From e1e664f36ddd02371094d20ba4091709deb35c93 Mon Sep 17 00:00:00 2001
From: Rd4dev <rd4ramadevi@gmail.com>
Date: Sat, 13 Jun 2026 13:39:57 +0530
Subject: [PATCH 1/5] RAG implementation for ai assistance

This is going to be the first of the iterations to getting in touch with how we can query on local documents to have better responses, and this for now runs on the local ollama model - which is slow but those are considerations for later to optimize or move to cloud. While the current focus will lie on the feature implementation and making / extending it to be accurate for various needs
---
 .idea/compiler.xml                            |  10 +
 .idea/encodings.xml                           |   1 +
 .idea/misc.xml                                |   1 +
 ai-rag-service/.gitattributes                 |   2 +
 ai-rag-service/.gitignore                     |  33 ++
 .../.mvn/wrapper/maven-wrapper.properties     |   3 +
 ai-rag-service/mvnw                           | 295 ++++++++++++++++++
 ai-rag-service/mvnw.cmd                       | 189 +++++++++++
 ai-rag-service/pom.xml                        | 119 +++++++
 .../airagservice/AiRagServiceApplication.java |  13 +
 .../controller/AssistantController.java       |  23 ++
 .../com/mert/airagservice/dto/AskRequest.java |   3 +
 .../src/main/resources/application.properties |   5 +
 .../AiRagServiceApplicationTests.java         |  13 +
 14 files changed, 710 insertions(+)
 create mode 100644 ai-rag-service/.gitattributes
 create mode 100644 ai-rag-service/.gitignore
 create mode 100644 ai-rag-service/.mvn/wrapper/maven-wrapper.properties
 create mode 100755 ai-rag-service/mvnw
 create mode 100644 ai-rag-service/mvnw.cmd
 create mode 100644 ai-rag-service/pom.xml
 create mode 100644 ai-rag-service/src/main/java/com/mert/airagservice/AiRagServiceApplication.java
 create mode 100644 ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
 create mode 100644 ai-rag-service/src/main/java/com/mert/airagservice/dto/AskRequest.java
 create mode 100644 ai-rag-service/src/main/resources/application.properties
 create mode 100644 ai-rag-service/src/test/java/com/mert/airagservice/AiRagServiceApplicationTests.java

diff --git a/.idea/compiler.xml b/.idea/compiler.xml
index 5acd985..f0ad813 100644
--- a/.idea/compiler.xml
+++ b/.idea/compiler.xml
@@ -10,10 +10,20 @@
         <module name="analytics-service" />
         <module name="billing-service" />
       </profile>
+      <profile name="Annotation profile for ai-rag-service" enabled="true">
+        <sourceOutputDir name="target/generated-sources/annotations" />
+        <sourceTestOutputDir name="target/generated-test-sources/test-annotations" />
+        <outputRelativeToContentRoot value="true" />
+        <processorPath useClasspath="false">
+          <entry name="$MAVEN_REPOSITORY$/org/projectlombok/lombok/1.18.46/lombok-1.18.46.jar" />
+        </processorPath>
+        <module name="ai-rag-service" />
+      </profile>
     </annotationProcessing>
   </component>
   <component name="JavacSettings">
     <option name="ADDITIONAL_OPTIONS_OVERRIDE">
+      <module name="ai-rag-service" options="-parameters" />
       <module name="analytics-service" options="-parameters" />
       <module name="billing-service" options="-parameters" />
       <module name="merchant-service" options="-parameters" />
diff --git a/.idea/encodings.xml b/.idea/encodings.xml
index 6cb749b..97826e3 100644
--- a/.idea/encodings.xml
+++ b/.idea/encodings.xml
@@ -1,6 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="Encoding">
+    <file url="file://$PROJECT_DIR$/ai-rag-service/src/main/java" charset="UTF-8" />
     <file url="file://$PROJECT_DIR$/analytics-service/src/main/java" charset="UTF-8" />
     <file url="file://$PROJECT_DIR$/billing-service/src/main/java" charset="UTF-8" />
     <file url="file://$PROJECT_DIR$/merchant-service/src/main/java" charset="UTF-8" />
diff --git a/.idea/misc.xml b/.idea/misc.xml
index 895f4b9..4bb052c 100644
--- a/.idea/misc.xml
+++ b/.idea/misc.xml
@@ -7,6 +7,7 @@
         <option value="$PROJECT_DIR$/merchant-service/pom.xml" />
         <option value="$PROJECT_DIR$/billing-service/pom.xml" />
         <option value="$PROJECT_DIR$/analytics-service/pom.xml" />
+        <option value="$PROJECT_DIR$/ai-rag-service/pom.xml" />
       </list>
     </option>
   </component>
diff --git a/ai-rag-service/.gitattributes b/ai-rag-service/.gitattributes
new file mode 100644
index 0000000..3b41682
--- /dev/null
+++ b/ai-rag-service/.gitattributes
@@ -0,0 +1,2 @@
+/mvnw text eol=lf
+*.cmd text eol=crlf
diff --git a/ai-rag-service/.gitignore b/ai-rag-service/.gitignore
new file mode 100644
index 0000000..667aaef
--- /dev/null
+++ b/ai-rag-service/.gitignore
@@ -0,0 +1,33 @@
+HELP.md
+target/
+.mvn/wrapper/maven-wrapper.jar
+!**/src/main/**/target/
+!**/src/test/**/target/
+
+### STS ###
+.apt_generated
+.classpath
+.factorypath
+.project
+.settings
+.springBeans
+.sts4-cache
+
+### IntelliJ IDEA ###
+.idea
+*.iws
+*.iml
+*.ipr
+
+### NetBeans ###
+/nbproject/private/
+/nbbuild/
+/dist/
+/nbdist/
+/.nb-gradle/
+build/
+!**/src/main/**/build/
+!**/src/test/**/build/
+
+### VS Code ###
+.vscode/
diff --git a/ai-rag-service/.mvn/wrapper/maven-wrapper.properties b/ai-rag-service/.mvn/wrapper/maven-wrapper.properties
new file mode 100644
index 0000000..216df05
--- /dev/null
+++ b/ai-rag-service/.mvn/wrapper/maven-wrapper.properties
@@ -0,0 +1,3 @@
+wrapperVersion=3.3.4
+distributionType=only-script
+distributionUrl=https://repo.maven.apache.org/maven2/org/apache/maven/apache-maven/3.9.16/apache-maven-3.9.16-bin.zip
diff --git a/ai-rag-service/mvnw b/ai-rag-service/mvnw
new file mode 100755
index 0000000..bd8896b
--- /dev/null
+++ b/ai-rag-service/mvnw
@@ -0,0 +1,295 @@
+#!/bin/sh
+# ----------------------------------------------------------------------------
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+# ----------------------------------------------------------------------------
+
+# ----------------------------------------------------------------------------
+# Apache Maven Wrapper startup batch script, version 3.3.4
+#
+# Optional ENV vars
+# -----------------
+#   JAVA_HOME - location of a JDK home dir, required when download maven via java source
+#   MVNW_REPOURL - repo url base for downloading maven distribution
+#   MVNW_USERNAME/MVNW_PASSWORD - user and password for downloading maven
+#   MVNW_VERBOSE - true: enable verbose log; debug: trace the mvnw script; others: silence the output
+# ----------------------------------------------------------------------------
+
+set -euf
+[ "${MVNW_VERBOSE-}" != debug ] || set -x
+
+# OS specific support.
