpCRGjx5NUtLVC0+ePHmSwsLCSosxtjr3W+nQoQObNm0iODjYenx4eDjBwcEkJyfz9ttv88Ybb9CmTRuCgoIICgpi5MiRLF++HB8fHxITE/nkk09YsWIFJ06cuONzERERERERkfuTVshUs06dOtG6dWsA2rdvj5ubG1OmTGHdunXk5eWRnZ1NmzZt6NixI3l5eYSGhuLv78/kyZOrbLd///6EhYUxYMAA+vfvT58+ffj73//OsWPHrCtQSktLefTRR8nKyqJHjx40b94cwLq6ZNmyZcyZMweAxo0b079/fzIzM2nQoAHdu3enQYMGALRu3Rqj0UhmZibPPPMMderUoXHjxvj7+wPw4IMPVnhO11wruvj6+jJt2jTy8/NJSkpi2LBfdleHOzn3WxkwYABwtTCTmppKUVERx48f55lnngHgsccew93dnSNHjtwQt2fPHoqLi9mwYQMAly5dsq5u+iWaNGnwi2Pl7uDp2bCmU5B7jOaU2JLmk9ia5pTYmuaU2FptmFMqyFQzJ6f/DbHBYOD8+fOEhoYSEhLCwIEDcXBwwGKx4OHhQUpKCl999RW7du0iMDCQlJQU3NzcKmw3JCSEvn37smPHDmJiYti/fz+urq4MGjSIyMhIAIqKijCZTGRmZmIwGKyxhYWFAFgslhvatFgsmEwmgBu2+hgMBiwWi/Xfm8/twIEDTJw4sdw5XePi4mJtZ/jw4aSkpLB169ZbrmC5vr/S0tJfdO634ujoaO2rojG5eVyuMZvNxMTE4OPjA0BBQQHu7u4kJyffss+KnDv3M2Zz+b7l3uDp2ZCzZy/WdBpyD7l+TtWGDxNy99NrlNiS3vfE1jSnxNbsNaccHAxVfvmuLUt2ZjAY6NmzJ2PGjKFt27bs3LkTk8lEWloa4eHhPPXUU0RGRuLq6srp06crbWfUqFEUFRUREhJCSEgIBw8exNfXl+3bt3Pu3DksFgtRUVGsWrWKLl26kJ2dzdmzZwGYM2cOaWlp+Pn5sX79euBqkSYtLc16TZiK9OrVi61bt1JSUoLRaGT37t0A7N27t8JzqsiIESNISEigRYsWNGvWrMqxatSoEd9//z0An3/++S869zvVoEEDWrVqxbZt2wDIzs6moKCAjh074ujoSFlZGQB+fn6sWbMGgDNnzjB06NAqny8RERERERGR62mFjJ0VFxdz+PBhAgICAOjcuTP5+flMmDCBbdu2MXjwYJydnRk6dCje3t6VtvPWW28RERGBk5MTrq6uREdH07ZtW8LCwnjxxRcxm8088sgjvPzyyzg7O/POO+8QGhqK2WzmscceY8SIEVy+fJmoqCgCAgIwmUy88sor+Pj4kJOTU2GfAwYM4LvvvmPIkCE0bdqU9u3bA/CHP/yBsLCwcudUkRYtWtCiRQsCAwNvOVZjxozhzTffJCAgAD8/Pzw9Pe/43H+JmJgYoqKiWLJkCXXq1GHJkiXUrVuX3/72t0yZMoWmTZsSFhZGVFQUQ4YMwWQyER4eTps2bW557R8RERERERERAIOloj0aItXAYrFw5swZgoOD2bJlC3Xr1q3plGoNbVm6t2mZrdjazVuWAiYm1XBGcjdLjh2m1yixKb3via1pTomt1ZYtS1ohU4t99NFHbNy4sdzjXl5efPDBBzWQ0a+TmppKVFQUUVFR1mLM/Pnz2bNnT7ljO3fuzOzZs391n8HBwVy4cKHc40FBQYwZM+ZXty8iIiIiIiLyS2iFjEgtoBUy9zZ9qyO2phUyYktaISO2pvc9sTXNKbE1rZARERGRX634ShnJscNqOg25i5WU3vquhCIiImJ7KsiIiIjcxS5euIy+M5RfQ7dOFxERqRm67bWIiIiIiIiIiJ2pICMiIiIiIiIiYmcqyIiIiIiIiIiI2JkKMiIiIiIiIiIidqaCjIiIiIiIiIiInakgIyIiIiIiIiJiZyrIiIiIiIiIiIjYmQoyIiIiIiIiIiJ2poKMiIiIiIiIiIidqSAjIiIiIiIiImJnKsiIiIiIiIiIiNiZCjIiIiIiIiIiInbmVNMJiIiISO3S0K0eLs76iHC/KCk11XQKIiIi9yV92hIREZEbuDg7ETAxqabTEDtJjh1W0ymIiIjcl7RlSURERERERETEzlSQERERERERERGxMxVkbCwjI4Pg4OCaTqPaREREkJiYWNNp1Jj4+Hj27dtX5TH3+xiJiIiIiIjIrakgI3IH9u7di8mkix+KiIiIiIjIr6OL+laDwsJCxo8fz/Hjx2nXrh3x8fEsXbqU9PR0jEYjXl5exMXF4e7uztSpU8nNzQVg7NixjB49utJ209PTiYmJAcDd3Z3Y2FgaN27Mpk2bWLVqFWazGR8fH2bMmIGzszPJycksX74cg8FAly5dmDVrFmVlZURGRpKTk4PBYCA0NJThw4eTmJjI7t27MRqNnDhxgj59+hAVFYXFYmHevHns3LkTLy8vTCYTPXv2BCAuLq7cOTVt2hQ/Pz86d+7M2bNnad++PX5+ftbzCg4OZtKkSXTr1q3Cc4yIiKBnz56MGDECAG9vb3Jycu743CvTr18/unbtyqFDh1i9ejW7d++uMP53v/sdAwcO5JtvvsHR0ZF3332Xb775hgMHDhAZGclf/vIXjEYjcXFxFBcXc+HCBd5++20GDBhwh7NFRERERERE7kcqyFSDU6dOsWLFCh544AFGjx7NmjVrOHLkCAkJCTg4ODB58mQ2b95M586dMRqNbNq0iR9//JHY2NgqCzLLli0jKiqKrl278sEHH3Dw4EGaNWvG2rVrSUhIwNnZmdjYWFauXMnIkSOZO3cuiYmJNG/enPDwcHbt2sW//vUvPDw82LJlC4WFhYwaNYpOnToBkJWVxZYtW3B0dOT3v/89Y8aMIS8vj4MHD7JlyxYuXrzI0KFDATh27FiF5/THP/6R8+fPM378eHx9ffn6669ZsmQJo0eP5uTJkxQWFlZajKnKnZz7n/70pyrb8vf359133yU3N7fS+LNnz9KrVy+mTZvGvHnz+OSTT4iIiGDDhg2EhYXh7e3N66+/TnR0NO3btyc9PZ05c+b84oJMkyYNflGc3D08PRvWdApyj9GcElvSfBJb05wSW9OcElurDXNKBZlq0KlTJ1q3bg1A+/btcXNzY8qUKaxbt468vDyys7Np06YNHTt2JC8vj9DQUPz9/Zk8eXKV7fbv35+wsDAGDBhA//796dOnD3//+985duyYtZBTWlrKo48+SlZWFj169KB58+YA1tUly5YtY86cOQA0btyY/v37k5mZSYMGDejevTsNGlwtDLRu3Rqj0UhmZibPPPMMderUoXHjxvj7+wPw4IMPVnhO11wruvj6+jJt2jTy8/NJSkpi2LBfdmvNOzn3W7mWW0ZGRpXxTzzxBAAdO3as8LoxMTEx7Nixg88++4xvv/2WoqKiX3RuAOfO/YzZbPnF8VK7eXo25OzZizWdhtxDqntO1YYPKGJfeo0SW9L7ntia5pTYmr3mlIODocov31WQqQZOTv8bVoPBwPnz5wkNDSUkJISBAwfi4OCAxWLBw8ODlJQUvvrqK3bt2kVgYCApKSm4ublV2G5ISAh9+/Zlx44dxMTEsH//flxdXRk0aBCRkZEAFBUVYTKZyMzMxGAwWGMLCwsBsFhu/KPfYrFYr4ly/VYfg8GAxWKx/nvzuR04cICJEyeWO6drXFxcrO0MHz6clJQUtm7dysqVK6scu+v7Ky0t/UXnfivXztNkMlUZf+24m8fgmrFjx+Lr64uvry+9evVi0qRJt+xbREREREREBHRRX7swGAz07NmTMWPG0LZtW3bu3InJZCItLY3w8HCeeuopIiMjcXV15fTp05W2M2rUKIqKiggJCSEkJISDBw/i6+vL9u3bOXfuHBaLhaioKFatWkWXLl3Izs7m7NmzAMyZM4e0tDT8/PxYv349cLVIk5aWZr0mTEV69erF1q1bKSkpwWg0snv3buDqxW0rOqeKjBgxgoSEBFq0aEGzZs2qHKtGjRrx/fffA/D555//onO/Xb8k3tHREZPJxE8//cTRo0d544038Pf3Jy0tTRf7FRERERERkdumFTJ2UFxczOHDhwkICACgc+fO5OfnM2HCBLZt28bgwYNxdnZm6NCheHt7V9rOW2+9RUREBE5OTri6uhIdHU3btm0JCwvjxRdfxGw288gjj/Dyyy/j7OzMO++8Q2hoKGazmccee4wRI0Zw+fJloqKiCAgIwGQy8corr+Dj40NOTk6FfQ4YMIDvvvuOIUOG0LRpU9q3bw/AH/7wB8LCwsqdU0VatGhBixYtCAwMvOVYjRkzhjfffJOAgAD8/Pzw9PS843O/XZ06dbrj+CeeeIIZM2Ywf/58nn32WQYPHoyTkxN+fn4UFxdz6dKl2+5fRERERERE7l8GS0V7MURsxGKxcObMGYKDg9myZQt169at6ZRqJV1D5t6mfc9ia/a4hkzAxKRqa19ql+TYYXqNEpvS+57YmuaU2JquISMV+uijj9i4cWO5x728vPjggw9qIKNfJzU1laioKKKioqzFmPnz57Nnz55yx3bu3JnZs2f/6j6Dg4O5cOFCuceDgoIYM2bMr25fRERERERE5NfSChmRWkArZO5t+lZHbK2651RDt3q4OOs7m/tFSakJ40/aciu2o/c9sTXNKbE1rZARERGRWunihcvoY+/9Q7c5FxERqRm6y5KIiIiIiIiIiJ2pICMiIiIiIiIiYmcqyIiIiIiIiIiI2JkKMiIiIiIiIiIidqaCjIiIiIiIiIiInakgIyIiIiIiIiJiZyrIiIiIiIiIiIjYmQoyIiIiIiIiIiJ2poKMiIiIiIiIiIidqSAjIiIiIiIiImJnKsiIiIiIiIiIiNiZCjIiIiIiIiIiInbmVNMJiIiIyN2hoVs9XJz10eFeU1JqqukURERE7kv6VCUiIiK3xcXZiYCJSTWdhthYcuywmk5BRETkvqQtSyIiIiIiIiIidqaCjIiIiIiIiIiInakgc4/KyMggODi4ptOoNhERESQmJtZ0GiIiIiIiIiK/iAoyIiIiIiIiIiJ2pov63sMKCwsZP348x48fp127dsTHx7N06VLS09MxGo14eXkRFxeHu7s7U6dOJTc3F4CxY8cyevToSttNT08nJiYGAHd3d2JjY2ncuDGbNm1i1apVmM1mfHx8mDFjBs7OziQnJ7N8+XIMBgNdunRh1qxZlJWVERkZSU5ODgaDgdDQUIYPH05iYiL/n717j6uqyv8//jqAHiQBKUEjNcsMVMTRGvEyoYJlVqBokloo31AflTgzP69oqGhoGiEqZk7mQx1nlETwilbeY5TESjK/mmFeEjVvKCpqwDnn94dfTxrgbfBw8f38p9zttdZnLT4dN5+z99rp6enk5eVx9OhR2rdvT0xMDBaLhSlTprBlyxY8PDwwmUy0bt0agISEhGJzql27Nm3atMHHx4fTp0/TqFEj2rRpY51XWFgYw4cPp0WLFiXOMSoqitatW9OjRw8AvLy82L9//13PXURERERERKQkKshUYcePH2fOnDk89thjhIaGsmTJEg4ePEhSUhJ2dnaMHDmSVatW4ePjQ15eHitWrODkyZPEx8ffsiAze/ZsYmJi8PX1Ze7cuezdu5c6deqwdOlSkpKSMBqNxMfHM2/ePHr27Mn7779PamoqdevWZcSIEWzdupXvvvsONzc31qxZQ25uLr169cLb2xuAXbt2sWbNGuzt7XnxxRfp06cPhw4dYu/evaxZs4aLFy8SHBwMwJEjR0qc05tvvsm5c+cYOHAgfn5+fP311yQmJhIaGsqxY8fIzc0ttRhzK3cz93feeeeO+33kkZp3HYtULu7uzuUdglQxyikpS8onKWvKKSlryikpaxUhp1SQqcK8vb2pX78+AI0aNcLFxYVRo0aRnJzMoUOHyMrKokGDBjRu3JhDhw4RERGBv78/I0eOvGW/gYGBREZG0rlzZwIDA2nfvj3/+te/OHLkiLWQU1hYSNOmTdm1axetWrWibt26ANa7S2bPns3kyZMBePjhhwkMDCQzM5OaNWvSsmVLata8VqCoX78+eXl5ZGZm8sILL1CtWjUefvhh/P39AXj88cdLnNN114sufn5+jB07lpycHFauXEm3bvf2is+7mfvdOHv2Emaz5Z5ikorP3d2Z06cvlncYUoWUV05VhAsXuT/0GSVlSX/vSVlTTklZs1VO2dkZbvnluwoyVZiDw+8/XoPBwLlz54iIiCA8PJwuXbpgZ2eHxWLBzc2NtLQ0tm3bxtatWwkJCSEtLQ0XF5cS+w0PD6dTp05s3ryZuLg4du/ejZOTE127diU6OhqA/Px8TCYTmZmZGAwGa9vc3FwALJabiw8WiwWT/lCszQAAIABJREFUyQRw06M+BoMBi8Vi/ecf57Znzx6GDRtWbE7XOTo6Wvvp3r07aWlprFu3jnnz5t1y7W4cr7Cw8J7mLiIiIiIiIlIaber7ADEYDLRu3Zo+ffrQsGFDtmzZgslkYuPGjYwYMYKOHTsSHR2Nk5MTJ06cKLWfXr16kZ+fT3h4OOHh4ezduxc/Pz/Wr1/P2bNnsVgsxMTEsHDhQpo3b05WVhanT58GYPLkyWzcuJE2bdqwbNky4FqRZuPGjdY9YUrStm1b1q1bR0FBAXl5eaSnpwOwc+fOEudUkh49epCUlMSjjz5KnTp1brlWtWrV4sCBAwBs2LDhnuYuIiIiIiIiUhrdIfMAuXr1Kj/++CNBQUEA+Pj4kJOTw+DBg/nyyy95+eWXMRqNBAcH4+XlVWo/Q4cOJSoqCgcHB5ycnIiNjaVhw4ZERkbSv39/zGYzTZo0YdCgQRiNRt59910iIiIwm8386U9/okePHly5coWYmBiCgoIwmUy89dZbNGvWjP3795c4ZufOnfnhhx945ZVXqF27No0aNQLgpZdeIjIysticSvLoo4/y6KOPEhISctu16tOnD3//+98JCgqiTZs2uLu73/XcRUREREREREpjsPzx2RGRKshisXDq1CnCwsJYs2YN1atXL++QbqI9ZKo2PfcsZa0895AJGrbS5uPK/bU6vps+o6RM6e89KWvKKSlr2kNGKrQFCxawfPnyYsc9PDyYO3duOUT03/niiy+IiYkhJibGWoyZOnUq27dvL3auj48PkyZNsnWIIiIiIiIi8gDRHTIiFYDukKna9K2OlLXyyilnlxo4GvVdTlVTUGgi7/zl8g5DqhD9vSdlTTklZU13yIiIiEilcvHCFXQ5XPXodeYiIiLlQ29ZEhERERERERGxMRVkRERERERERERsTAUZEREREREREREbU0FGRERERERERMTGVJAREREREREREbExFWRERERERERERGxMBRkRERERERERERtTQUZERERERERExMZUkBERERERERERsTEVZEREREREREREbEwFGRERERERERERG1NBRkRERERERETExhzKOwARERGpepxdauBo1GVGZVBQaCrvEERERB5IulISERGRMudodCBo2MryDkPuwOr4buUdgoiIyANJjyyJiIiIiIiIiNiYCjIiIiIiIiIiIjamgoxUOGFhYezYsaPM+ktMTCQxMfGOzp0+ffodnTtjxgw2btz4X40lIiIiIiIiDy4VZESAixcvMmbMGObPn39H5//tb38jMDDwPkclIiIiIiIiVZU29ZV7Eh8fzxdffIGbmxvu7u4EBARgZ2fHwoULMZvNNGvWjPHjx2M0Gtm8eTPTp0/HbDZTv359Jk6cSO3ate9onE8++YR169ZhMpn4y1/+wogRI5gyZQp16tThzTffBGDIkCEEBwfTsmVLxo0bx6+//orBYGDYsGG0a9fujsbZuHEjDRs25H/+53/u6PyoqChat25Njx49+PTTT1m6dClubm64uLjg6+t7R32IiIiIiIjIg0sFGblrmzZt4ttvv2XNmjVcuXKFkJAQ2rZtS1paGklJSRiNRuLj45k3bx6vvfYa48aNY8mSJdSrV49PP/2UiRMnMnPmzNuO89VXX7Fnzx6WLVuGwWBgxIgRrFq1im7duhEdHc2bb77JpUuX2LVrF/Hx8YwaNYqePXsSGBjIqVOn6Nu3LytWrLijOXXv3h3grh83+uGHH0hJSWH58uUYDAZee+21eyrIPPJIzbtuI5WLu7tzeYcgVYxySsqS8knKmnJKyppySspaRcgpFWTkrm3fvp2uXbtSvXp1qlevTufOnbFYLBw5coTQ0FAACgsLadq0Kbt378bX15d69eoB8Nprr/HJJ5/c0TgZGRns3r2bHj16AHD16lU8PT3p1q0bBQUFHDlyhF27dhEQEED16tXZvn07Bw8etBZ7ioqKOHr06H1Ygd9lZmbSoUMHHnroIQBefPFFzGbzXfdz9uwlzGZLWYcnFYS7uzOnT18s7zCkCqkMOVURLnLkzlX0fJLKpTJ8RknlopySsmarnLKzM9zyy3cVZOSu2dnZFSs6mEwmunbtSnR0NAD5+fmYTCZ27tx503kWi4WioqI7GsdkMtG/f3/rY0QXLlzA3t4egODgYNauXcuuXbsYNGgQAGazmYULF1KrVi0ATp06xSOPPMKGDRvufbK3YTAYsFh+L6Q4ODhQUFBw38YTERERERGRqkGb+spda9euHV9++SUFBQVcunSJLVu2cPHiRdavX8/Zs2exWCzExMSwcOFCWrRowffff09OTg4An332GX5+fnc0Tps2bVi5ciX5+fkUFRUxePBgvvjiCwCCgoJYu3YtR44c4ZlnnrGev3jxYgAOHDhAUFAQV65cuQ8r8Lu2bduyefNmLl68yG+//cb69evv63giIiIiIiJSNegOGblrHTt2ZNeuXYSEhODq6oqHhwdPPvkkkZGR9O/fH7PZTJMmTRg0aBBGo5GJEycSGRlJYWEhnp6eTJo06Y7GCQgI4McffyQ0NBSTycRzzz1HSEgIAI8++ihubm60bNkSg8EAQHR0NOPGjSMoKAiADz74gJo17+/eLE2aNKF///68+uqruLi44OnpeV/HExERERERkarBYLnxeQuRO7Br1y4OHz5MSEgIhYWFvPbaa0yePBlvb+/yDq3S0h4yVZuee5ayVhlyyt3dmaBhK8s7DLkDq+O7Vfh8ksqlMnxGSeWinJKypj1kpNJ64oknmDVrFvPnz8disdC9e/e7LsYMGzaMAwcOFDseEBDA3/72t7IK9SZhYWFcuHCh2PHevXvTp0+fYsenTp3K9u3bix338fG547t8REREREREREqiO2REKgDdIVO16VsdKWuVIaecXWrgaNT3PpVBQaGJvPOXyzsMqUIqw2eUVC7KKSlrukNGREREqqyLF66gS+fKQa8oFxERKR96y5KIiIiIiIiIiI2pICMiIiIiIiIiYmMqyIiIiIiIiIiI2JgKMiIiIiIiIiIiNqaCjIiIiIiIiIiIjakgIyIiIiIiIiJiYyrIiIiIiIiIiIjYmAoyIiIiIiIiIiI2poKMiIiIiIiIiIiNqSAjIiIiIiIiImJjKsiIiIiIiIiIiNiYCjIiIiIiIiIiIjbmUN4BiIiISNXm7FIDR6MuOSqqgkJTeYcgIiLyQNLVkYiIiNxXjkYHgoatLO8wpBSr47uVdwgiIiIPJD2yJCIiIiIiIiJiYyrIiIiIiIiIiIjYmAoyZWzHjh2EhYWVdxj3zebNm5k/f36Z9GWLdZo5cybffPMNAO+++y4//PDDHbf18vK6X2GJiIiIiIjIA057yMhd2bNnT5n1lZmZWWZ9lWbnzp34+fkBMGnSpPs+noiIiIiIiMidUEHmPsjNzWXgwIH88ssvPPHEE8ycOZOPPvqIjIwM8vLy8PDwICEhAVdXV8aMGUN2djYAffv2JTQ0tNR+MzIyiIuLA8DV1ZX4+HguX75Mv3792LRpEwCJiYkADBkyhLZt2/L888+za9cuHnroIT788EPq1avH7t27ef/997l69Spubm5MmDCB+vXrExYWhqurK9nZ2cTFxbFo0aKbYmvVqhVJSUkAeHp6cvz4cbKysjhx4gRvvPEG69atIzIyEj8/P3JycqxxHTt2jNGjR5Obm4ujoyOxsbEsW7YMgF69epGcnIyXlxf79+8HIDU1lczMTKZMmUJAQAC+vr7s27ePxYsXk56ezsKFCzGbzTRr1ozx48djNBpLXK8VK1awZ88eoqOjmTVrFrGxsURGRgIwZ84cqlWrRk5ODgEBATg5ObFhwwYAPvnkE2rXrg3A2LFj2b17N25ubkyePBlPT0+OHDlCTEwM58+fx9HRkbFjx9K0aVOioqI4f/48R44cYcSIEQQEBNxjBomIiIiIiEhVp4LMfXD8+HHmzJnDY489RmhoKEuWLOHgwYMkJSVhZ2fHyJEjWbVqFT4+PuTl5bFixQpOnjxJfHz8LQsys2fPJiYmBl9fX+bOncvevXtp2LBhqefn5ubSsmVLJk6cyKJFi4iNjWXmzJlER0czZ84cPD09SU9PZ+zYsSxYsAC49pjOrFmzyMzMLDG23r17A9CzZ08SExMpKChg7dq1AKxbt67EOCZMmECXLl14/fXX2bp1Kx9//DEzZsxg0aJFJCcn33Y9/f39mT59OtnZ2SxdupSkpCSMRiPx8fHMmzePd955p8R23bt3JyUlhcjIyGKPH33//fekpaVRq1Yt2rVrx6hRo0hNTWX06NGkpaXRv39/AP785z/z3nvv8e9//5tJkybx0UcfMWrUKMaNG0fTpk05cOAAgwcP5osvvgCgVq1azJkz57Zz+qNHHql5122kcnF3dy7vEKSKUU5JWVI+SVlTTklZU05JWasIOaWCzH3g7e1N/fr1AWjUqBEuLi6MGjWK5ORkDh06RFZWFg0aNKBx48YcOnSIiIgI/P39GTly5C37DQwMJDIyks6dOxMYGEj79u3Jyckp9Xyj0Uj37t0BCAkJYdq0aRw+fJijR4/y9ttvW8+7dOmS9d99fX0B7ji26+ffys6dO5k2bRoAHTp0oEOHDrdtc6MWLVoA1/bnOXLkiLVoVVhYSNOmTe+qr+uefvppHn30UQDc3Nxo27YtcO3OnwsXLgDg6OhIcHAwAN26dWP69Onk5+ezZ88eRo8ebe3r8uXLnDt3Driz9SjJ2bOXMJst99RWKj53d2dOn75Y3mFIFVLZcqoiXPDIrVWmfJKKr7J9RknFp5ySsmarnLKzM9zyy3cVZO4DB4ffl9VgMHDu3DkiIiIIDw+nS5cu2NnZYbFYcHNzIy0tjW3btrF161ZCQkJIS0vDxcWlxH7Dw8Pp1KkTmzdvJi4ujt27dxMcHIzF8vsv8kVFRdbx7ezsMBgMAJjNZuzt7TGbzdSrV4+VK1cCYDKZOHPmjLW9o6MjQKmx/dH186+7HktRUVGJ62GxWPj555956qmnivVlsVgwGAw3tQWsjySZTCa6du1KdHQ0APn5+ZhMphLX6naqVat205/t7e2LnWNn9/ue1xaLBQcHB8xmM9WrV7euH8Cvv/5KrVq1gOLrISIiIiIiIlISvWXJBgwGA61bt6ZPnz40bNiQLVu2YDKZ2LhxIyNGjKBjx45ER0fj5OTEiRMnSu2nV69e5OfnEx4eTnh4OHv37sXFxYXz58+Tm5tLQUEB6enp1vOvXLli3VsmNTUVf39/nnzySfLy8qxvHkpJSWH48OHFxiotNnt7+2IFk+vc3Nw4cOAAgHU/FoBnn33WWszZvn07Y8eOBbipLzc3N7Kzs7FYLNaY/8jPz4/169dz9uxZLBYLMTExLFy4sNT1uj7GvRZtLl++zMaNG4Fr69SuXTucnZ1p2LChtSCzbds2Xn/99XvqX0RERERERB5cukPGBq5evcqPP/5IUFAQAD4+PuTk5DB48GC+/PJLXn75ZYxGI8HBwbd81fLQoUOJiorCwcEBJycnYmNjcXZ2ZsCAAbz66qvUrVuX5s2b39Tm888/JyEhAQ8PD6ZOnUr16tWZMWMGkyZN4rfffqNmzZpMnTq12Fj+/v4lxnbhwgVGjRpl3fT2RgMGDCAqKoqUlBQCAwOtx8eNG0d0dDSLFy+mRo0axMbGAtcewerWrRupqakMGzaMt956i9q1a/PMM89YHwG6kbe3N5GRkfTv3x+z2UyTJk0YNGjQLdf+ueeeY/z48SXO8XZcXFzYsGEDM2bMoE6dOrz//vsAxMXFERMTw6effkq1atVISEiw3okkIiIiIiIicicMlhufd5Eq5cY3F0nFpj1kqjY99yxlrbLllLu7M0HDVt7+RCkXq+O7Vap8koqvsn1GScWnnJKypj1kpEQLFixg+fLlxY57eHgwd+7ccoio4gsLC7NuxHuj3r1706dPn3KISEREREREROTWdIeMSAWgO2SqNn2rI2WtsuWUs0sNHI36DqiiKig0kXf+cnmHIVVIZfuMkopPOSVlTXfIiIiIyAPh4oUr6DK64tJryUVERMqH3rIkIiIiIiIiImJjKsiIiIiIiIiIiNiYCjIiIiIiIiIiIjamgoyIiIiIiIiIiI2pICMiIiIiIiIiYmMqyIiIiIiIiIiI2JgKMiIiIiIiIiIiNqaCjIiIiIiIiIiIjakgIyIiIiIiIiJiYyrIiIiIiIiIiIjYmAoyIiIiIiIiIiI2poKMiIiIiIiIiIiNOZR3ACIiIiIAzi41cDTq0sTWCgpN5R2CiIjIA0lXPSIiIlIhOBodCBq2srzDeOCsju9W3iGIiIg8kPTIkoiIiIiIiIiIjakgIyIiIiIiIiJiYyrI3IUdO3YQFhZW3mHcN5s3b2b+/Pll0pct1ikgIICcnJwy7bOq/4xFRERERESkYtAeMmK1Z8+eMusrMzOzzPoSERERERERqWpUkLlLubm5DBw4kF9++YUnnniCmTNn8tFHH5GRkUFeXh4eHh4kJCTg6urKmDFjyM7OBqBv376EhoaW2m9GRgZxcXEAuLq6Eh8fz+XLl+nXrx+bNm0CIDExEYAhQ4bQtm1bnn/+eXbt2sVDDz3Ehx9+SL169di9ezfvv/8+V69exc3NjQkTJlC/fn3CwsJwdXUlOzubuLg4Fi1adFNsrVq1IikpCQBPT0+OHz9OVlYWJ06c4I033mDdunVERkbi5+dHTk6ONa5jx44xevRocnNzcXR0JDY2lmXLlgHQq1cvkpOT8fLyYv/+/QCkpqaSmZnJlClTCAgIwNfXl3379rF48WLS09NZuHAhZrOZZs2aMX78eIxG4y1/HrNmzeLHH3/EaDQyYcIEvL29+emnn3jvvfe4fPkyubm5DBo0iD59+pCYmMjx48c5fPgwubm5vP3222RkZPD999/j7e1NQkICAOfOnSMiIoJTp07h6+vL+PHjqV69Ops3b2b69OmYzWbq16/PxIkTqV27NllZWUyaNInffvsNNzc3Jk6cyOOPP35P+SUiIiIiIiIPBhVk7tLx48eZM2cOjz32GKGhoSxZsoSDBw+SlJSEnZ0dI0eOZNWqVfj4+JCXl8eKFSs4efIk8fHxtyzIzJ49m5iYGHx9fZk7dy579+6lYcOGpZ6fm5tLy5YtmThxIosWLSI2NpaZM2cSHR3NnDlz8PT0JD09nbFjx7JgwQIAvLy8mDVrFpmZmSXG1rt3bwB69uxJYmIiBQUFrF27FoB169aVGMeECRPo0qULr7/+Olu3buXjjz9mxowZLFq0iOTk5Nuup7+/P9OnTyc7O5ulS5eSlJSE0WgkPj6eefPm8c4779yy/eOPP86UKVPYunUrUVFRrFixguTkZN555x3atm3L0aNHCQ4Opk+fPgD89NNPfPbZZ3z33Xf079+f1atX07BhQ1566SVr0SgnJ4dZs2bx+OOP8//+3/9jyZIlvPLKK4wbN44lS5ZQr149Pv30UyZOnMiHH37I0KFDmT59Or6+vqxbt46hQ4eSkpJy27nf6JFHat7V+VL5uLs7l3cIUsUop6QsKZ+krCmnpKwpp6SsVYScUkHmLnl7e1O/fn0AGjVqhIuLC6NGjSI5OZlDhw6RlZVFgwYNaNy4MYcOHSIiIgJ/f39Gjhx5y34DAwOJjIykc+fOBAYG0r59+1vuj2I0GunevTsAISEhTJs2jcOHD3P06FHefvtt63mXLl2y/ruvry/AHcd2/fxb2blzJ9OmTQOgQ4cOdOjQ4bZtbtSiRQvg2t4tR44csRatCgsLadq06W3b9+rVyzr2iBEjuHDhAlFRUaSnp/OPf/yDn376icuXL1vPb9++PQ4ODnh6euLu7s5TTz0FQJ06dcjLywPg2WeftRbDgoKCSE1NpUGDBvj6+lKvXj0AXnvtNT755BMOHz6Mi4uLda26du3KuHHjuHjxIs7Od/4/+NmzlzCbLXd8vlQu7u7OnD59sbzDkCqkquZURbgwelBVxXyS8lNVP6Ok/CinpKzZKqfs7Ay3/PJdBZm75ODw+5IZDAbr4y3h4eF06dIFOzs7LBYLbm5upKWlsW3bNrZu3UpISAhpaWm4uLiU2G94eDidOnVi8+bNxMXFsXv3boKDg7FYfv8lvaioyDq+nZ0dBoMBALPZjL29PWazmXr16rFy5UoATCYTZ86csbZ3dHQEKDW2P7p+/nXXYykqKipxPSwWCz///LO1yPHHtgaD4aa2gPWRJJPJRNeuXYmOjgYgPz8fk8lU4lrdyN7e/qYxHBwc+Pvf/46LiwudOnXipZdeYs2aNdZzqlWrVmLsN/rjnBwcHDCbzcXmU1RUVOz49f92J7GLiIiIiIjIg0tvWfovGQwGWrduTZ8+fWjYsCFbtmzBZDKxceNGRowYQceOHYmOjsbJyYkTJ06U2k+vXr3Iz88nPDyc8PBw9u7di4uLC+fPnyc3N5eCggLS09Ot51+5csW6t0xqair+/v48+eST5OXl8c033wCQkpLC8OHDi41VWmz29vbFCibXubm5ceDAAQA2bNhgPf7ss89aiznbt29n7NixADf15ebmRnZ2NhaLxRrzH/n5+bF+/XrOnj2LxWIhJiaGhQsXlrpe161evRqA9evX06hRI5ycnNi2bRt//etf6dy5M1999RXAXRVIvv32W44fP47ZbGbFihW0a9eOFi1a8P3331vvWvrss8/w8/PjySef5Pz58+zevRuAtWvX4unpSa1ate54PBEREREREXnw6A6Z/9LVq1f58ccfCQoKAsDHx4ecnBwGDx7Ml19+ycsvv4zRaCQ4OBgvL69S+xk6dChRUVE4ODjg5OREbGwszs7ODBgwgFdffZW6devSvHnzm9p8/vnnJCQk4OHhwdSpU6levTozZsywbjBbs2ZNpk6dWmwsf3//EmO7cOECo0aNonbt2sXaDBgwgKioKFJSUggMDLQeHzduHNHR0SxevJgaNWoQGxsLXHsEq1u3bqSmpjJs2DDeeustateuzTPPPMO5c+eK9e/t7U1kZCT9+/fHbDbTpEkTBg0adNv1P3z4MN26deOhhx5iypQpwLVNj/v27YvRaMTb25vHHnvsrl6P/dRTTzFmzBhOnz5NmzZtePXVV7G3t2fixIlERkZSWFiIp6cnkyZNonr16iQkJPDee+9x5coVXF1drZsDi4iIiIiIiJTGYLnxmRipNG58c5FUftpDpmrTc89S1qpqTrm7OxM0bGV5h/HAWR3frUrmk5SfqvoZJeVHOSVlTXvIPIAWLFjA8uXLix338PBg7ty55RBRxRcWFsaFCxeKHe/du7f1zUkiIiIiIiIilY3ukBGpAHSHTNWmb3WkrFXVnHJ2qYGjUd8V2VpBoYm885dvf6LIHaqqn1FSfpRTUtZ0h4yIiIjIDS5euIIut21PrxsXEREpH3rLkoiIiIiIiIiIjakgIyIiIiIiIiJiYyrIiIiIiIiIiIjYmAoyIiIiIiIiIiI2poKMiIiIiIiIiIiNqSAjIiIiIiIiImJjKsiIiIiIiIiIiNiYCjIiIiIiIiIiIjamgoyIiIiIiIiIiI2pICMiIiIiIiIiYmMqyIiIiIiIiIiI2JgKMiIiIiIiIiIiNuZQ3gGIiIiIlMbZpQaORl2u3E8FhabyDkFEROSBpCscERERqbAcjQ4EDVtZ3mFUaavju5V3CCIiIg8kPbIkIiIiIiIiImJjKsiIiIiIiIiIiNjYbQsyO3bsICwszBaxlIvNmzczf/78MumrKq/TjZYuXcqaNWtsNt7Ro0cZM2bMfR1j5syZfPPNN/d1DBEREREREZHrHvg7ZPbs2cOlS5fKpK/MzMwy6aei++677ygoKLDZeMePH+fo0aP3dYydO3diMmlTQxEREREREbGNO9rUNzc3l4EDB/LLL7/wxBNPMHPmTD766CMyMjLIy8vDw8ODhIQEXF1dGTNmDNnZ2QD07duX0NDQUvvNyMggLi4OAFdXV+Lj47l8+TL9+vVj06ZNACQmJgIwZMgQ2rZty/PPP8+uXbt46KGH+PDDD6lXrx67d+/m/fff5+rVq7i5uTFhwgTq169PWFgYrq6uZGdnExcXx6JFi26KrVWrViQlJQHg6enJ8ePHycrK4sSJE7zxxhusW7eOyMhI/Pz8yMnJscZ17NgxRo8eTW5uLo6OjsTGxrJs2TIAevXqRXJyMl5eXuzfvx+A1NRUMjMzmTJlCgEBAfj6+rJv3z4WL15Meno6CxcuxGw206xZM8aPH4/RaCx1zbZv386UKVOwWCx4enoSHx9PjRo1+OCDD8jMzMRkMtGjRw/Cw8PZsWMHc+bMoVq1auTk5BAQEICTkxMbNmwA4JNPPqF27dp89dVXzJw5k6KiIurVq8d7772Hm5sbAQEBBAcH85///IcrV64wdepULly4wKZNm/j6669xd3fnueeeKzHOxMREjh8/zuHDh8nNzeXtt98mIyOD77//Hm9vbxISEjAYDMyZM4dVq1Zhb29P+/btGTFiBCdOnGDAgAG4ubnh6OjImTNnyMnJYcKECbz77rvExMSQnZ3NmTNn8PLyYtq0aZw5c+amNqXd9fTrr78yfPhwLl++jJ2dHdHR0Rw+fJg9e/YQHR3NrFmzqF69OuPGjeP8+fM4OTnx7rvv4uvrS1RUFDVr1uR///d/OXnyJIMHD6Znz57k5+czceJEsrOzMZlMDBw4kFdeeaXUn6GIiIiIiIjIHRVkjh8/zpw5c3jssccIDQ1lyZIlHDx4kKSkJOzs7Bg5ciSrVq3Cx8eHvLw8VqxYwcmTJ4mPj79lQWb27NnExMTg6+vL3Llz2bt3Lw0bNiz1/NzcXFq2bMnEiRNZtGgRsbGxzJw5k+joaObMmYOnpyfp6emMHTuWBQsWAODl5cWsWbPIzMwsMbbevXsD0LNnTxITEykoKGDt2rUArFu3rsQ4JkyYQJcuXXj99dfZunUrH3/8MTNmzGCYJJ8QAAAgAElEQVTRokUkJyffdj39/f2ZPn062dnZLF26lKSkJIxGI/Hx8cybN4933nmnxHYFBQUMHz6cefPm0aRJE+Lj41m+fDkODtd+jMuXL6egoICIiAh8fHwA+P7770lLS6NWrVq0a9eOUaNGkZqayujRo0lLSyMoKIj4+Hj++c9/4urqSlJSEh9++CGTJk0CoFatWixbtoxFixbxj3/8g8TERAICAmjdunWpxZjrfvrpJz777DO+++47+vfvz+rVq2nYsCEvvfQS+/fv5+TJk2zatImUlBSqVavGkCFDSEpKokOHDhw6dIhPP/2UevXqsWPHDmbNmsX48ePZuXMn1apV47PPPsNsNtO/f3+2bt1Ks2bNbmpTmmXLltGxY0cGDBjAV199xbfffktERAQpKSlERkbi5eXFq6++yqBBg3jhhRfIysrib3/7G1988QVwraCzePFifvrpJ/r160fPnj35+OOPadasGVOnTuXSpUv07t2bFi1aUL9+/dvmwnWPPFLzjs+Vysnd3bm8Q5AqRjklZUn5JGVNOSVlTTklZa0i5NQdFWS8vb2tv1w2atQIFxcXRo0aRXJyMocOHSIrK4sGDRrQuHFjDh06REREBP7+/owcOfKW/QYGBhIZGUnnzp0JDAykffv25OTklHq+0Wike/fuAISEhDBt2jQOHz7M0aNHefvtt63n3fgIkq+vL8Adx3b9/FvZuXMn06ZNA6BDhw506NDhtm1u1KJFC+Da/jxHjhyxFq0KCwtp2rRpqe32799PnTp1aNKkCQDDhg0D4K9//Sv79u3j66+/BuDy5cvs37+fp556iqeffppHH30UADc3N9q2bQtcuyPowoULfP/995w4cYJ+/foBYDabcXV1tY55vejSuHFjvvzyy7uaZ/v27XFwcMDT0xN3d3eeeuopAOrUqUNeXh5ff/01L7/8MjVq1ACuFcVWrFhBhw4deOSRR0osrPz5z3+mVq1a/Pvf/+bgwYMcPnyYy5cvA5Ta5kZt27ZlyJAh7Nu3jw4dOvDGG2/c9N/z8/P55ZdfeOGFFwD405/+hKurKwcPHrTOyWAw8PTTT3P+/Hng2l1LV69eJSUlBbi2/tnZ2XdVkDl79hJms+WOz5fKxd3dmdOnL5Z3GFKFPEg5VREulh4ED0o+iW08SJ9RYhvKKSlrtsopOzvDLb98v6OCzPU7MAAMBgPnzp0jIiKC8PBwunTpgp2dHRaLBTc3N9LS0ti2bRtbt24lJCSEtLQ0XFxcSuw3PDycTp06sXnzZuLi4ti9ezfBwcFYLL//YlpUVGQd387ODoPBAFwrHNjb22M2m6lXrx4rV64EwGQycebMGWt7R0dHgFJj+6Pr5193PZaioqIS18NisfDzzz9biw1/bGswGG5qC1gfSTKZTHTt2pXo6GjgWjHgVvuYVKtWzTp/gIsXL1rbjBgxwlpEyM3N5aGHHiIrK4tq1ard1Ie9vf1NfzaZTLRq1Yo5c+YA8Ntvv5Gfn18s1hvHvVM3jn3jml1nNpuLHbu+Vn/8OVy3ceNGZs6cSb9+/ejRowfnzp2z/oxKa3OjZ555hrS0NLZs2cLatWtZvnz5TY833Zh7Nx67/nMpaT3MZjNxcXE0a9YMgDNnztxU1BIRERERERH5o3va1NdgMNC6dWv69OlDw4YN2bJlCyaTiY0bNzJixAg6duxIdHQ0Tk5OnDhxotR+evXqRX5+PuHh4YSHh7N3715cXFw4f/48ubm5FBQUkJ6ebj3/ypUr1r1lUlNT8ff358knnyQvL8/6hpyUlBSGDx9ebKzSYrO3ty9WMLnOzc2NAwcOAFj3XQF49tlnrcWc7du3M3bsWICb+nJzcyM7OxuLxWKN+Y/8/PxYv349Z8+exWKxEBMTw8KFC0tdryeeeIKzZ89aY/r0009ZsmQJbdq0YenSpRQWFpKfn0/fvn3JysoqtZ8btWjRgqysLA4dOgRce4zsgw8+uGUbe3v7MtkAt02bNqSlpXH16lWKiopISUmhTZs2JY53fV0zMjLo2rUrPXv2xMXFhR07dtxVLB988AGrVq0iJCSEcePGsXfv3pvmVLNmTerVq2e9GygrK4szZ87QuHHjW85jyZIlAJw6dYrg4OBb5r2IiIiIiIjIHd0h80dXr17lxx9/JCgoCAAfHx9ycnIYPHgwX375JS+//DJGo5Hg4GC8vLxK7Wfo0KFERUXh4OCAk5MTsbGxODs7M2DAAF599VXq1q1L8+bNb2rz+eefk5CQgIeHB1OnTqV69erMmDGDSZMm8dtvv1GzZk2mTp1abCx/f/8SY7tw4QKjRo2idu3axdoMGDCAqKgoUlJSCAwMtB4fN24c0dHRLF68mBo1ahAbGwtcewSrW7dupKamMmzYMN566y1q167NM888w7lz54r17+3tTWRkJP3798dsNtOkSRMGDRpU6noZjUbi4uIYOXIkhYWFNGjQgA8++IDq1atz5MgRQkJCKCoqokePHvj5+bFjx45S+7rO3d2dyZMn8/e//x2z2UydOnWsGy2Xpl27dkybNg1nZ2defPHF245Rmk6dOrFv3z569uxJUVERf/nLX3jjjTf49ddfbzqvUaNGXLx4kREjRjBgwACGDx9OWloa1apVo1WrVrd8zO2PwsLCGDZsGKmpqdjb21tz5bnnnmP8+PFMnTqVuLg4YmJiSExMpFq1aiQmJlK9evVS+4yMjCQmJoZXXnnFerdSgwYN7m1RRERERERE5IFgsJT0jEYFdeObi0SqEu0hU7XpuWcpaw9STrm7OxM0bGV5h1GlrY7v9sDkk9jGg/QZJbahnJKyVqn2kPlvLFiwgOXLlxc77uHhwdy5c+/38JVSWFgYFy5cKHa8d+/e9OnTpxwiKllF/dl+8803vPfeeyX+t08++YQ6derYOCIRERERERGRm1WqO2REqirdIVO16VsdKWsPUk45u9TA0Xjfvz96oBUUmsg7f7m8w5Aq5EH6jBLbUE5JWXtg7pARERERuVcXL1xBl+D3l14tLiIiUj7u6S1LIiIiIiIiIiJy71SQERERERERERGxMRVkRERERERERERsTAUZEREREREREREbU0FGRERERERERMTGVJAREREREREREbExFWRERERERERERGxMBRkRERERERERERtTQUZERERERERExMZUkBERERERERERsTEVZEREREREREREbEwFGRERERERERERG3Mo7wBEREREqgpnlxo4GivX5VVBoam8QxAREXkgVa4rBhEREZEKzNHoQNCwleUdxl1ZHd+tvEMQERF5IOmRJRERERERERERG1NBRkRERERERETExlSQsZEdO3YQFhZW3mHcN5s3b2b+/Pll0ld5rtPSpUtZs2YNAFFRUaSmppZbLCIiIiIiIlJ1qSAjZWLPnj1cunSpTPrKzMwsk37uxXfffUdBQUG5jS8iIiIiIiIPBm3qa0O5ubkMHDiQX375hSeeeIKZM2fy0UcfkZGRQV5eHh4eHiQkJODq6sqYMWPIzs4GoG/fvoSGhpbab0ZGBnFxcQC4uroSHx/P5cuX6devH5s2bQIgMTERgCFDhtC2bVuef/55du3axUMPPcSHH35IvXr12L17N++//z5Xr17Fzc2NCRMmUL9+fcLCwnB1dSU7O5u4uDgWLVp0U2ytWrUiKSkJAE9PT44fP05WVhYnTpzgjTfeYN26dURGRuLn50dOTo41rmPHjjF69Ghyc3NxdHQkNjaWZcuWAdCrVy+Sk5Px8vJi//79AKSmppKZmcmUKVMICAjA19eXffv2sXjxYtLT01m4cCFms5lmzZoxfvx4jEZjqWuWlZXFpEmT+O2333Bzc2PixIkcO3aMTZs28fXXX+Pu7g7Ali1bWLx4MWfPnuWtt97itddeIz8/n4kTJ5KdnY3JZGLgwIG88sorpKamsnz5cs6fP0+nTp0YOnToPeeKiIiIiIiIVG0qyNjQ8ePHmTNnDo899hihoaEsWbKEgwcPkpSUhJ2dHSNHjmTVqlX4+PiQl5fHihUrOHnyJPHx8bcsyMyePZuYmBh8fX2ZO3cue/fupWHDhqWen5ubS8uWLZk4cSKLFi0iNjaWmTNnEh0dzZw5c/D09CQ9PZ2xY8eyYMECALy8vJg1axaZmZklxta7d28AevbsSWJiIgUFBaxduxaAdevWlRjHhAkT6NKlC6+//jpbt27l448/ZsaMGSxatIjk5OTbrqe/vz/Tp08nOzubpUuXkpSUhNFoJD4+nnnz5vHOO++U2K6goIChQ4cyffp0fH19WbduHUOHDiUlJYWAgABat27Nc889R1paGgUFBSQnJ5OdnU2/fv147bXX+Pjjj2nWrBlTp07l0qVL9O7dmxYtWgBw8uRJ1q5di4PD3f2v9cgjNe/qfKl83N2dyzsEqWKUU1KWlE9S1pRTUtaUU1LWKkJOqSBjQ97e3tSvXx+ARo0a4eLiwqhRo0hOTubQoUNkZWXRoEEDGjduzKFDh4iIiMDf35+RI0fest/AwEAiIyPp3LkzgYGBtG/fnpycnFLPNxqNdO/eHYCQkBCmTZvG4cOHOXr0KG+//bb1vBsfQfL19QW449iun38rO3fuZNq0aQB06NCBDh063LbNja4XQXbs2MGRI0esRavCwkKaNm1aarvDhw/j4uJijbFr166MGzeOixcvFjs3MDAQg8FA48aNOXfuHADbt2/n6tWrpKSkAHD58mXrHUNNmza962IMwNmzlzCbLXfdTioHd3dnTp8unl8i90o5VXFVhIu7e6F8krKkzygpa8opKWu2yik7O8Mtv3xXQcaGbvxF3WAwcO7cOSIiIggPD6dLly7Y2dlhsVhwc3MjLS2Nbdu2sXXrVkJCQkhLS8PFxaXEfsPDw+