+native_path() { printf %s\\n "$1"; }
+case "$(uname)" in
+CYGWIN* | MINGW*)
+  [ -z "${JAVA_HOME-}" ] || JAVA_HOME="$(cygpath --unix "$JAVA_HOME")"
+  native_path() { cygpath --path --windows "$1"; }
+  ;;
+esac
+
+# set JAVACMD and JAVACCMD
+set_java_home() {
+  # For Cygwin and MinGW, ensure paths are in Unix format before anything is touched
+  if [ -n "${JAVA_HOME-}" ]; then
+    if [ -x "$JAVA_HOME/jre/sh/java" ]; then
+      # IBM's JDK on AIX uses strange locations for the executables
+      JAVACMD="$JAVA_HOME/jre/sh/java"
+      JAVACCMD="$JAVA_HOME/jre/sh/javac"
+    else
+      JAVACMD="$JAVA_HOME/bin/java"
+      JAVACCMD="$JAVA_HOME/bin/javac"
+
+      if [ ! -x "$JAVACMD" ] || [ ! -x "$JAVACCMD" ]; then
+        echo "The JAVA_HOME environment variable is not defined correctly, so mvnw cannot run." >&2
+        echo "JAVA_HOME is set to \"$JAVA_HOME\", but \"\$JAVA_HOME/bin/java\" or \"\$JAVA_HOME/bin/javac\" does not exist." >&2
+        return 1
+      fi
+    fi
+  else
+    JAVACMD="$(
+      'set' +e
+      'unset' -f command 2>/dev/null
+      'command' -v java
+    )" || :
+    JAVACCMD="$(
+      'set' +e
+      'unset' -f command 2>/dev/null
+      'command' -v javac
+    )" || :
+
+    if [ ! -x "${JAVACMD-}" ] || [ ! -x "${JAVACCMD-}" ]; then
+      echo "The java/javac command does not exist in PATH nor is JAVA_HOME set, so mvnw cannot run." >&2
+      return 1
+    fi
+  fi
+}
+
+# hash string like Java String::hashCode
+hash_string() {
+  str="${1:-}" h=0
+  while [ -n "$str" ]; do
+    char="${str%"${str#?}"}"
+    h=$(((h * 31 + $(LC_CTYPE=C printf %d "'$char")) % 4294967296))
+    str="${str#?}"
+  done
+  printf %x\\n $h
+}
+
+verbose() { :; }
+[ "${MVNW_VERBOSE-}" != true ] || verbose() { printf %s\\n "${1-}"; }
+
+die() {
+  printf %s\\n "$1" >&2
+  exit 1
+}
+
+trim() {
+  # MWRAPPER-139:
+  #   Trims trailing and leading whitespace, carriage returns, tabs, and linefeeds.
+  #   Needed for removing poorly interpreted newline sequences when running in more
+  #   exotic environments such as mingw bash on Windows.
+  printf "%s" "${1}" | tr -d '[:space:]'
+}
+
+scriptDir="$(dirname "$0")"
+scriptName="$(basename "$0")"
+
+# parse distributionUrl and optional distributionSha256Sum, requires .mvn/wrapper/maven-wrapper.properties
+while IFS="=" read -r key value; do
+  case "${key-}" in
+  distributionUrl) distributionUrl=$(trim "${value-}") ;;
+  distributionSha256Sum) distributionSha256Sum=$(trim "${value-}") ;;
+  esac
+done <"$scriptDir/.mvn/wrapper/maven-wrapper.properties"
+[ -n "${distributionUrl-}" ] || die "cannot read distributionUrl property in $scriptDir/.mvn/wrapper/maven-wrapper.properties"
+
+case "${distributionUrl##*/}" in
+maven-mvnd-*bin.*)
+  MVN_CMD=mvnd.sh _MVNW_REPO_PATTERN=/maven/mvnd/
+  case "${PROCESSOR_ARCHITECTURE-}${PROCESSOR_ARCHITEW6432-}:$(uname -a)" in
+  *AMD64:CYGWIN* | *AMD64:MINGW*) distributionPlatform=windows-amd64 ;;
+  :Darwin*x86_64) distributionPlatform=darwin-amd64 ;;
+  :Darwin*arm64) distributionPlatform=darwin-aarch64 ;;
+  :Linux*x86_64*) distributionPlatform=linux-amd64 ;;
+  *)
+    echo "Cannot detect native platform for mvnd on $(uname)-$(uname -m), use pure java version" >&2
+    distributionPlatform=linux-amd64
+    ;;
+  esac
+  distributionUrl="${distributionUrl%-bin.*}-$distributionPlatform.zip"
+  ;;
+maven-mvnd-*) MVN_CMD=mvnd.sh _MVNW_REPO_PATTERN=/maven/mvnd/ ;;
+*) MVN_CMD="mvn${scriptName#mvnw}" _MVNW_REPO_PATTERN=/org/apache/maven/ ;;
+esac
+
+# apply MVNW_REPOURL and calculate MAVEN_HOME
+# maven home pattern: ~/.m2/wrapper/dists/{apache-maven-<version>,maven-mvnd-<version>-<platform>}/<hash>
+[ -z "${MVNW_REPOURL-}" ] || distributionUrl="$MVNW_REPOURL$_MVNW_REPO_PATTERN${distributionUrl#*"$_MVNW_REPO_PATTERN"}"
+distributionUrlName="${distributionUrl##*/}"
+distributionUrlNameMain="${distributionUrlName%.*}"
+distributionUrlNameMain="${distributionUrlNameMain%-bin}"
+MAVEN_USER_HOME="${MAVEN_USER_HOME:-${HOME}/.m2}"
+MAVEN_HOME="${MAVEN_USER_HOME}/wrapper/dists/${distributionUrlNameMain-}/$(hash_string "$distributionUrl")"
+
+exec_maven() {
+  unset MVNW_VERBOSE MVNW_USERNAME MVNW_PASSWORD MVNW_REPOURL || :
+  exec "$MAVEN_HOME/bin/$MVN_CMD" "$@" || die "cannot exec $MAVEN_HOME/bin/$MVN_CMD"
+}
+
+if [ -d "$MAVEN_HOME" ]; then
+  verbose "found existing MAVEN_HOME at $MAVEN_HOME"
+  exec_maven "$@"
+fi
+
+case "${distributionUrl-}" in
+*?-bin.zip | *?maven-mvnd-?*-?*.zip) ;;
+*) die "distributionUrl is not valid, must match *-bin.zip or maven-mvnd-*.zip, but found '${distributionUrl-}'" ;;
+esac
+
+# prepare tmp dir
+if TMP_DOWNLOAD_DIR="$(mktemp -d)" && [ -d "$TMP_DOWNLOAD_DIR" ]; then
+  clean() { rm -rf -- "$TMP_DOWNLOAD_DIR"; }
+  trap clean HUP INT TERM EXIT
+else
+  die "cannot create temp dir"
+fi
+
+mkdir -p -- "${MAVEN_HOME%/*}"
+
+# Download and Install Apache Maven
+verbose "Couldn't find MAVEN_HOME, downloading and installing it ..."