nUqRObN28mLi6O3bt3ExwcjMXy+y/4RUVF1vHt7OwwGAwAmM1m7O3tMZvN1KtXj5UrVwJgMpk4c+aMtb2joyNAqbH90fXzr7seS1FRUYnrYbFY+Pnnn3nqqaeK9WWxWDAYDDe1BayPJJlMJrp27Up0dDQA+fn5mEymEtfq+pxLGqOkNvb29gDW9brePi4ujmbNmgFw5swZXF1dWb16dbF5i4iIiIiIiJREm/qWI4PBQOvWrenTpw8NGzZky5YtmEwmNm7cyIgRI+jYsSPR0dE4OTlx4sSJUvvp1asX+fn5hIeHEx4ezt69e3FxceH8+fPk5uZSUFBAenq69fwrV65Y95ZJTU3F39+fJ598kry8PL755hsAUlJSGD58eLGxSovN3t6+WMHkOjc3Nw4cOADAhg0brMefffZZazFn+/btjB07FuCmvtzc3MjOzsZisVhj/iM/Pz/Wr1/P2bNnsVgsxMTEsHDhwlLX68knn+T8+fPs3r0bgLVr1+Lp6UmtWrWwt7e/ZTEHoE2bNixZsgSAU6dOERwcfMufj4iIiIiIiMgf6Q6ZcnT16lV+/PFHgoKCAPDx8SEnJ4fBgwfz5Zdf8vLLL2M0GgkODsbLy6vUfoYOHUpUVBQODg44OTkRGxuLs7MzAwYM4NVXX6Vu3bo0b978pjaff/45CQkJeHh4MHXqVKpXr86MGTOsG93WrFmTqVOnFhvL39+/xNguXLjAqFGjqF27drE2AwYMICoqipSUFAIDA63Hx40bR3R0NIsXL6ZGjRrExsYC1x4T6tatG6mpqQwbNoy33nqL2rVr88wzz1gfG7qRt7c3kZGR9O/fH7PZTJMmTRg0aFCp61W9enUSEhJ47733uHLlCq6uriQkJADQrl07pk2bhrNz6becR0ZGEhMTwyuvvILJZGLEiBE0aNDAWswSERERERERuR2D5cbnWuSBcOObi6Ri0B4yVZuee5ayppyquNzdnQkatrK8w7grq+O7KZ+kTOkzSsqackrKmvaQkbuyYMECli9fXuy4h4cHc+fOLYeIKr6wsDAuXLhQ7Hjv3r3p06dPOUQkIiIiIiIico3ukBGpAHSHTNWmb3WkrCmnKi5nlxo4GivX910FhSbyzl8u7zCkCtFnlJQ15ZSUNd0hIyIiIlLFXLxwhcr2K0NlfVW3iIhIZae3LImIiIiIiIiI2JgKMiIiIiIiIiIiNqaCjIiIiIiIiIiIjakgIyIiIiIiIiJiYyrIiIiIiIiIiIjYmAoyIiIiIiIiIiI2poKMiIiIiIiIiIiNqSAjIiIiIiIiImJjKsiIiIiIiIiIiNiYCjIiIiIiIiIiIjamgoyIiIiIiIiIiI2pICMiIiIiIiIiYmMO5R2AiIiISFXk7FIDR2PFv9QqKDSVdwgiIiIPpIp/lSAiIiJSCTkaHQgatrK8w7it1fHdyjsEERGRB5IeWRIRERERERERsTEVZEREREREREREbEwFGWDHjh2EhYWVdxj3TVRUFKmpqeUdxj0bOHAgJ0+evOt2M2fO5JtvvgHg3Xff5YcffuDixYsMHjz4tm1Hjx7NsWPH/qvxRUREREREREqjgoxUeHPnzqVOnTp33W7nzp2YTNc2Kpw0aRLNmzcnLy+Pffv23bbtjh07sFgs/9X4IiIiIiIiIqXRpr7/Jzc3l4EDB/LLL7/wxBNPMHPmTD766CMyMjLIy8vDw8ODhIQEXF1dGTNmDNnZ2QD07duX0NDQUvvNyMggLi4OAFdXV+Lj43n44YdZsWIFCxcuxGw206xZM8aPH4/RaGT16tV8/PHHGAwGmjdvznvvvUdRURHR0dHs378fg8FAREQE3bt3JzU1lfT0dPLy8jh69Cjt27cnJiYGi8XClClT2LJlCx4eHphMJlq3bg1AQkJCsTnVrl2bNm3a4OPjw+nTp2nUqBFt2rSxzissLIzhw4fTokWLEucYFRVF69at6dGjBwBeXl7s37//rudemoCAAP75z3+SmZlZ4nx//fVXhg8fzuXLl7GzsyM6OprDhw+zZ88eoqOjmTVrFrGxsURGRjJ//nxOnTrF4MGDGT16NP369WPTpk0AJCYmAmA0Gjl16hSDBg3i3//+Nz179uSf//wnnp6eTJ48mYyMDAwGA8HBwQwaNIgdO3bwj3/8A0dHR37++We8vLz48MMPqV69+h3nn4iIiIiIiDxYVJD5P8ePH2fOnDk89thjhIaGsmTJEg4ePEhSUhJ2dnaMHDmSVatW4ePjQ15eHitWrODkyZPEx8ffsiAze/ZsYmJi8PX1Ze7cuezdu5c6deqwdOlSkpKSMBqNxMfHM2/ePHr27Mn7779PamoqdevWZcSIEWzdupXvvvsONzc31qxZQ25uLr169cLb2xuAXbt2sWbNGuzt7XnxxRfp06cPhw4dYu/evaxZs4aLFy8SHBwMwJEjR0qc05tvvsm5c+cYOHAgfn5+fP311yQmJhIaGsqxY8fIzc0ttRhzK3cz93feeeeO+ixpvuvXr6djx44MGDCAr776im+//ZaIiAhSUlKIjIzEy8vL2j46Opp+/frx0UcfkZOTU+IYgwYNIikpiU8++QQ3Nzfr8SVLlnDixAlWrVpFQUEBYWFhPP3009SoUYNdu3axbt06PDw8CA0N5T//+Q8BAQF3vFaPPFLzjs+Vysnd3bm8Q5AqRjklZUn5JGVNOSVlTTklZa0i5JQKMv/H29ub+vXrA9CoUSNcXFwYNWoUycnJHDp0iKysLBo0aEDjxo05dOgQERER+Pv7M3LkyFv2GxgYSGRkJJ07dyYwMJD27dvzr3/9iyNHjlgLOYWFhTRt2pRdu3bRqlUr6tatC2C9u2T27NlMnjwZgIcffpjAwEAyMzOpWbMmLVu2pGbNa7/M169fn7y8PDIzM3nhhReoVq0aDz/8MP7+/gA8/vjjJc7puutFFz8/P8aOHUtOTg4rV66kW7d7ex3m3cz9TpU037Zt2zJkyBD27dtHhw4deOONN+4p3tvZsWMHISEh2NvbU6NGDYKCgsjIyCAgIIDGjRtbf26NGjUiLy/vrvo+e/YSZrPlfoQtFYC7uzOnT18s7zCkClFOVQ4V4ULvTimfpCzpM0rKmnJKypqtcsrOznDLL99VkPk/Dg6/L4XBYODcuXNEREQQHh5Oly5dsLOzw2Kx4ObmRlpaGtu2bWPr1q2EhISQlpaGi4tLif2Gh4fTqVMnNm/eTFxcHLt378bJyYmuXbsSHR0NQH5+PiaTiczMTAwGg7Vtbm4ugHUvk+ssFot1b5QbH/UxGAxYLBbrP/84tz179jBs2LBic7rO0dHR2k/37t1JS0tj3bp1zJs375Zrd+N4hYWF9zT3O1XSfJ955hnS0tLYsmULa9euZfny5cyfP/+2ff1xnYqKim7Kgz8ym803/fl2PwcRERERERGR0mhT31IYDAZat25Nnz59aNiwIVu2bMFkMrFx40ZGjBhBx44diY6OxsnJiRMnTpTaT69evcjPzyc8PJzw8HD27t2Ln58f69ev5+zZs1gsFmJiYli4cCHNmzcnKyuL06dPAzB58mQ2btxImzZtWLZsGXCtSLNx40brnjAladu2LevWraOgoIC8vDzS09OBa5vcljSnkvTo0YOkpCQeffTR225oW6tWLQ4cOADAhg0b7mnu/40PPviAVf+fvbuPi7LO9z/+GgRHOQqCgGJ5F+t6h7dnFzA3jgbH8gZvMFE8S7Gx+HCTLddbNtEm741lKVm1MnelOkfSQhGIg0VqHu+wTVZ9sJKtrIp1lEBHQw2cmd8f/eSY3Cg6Dgbv5z/UNNf3+n6u+TSPmfd8r+vavp0JEyawaNEiCgsLAWjRokWN+pydnbl+/ToAbm5uXLx4kfLyciorK6uPU13bBgUFsW3bNiwWC1evXiUzM5PAwMB7mruIiIiIiIg0T1ohU4dr165x/PhxwsLCAPD396ekpIQZM2awY8cORo8ejdFoZOzYsT+4RsmtZs2aRXx8PM7Ozri6urJ06VK6detGXFwczzzzDFarld69ezNt2jSMRiMLFiwgJiYGq9XKwIEDCQ8P5+rVq5hMJsLCwrBYLEyfPp2+fftSVFRU6z5DQ0M5evQoY8aMwcvLCz8/PwBGjRpFXFxcjZpq4+vri6+vLxMmTLjtsYqMjGTmzJmEhYURFBSEt7d3g2u/F1FRUcyePZv09HRatGjBqlWrAHjsscd46aWXqv8doH379nTq1ImoqCjeeecdfv3rX/PUU0/RsWNH+vXrV/28YcOGMW3aNN56663qxyZPnsw///lPxo0bR1VVFWFhYfz7v/87Bw8evKf5i4iIiIiISPNjsOncCrmFzWbj/PnzREVFkZWVpbsFOYCuIdO06bxnsTf11I+Dt3dbwmZnNPY0biszaZz6SexK71Fib+opsTddQ6YJ2bhxI1u3bq3xuI+PD+vXr2+EGd2b3NxcTCYTJpOpOoxZtWoV+/btq/Fcf39/li1bds/7jIqK4tKlSzUenzJlCpGRkfc8voiIiIiIiMiDRCtkRB4AWiHTtOlXHbE39dSPQ1u31rQyPvi/fVVWWTBfvNLY05AmRO9RYm/qKbE3rZARERERacIuX7rKj+Hrw4/p9twiIiJNie6yJCIiIiIiIiLiYApkREREREREREQcTIGMiIiIiIiIiIiDKZAREREREREREXEwBTIiIiIiIiIiIg6mQEZERERERERExMEUyIiIiIiIiIiIOJgCGRERERERERERB1MgIyIiIiIiIiLiYApkREREREREREQcTIGMiIiIiIiIiIiDKZAREREREREREXEw58aegIiIiIjUra1ba1oZ799Htsoqy30bW0REROqmQEZERETkAdbK6EzY7Iz7Nn5m0rj7NraIiIjUTacsiYiIiIiIiIg4mAIZEREREREREREHUyBznxw8eJCoqKjGnsZ9Ex8fT3p6emNPw+42b95MVlYW0HRrFBERERERkcanQEbkJp9//jmVlZWNPQ0RERERERFp4nRR3/uovLyc2NhYTp8+Tffu3Vm9ejVr1qxh//79mM1mfHx8SE5Oxt3dnRdffJETJ04AMHXqVCIiIuocd//+/SQmJgLg7u5OUlISnp6ebNu2jdTUVKxWK3379uWll17CaDSSmZnJunXrMBgM9OvXjyVLlnD9+nUSEhIoKirCYDAQExPD+PHjSU9PZ8+ePZjNZs6cOcPQoUMxmUzYbDZWrlzJrl278PHxwWKxEBAQAEBycnKNmry8vAgKCsLf35/S0lL8/PwICgqqrisqKoo5c+YwYMCAWmuMj48nICCA8PBwAHr27ElRUVGDa69LQUEBy5Yt47vvvsPDw4PFixdz9uxZPvnkEw4cOIC3tzcAu3bt4r/+678oKytj+vTpTJ48mYqKChYvXsyJEyewWCzExsYyZswY0tPT2bp1KxcvXmT48OHMmjWrIe0iIiIiIiIizYgCmfvoq6++4vXXX+ehhx4iIiKCTZs2cfLkSdLS0nBycmLevHls374df39/zGYz27Zt49y5cyQlJdUbyKxduxaTyUT//v1Zv349hYWFdOjQgc2bN5OWlobRaCQpKYkNGzYwceJEVqxYQXp6Oh07dmTu3Lns3r2bzz//HA8PD7KysigvL2fSpEn06tULgMOHD5OVlUWLFi148skniYyMpLi4mMLCQrKysrh8+TJjx44F4NSpU7XW9Oyzz3LhwgViY2MJDAzkwIEDpKSkEBERwdmzZykvL68zjKlPQ2p/7rnnah2jsrKSWbNm8eqrr9K/f39ycnKYNWsWH3zwAY8//jgBAQE89thjZGdnU1lZyZYtWzhx4gRPP/00kydPZt26dfTt25dVq1bx7bffMmXKlOpazp07x4cffoizc8P+12rfvk2Dj4X8uHh7t23sKUgTo54Se1I/ib2pp8Te1FNibw9CTymQuY969epF586dAfDz88PNzY358+ezZcsWiouLKSgooEuXLvTo0YPi4mJiYmIIDg5m3rx59Y4bEhJCXFwcoaGhhISEMHToUN59911OnTpVHeRUVVXRp08fDh8+zODBg+nYsSNA9eqStQVs2q4AACAASURBVGvXsnz5cgA8PT0JCQkhPz+fNm3aMGjQINq0+T4g6Ny5M2azmfz8fEaMGIGLiwuenp4EBwcD0LVr11pruuFGUBEYGMjChQspKSkhIyODcePu7habDam9Lv/85z9xc3Ojf//+AIwcOZJFixZx+fLlWvdnMBjo0aMHFy5cAGDfvn1cu3aNDz74AIArV65Ur27q06dPg8MYgLKyb7FabQ3eTn4cvL3bUlpas79E7pZ6qnlxxAdG9ZPYk96jxN7UU2JvjuopJydDvT++K5C5j27+Ym4wGLhw4QIxMTFER0fzxBNP4OTkhM1mw8PDg+zsbPbu3cvu3buZMGEC2dnZuLm51TpudHQ0w4cPZ+fOnSQmJnLkyBFcXV0ZOXIkCQkJAFRUVGCxWMjPz8dgMFRvW15eDoDN9sMv/zabDYvFAvCDU30MBgM2m6367621HTt2jNmzZ9eo6YZWrVpVjzN+/Hiys7PJyclhw4YN9R67m/dXVVV1V7XXxWq11njs5vpv1qJFi+r53Lx9YmIiffv2BeCbb77B3d2dzMzM6npFRERERERE6qOL+jqQwWAgICCAyMhIunXrxq5du7BYLOTl5TF37lyGDRtGQkICrq6ufP3113WOM2nSJCoqKoiOjiY6OprCwkICAwP56KOPKCsrw2azYTKZSE1NpV+/fhQUFFBaWgrA8uXLycvLIygoiPfffx/4PqTJy8urviZMbYYMGUJOTg6VlZWYzWb27NkDwKFDh2qtqTbh4eGkpaXh6+tLhw4d6j1W7dq148svvwTg448/vqva6/LII49w8eJFjhw5AsCHH35Ip06daNeuHS1atKg3zAEICgpi06ZNAJw/f56xY8fW+3qJiIiIiIiI3EorZBzo2rVrHD9+nLCwMAD8/f0pKSlhxowZ7Nixg9GjR2M0Ghk7diw9e/asc5xZs2YRHx+Ps7Mzrq6uLF26lG7duhEXF8czzzyD1Wqld+/eTJs2DaPRyIIFC4iJicFqtTJw4EDCw8O5evUqJpOJsLAwLBYL06dPp2/fvhQVFdW6z9DQUI4ePcqYMWPw8vLCz88PgFGjRhEXF1ejptr4+vri6+vLhAkTbnusIiMjmTlzJmFhYQQFBVVfZLchtdelZcuWJCcns2TJEq5evYq7uzvJyckAPProo/zxj3+kbdu6l4fHxcVhMpkYM2YMFouFuXPn0qVLFz777LPb1iUiIiIiIiICYLDdeu6KyH1gs9k4f/48UVFRZGVl0bJly8ae0gNF15Bp2nTes9ibeqp58fZuS9jsjPs2fmbSOPWT2JXeo8Te1FNib7qGjNRr48aNbN26tcbjPj4+rF+/vhFmdG9yc3MxmUyYTKbqMGbVqlXs27evxnP9/f1ZtmzZPe8zKiqKS5cu1Xh8ypQpREZG3vP4IiIiIiIiIndLK2REHgBaIdO06VcdsTf1VPPS1q01rYz37ze0yioL5otX7tv40vzoPUrsTT0l9qYVMiIiIiJyW5cvXeV+fmR0xG21RUREpCbdZUlERERERERExMEUyIiIiIiIiIiIOJgCGRERERERERERB1MgIyIiIiIiIiLiYApkREREREREREQcTIGMiIiIiIiIiIiDKZAREREREREREXEwBTIiIiIiIiIiIg6mQEZERERERERExMEUyIiIiIiIiIiIOJgCGRERERERERERB1MgIyIiIiIiIiLiYM6NPQERERERuTtt3VrTynhvH+cqqyx2mo2IiIg0hAIZERERkR+pVkZnwmZn3NMYmUnj7DQbERERaQidsiQiIiIiIiIi4mAKZEREREREREREHEyBzD06ePAgUVFRjT2N+yY+Pp709PTGnoZD9OzZ0y7jNKdjJiIiIiIiIndHgYyIiIiIiIiIiIPpor52UF5eTmxsLKdPn6Z79+6sXr2aNWvWsH//fsxmMz4+PiQnJ+Pu7s6LL77IiRMnAJg6dSoRERF1jrt//34SExMBcHd3JykpCU9PT7Zt20ZqaipWq5W+ffvy0ksvYTQayczMZN26dRgMBvr168eSJUu4fv06CQkJFBUVYTAYiImJYfz48aSnp7Nnzx7MZjNnzpxh6NChmEwmbDYbK1euZNeuXfj4+GCxWAgICAAgOTm5Rk1eXl4EBQXh7+9PaWkpfn5+BAUFVdcVFRXFnDlzGDBgQK01xsfHExAQQHh4OPD9KpWioqIG116XVatWsXfvXpycnAgNDSUuLo6LFy+yYMECTp48ScuWLYmPj2fIkCEALFq0iIKCAgBSUlLo2rUrBQUFLFu2jO+++w4PDw8WL15M165dKS4uZtGiRVy8eBFXV1cWLFhA//7977hvREREREREpPlSIGMHX331Fa+//joPPfQQERERbNq0iZMnT5KWloaTkxPz5s1j+/bt+Pv7Yzab2bZtG+fOnSMpKaneQGbt2rWYTCb69+/P+vXrKSwspEOHDmzevJm0tDSMRiNJSUls2LCBiRMnsmLFCtLT0+nYsSNz585l9+7dfP7553h4eJCVlUV5eTmTJk2iV69eABw+fJisrCxatGjBk08+SWRkJMXFxRQWFpKVlcXly5cZO3YsAKdOnaq1pmeffZYLFy4QGxtLYGAgBw4cICUlhYiICM6ePUt5eXmdYUx9GlL7c889V+sYZ8+e5dNPPyU7O5urV6/y+9//nu+++47XXnuNLl26sGbNGoqKili0aFF1IPPoo4+yePFiVq1aRVpaGr/73e+YNWsWr776Kv379ycnJ4dZs2bxwQcfMHfuXKZNm8aIESMoKCjghRdeIDc3t8G1ArRv3+autpMfD2/vto09BWli1FNiT+onsTf1lNibekrs7UHoKQUydtCrVy86d+4MgJ+fH25ubsyfP58tW7ZQXFxMQUEBXbp0oUePHhQXFxMTE0NwcDDz5s2rd9yQkBDi4uIIDQ0lJCSEoUOH8u6773Lq1KnqIKeqqoo+ffpw+PBhBg8eTMeOHQGqV5esXbuW5cuXA+Dp6UlISAj5+fm0adOGQYMG0abN90FA586dMZvN5OfnM2LECFxcXPD09CQ4OBiArl271lrTDTdCl8DAQBYuXEhJSQkZGRmMG3d3t9JsSO116dChA0ajkSlTpjB8+HDmzJmD0Wjk0KFD/OEPfwC+X5Hz3nvvVW8TGhoKwE9+8hM+++wz/vnPf+Lm5la98mXkyJEsWrSIy5cvc/r0aUaMGAHAwIEDcXd35+TJk3dVb1nZt1ittrvaVh583t5tKS293NjTkCZEPSU32OvDpPpJ7EnvUWJv6imxN0f1lJOTod4f3xXI2IGz8/8dRoPBwIULF4iJiSE6OponnngCJycnbDYbHh4eZGdns3fvXnbv3s2ECRPIzs7Gzc2t1nGjo6MZPnw4O3fuJDExkSNHjuDq6srIkSNJSEgAoKKiAovFQn5+PgaDoXrb8vJyAGy2H37Jt9lsWCwWgB+c6mMwGLDZbNV/b63t2LFjzJ49u0ZNN7Rq1ap6nPHjx5OdnU1OTg4bNmyo99jdvL+qqqq7qr0uzs7ObNmyhfz8fD799FOmTJnCO++8g7Oz8w+O1T/+8Q+6d+/+g3pvzMtqtdYY12azcflyzf95bz62IiIiIiIiIvXRRX3vA4PBQEBAAJGRkXTr1o1du3ZhsVjIy8tj7ty5DBs2jISEBFxdXfn666/rHGfSpElUVFQQHR1NdHQ0hYWFBAYG8tFHH1FWVobNZsNkMpGamkq/fv0oKCigtLQUgOXLl5OXl0dQUBDvv/8+8H1Ik5eXV31NmNoMGTKEnJwcKisrMZvN7NmzB4BDhw7VWlNtwsPDSUtLw9fXlw4dOtR7rNq1a8eXX34JwMcff3xXtdelsLCQX/7yl/z85z9n/vz5+Pn5UVxczM9+9jOys7OB78OY2NjYHwQ0N3vkkUe4ePEiR44cAeDDDz+kU6dOdOrUiYcffpgdO3YAUFBQwDfffEOPHj3qrVdEREREREQEtELmvrh27RrHjx8nLCwMAH9/f0pKSpgxYwY7duxg9OjRGI1Gxo4dW++tlmfNmkV8fDzOzs64urqydOlSunXrRlxcHM888wxWq5XevXszbdo0jEYjCxYsICYmBqvVysCBAwkPD+fq1auYTCbCwsKwWCxMnz6dvn37UlRUVOs+Q0NDOXr0KGPGjMHLyws/Pz8ARo0aRVxcXI2aauPr64uvry8TJky47bGKjIxk5syZhIWFERQUhLe3d4Nrr0ufPn0YOHAgY8aMoXXr1gwePJjg4GB+9rOfkZCQwNixY3F2duaVV16pM5Bp2bIlycnJLFmyhKtXr+Lu7k5ycjLw/WlhJpOJlJQUXFxcSElJoWXLlretWURERERERMRgu/WcFpF7YLPZOH/+PFFRUWRlZSmguEO6hkzTpvOexd7UU3KDt3dbwmZn3NMYmUnj1E9iV3qPEntTT4m96RoyAsDGjRvZunVrjcd9fHxYv359I8zo3uTm5mIymTCZTNVhzKpVq9i3b1+N5/r7+7Ns2bJ73mdUVBSXLl2q8fiUKVOIjIy85/FFRERERERE7E0rZEQeAFoh07TpVx2xN/WU3NDWrTWtjPf2+1pllQXzxSt2mpGI3qPE/tRTYm9aISMiIiIi9+Typavc68dJe906W0RERBpGd1kSEREREREREXEwBTIiIiIiIiIiIg6mQEZERERERERExMEUyIiIiIiIiIiIOJgCGRERERERERERB1MgIyIiIiIiIiLiYApkREREREREREQcTIGMiIiIiIiIiIiDKZAREREREREREXEwBTIiIiIiIiIiIg6mQEZERERERERExMEUyIiIiIiIiIiIOJhzY09ARERERO5eW7fWtDLe/Ue6yiqLHWcjIiIid0qBjIiIiMiPWCujM2GzM+56+8ykcXacjYiIiNwpnbIkIiIiIiIiIuJgCmRERERERERERBxMgcwdOHjwIFFRUY09jfsmPj6e9PT0xp7GXYuNjeXcuXN3/Py7rXfnzp385S9/afB2IiIiIiIiIrfSNWTkR2/9+vUO2c+xY8ccsh8RERERERFp+hTI3KHy8nJiY2M5ffo03bt3Z/Xq1axZs4b9+/djNpvx8fEhOTkZd3d3XnzxRU6cOAHA1KlTiYiIqHPc/fv3k5iYCIC7uztJSUl4enqybds2UlNTsVqt9O3bl5deegmj0UhmZibr1q3DYDDQr18/lixZwvXr10lISKCoqAiDwUBMTAzjx48nPT2dPXv2YDabOXPmDEOHDsVkMmGz2Vi5ciW7du3Cx8cHi8VCQEAAAMnJyTVq8vLyIigoCH9/f0pLS/Hz8yMoKKi6rqioKObMmcOAAQNqrTE+Pp6AgADCw8MB6NmzJ0VFRQ2uvS6PP/44b7/9Nvn5+Q2qt6SkhKeffppPPvkEgJSUFACmT59e4zUcPHgwaWlpAHTq1ImvvvqKgoICvv76ayIjI9mwYQOffPIJTk5OHDx4kPXr1/PWW2/dQWeJiIiIiIhIc6RA5g599dVXvP766zz00ENERESwadMmTp48SVpaGk5OTsybN4/t27fj7++P2Wxm27ZtnDt3jqSkpHoDmbVr12Iymejfvz/r16+nsLCQDh06sHnzZtLS0jAajSQlJbFhwwYmTpzIihUrSE9Pp2PHjsydO5fdu3fz+eef4+HhQVZWFuXl5UyaNIlevXoBcPjwYbKysmjRogVPPvkkkZGRFBcXU1hYSFZWFpcvX2bs2LEAnDp1qtaann32WS5cuEBsbCyBgYEcOHCAlJQUIiIiOHv2LOXl5XWGMfVpSO3PPffcHY3ZkHrrG6O213DKlCkATJw4kZSUFCorK/nwww8ByM3N5eDBgwwZMoRt27ZVh093qn37Ng16vvz4eHu3bewpSBOjnhJ7Uj+JvamnxN7UU2JvD0JPKZC5Q7169aJz584A+Pn54ebmxvz589myZQvFxcUUFBTQpUsXevToQXFxMTExMQQHBzNv3rx6xw0JCSEuLo7Q0FBCQkIYOnQo7777LqdOnaoOcqqqqujTpw+HDx9m8ODBdOzYEaB6dcnatWtZvnw5AJ6enoSEhJCfn0+bNm0YNGgQbdp8/2W/c+fOmM1m8vPzGTFiBC4uLnh6ehIcHAxA165da63phhuhS2BgIAsXLqSkpISMjAzGjbu722U2pPY71ZB663Knr2H//v2r/3nixIls376dgQMHcuDAAUwm0x3PGaCs7FusVluDtpEfD2/vtpSWXm7saUgTop6Sm9njA6X6SexJ71Fib+opsTdH9ZSTk6HeH98VyNwhZ+f/O1QGg4ELFy4QExNDdHQ0TzzxBE5OTthsNjw8PMjOzmbv3r3s3r2bCRMmkJ2djZubW63jRkdHM3z4cHbu3EliYiJHjhzB1dWVkSNHkpCQAEBFRQUWi4X8/HwMBkP1tuXl5QDYbD/8Im+z2bBYLAA/ONXHYDBgs9mq/95a27Fjx5g9e3aNmm5o1apV9Tjjx48nOzubnJwcNmzYUO+xu3l/VVVVd1X7nWpIvbc+fv36dZydnet8DW9143gAPPnkkyQnJ5Obm0twcHC9p1iJiIiIiIiI6C5Ld8lgMBAQEEBkZCTdunVj165dWCwW8vLymDt3LsOGDSMhIQFXV1e+/vrrOseZNGkSFRUVREdHEx0dTWFhIYGBgXz00UeUlZVhs9kwmUykpqbSr18/CgoKKC0tBWD58uXk5eURFBTE+++/D3wf0uTl5VVfE6Y2Q4YMIScnh8rKSsxmM3v27AHg0KFDtdZUm/DwcNLS0vD19aVDhw71Hqt27drx5ZdfAvDxxx/fVe33oq563dzcuHjxIuXl5VRWVlY/Xtdr2KJFC65fv17rPlq3bk1wcDB//OMfG3y6koiIiIiIiDQ/WiFzl65du8bx48cJCwsDwN/fn5KSEmbMmMGOHTsYPXo0RqORsWPH0rNnzzrHmTVrFvHx8Tg7O+Pq6srSpUvp1q0bcXFxPPPMM1itVnr37s20adMwGo0sWLCAmJgYrFYrAwcOJDw8nKtXr2IymQgLC8NisTB9+nT69u1LUVFRrfsMDQ3l6NGjjBkzBi8vL/z8/AAYNWoUcXFxNWqqja+vL76+vkyYMOG2xyoyMpKZM2cSFhZGUFAQ3t7eDa79XtRVb9u2bfn1r3/NU089RceOHenXrx8AwcHBtb6Gly5dYv78+Xh5edW6n9GjR/P555/f1fV0REREREREpHkx2G4930XkNmw2G+fPnycqKoqsrCxatmzZ2FNqdBaLheTkZNq3b8+vfvWrBm+va8g0bTrvWexNPSU38/ZuS9jsjLvePjNpnPpJ7ErvUWJv6imxN11DphnZuHEjW7durfG4j48P69evb4QZ3Zvc3FxMJhMmk6k6jFm1ahX79u2r8Vx/f3+WLVt2z/uMiori0qVLNR6fMmUKkZGR9zz+vZo4cSIeHh6sW7eusaciIiIiIiIiPwJaISPyANAKmaZNv+qIvamn5GZt3VrTynj3v7FVVlkwX7xixxlJc6f3KLE39ZTYm1bIiIiIiMg9u3zpKvfykdIet80WERGRhtNdlkREREREREREHEyBjIiIiIiIiIiIgymQERERERERERFxMAUyIiIiIiIiIiIOpkBGRERERERERMTBFMiIiIiIiIiIiDiYAhkREREREREREQdTICMiIiIiIiIi4mAKZEREREREREREHEyBjIiIiIiIiIiIgymQERERERERERFxMAUyIiIiIiIiIiIO5tzYExARERGRe9fWrTWtjA3/aFdZZbkPsxEREZHbUSAjIiIi0gS0MjoTNjujwdtlJo27D7MRERGR29EpSyIiIiIiIiIiDqZARkRERERERETEwZplIHPw4EGioqIaexr3TXx8POnp6Y09jR+d3bt389hjjzF79mw2b97MY489xqpVq4iNjeXcuXONPT0RERERERFpQnQNGZH/77//+7+Ji4tj8uTJPP3006xYsYJf/OIXjT0tERERERERaYKabSBTXl5ObGwsp0+fpnv37qxevZo1a9awf/9+zGYzPj4+JCcn4+7uzosvvsiJEycAmDp1KhEREXWOu3//fhITEwFwd3cnKSkJT09Ptm3bRmpqKlarlb59+/LSSy9hNBrJzMxk3bp1GAwG+vXrx5IlS7h+/ToJCQkUFRVhMBiIiYlh/PjxpKens2fPHsxmM2fOnGHo0KGYTCZsNhsrV65k165d+Pj4YLFYCAgIACA5OblGTV5eXgQFBeHv709paSl+fn4EBQVV1xUVFcWcOXMYMGBArTXGx8cTEBBAeHg4AD179qSoqKjBtdfl4MGDLF26lBYtWjBw4ED+8Y9/8M4771BcXMyiRYu4ePEirq6uLFiwgM6dOzNmzBh27dqFi4sLX3zxBXPmzGH79u11jr9z505effVVrFYrnTt3ZvHixezcuZO8vDz2799PaWkpR48e5eWXXyYhIYGXX36Zt99+G29vb15++WX++te/4uLiwnPPPceoUaM4cuQIK1as4Nq1a3h4ePDyyy/TuXPnOvcvIiIiIiIi0mwDma+++orXX3+dhx56iIiICDZt2sTJkydJS0vDycmJefPmsX37dvz9/TGbzWzbto1z586RlJRUbyCzdu1aTCYT/fv3Z/369RQWFtKhQwc2b95MWloaRqORpKQkNmzYwMSJE1mxYgXp6el07NiRuXPnsnv3bj7//HM8PDzIysqivLycSZMm0atXLwAOHz5MVlYWLVq04MknnyQyMpLi4mIKCwvJysri8uXLjB07