+verbose "Downloading from: $distributionUrl"
+verbose "Downloading to: $TMP_DOWNLOAD_DIR/$distributionUrlName"
+
+# select .zip or .tar.gz
+if ! command -v unzip >/dev/null; then
+  distributionUrl="${distributionUrl%.zip}.tar.gz"
+  distributionUrlName="${distributionUrl##*/}"
+fi
+
+# verbose opt
+__MVNW_QUIET_WGET=--quiet __MVNW_QUIET_CURL=--silent __MVNW_QUIET_UNZIP=-q __MVNW_QUIET_TAR=''
+[ "${MVNW_VERBOSE-}" != true ] || __MVNW_QUIET_WGET='' __MVNW_QUIET_CURL='' __MVNW_QUIET_UNZIP='' __MVNW_QUIET_TAR=v
+
+# normalize http auth
+case "${MVNW_PASSWORD:+has-password}" in
+'') MVNW_USERNAME='' MVNW_PASSWORD='' ;;
+has-password) [ -n "${MVNW_USERNAME-}" ] || MVNW_USERNAME='' MVNW_PASSWORD='' ;;
+esac
+
+if [ -z "${MVNW_USERNAME-}" ] && command -v wget >/dev/null; then
+  verbose "Found wget ... using wget"
+  wget ${__MVNW_QUIET_WGET:+"$__MVNW_QUIET_WGET"} "$distributionUrl" -O "$TMP_DOWNLOAD_DIR/$distributionUrlName" || die "wget: Failed to fetch $distributionUrl"
+elif [ -z "${MVNW_USERNAME-}" ] && command -v curl >/dev/null; then
+  verbose "Found curl ... using curl"
+  curl ${__MVNW_QUIET_CURL:+"$__MVNW_QUIET_CURL"} -f -L -o "$TMP_DOWNLOAD_DIR/$distributionUrlName" "$distributionUrl" || die "curl: Failed to fetch $distributionUrl"
+elif set_java_home; then
+  verbose "Falling back to use Java to download"
+  javaSource="$TMP_DOWNLOAD_DIR/Downloader.java"
+  targetZip="$TMP_DOWNLOAD_DIR/$distributionUrlName"
+  cat >"$javaSource" <<-END
+	public class Downloader extends java.net.Authenticator
+	{
+	  protected java.net.PasswordAuthentication getPasswordAuthentication()
+	  {
+	    return new java.net.PasswordAuthentication( System.getenv( "MVNW_USERNAME" ), System.getenv( "MVNW_PASSWORD" ).toCharArray() );
+	  }
+	  public static void main( String[] args ) throws Exception
+	  {
+	    setDefault( new Downloader() );
+	    java.nio.file.Files.copy( java.net.URI.create( args[0] ).toURL().openStream(), java.nio.file.Paths.get( args[1] ).toAbsolutePath().normalize() );
+	  }
+	}
+	END
+  # For Cygwin/MinGW, switch paths to Windows format before running javac and java
+  verbose " - Compiling Downloader.java ..."
+  "$(native_path "$JAVACCMD")" "$(native_path "$javaSource")" || die "Failed to compile Downloader.java"
+  verbose " - Running Downloader.java ..."
+  "$(native_path "$JAVACMD")" -cp "$(native_path "$TMP_DOWNLOAD_DIR")" Downloader "$distributionUrl" "$(native_path "$targetZip")"
+fi
+
+# If specified, validate the SHA-256 sum of the Maven distribution zip file
+if [ -n "${distributionSha256Sum-}" ]; then
+  distributionSha256Result=false
+  if [ "$MVN_CMD" = mvnd.sh ]; then
+    echo "Checksum validation is not supported for maven-mvnd." >&2
+    echo "Please disable validation by removing 'distributionSha256Sum' from your maven-wrapper.properties." >&2
+    exit 1
+  elif command -v sha256sum >/dev/null; then
+    if echo "$distributionSha256Sum  $TMP_DOWNLOAD_DIR/$distributionUrlName" | sha256sum -c - >/dev/null 2>&1; then
+      distributionSha256Result=true
+    fi
+  elif command -v shasum >/dev/null; then
+    if echo "$distributionSha256Sum  $TMP_DOWNLOAD_DIR/$distributionUrlName" | shasum -a 256 -c >/dev/null 2>&1; then
+      distributionSha256Result=true
+    fi
+  else
+    echo "Checksum validation was requested but neither 'sha256sum' or 'shasum' are available." >&2
+    echo "Please install either command, or disable validation by removing 'distributionSha256Sum' from your maven-wrapper.properties." >&2
+    exit 1
+  fi
+  if [ $distributionSha256Result = false ]; then
+    echo "Error: Failed to validate Maven distribution SHA-256, your Maven distribution might be compromised." >&2
+    echo "If you updated your Maven version, you need to update the specified distributionSha256Sum property." >&2
+    exit 1
+  fi
+fi
+
+# unzip and move
+if command -v unzip >/dev/null; then
+  unzip ${__MVNW_QUIET_UNZIP:+"$__MVNW_QUIET_UNZIP"} "$TMP_DOWNLOAD_DIR/$distributionUrlName" -d "$TMP_DOWNLOAD_DIR" || die "failed to unzip"
+else
+  tar xzf${__MVNW_QUIET_TAR:+"$__MVNW_QUIET_TAR"} "$TMP_DOWNLOAD_DIR/$distributionUrlName" -C "$TMP_DOWNLOAD_DIR" || die "failed to untar"
+fi
+
+# Find the actual extracted directory name (handles snapshots where filename != directory name)
+actualDistributionDir=""
+
+# First try the expected directory name (for regular distributions)
+if [ -d "$TMP_DOWNLOAD_DIR/$distributionUrlNameMain" ]; then
+  if [ -f "$TMP_DOWNLOAD_DIR/$distributionUrlNameMain/bin/$MVN_CMD" ]; then
+    actualDistributionDir="$distributionUrlNameMain"
+  fi
+fi
+
+# If not found, search for any directory with the Maven executable (for snapshots)
+if [ -z "$actualDistributionDir" ]; then
+  # enable globbing to iterate over items
+  set +f
+  for dir in "$TMP_DOWNLOAD_DIR"/*; do
+    if [ -d "$dir" ]; then
+      if [ -f "$dir/bin/$MVN_CMD" ]; then
+        actualDistributionDir="$(basename "$dir")"
+        break
+      fi
+    fi
+  done
+  set -f
+fi
+
+if [ -z "$actualDistributionDir" ]; then
+  verbose "Contents of $TMP_DOWNLOAD_DIR:"
+  verbose "$(ls -la "$TMP_DOWNLOAD_DIR")"
+  die "Could not find Maven distribution directory in extracted archive"
+fi
+
+verbose "Found extracted Maven distribution directory: $actualDistributionDir"
+printf %s\\n "$distributionUrl" >"$TMP_DOWNLOAD_DIR/$actualDistributionDir/mvnw.url"
+mv -- "$TMP_DOWNLOAD_DIR/$actualDistributionDir" "$MAVEN_HOME" || [ -d "$MAVEN_HOME" ] || die "fail to move MAVEN_HOME"
+
+clean || :
+exec_maven "$@"
diff --git a/ai-rag-service/mvnw.cmd b/ai-rag-service/mvnw.cmd
new file mode 100644
index 0000000..92450f9
--- /dev/null
+++ b/ai-rag-service/mvnw.cmd
@@ -0,0 +1,189 @@
+<# : batch portion
+@REM ----------------------------------------------------------------------------
+@REM Licensed to the Apache Software Foundation (ASF) under one
+@REM or more contributor license agreements.  See the NOTICE file
+@REM distributed with this work for additional information
+@REM regarding copyright ownership.  The ASF licenses this file
+@REM to you under the Apache License, Version 2.0 (the
+@REM "License"); you may not use this file except in compliance
+@REM with the License.  You may obtain a copy of the License at
+@REM
+@REM    http://www.apache.org/licenses/LICENSE-2.0
+@REM
+@REM Unless required by applicable law or agreed to in writing,
+@REM software distributed under the License is distributed on an
+@REM "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+@REM KIND, either express or implied.  See the License for the
+@REM specific language governing permissions and limitations
+@REM under the License.
+@REM ----------------------------------------------------------------------------
+
+@REM ----------------------------------------------------------------------------
+@REM Apache Maven Wrapper startup batch script, version 3.3.4
+@REM
+@REM Optional ENV vars
+@REM   MVNW_REPOURL - repo url base for downloading maven distribution
+@REM   MVNW_USERNAME/MVNW_PASSWORD - user and password for downloading maven
+@REM   MVNW_VERBOSE - true: enable verbose log; others: silence the output
+@REM ----------------------------------------------------------------------------
+
+@IF "%__MVNW_ARG0_NAME__%"=="" (SET __MVNW_ARG0_NAME__=%~nx0)
+@SET __MVNW_CMD__=
+@SET __MVNW_ERROR__=
+@SET __MVNW_PSMODULEP_SAVE=%PSModulePath%
+@SET PSModulePath=
+@FOR /F "usebackq tokens=1* delims==" %%A IN (`powershell -noprofile "& {$scriptDir='%~dp0'; $script='%__MVNW_ARG0_NAME__%'; icm -ScriptBlock ([Scriptblock]::Create((Get-Content -Raw '%~f0'))) -NoNewScope}"`) DO @(
+  IF "%%A"=="MVN_CMD" (set __MVNW_CMD__=%%B) ELSE IF "%%B"=="" (echo %%A) ELSE (echo %%A=%%B)
+)
+@SET PSModulePath=%__MVNW_PSMODULEP_SAVE%
+@SET __MVNW_PSMODULEP_SAVE=
+@SET __MVNW_ARG0_NAME__=
+@SET MVNW_USERNAME=
+@SET MVNW_PASSWORD=
+@IF NOT "%__MVNW_CMD__%"=="" ("%__MVNW_CMD__%" %*)
+@echo Cannot start maven from wrapper >&2 && exit /b 1
+@GOTO :EOF
+: end batch / begin powershell #>
+
+$ErrorActionPreference = "Stop"
+if ($env:MVNW_VERBOSE -eq "true") {
+  $VerbosePreference = "Continue"
+}
+
+# calculate distributionUrl, requires .mvn/wrapper/maven-wrapper.properties
+$distributionUrl = (Get-Content -Raw "$scriptDir/.mvn/wrapper/maven-wrapper.properties" | ConvertFrom-StringData).distributionUrl
+if (!$distributionUrl) {
+  Write-Error "cannot read distributionUrl property in $scriptDir/.mvn/wrapper/maven-wrapper.properties"
+}
+
+switch -wildcard -casesensitive ( $($distributionUrl -replace '^.*/','') ) {
+  "maven-mvnd-*" {
+    $USE_MVND = $true
+    $distributionUrl = $distributionUrl -replace '-bin\.[^.]*$',"-windows-amd64.zip"
+    $MVN_CMD = "mvnd.cmd"
+    break
+  }
+  default {
+    $USE_MVND = $false
+    $MVN_CMD = $script -replace '^mvnw','mvn'
+    break
+  }
+}
+
+# apply MVNW_REPOURL and calculate MAVEN_HOME
+# maven home pattern: ~/.m2/wrapper/dists/{apache-maven-<version>,maven-mvnd-<version>-<platform>}/<hash>
+if ($env:MVNW_REPOURL) {
+  $MVNW_REPO_PATTERN = if ($USE_MVND -eq $False) { "/org/apache/maven/" } else { "/maven/mvnd/" }
+  $distributionUrl = "$env:MVNW_REPOURL$MVNW_REPO_PATTERN$($distributionUrl -replace "^.*$MVNW_REPO_PATTERN",'')"
+}
+$distributionUrlName = $distributionUrl -replace '^.*/',''
+$distributionUrlNameMain = $distributionUrlName -replace '\.[^.]*$','' -replace '-bin$',''
+
+$MAVEN_M2_PATH = "$HOME/.m2"
+if ($env:MAVEN_USER_HOME) {
+  $MAVEN_M2_PATH = "$env:MAVEN_USER_HOME"
+}
+
+if (-not (Test-Path -Path $MAVEN_M2_PATH)) {
+    New-Item -Path $MAVEN_M2_PATH -ItemType Directory | Out-Null
+}
+
+$MAVEN_WRAPPER_DISTS = $null
+if ((Get-Item $MAVEN_M2_PATH).Target[0] -eq $null) {
+  $MAVEN_WRAPPER_DISTS = "$MAVEN_M2_PATH/wrapper/dists"
+} else {
+  $MAVEN_WRAPPER_DISTS = (Get-Item $MAVEN_M2_PATH).Target[0] + "/wrapper/dists"
+}
+
+$MAVEN_HOME_PARENT = "$MAVEN_WRAPPER_DISTS/$distributionUrlNameMain"
+$MAVEN_HOME_NAME = ([System.Security.Cryptography.SHA256]::Create().ComputeHash([byte[]][char[]]$distributionUrl) | ForEach-Object {$_.ToString("x2")}) -join ''
+$MAVEN_HOME = "$MAVEN_HOME_PARENT/$MAVEN_HOME_NAME"
+
+if (Test-Path -Path "$MAVEN_HOME" -PathType Container) {
+  Write-Verbose "found existing MAVEN_HOME at $MAVEN_HOME"
+  Write-Output "MVN_CMD=$MAVEN_HOME/bin/$MVN_CMD"
+  exit $?
+}
+
+if (! $distributionUrlNameMain -or ($distributionUrlName -eq $distributionUrlNameMain)) {
+  Write-Error "distributionUrl is not valid, must end with *-bin.zip, but found $distributionUrl"
+}
+
+# prepare tmp dir
+$TMP_DOWNLOAD_DIR_HOLDER = New-TemporaryFile
+$TMP_DOWNLOAD_DIR = New-Item -Itemtype Directory -Path "$TMP_DOWNLOAD_DIR_HOLDER.dir"
+$TMP_DOWNLOAD_DIR_HOLDER.Delete() | Out-Null
+trap {
+  if ($TMP_DOWNLOAD_DIR.Exists) {
+    try { Remove-Item $TMP_DOWNLOAD_DIR -Recurse -Force | Out-Null }
+    catch { Write-Warning "Cannot remove $TMP_DOWNLOAD_DIR" }
+  }
+}
+
+New-Item -Itemtype Directory -Path "$MAVEN_HOME_PARENT" -Force | Out-Null
+
+# Download and Install Apache Maven
+Write-Verbose "Couldn't find MAVEN_HOME, downloading and installing it ..."
+Write-Verbose "Downloading from: $distributionUrl"
+Write-Verbose "Downloading to: $TMP_DOWNLOAD_DIR/$distributionUrlName"
+
+$webclient = New-Object System.Net.WebClient
+if ($env:MVNW_USERNAME -and $env:MVNW_PASSWORD) {
+  $webclient.Credentials = New-Object System.Net.NetworkCredential($env:MVNW_USERNAME, $env:MVNW_PASSWORD)
+}
+[Net.ServicePointManager]::SecurityProtocol = [Net.SecurityProtocolType]::Tls12
+$webclient.DownloadFile($distributionUrl, "$TMP_DOWNLOAD_DIR/$distributionUrlName") | Out-Null
+
+# If specified, validate the SHA-256 sum of the Maven distribution zip file
+$distributionSha256Sum = (Get-Content -Raw "$scriptDir/.mvn/wrapper/maven-wrapper.properties" | ConvertFrom-StringData).distributionSha256Sum
+if ($distributionSha256Sum) {
+  if ($USE_MVND) {
+    Write-Error "Checksum validation is not supported for maven-mvnd. `nPlease disable validation by removing 'distributionSha256Sum' from your maven-wrapper.properties."
+  }
+  Import-Module $PSHOME\Modules\Microsoft.PowerShell.Utility -Function Get-FileHash
+  if ((Get-FileHash "$TMP_DOWNLOAD_DIR/$distributionUrlName" -Algorithm SHA256).Hash.ToLower() -ne $distributionSha256Sum) {
+    Write-Error "Error: Failed to validate Maven distribution SHA-256, your Maven distribution might be compromised. If you updated your Maven version, you need to update the specified distributionSha256Sum property."
+  }
+}
+
+# unzip and move
+Expand-Archive "$TMP_DOWNLOAD_DIR/$distributionUrlName" -DestinationPath "$TMP_DOWNLOAD_DIR" | Out-Null
+
+# Find the actual extracted directory name (handles snapshots where filename != directory name)
+$actualDistributionDir = ""
+
+# First try the expected directory name (for regular distributions)
+$expectedPath = Join-Path "$TMP_DOWNLOAD_DIR" "$distributionUrlNameMain"
+$expectedMvnPath = Join-Path "$expectedPath" "bin/$MVN_CMD"
+if ((Test-Path -Path $expectedPath -PathType Container) -and (Test-Path -Path $expectedMvnPath -PathType Leaf)) {
+  $actualDistributionDir = $distributionUrlNameMain
+}
+
+# If not found, search for any directory with the Maven executable (for snapshots)
+if (!$actualDistributionDir) {
+  Get-ChildItem -Path "$TMP_DOWNLOAD_DIR" -Directory | ForEach-Object {
+    $testPath = Join-Path $_.FullName "bin/$MVN_CMD"
+    if (Test-Path -Path $testPath -PathType Leaf) {
+      $actualDistributionDir = $_.Name
+    }
+  }
+}
+
+if (!$actualDistributionDir) {
+  Write-Error "Could not find Maven distribution directory in extracted archive"
+}
+
+Write-Verbose "Found extracted Maven distribution directory: $actualDistributionDir"
+Rename-Item -Path "$TMP_DOWNLOAD_DIR/$actualDistributionDir" -NewName $MAVEN_HOME_NAME | Out-Null
+try {
+  Move-Item -Path "$TMP_DOWNLOAD_DIR/$MAVEN_HOME_NAME" -Destination $MAVEN_HOME_PARENT | Out-Null
+} catch {
+  if (! (Test-Path -Path "$MAVEN_HOME" -PathType Container)) {
+    Write-Error "fail to move MAVEN_HOME"
+  }
+} finally {
+  try { Remove-Item $TMP_DOWNLOAD_DIR -Recurse -Force | Out-Null }
+  catch { Write-Warning "Cannot remove $TMP_DOWNLOAD_DIR" }
+}
+
+Write-Output "MVN_CMD=$MAVEN_HOME/bin/$MVN_CMD"
diff --git a/ai-rag-service/pom.xml b/ai-rag-service/pom.xml
new file mode 100644
index 0000000..6bdfbf6
--- /dev/null
+++ b/ai-rag-service/pom.xml
@@ -0,0 +1,119 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+    <parent>
+        <groupId>org.springframework.boot</groupId>
+        <artifactId>spring-boot-starter-parent</artifactId>
+        <version>4.1.0</version>
+        <relativePath/> <!-- lookup parent from repository -->
+    </parent>
+    <groupId>com.mert</groupId>
+    <artifactId>ai-rag-service</artifactId>
+    <version>0.0.1-SNAPSHOT</version>
+    <name>ai-rag-service</name>
+    <description>ai-rag-service</description>
+    <url/>
+    <licenses>
+        <license/>
+    </licenses>
+    <developers>
+        <developer/>
+    </developers>
+    <scm>
+        <connection/>
+        <developerConnection/>
+        <tag/>
+        <url/>
+    </scm>
+    <properties>
+        <java.version>17</java.version>
+        <spring-ai.version>2.0.0-RC2</spring-ai.version>
+    </properties>
+    <dependencies>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-webmvc</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-starter-model-ollama</artifactId>
+        </dependency>
+
+        <dependency>
+            <groupId>org.projectlombok</groupId>
+            <artifactId>lombok</artifactId>
+            <optional>true</optional>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-webmvc-test</artifactId>
+            <scope>test</scope>
+        </dependency>
+    </dependencies>
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>org.springframework.ai</groupId>
+                <artifactId>spring-ai-bom</artifactId>
+                <version>${spring-ai.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
+
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>org.springframework.boot</groupId>
+                <artifactId>spring-boot-maven-plugin</artifactId>
+                <configuration>
+                    <excludes>
+                        <exclude>
+                            <groupId>org.projectlombok</groupId>
+                            <artifactId>lombok</artifactId>
+                        </exclude>
+                    </excludes>
+                </configuration>
+            </plugin>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-compiler-plugin</artifactId>
+                <executions>
+                    <execution>
+                        <id>default-compile</id>
+                        <phase>compile</phase>
+                        <goals>
+                            <goal>compile</goal>
+                        </goals>
+                        <configuration>
+                            <annotationProcessorPaths>
+                                <path>
+                                    <groupId>org.projectlombok</groupId>
+                                    <artifactId>lombok</artifactId>
+                                </path>
+                            </annotationProcessorPaths>
+                        </configuration>
+                    </execution>
+                    <execution>
+                        <id>default-testCompile</id>
+                        <phase>test-compile</phase>
+                        <goals>
+                            <goal>testCompile</goal>
+                        </goals>
+                        <configuration>
+                            <annotationProcessorPaths>
+                                <path>
+                                    <groupId>org.projectlombok</groupId>
+                                    <artifactId>lombok</artifactId>
+                                </path>
+                            </annotationProcessorPaths>
+                        </configuration>
+                    </execution>
+                </executions>
+            </plugin>
+        </plugins>
+    </build>
+
+</project>
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/AiRagServiceApplication.java b/ai-rag-service/src/main/java/com/mert/airagservice/AiRagServiceApplication.java
new file mode 100644
index 0000000..c7f16c6
--- /dev/null
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/AiRagServiceApplication.java
@@ -0,0 +1,13 @@
+package com.mert.airagservice;
+
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+@SpringBootApplication
+public class AiRagServiceApplication {
+
+    public static void main(String[] args) {
+        SpringApplication.run(AiRagServiceApplication.class, args);
+    }
+
+}
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
new file mode 100644
index 0000000..85a1358
--- /dev/null
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
@@ -0,0 +1,23 @@
+package com.mert.airagservice.controller;
+
+import com.mert.airagservice.dto.AskRequest;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RestController;
+
+@RestController
+public class AssistantController {
+    private final ChatClient chatClient;
+
+    public AssistantController(ChatClient.Builder builder) {
+        this.chatClient = builder.build();
+    }
+
+    @PostMapping("/ask")
+    public String ask(@RequestBody AskRequest request) {
+        return chatClient.prompt(request.question())
+                .call()
+                .content();
+    }
+}
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/dto/AskRequest.java b/ai-rag-service/src/main/java/com/mert/airagservice/dto/AskRequest.java