FoBTp07VWtOzzz7LhQsXiI2NJTAwkAMHDpCSkkJERARnz56lvLy8zjCmPg2p/bnnnqt1jKqqKubNm8cbb7xBr169WLp0afV/mzt3LtOmTWPEiBEUFBTwwgsvkJubS//+/fmf//kfhg8fTnZ2dnX9tSkrK2PRokVs2rSJhx9+mLfeeovFixezevVq/vrXv1YHTQcPHiQuLo7AwMDqbd955x2uXLlCTk4OZWVlREdHExoaSkJCAq+//jqdOnViz549LFy4kI0bNzbo2LVv36ZBz5cfH2/vto09BWli1FNiT+onsTf1lNibekrs7UHoqWYbyPTq1at6FYOfnx9ubm7Mnz+fLVu2UFxcTEFBAV26dKFHjx4UFxcTExNDcHAw8+bNq3fckJAQ4uLiCA0NJSQkhKFDh/Luu+9y6tSp6iCnqqqKPn36cPjwYQYPHkzHjh0BqleXrF27luXLlwPg6elJSEgI+fn5tGnThkGDBtGmzfdf3jt37ozZbCY/P58RI0bg4uKCp6cnwcHBAHTt2rXWmm64EboEBgaycOFCSkpKyMjIYNy4u7v9ZUNqr8sXX3xB+/btqwOop556imXLllFRUcHp06cZMWIEAAMHDsTd3Z2TJ08yduxYsrOzGT58ODk5Obzzzjt1jn/kyBH69+/Pww8/DMDkyZN5880376i+Q4cOERERgZOTE97e3mRnZ/PFF19w5swZfvOb31Q/79tvv72j8W5WVvYtVqutwdvJj4O3d1tKSy839jSkCVFPSW3u5YOl+knsSe9RYm/qKbE3R/WUk5Oh3h/fm20g4+z8f6UbDAYuXLhATEwM0dHRPPHEEzg5OWGz2fDw8CA7O5u9e/eye/duJkyYQHZ2Nm5ubrWOGx0dzfDhw9m5cyeJiYkcOXIEV1dXRo4cSUJCAgAVFRVYLBby8/MxGAzV25aXlwNgs/3wi7nNZsNisQD84FQfg8GAzWar/ntrbceOHWP27Nk1arqhVatW1eOMHz+e7OxscnJy2LBhQ73H7ub9VVVV3VXtdWnRogVWq7XG47cek5uPS0hICCtXruTQoUP4+vrSoUOHOse/dWybzcb169frrfcGZ2fnH7xep06dwmq18vDDD5ORkQGAxWLhm2++uaPxREREREREpPlqlndZqo3BYCAgIIDIyEi6devGrl27sFgs5OXlMXfuXIYNG0ZCQgKurq58/fXXdY4zadIkKioqiI6OJjo6msLCQgIDA/noo48oKyvDZrNhMplITU2lX79+FBQUUFpaCsDy5cvJy8sjKCiI999/H/g+pMnLy6u+JkxthgwZQk5ODpWVlZjNZvbs2QN8v6KjtppqEx4eTlpa2m0DDYB27drx5ZdfAvDxxx/fVe11eeSRR7h06RJFRUUAZGZmAtCmTRsefvhhduzYAUBBQQHffPMNPXr0oGXLljz22GMsX7683tOV4PtVQX/7298oKSkB4L333vvBaUn1+fnPf86HH36IzWajrKyMX/7ylzz00EOYzWY+++wzAD744APmzJlzR+OJiIiIiIhI89VsV8jc6tq1axw/fpywsDAA/P39KSkpYcaMGezYsYPRo0djNBoZO3YsPXv2rHOcWbNmER8fj7OzM66urixdupRu3boRFxfHM888g9VqpXfv3kybNg2j0ciCBQuIiYnBarUycOBAwsPDuXr1KiaTibCwMCwWC9OnT6dv377VIcWtQkNDOXr0KGPGjMHLyws/Pz8ARo0aRVxcXI2aauPr64uvry8TJky47bGKjIxk5syZhIWFERQUhLe3d4Nrr0vLli155ZVXmD9/Pk5OTnTv3r16JU9iYiImk4mUlBRcXFxISUmhZcuWAIwbN47t27fzxBNP1Dt3Ly8vFi9eTFxcHFVVVXTq1Illy5bdtmb4/oLOS5curQ59Fi5cSNu2bXnttddYtmwZ3333HW3atGHVqlV3NJ6IiIiIiIg0XwZbbeeCSLNis9k4f/48UVFRZGVlVYccjcFqtfKHP/yBuLg4XF1d+ctf/sK5c+eIj49vtDk5gq4h07TpvGexN/WU1Mbbuy1hszMavF1m0jj1k9iV3qPE3tRTYm+6hsyP2MaNG9m6dWuNx318fFi/fn0jzOje5ObmYjKZMJlM1WHMqlWr2LdvX43n+vv73/GKkvpERUVx6dKlGo9PmTKFdu3a8dRTT+Hi4sJDDz3U4P1du3aNyZMn1/rfuXin+QAAIABJREFUnn/+eUJCQu5qziIiIiIiIiL2ohUyIg8ArZBp2vSrjtibekpq09atNa2MDf+trbLKgvnilfswI2mu9B4l9qaeEnvTChkRERERsZvLl65yNx8t7+V22SIiInL3dJclEREREREREREHUyAjIiIiIiIiIuJgCmRERERERERERBxMgYyIiIiIiIiIiIMpkBERERERERERcTAFMiIiIiIiIiIiDqZARkRERERERETEwRTIiIiIiIiIiIg4mAIZEREREREREREHUyAjIiIiIiIiIuJgCmRERERERERERBxMgYyIiIiIiIiIiIMpkBERERERERERcTDnxp6AiIiIiNhPW7fWtDLe+Ue8yirLfZyNiIiI1EWBjIiIiEgT0sroTNjsjDt+fmbSuPs4GxEREamLTlkSEREREREREXGwJhvIHDx4kKioqMaexn0THx9Penp6Y0/jrj3++OOUlJTc8zgpKSmkpKQA8Pvf/56zZ8/adfyGunkOIiIiIiIiInVpsoGMND8HDx7EZrM1+zmIiIiIiIjIg69JX0OmvLyc2NhYTp8+Tffu3Vm9ejVr1qxh//79mM1mfHx8SE5Oxt3dnRdffJETJ04AMHXqVCIiIuocd//+/SQmJgLg7u5OUlISnp6ebNu2jdTUVKxWK3379uWll17CaDSSmZnJunXrMBgM9OvXjyVLlnD9+nUSEhIoKirCYDAQExPD+PHjSU9PZ8+ePZjNZs6cOcPQoUMxmUzYbDZWrlzJrl278PHxwWKxEBAQAEBycnKNmry8vAgKCsLf35/S0lL8/PwICgqqrisqKoo5c+YwYMCAWmuMj48nICCA8PBwAHr27ElRUVGDa6/PmjVr+Pvf/87Vq1d55ZVXGDBgAKdOncJkMnHx4kVatWrFwoUL6dOnD1988QVLlizhypUrlJeXM23aNCIjI6vHevPNNzl//jzTpk3jP//zP+scvy7x8fEYjUaOHj1KRUUFv/nNbxg/fjxXr16t9XU6fvw4ixYt4vr16xiNRlasWMGOHTt+MAcPD4966xcREREREZHmq0mvkPnqq69YtGgROTk5fPPNN2zatImTJ0+SlpZGbm4uvr6+bN++ncOHD2M2m9m2bRtvvPEGn332Wb3jrl27FpPJRHp6Oo8++iiFhYWcOHGCzZs3k5aWRkZGBu3bt2fDhg2cO3eOFStW8Oc//5ns7GwsFgu7d+8mJSUFDw8PsrKySE1NJSUlhePHjwNw+PBhVq9ezfbt29m5cydFRUXk5uZSWFhIVlYWr732GqdPnwbg1KlTtdYEcOHCBWJjY8nIyCAiIoKMjO8v8Hf27FnKy8vrDSjsUfvt/OQnP2Hbtm1ERUVVP3/+/PnMnTuXrVu3smTJEn73u98BsGXLFp577jk++OAD3n77bV555ZUfjDVt2jR8fHx48803q4OQ2savz5kzZ3jvvfdITU3llVdeobS0tM7XKTU1lV/96lekp6cTERFBQUFBrXMQERERERERqU2TXiHTq1cvOnfuDICfnx9ubm7Mnz+fLVu2UFxcTEFBAV26dKFHjx4UFxcTExNDcHAw8+bNq3fckJAQ4uLiCA0NJSQkhKFDh/Luu+9y6tSp6hUoVVVV9OnTh8OHDzN48GA6duwIUL26ZO3atSxfvhwAT09PQkJCyM/Pp02bNgwaNIg2bdoA0LlzZ8xmM/n5+YwYMQIXFxc8PT0JDg4GoGvXrrXWdMON0CUwMJCFCxdSUlJCRkYG48bd3R0VGlL77YSGhgLfBye5ublUVFRw7Ngxfv/731c/58qVK1y4cIH4+Hj27NnDG2+8wRdffMGVK1caPP7thIeH4+LiQseOHRk8eDB//etfOXDgQK2v07/927+xePFi9uzZw+OPP87w4cNvO3592rdvc0/by4PP27ttY09Bmhj1lNiT+knsTT0l9qaeEnt7EHqqSQcyzs7/V57BYODChQvExMQQHR3NE088gZOTEzabDQ8PD7Kzs9m7dy+7d+9mwoQJZGdn4+bmVuu40dHRDB8+nJ07d5KYmMiRI0dwdXVl5MiRJCQkAFBRUYHFYiE/Px+DwVC9bXl5OUCN64zYbDYsFgvAD071MRgM2Gy26r+31nbs2DFmz55do6YbWrVqVT3O+PHjyc7OJicn57YrRm7eX1VV1V3VfjstWrSo3heA1WqlZcuW1St5AP73f/+Xdu3a8fzzz+Pm5sbw4cMZNWoUWVlZDR7/Tp9/Yy7Ozs51vk5PPvkkgwYNYufOnWzcuJFdu3axdOnSO9pPbcrKvsVq1bVnmipv77aUll5u7GlIE6KekvrczQdM9ZPYk96jxN7UU2JvjuopJydDvT++N+lTlm5lMBgICAggMjKSbt26sWvXLiwWC3l5ecydO5dhw4aRkJCAq6srX3/9dZ3jTJo0iYqKCqKjo4mOjqawsJDAwEA++ugjysrKsNlsmEwmUlNT6devHwUFBZSWlgKwfPly8vLyCAoK4v333we+D2ny8vKqrwlTmyFDhpCTk0NlZSVms5k9e/YAcOjQoVprqk14eDhpaWn4+vrSoUOHeo9Vu3bt+PLLLwH4+OOP76r2hmrbti3dunWrDmT27t3Lf/zHf1T/8/PPP09oaCiffvopQI06W7RocUdBUF1ycnKw2WycPXuWI0eO8K//+q91vk4zZ87k6NGjTJkyhRdeeIHCwkK7zEFERERERESahya9QuZW165d4/jx44SFhQHg7+9PSUkJM2bMYMeOHYwePRqj0cjYsWPp2bNnnePMmjWL+Ph4nJ2dcXV1ZenSpXTr1o24uDieeeYZrFYrvXv3Ztq0aRiNRhYsWEBMTAxWq5WBAwcSHh7O1atXMZlMhIWFYbFYmD59On379qWoqKjWfYaGhnL06FHGjBmDl5cXfn5+AIwaNYq4uLgaNdXG19cXX19fJkyYcNtjFRkZycyZMwkLCyMoKAhvb+8G1343EhMTMZlMvPXWW7i4uJCcnIzBYOC3v/0tU6dOxWg00qtXLx566KEadQ4bNoxp06bx1ltv3dW+r127xsSJE6msrGTx4sV4eHgwY8aMWl+n6dOns2DBAtasWYOLiwsmk6nGHG6cLiciIiIiIiJyK4NN9+htFmw2G+fPnycqKoqsrCxatmzZ2FN6oNx6VylH0ylLTZuW2Yq9qaekPt7ebQmbnXH7J/5/mUnj1E9iV3qPEntTT4m9PSinLDWrFTINsXHjRrZu3VrjcR8fH9avX98IM7o3ubm5mEwmTCZTdRizatUq9u3bV+O5/v7+LFu27J73GRUVxaVLl2o8PmXKlB/cstpR6qtXRERERERExJG0QkbkAaAVMk2bftURe1NPSX20QkYam96jxN7UU2JvWiEjIiIiInZ37bvrZCaNu+PnV1bpYvQiIiKNQYGMiIiISBNy+dJVGvKb393cJltERETuXbO67bWIiIiIiIiIyINAgYyIiIiIiIiIiIMpkBERERERERERcTAFMiIiIiIiIiIiDqZARkRERERERETEwRTIiIiIiIiIiIg4mAIZEREREREREREHUyAjIiIiIiIiIuJgCmRERERERERERBxMgYyIiIiIiIiIiIMpkBERERERERERcTAFMiIiIiIiIiIiDubc2BMQEREREcdr69aaVkZnKqssjT0VERGRZkkrZERERESaoVZGZ8JmZ9DSpUVjT0VERKRZUiAjIiIiIiIiIuJgzSqQOXjwIFFRUY09jfsmPj6e9PT0xp5Gk/H4449TUlJCXl4er732WmNPR0RERERERJoQXUNG5DZCQkIICQlp7GmIiIiIiIhIE9LsApny8nJiY2M5ffo03bt3Z/Xq1axZs4b9+/djNpvx8fEhOTkZd3d3XnzxRU6cOAHA1KlTiYiIqHPc/fv3k5iYCIC7uztJSUl4enqybds2UlNTsVqt9O3bl5deegmj0UhmZibr1q3DYDDQr18/lixZwvXr10lISKCoqAiDwUBMTAzjx48nPT2dPXv2YDabOXPmDEOHDsVkMmGz2Vi5ciW7du3Cx8cHi8VCQEAAAMnJyTVq8vLyIigoCH9/f0pLS/Hz8yMoKKi6rqioKObMmcOAAQNqrTE+Pp6AgADCw8MB6NmzJ0VFRQ2uvS6PP/44b7/9Ng8//DAHDx7kT3/6E++88w5/+ctf2Lp1K05OTvTv35/FixdjsVh45ZVXyM/Px2KxEB4eTnR0dJ1jl5SU8Jvf/IZHHnmEL7/8kk6dOpGYmEi7du3YuXMnr776Klarlc6dO7N48WK8vLyqt01PTyc/P5+VK1eyb98+Vq5cic1mo1OnTiQlJdG6desGzUVERERERESkWZ2yBPDVV1+xaNEicnJy+Oabb9i0aRMnT54kLS2N3NxcfH192b59O4cPH8ZsNrNt2zbeeOMNPvvss3rHXbt2LSaTifT0dB599FEKCws5ceIEmzdvJi0tjYyMDNq3b8+GDRs4d+4cK1as4M9//jPZ2dlYLBZ2795NSkoKHh4eZGVlkZqaSkpKCsePHwfg8OHDrF69mu3bt7Nz506KiorIzc2lsLCQrKwsXnvtNU6fPg3AqVOnaq0J4MKFC8TGxpKRkUFERAQZGRkAnD17lvLy8jrDGHvV3lAWi4U33niDDz74gPT0dKqqqjh37hybN28GYOvWrbz//vvk5eXd9jX64osvmDp1KtnZ2fj5+fGnP/2JsrIyFi1axJo1a8jMzGTw4MEsXry41u0rKyuZM2cOq1atIjMzk5/+9K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\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(16,16))\\n\",\"\\n\",\"corr_matrix['damage_grade'].drop('damage_grade').sort_values(ascending=False).plot(kind='barh')\\n\",\"plt.show()\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"NQB1Wl-hZ_0U\"},\"source\":[\"## **EDA (Recommendation Material and