new file mode 100644
index 0000000..4c87a58
--- /dev/null
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/dto/AskRequest.java
@@ -0,0 +1,3 @@
+package com.mert.airagservice.dto;
+
+public record AskRequest(String question) { }
diff --git a/ai-rag-service/src/main/resources/application.properties b/ai-rag-service/src/main/resources/application.properties
new file mode 100644
index 0000000..4b6f15f
--- /dev/null
+++ b/ai-rag-service/src/main/resources/application.properties
@@ -0,0 +1,5 @@
+spring.application.name=ai-rag-service
+spring.ai.ollama.base-url=http://localhost:11434
+spring.ai.ollama.chat.model=qwen2.5-coder:7b
+
+server.port=4003
\ No newline at end of file
diff --git a/ai-rag-service/src/test/java/com/mert/airagservice/AiRagServiceApplicationTests.java b/ai-rag-service/src/test/java/com/mert/airagservice/AiRagServiceApplicationTests.java
new file mode 100644
index 0000000..431f0d6
--- /dev/null
+++ b/ai-rag-service/src/test/java/com/mert/airagservice/AiRagServiceApplicationTests.java
@@ -0,0 +1,13 @@
+package com.mert.airagservice;
+
+import org.junit.jupiter.api.Test;
+import org.springframework.boot.test.context.SpringBootTest;
+
+@SpringBootTest
+class AiRagServiceApplicationTests {
+
+    @Test
+    void contextLoads() {
+    }
+
+}

From 628b09ed6f9111e49684ad42f163bfe3d2b52524 Mon Sep 17 00:00:00 2001
From: Rd4dev <rd4ramadevi@gmail.com>
Date: Sat, 13 Jun 2026 17:01:44 +0530
Subject: [PATCH 2/5] RAG on full PDF save point1

This is a quick save point right when introducing the return policy (generated via Gemini holding 22 pages for merchants on Indian terms) but the results are very slow. The 22 page document was provided in full without any chunking or embedding and that when queries resulting in a 5 to 8x delay to provide the answer considering everything is run locally on ollama qwen coder 2.7. This will need to be compared again future versions after chunking
---
 .idea/modules.xml                             |   1 +
 ai-rag-service/pom.xml                        |   5 +++
 .../controller/AssistantController.java       |  39 ++++++++++++++++--
 .../service/PdfKnowledgeService.java          |  20 +++++++++
 .../knowledge/merchant-refund-policy.pdf      | Bin 0 -> 91893 bytes
 5 files changed, 62 insertions(+), 3 deletions(-)
 create mode 100644 ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
 create mode 100644 ai-rag-service/src/main/resources/knowledge/merchant-refund-policy.pdf

diff --git a/.idea/modules.xml b/.idea/modules.xml
index 3dea127..c139ca1 100644
--- a/.idea/modules.xml
+++ b/.idea/modules.xml
@@ -2,6 +2,7 @@
 <project version="4">
   <component name="ProjectModuleManager">
     <modules>
+      <module fileurl="file://$PROJECT_DIR$/ai-rag-service/ai-rag-service.iml" filepath="$PROJECT_DIR$/ai-rag-service/ai-rag-service.iml" />
       <module fileurl="file://$PROJECT_DIR$/analytics-service/analytics-service.iml" filepath="$PROJECT_DIR$/analytics-service/analytics-service.iml" />
       <module fileurl="file://$PROJECT_DIR$/billing-service/billing-service.iml" filepath="$PROJECT_DIR$/billing-service/billing-service.iml" />
       <module fileurl="file://$PROJECT_DIR$/merchant-service/merchant-service.iml" filepath="$PROJECT_DIR$/merchant-service/merchant-service.iml" />
diff --git a/ai-rag-service/pom.xml b/ai-rag-service/pom.xml
index 6bdfbf6..9e99905 100644
--- a/ai-rag-service/pom.xml
+++ b/ai-rag-service/pom.xml
@@ -50,6 +50,11 @@
             <artifactId>spring-boot-starter-webmvc-test</artifactId>
             <scope>test</scope>
         </dependency>
+        <dependency>
+            <groupId>org.apache.pdfbox</groupId>
+            <artifactId>pdfbox</artifactId>
+            <version>3.0.3</version>
+        </dependency>
     </dependencies>
     <dependencyManagement>
         <dependencies>
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
index 85a1358..7cee597 100644
--- a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
@@ -1,22 +1,55 @@
 package com.mert.airagservice.controller;
 
 import com.mert.airagservice.dto.AskRequest;
+import com.mert.airagservice.service.PdfKnowledgeService;
 import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.web.bind.annotation.GetMapping;
 import org.springframework.web.bind.annotation.PostMapping;
 import org.springframework.web.bind.annotation.RequestBody;
 import org.springframework.web.bind.annotation.RestController;
 
+import java.io.IOException;
+
 @RestController
 public class AssistantController {
     private final ChatClient chatClient;
+    private final PdfKnowledgeService pdfKnowledgeService;
+
+    String policy = """
+            Returns accepted within 30 days.
+            Opened products cannot be returned.
+            Shipping takes 3-5 business days.
+            """;
 
-    public AssistantController(ChatClient.Builder builder) {
+    public AssistantController(ChatClient.Builder builder, PdfKnowledgeService pdfKnowledgeService) {
         this.chatClient = builder.build();
+        this.pdfKnowledgeService = pdfKnowledgeService;
+    }
+
+    @GetMapping("/policy")
+    public String policy() throws IOException {
+        return pdfKnowledgeService.getPolicyText();
     }
 
     @PostMapping("/ask")
-    public String ask(@RequestBody AskRequest request) {
-        return chatClient.prompt(request.question())
+    public String ask(@RequestBody AskRequest request) throws IOException {
+        String context = pdfKnowledgeService.getPolicyText();
+
+        String prompt = """
+            You are a merchant support assistant.
+            Answer ONLY using the provided context.
+            If the answer is not present in the context, respond exactly with:
+            "I don't have enough information to answer that."
+            
+            Context:
+            %s
+            
+            Question:
+            %s
+            """
+            .formatted(context, request.question());
+
+        return chatClient.prompt(prompt)
                 .call()
                 .content();
     }
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java b/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
new file mode 100644
index 0000000..2678351
--- /dev/null
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
@@ -0,0 +1,20 @@
+package com.mert.airagservice.service;
+
+import org.apache.pdfbox.Loader;
+import org.apache.pdfbox.pdmodel.PDDocument;
+import org.apache.pdfbox.text.PDFTextStripper;
+import org.springframework.core.io.ClassPathResource;
+import org.springframework.stereotype.Service;
+
+import java.io.IOException;
+
+@Service
+public class PdfKnowledgeService {
+    public String getPolicyText() throws IOException {
+        ClassPathResource resource = new ClassPathResource("knowledge/merchant-refund-policy.pdf");
+        PDDocument document = Loader.loadPDF(resource.getInputStream().readAllBytes());
+        PDFTextStripper stripper = new PDFTextStripper();
+
+        return stripper.getText(document);
+    }
+}
\ No newline at end of file
diff --git a/ai-rag-service/src/main/resources/knowledge/merchant-refund-policy.pdf b/ai-rag-service/src/main/resources/knowledge/merchant-refund-policy.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..24a42412b886c8ba558a69415dd3cad5a0c6ae5a
GIT binary patch
literal 91893
zcma&NQ;;Y@l&;&hZQHhO+qP}nwszaLZSJ;h+ue81+;i@oiE|$2ts<-P&y{~h#>#J1
z6{&)V7%d|mI~3_%ep)dUD**$6y^$3Z4-dVVrHzZJ69K)LjiHOFh^eu?i7CB|shzot
z1py-)D+eDRl(UPIsi7^D$Huj$bo>?@Oz)@qn~njFVxeCDV0f!wAPQ}QSug>FSH?7P
zx=mp5FFpmSBHMAp;<_9h?=)7^%9*4e3IAWbGgMvf0)Ie52tu#$@BNC;zZC<UJY1|!
z?manJI!lN$x3TyxEEYn)OP<DHB|di)pZv;wxKE<~R&q^;1$5q$6nWlfBK#D#;XXVk
zGwR@ZtG;K|Ra7mTb+7zo>Nm71N!rlgwitIn8>-##+g&$xHdSXqi+MJv!Ay#$V)LUf
z`uwi+FAU{Bi@P(HkE4RHU<_Pmt`Nb@E269ZyvH^9Z3kODrI%A+2J)9(zG<~f28XLN
z_c!23GKqCbgKU(Q66P|nAa}J38ii<V-7FIHBLnNEee7~x6+_WGE7IF(>7B0bK60;y
z$Z5|%r%#hT>@<W=ZAW$OA#SL*L%B3R_$H1&gyE-Qa`L*t4#x0JLHDP&>V4s7ydt-R
zAHG7(jAM^XXKGtJLyvfQuXkT_`xRgc36=V+XDIZPAu+;r8{_Zy4Z$BCB?ItkpxC~3
zMP-lGjcfdTuJk*7Uf*vg@jGWf_glUm3R3x_xeLKkvh1v}n9oCBGjg(^k57vck2p2Q
zMhL*+3%u2NhT`<I0f>be?l|tf>)YdX6zpG3{yxh+J|qP$G7_Xd5BRJJI)Ji3QU}0M
zdBi^T2;Romdk`}g%zXAcy}s{{^1SmNACJf~99W&2LI9AAGPVWq6;>6obnwP9vL88?
z5a+%4f@KwcOP*V#AjmEyvQxenau-X-S?QZhsr@d;0WM8$Fz0G3qv1^IxarP>g2BC8
zw9+BnB@Z;AvPfu>O-yw73M-w*X`1jR5OIrFJe{XE%=AGEG8VW~9On?4!M+WvHqZxf
z_9-uUh5fK(NfdmW2d}TU{@=%Kcn+4(y!fdgQxU_My)>AcQ*rA&CgDb45keg%J%v~8
z(uWur)g(=3cMu2$x)wij<~T1topy;c$p($K4@eF1x&o={P3IIjr>GNSjVhW={n+&Y
zo|A#<q=Cy2et&XUeFpPx1CNK+RpY<*&sBX`md%U<LkKt2f(vGaFFXu2c|8~q#v8fd
z1_EC*L-|bd^|7piFy)~e%$P%&P|Gk7@)U4m9m*TT<i_~a3kEb#yN^g@%A={njeyys
z6$=}NJ!6|u8frsB;ZgIJykr`ZxKQ^U-BM^!A#dVJa#iW9%=cB7y}%%lIinPEXc&YO
z$An<-*f1vH5|0fcnzoW((aG1@YL-*(DCIMEG?_7Q5e%8GnW)S@0rfnnk|}4+CIoUu
z_+S!Z&|gf%%*vt>%^q7vk)xopDz8x0BR$K$hh&Dl_%B%|20txUqHVes6_P{`r^?b0
zA-t(6(J<n|TtR%P-CQ=rj)_G_gFlGiS{k@sD&odD9TM+@a-m`hz(B)f$e@83Sk0Lx
z$SMrdCaa-TDGr9cnvdFyU#b>p)ktmki<SnJ!RSEaNJEu~dt|%EH&aN!giCV&O0!zk
zYE&*@EI|e<JtLZD8PIb?XCU1R$AuATz|;$#R3BtQ7wiMM#UG}SG?8CzQd&sIDg?j&
zU9@9z2jIpieuCU(X={}M2-PE_(+E*SWk`i<({dnOZ=)&KrIdtCkIjsdpV43wgz63<
zT@Li*dB(1laCNjo_M}Y!1$?`KW<Kp$0@D_Powi-m&N?)XdAn9Hj&-^=l5&H~5np?x
zddk9Fg8VIC#w8EU3A%ERs1JS0epzs496&u3Ra_?fGx2;n%s>w9n-#F9WWE$5Qf)Ff
z;{K-;Rp_}W6g)7-wyF$ktO7+ZfsYS@Z9e^6c;s27;H8aI%3;;P$>}*cTPhp3DV7eE
zPKwT{a5$d>qp!-lnaRF$O#B{TPzjI_j6+!uJBpnUlT}C5y>M6rhaJDyDp5<iQR{CY
z%%n)}@?o@p!zn&f{0`KUPzh}TVQc=hW43QwV2+;67k8a5WTTtTtYHl%nkqQA$K!Cr
zl#d^Ca}AO9{DBstVVh5p+<bj!5<banG}DhuwrF8*lt3IY%aTrSRHxSAR}wJE+>I%3
zZ?5Geed9T~kq9surQzi!wf8%6!;)C94s@Qt9al45T^c=5YZP~;2n~7S3#1ckWP4ST
z1ZZV9Vh0fQD%$6UUN4s8K}nD;R6^C`EbKV<ZJ0&M>W$S|GTs-!bo>kxFnLgZUTZgj
z=VC;5oj(Al<fj#ssh!FHN<#mx{v&U(|Bvz)I~((VOJC};*4T^)J-2mh&i#`yEX0-r
zX9yIbX=qSk2vYE7hcl#fB;UXD3uCn{kuY#5UJdBxsbvcmCo|Z$P~HjF!4G4|RJY*f
z75MSn(%_ShS-N15dGxK5a9#q7+-f`k%r9fJm}LMt?kWRwwr@@j)wl$hCF_<?)?*UY
z6o<3*f0-}Ltj(t<+yuvF2XiDr`Q5KjdxGUP)i;+5INxm<pSDEkM@DaYKXav+HSAlG
z|H9x+7cBN$4}D)MyLX9$elO;qsI3GuNd%)-Dz3jdeqR!D{zQB)eJ5O+>IQ_C8ml`i
zC2BeMP!(CGz5a*|0wtD^OfgC(_)x+@EUde>*3wFBq7~a(-YWeIt$U()P!fplFR^Jy
zK`Z5d+^7NJq$p^+qr9~0!m0*6&kC|BNH;osHs9;}f{|gbc+Zk`<7qQ)`Y^|O*zi~#
z?PA+mALV{s;+Fo+)NAK^uAOnW?S*H>r?3QcaxzlH($ot+B<TIfQq|wO=E|94+u$@M
zah~tNKe9!OsNcoy+PsB_*XQ@YT%bti`?kCAvjcp>3m^j!=&*iQS|hM|?4QUrjg#$%
za4fK8%x(l7`?b}Z)f+vC<0SDIuP-f#&To&B>}?E!^CZo-F=MzkPPW8ooq*3e@Q*AF
zspsd6i57hM%Vv-hEWCDxVb^p2XNRGyyl6KaLuQA=?hT_XiBwr4rr)?#C=w&x`)&EQ
zmj#-DZ8FKRP`E;XggaCdf_&CegzfZu0Cf@%_yQ#xg?PtTASaVv@hoLlMkUJGj2^qB
z3!YDCq;JJgSKBZ{J9ETdhxz!5?|KrEB5y1LCd&iQxZgu9Y2fowqh_Mgwx2t6#j+2L
zbh@lYGo?())@3rXs@OG8Vgx%lOeSUS-9~Am0i_;dLyd}+j$yWv%5@yepMF)i)Zej9
zKidBoE%+qr+eEs9Ak;VQ!YC)7X))R%JL(O6THAct;3(0MzLf7I@!>C}8=}JYf%6)r
zw0h)d^`PvkJ|{=O&i}c8IR8ichna)<zn}kbrlL&RT=n%AtcCS2Yp5x#5Fr4=L2_U)
zj2kK3RXv%J>mPp+dR$3xbt}BHB+<5qWLCGR&m~U3l@`d2etDEX=jhH_Z^fwZpB|2%