Characteristic)**\"]},{\"cell_type\":\"code\",\"execution_count\":270,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:28:23.626975Z\",\"start_time\":\"2021-09-12T08:28:23.615910Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"xbgwjoG5AoOx\",\"outputId\":\"f4f56de8-0173-495a-d6fa-925724a5dbac\"},\"outputs\":[{\"data\":{\"text/plain\":[\"building_id 0.001063\\n\",\"geo_level_1_id -0.072347\\n\",\"geo_level_2_id 0.043161\\n\",\"geo_level_3_id 0.007932\\n\",\"count_floors_pre_eq 0.122308\\n\",\"age 0.029273\\n\",\"area_percentage -0.125221\\n\",\"height_percentage 0.048130\\n\",\"has_superstructure_adobe_mud 0.055314\\n\",\"has_superstructure_mud_mortar_stone 0.291325\\n\",\"has_superstructure_stone_flag 0.066039\\n\",\"has_superstructure_cement_mortar_stone -0.060295\\n\",\"has_superstructure_mud_mortar_brick 0.014561\\n\",\"has_superstructure_cement_mortar_brick -0.254131\\n\",\"has_superstructure_timber -0.069852\\n\",\"has_superstructure_bamboo -0.063051\\n\",\"has_superstructure_rc_non_engineered -0.158145\\n\",\"has_superstructure_rc_engineered -0.179014\\n\",\"has_superstructure_other -0.030224\\n\",\"count_families 0.056151\\n\",\"has_secondary_use -0.079630\\n\",\"has_secondary_use_agriculture 0.011309\\n\",\"has_secondary_use_hotel -0.097942\\n\",\"has_secondary_use_rental -0.083754\\n\",\"has_secondary_use_institution -0.028728\\n\",\"has_secondary_use_school -0.011692\\n\",\"has_secondary_use_industry -0.011024\\n\",\"has_secondary_use_health_post -0.008543\\n\",\"has_secondary_use_gov_office -0.009378\\n\",\"has_secondary_use_use_police -0.001656\\n\",\"has_secondary_use_other -0.016334\\n\",\"Name: damage_grade, dtype: float64\"]},\"execution_count\":270,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"list_corr = corr_matrix['damage_grade'].drop('damage_grade')\\n\",\"list_corr\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"hboDCV4_8R-V\"},\"source\":[\"**Recommendation Material**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"nyolBtQn8ozI\"},\"source\":[\"Definisikan *features* yang termasuk ke dalam kategori material adalah \\n\",\"* ***has_superstructure_adobe_mud***\\n\",\"* ***has_superstructure_mud_mortar_stone***\\n\",\"* ***has_superstructure_stone_flag***\\n\",\"* ***has_superstructure_cement_mortar_stone***\\n\",\"* ***has_superstructure_mud_mortar_brick***\\n\",\"* ***has_superstructure_cement_mortar_brick***\\n\",\"* ***has_superstructure_timber***\\n\",\"* ***has_superstructure_bamboo***\\n\",\"* ***has_superstructure_rc_non_engineered***\\n\",\"* ***has_superstructure_rc_engineered***\\n\",\"* ***has_superstructure_other***\\n\"]},{\"cell_type\":\"code\",\"execution_count\":271,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:28:23.772051Z\",\"start_time\":\"2021-09-12T08:28:23.628945Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"TpR0aP6QAous\",\"outputId\":\"671238ee-bb75-435d-a886-a8787bccd7c3\"},\"outputs\":[{\"data\":{\"text/plain\":[\"has_superstructure_adobe_mud 0.055314\\n\",\"has_superstructure_mud_mortar_stone 0.291325\\n\",\"has_superstructure_stone_flag 0.066039\\n\",\"has_superstructure_cement_mortar_stone -0.060295\\n\",\"has_superstructure_mud_mortar_brick 0.014561\\n\",\"has_superstructure_cement_mortar_brick -0.254131\\n\",\"has_superstructure_timber -0.069852\\n\",\"has_superstructure_bamboo -0.063051\\n\",\"has_superstructure_rc_non_engineered -0.158145\\n\",\"has_superstructure_rc_engineered -0.179014\\n\",\"has_superstructure_other -0.030224\\n\",\"Name: damage_grade, dtype: float64\"]},\"execution_count\":271,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"list_corr.loc[[\\n\",\" 'has_superstructure_adobe_mud', \\n\",\" 'has_superstructure_mud_mortar_stone',\\n\",\" 'has_superstructure_stone_flag',\\n\",\" 'has_superstructure_cement_mortar_stone',\\n\",\" 'has_superstructure_mud_mortar_brick',\\n\",\" 'has_superstructure_cement_mortar_brick', \\n\",\" 'has_superstructure_timber',\\n\",\" 'has_superstructure_bamboo', \\n\",\" 'has_superstructure_rc_non_engineered',\\n\",\" 'has_superstructure_rc_engineered', \\n\",\" 'has_superstructure_other'\\n\",\" ]]\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"x9W9A16M8Skw\"},\"source\":[\"Berdasarkan gambar dari pengaruh *features* material bangunan terhadap tingkat kerusakan bangunan, kita akan memilih 4 *features* material yang memiliki tingkat korelasi tertinggi dengan **damage_grade**. 4 *features* tersebut adalah **has_superstructure_mud_mortar_stone**, **has_superstructure_cement_mortar_brick**, **has_superstructure_rc_engineered**, dan **has_superstructure_rc_non_engineered**. Diperoleh beberapa *insight* berdasarkan data pada proses EDA sebelumnya yaitu.\\n\",\"* Bangunan yang tidak mempunyai superstruktur *Reinforce Concrete Engineered* banyak mengalami tingkat kerusakan menengah dan tinggi jika dilihat berdarkan persebaranya terhadap jumlah lantai, tinggi bangunan, dan luas bangunan.\\n\",\"* Jumlah bangunan yang menggunakan superstruktur *Reinforce Concrete Non Engineered* mengalami tingkat kerusakan mengengah lebih daripada jumlah bangunan yang menggunakan superstruktur *Reinforce Concrete Engineered* jika dilihat berdarkan persebaranya terhadap jumlah lantai, tinggi bangunan, dan luas bangunan.\\n\",\"* Bangunan yang menggunakan superstruktur *Cement Mortar Brick* mengalami tingkat kerusakan yang lebih rendah dibandingkan yang tidak menggunakan.\\n\",\"\\n\",\"Maka dari itu kita dapat memberikan rekomendasi karakteristik bangunan (rumah) dengan ciri-ciri sebagai berikut.\\n\",\"* Menggunakan superstruktur *Reinforce Conrete Engineered*\\n\",\"* Menggunakan superstruktur *Cement Mortar Brick*\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"znP4-nqZ8XI4\"},\"source\":[\"**Recommendation Characteristic**\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"6l-DEYko-0gr\"},\"source\":[\"Definisikan *features* yang termasuk ke dalam kategori karakteristik adalah \\n\",\"\\n\",\"* ***count_floors_pre_eq***\\n\",\"* ***age***\\n\",\"* ***area_percentage***\\n\",\"* ***height_percentage***\\n\",\"* ***foundation_type***\\n\",\"* ***roof_type***\\n\",\"* ***ground_floor_type***\\n\",\"* ***other_floor_type*** \\n\",\"* ***position***\"]},{\"cell_type\":\"code\",\"execution_count\":272,\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2021-09-12T08:28:23.861037Z\",\"start_time\":\"2021-09-12T08:28:23.775560Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\"},\"id\":\"IbtyZk86CDMu\",\"outputId\":\"77f3ec37-31e3-4012-fedf-b5a95491f996\"},\"outputs\":[{\"data\":{\"text/plain\":[\"count_floors_pre_eq 0.122308\\n\",\"age 0.029273\\n\",\"area_percentage -0.125221\\n\",\"height_percentage 0.048130\\n\",\"Name: damage_grade, dtype: float64\"]},\"execution_count\":272,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"list_corr.loc[['count_floors_pre_eq', 'age', 'area_percentage', 'height_percentage']]\"]},{\"cell_type\":\"markdown\",\"metadata\":{\"id\":\"WO6cwlrs3hHl\"},\"source\":[\"Berdasarkan gambar dari pengaruh *features* karakteristik bangunan terhadap tingkat kerusakan bangunan, diperoleh bangunan yang mengalami tingkat kerusakan terbanyak adalah bangunan dengan kriteria sebagai berikut.\\n\",\"* Bangunan dengan jumlah lantai sebanyak 2\\n\",\"* Bangunan yang berusia 0-50 tahun\\n\",\"* Bangunan dengan tinggi ternormalisasi 3-9 $m$\\n\",\"* Bangunan dengan luas ternormalisasi 4-10 $m^2$ \\n\",\"\\n\",\"Maka dari itu kita dapat memberikan rekomendasi karakteristik bangunan (rumah) dengan ciri-ciri sebagai berikut.\\n\",\"* Bangunan dengan jumlah lantai sebanyak 1 atau 3\\n\",\"* Bangunan dengan tinggi ternormalisasi kurang dari 3 $m$ atau lebih dari 9 $m$\\n\",\"* Bangunan dengan luas ternormalisasi kurang dari 4 $m^2$ atau lebih dari 10 $m^2$\"]}],\"metadata\":{\"colab\":{\"collapsed_sections\":[],\"name\":\"Richter_Prediction_Part1.ipynb\",\"provenance\":[]},\"kernelspec\":{\"display_name\":\"Python 3\",\"language\":\"python\",\"name\":\"python3\"},\"language_info\":{\"codemirror_mode\":{\"name\":\"ipython\",\"version\":3},\"file_extension\":\".py\",\"mimetype\":\"text/x-python\",\"name\":\"python\",\"nbconvert_exporter\":\"python\",\"pygments_lexer\":\"ipython3\",\"version\":\"3.7.7\"},\"toc\":{\"base_numbering\":1,\"nav_menu\":{},\"number_sections\":true,\"sideBar\":true,\"skip_h1_title\":false,\"title_cell\":\"Table of Contents\",\"title_sidebar\":\"Contents\",\"toc_cell\":false,\"toc_position\":{},\"toc_section_display\":true,\"toc_window_display\":false},\"varInspector\":{\"cols\":{\"lenName\":16,\"lenType\":16,\"lenVar\":40},\"kernels_config\":{\"python\":{\"delete_cmd_postfix\":\"\",\"delete_cmd_prefix\":\"del \",\"library\":\"var_list.py\",\"varRefreshCmd\":\"print(var_dic_list())\"},\"r\":{\"delete_cmd_postfix\":\") \",\"delete_cmd_prefix\":\"rm(\",\"library\":\"var_list.r\",\"varRefreshCmd\":\"cat(var_dic_list()) \"}},\"types_to_exclude\":[\"module\",\"function\",\"builtin_function_or_method\",\"instance\",\"_Feature\"],\"window_display\":false}},\"nbformat\":4,\"nbformat_minor\":1}","owner":"111111","confidential":"FALSE"} \ No newline at end of file diff --git a/src/test/resources/add_python_process.json b/src/test/resources/add_python_process.json new file mode 100644 index 000000000..260012981 --- /dev/null +++ b/src/test/resources/add_python_process.json @@ -0,0 +1 @@ +{"type":"process","lang":"python","description":"python","name":"testpython2","code":"from keras.datasets import cifar10\nfrom keras.optimizers import SGD\nfrom sklearn.preprocessing import LabelBinarizer\nfrom sklearn.metrics import classification_report\nfrom nn.conv import shallownet\nimport matplotlib.pyplot as plt\nimport numpy as np\n\nprint(\"[INFO] : Load datasets and rescal it [0,1]....\")\n((trainX, trainY), (testX, testY)) = cifar10.load_data()\ntrainX = trainX.astype(float) / 255.\ntestX = testX.astype(float) / 255.\nprint(trainY)\n\nprint(\"[INFO] : Convert the labels from integers to vectors \")\nlb = LabelBinarizer()\ntrainY = lb.fit_transform(trainY)\ntestY = lb.transform(testY)\n\n# Classes Array\nlabelNames = [\"airplane\", \"automobile\", \"bird\", \"cat\", \"deer\", \"dog\", \"frog\", \"horse\", \"ship\", \"truck\"]\n\nsgd = SGD(lr=0.005)\nmodel = shallownet.ShallowNet.build(width=32,\n height=32, depth=3, classes=len(labelNames))\nmodel.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy'])\nH = model.fit(trainX, trainY, validation_data=(testX, testY), batch_size=32, epochs=40, verbose=1)\n\n\nprint('[[INFO] : Serializing network')\nmodel.save('shallownet_weights.hdf5')\n\nprint(\"[INFO] : network Evaluation... \")\npred = model.predict(testX)\nprint(classification_report(testY.argmax(axis=1), pred.argmax(axis=1), target_names=labelNames))\n\nprint(\"[INFO] : Draw Plot... for loss and Accuracy \")\nplt.style.use('ggplot')\nplt.figure()\nplt.plot(np.arange(0, 100), H.history['loss'], label=\"Train_loss\")\nplt.plot(np.arange(0, 100), H.history['val_loss'], label=\"Val_loss\")\nplt.plot(np.arange(0, 100), H.history['acc'], label=\"Train_Acc\")\nplt.plot(np.arange(0, 100), H.history['val_acc'], label=\"Val_acc\")\nplt.ylabel('Loss/Accuracy')\nplt.xlabel('Epochs #')\nplt.xlabel('Training Accuracy and Loss')\nplt.show()\nplt.savefig('cifar10.png')","owner":"111111","confidential":"FALSE"} \ No newline at end of file diff --git a/src/test/resources/add_shell_process.json b/src/test/resources/add_shell_process.json new file mode 100644 index 000000000..16d583946 --- /dev/null +++ b/src/test/resources/add_shell_process.json @@ -0,0 +1 @@ +{"type":"process","lang":"shell","description":"shell","name":"testshell1","code":"#!/bin/bash\nsudo pacman-mirrors --country United_States\nsudo pacman-mirrors -f 0\nsudo pacman -S yay pamac --noconfirm\nsudo pacman -Syyu --noconfirm\nyay -Syyua --noconfirm\n\nyay -S timeshift gnome-disk-utility stacer-bin --noconfirm\n\nsudo mkdir -p /media/hdd\nsudo chmod -R 777 /media/hdd\necho \"mount hard drive to /media/hdd using gnome-disk-utility\"\n\necho \"Installing arc-kde theme:\"\npkgs=\"arc-kde papirus-icon-theme papirus-maia-icon-theme latte-dock\"\necho $pkgs\nyay -S $pkgs --noconfirm\n\necho \"System Settings - Workspace Theme -- Look And Feel - Arc Dark\"\necho \"Backup system using timeshift\"\n\nyay -Sy base-devel --noconfirm\nyay -S linux59 linux59-headers --noconfirm","owner":"111111","confidential":"FALSE"} \ No newline at end of file diff --git a/src/test/resources/add_workflow.json b/src/test/resources/add_workflow.json new file mode 100644 index 000000000..ccf749036 --- /dev/null +++ b/src/test/resources/add_workflow.json @@ -0,0 +1 @@ +{"name":"t2","type":"workflow","confidential":"FALSE","description":"sfdsfds","owner":"111111","nodes":"[{\"title\":\"sdfds\",\"id\":\"jsff21-2iHuI\",\"x\":625,\"y\":447},{\"title\":\"test_save\",\"id\":\"qzl5rx-YBfiP\",\"x\":480,\"y\":114}]","edges":"[{\"source\":{\"title\":\"sdfds\",\"id\":\"jsff21-2iHuI\",\"x\":625,\"y\":447},\"target\":{\"title\":\"test_save\",\"id\":\"qzl5rx-YBfiP\",\"x\":480,\"y\":114}}]"} \ No newline at end of file diff --git a/src/test/resources/conda.json b/src/test/resources/conda.json new file mode 100644 index 000000000..32ac520a5 --- /dev/null +++ b/src/test/resources/conda.json @@ -0,0 +1,6 @@ +# conda environments: +# + C:\Users\JensenSun\holoviz_tutorial\envs\default +base * D:\ProgramData\Anaconda3 +ec-deep-keras D:\ProgramData\Anaconda3\envs\ec-deep-keras +smap D:\ProgramData\Anaconda3\envs\smap \ No newline at end of file diff --git a/src/test/resources/readenvironment.json b/src/test/resources/readenvironment.json new file mode 100644 index 000000000..9436af197 --- /dev/null +++ b/src/test/resources/readenvironment.json @@ -0,0 +1 @@ +hostid=100001&pswd=QdjHbgxHKy71%2BXF%2FRyEYIzDuTccxlFY6oaEc0bQw3jdxYyqLaTaoG4dZJhg1xPADRgHCKseXZfG7DveWYpt3pAI5zff0YJsX7lgDcW8F1%2FgICRR7fBPg3oOC2OQgDgSjiIBLiN4trHTK1lksGTfl%2Bg311qydlETV7BrvGWNmgoHn3GKvkcNQ5Ftau1OjzIISX3ZlO7jtpIK0QrlEwBtkhl8DPfRI1Pyl8eQbTK0WwEawX3THF0SMDGC%2B8oQkVes6VJqtrnDgCHM06StzQenoDFkDp5M79yDgUiss1ZCKLZCjb4kURM4THS6MSVchoi%2FhFXo%2FqgCSDNigCOBEU2ISHw%3D%3D&token=NkXys5hTdCRpOgpaYkEOJuUNSJ \ No newline at end of file diff --git a/src/test/resources/run_python_process.json b/src/test/resources/run_python_process.json new file mode 100644 index 000000000..fc6871f05 --- /dev/null +++ b/src/test/resources/run_python_process.json @@ -0,0 +1 @@ +processId=jsff21&hostId=100001&desc=python&lang=python&env%5Bbin%5D=&env%5Bpyenv%5D=&env%5Bbasedir%5D=&pswd=RbAhwA7q0dYIzuv%2F3zlO%2FrorwVdeqCNJ9KDQDUjongvi3wj0KB2Uj97YPrS3b%2FEHy87AVosAdvceu3U%2FEMiMhUJQE8mxArMf0aw0iM0xC6Ly5ELtr3t%2FW3s9ElfNQfIcR%2FGqsQcnYwakGRuIFzNKQZdMnI%2FGtFtbZGzrgLUG43GtATuHIRilp8ToRzRTBuBldCWKoR414IBqEfDTvAZr9oHJkPmW2pdTEKs24tKaHKLYW1cDf%2FTfDElSVvoORwDIbko9Gv23tUimSdIvaFeZmwQTxFqMf84FL0NLe%2FVFgZAgA0snwKKnxiaUIqmpKNzxov%2B3eYFZYgKDt4K%2Bd7F7iw%3D%3D&history_id=tTy9JAf2Ms88 \ No newline at end of file