zJ|k_kKHA=c{d0aKS}2ELj^$I5WhG|Lex5-2$V`&MBqa0s@=-E*>7sr3zMr<wchUG%
zyNosl(PN~|^0o|wV!b{N+ZJEdI}^)xe}e0(n>RR6#TLlTT6Nd)zn{i%cXKx&x!&%#
z&&9pxfdr^iPkcBnXW50GYC(N|*7?%0FY~Nxr_Ov2zm;=eADw{a+>P1N?tt>NMM!)A
zBf{=ju&&^Fd;!M*<N5QCdLwTf1<?W2@q&7K0G5J^e8S?VI-nT>h*0L}%kpWczx*0u
zIx}+}hPJ>3D{4Ccf)pVPDcgXVOt-V@vhVAw_cHzz3XCF~d_q+rti$|GEP9Idv5#q_
z-xkD7oxJba3Ef@^xNZ3h+`5!NJ5p-$sk12z)XGxmt<_Y5RbN6S(a=Sf2*@nr@D@dj
zIh$q^B=E)%Obt)n3S#lM`~dJ&Ofibj=Y1aPSGxwmm6^&--(meHCVE;yqKHAv+aNZf
zg=bij)Kn=0Uh^wq1YR?wk%K7~)rgwO0i*?g^j?^NALOA2w2^4&vieX$hJW~87>9q@
zQ4^<T^GpeyF3yzBEA<6fT_~9=?t76O{UR(ShAtD<ip|z7I;u=wUvBsJYbZYd=RKah
zvkc&Q@$hLX6JZj95dJeAX%L0*ug;lWKJ=$1#HatOj9$67OOM2-^aZr4V@USMA%$bS
z|8-Q7ejcWCaGfE-0^;zDY&Xy6^Gkg-F1?*2E!N3{GX~kBcN-o2;nkx*ukXkH)2Te1
z;Kl(lfkdTl2R!#-5;urocK}Hoi(6VL$=>lT|L@mo-`9-T4fZQPB)v}`1F{?8EMk2-
zkF`4)5_>V7xwlLw<H?I;`8PZ#xQinHY!A9k^0cfZKUK`L`S@p1juu-(c;Yn}^8N;F
zqc=gII4i6{HtV$z8fMV>vT!oE9}yieQj9SWwB+7UMtglszJM_%gcPJeN#xeE1GQ&s
zVPK60PAI+J?4>%QBPp7CQg99W9vQ*J%!|&<kc?CIEKHy4n)y~|y^32IuB<#Za&RnX
z9>jQzMpV!!yhFdW%tr+YgL%%4qH}D#_);<YFM+J<A+0?%eeD~H5u@yzi4}$rm^8;z
zBFA#k51$#y0G1lqL6<hGG_Aq~$9uZ-3Z!O<KrWFTprW6=3S-qwAW0)cvQ#`9-rQj%
z7~d^*^13Mao1U-<*GQjx|AUh&eWr0f@a*d_j%7n==+%T~lH?ds*FE(lO*pkRN^P{n
ztW`ih;UXKjKBq<EN6=e8A-Zg%%S^p1xR-#Z+F~SR(rlQM{>vK`gA=^O)O3DvJ(F>r
zJ{!)fs!K#n;=Uel6}{1gLS)=goTmCX*ZBsQn&M58Tn3dH`}9=Db4X*x<;Br9b)8KR
zXCNBKA^Uk&|3Yl7Eqawq375I?LR^#Cti#^tn=wzozq8^y^!-Arg^JU9>q39x0(1GZ
zPup(xYB}CC?<5vN;{YY1SMj2l&Gu+{DY_L>(j%E;39mL4w_Lced9(UJHz}3)9LOJx
zgN){)BqhXoWmV@ia~uxYJ^<PaMQ32LLL;z_YpkdO3GV?Er{RHn93&kO3e(VJtK@u?
zg^kMfGB_Wt=~D;Svg;_TYypG-WZnf=H_RaGx|3)TS!vU2;xKjSMSa7JRf@Bt=@A|^
zsr>I+3~0N$i0aOIYFFT9FA-a3U(oBu^VqO`&aP5%F#63ZRVcP7SGjVRup{a1#t*5O
zCoIi#ocM$74)@bpMeL|Xgql@|;0}yPf$cq6n2{JeY<?7<QOx2UT#ac!RfHN*I4a~e
zB0ofpwL&TKL|Sx_ekux6>}}>a49jS)Ku3x2U@;irTS3j&c`R*BXKN(@ut1eJT0)wG
z&i1V4sD4GE{e7%}7Xc!Nei|+ITDdd_{CR1FT8O*}PLETMRojrQL>Qq<F2R<yI@0r~
zP`qi~MncjZK{+Sf{G=8~<gP2t5rQGdaF}q;L9gSnCW&)uv|s{fK=lZl&_qYuaub~~
zMT`NgA3`5y9mz>7Ff4P2;lz&tb`)e2#vTxqo(Ls;$jMF~fxa|m6S`yZn_2T9?9SDL
z)U}nVS63SLQI;R1Q&BME6ujr?U)(ieyW*=UQxaMcsl{75c`>$=@&@+3QBGPE3EQ=e
zHs25#Hll^@?OHZ7M3c^Mn2J1+5~M8yIv<>D7G3#4x9pYA<?8vo{DuTlo*hB2GTl)t
z_PQ0oPo5@DPYNNt8>d5^`CNZo&kGbQ@osJiZ+u^p7$Rsb$sH|J7>Ngrrp+W9{N;AY
zu|Oc*kPaijLxxZWo(7>SHyMI7lMTS4_@lHYwvrdISEk5hL+rWiwb#e3XsqeN)I=$w
zb0otBztHjnETcoCo%>@nBviogak+7ibYSBZco{qE2`6G>5~Q4%l`b~1m=(`vuEU6F
zd)+-5y9M*P#$8pMUcgF`+c~wok-hnvV=z3M)DckvwMih~U5tA_a4R~}LfL>B;fM^-
zr<kTk*#Rzu*t-@>Dsp%P4)QjzkaAGWEVFOVb`STT!-WM6;kr9MDP7!J7P;v;_CORa
zi{N}}EVHl#p881`>HzCF_(E!Sv27<uL#X0m+Mc0YDn5lqqXn1VJDQv9x`Y-Bg+YZY
z{NM=OBUrQv@Zhu+4ZK60l|MMQPeNPz+B`Uubr+4Ek82%#%*SqHlJ*Lv-26z`1^}CB
zGXDGyw0^h%9fTdIFr#_LBo-kH?X$nvW7C%ndPu<!!Y4%)+E+GX6Pp8o1eU_W!n3@S
zoOx0L{9Y3a7uJ7c_{Nw{GIOG<LF7<5IgOI0YiaUGTXbTOv3&5&`;eRr#LB9CnR-<<
zJ4q^7TBG(X2@9sos8NWE1Opk(C8STs2DO~4c=U&{Gpeg6<&f-x7BXm+G&9!sqKsvg
z)oY$VaO{YCkYi*?*TsXqO;8(#kwl>bHtOa5q@eC7&|WjF>ee^tWvvD?lDtKDr%+h{
z=_3Smdc^dsK4L=D5Z2$a?On-~{7}+78!eL>91^>$mdch%pNyJdbd%~&Ck+A4SLT~t
z9mL`7H;{yEl`sZgsoIFZW^8`ixJ9Q;Vy?k043ih&FOV%6Cw)%}E^B5~n!=}$L_0-N
zv2alUy|)L0blpy^xi&&t@ufQ**A~d=!%SRFWT7kklK$+UcJfwL5XhFz)*RYIwxw~$
zzmgVsUJrpH$l%(;LD;)##}UfoW*nYdEA%p%GH(n0J#k447Fk*RfXU4|6eh?O8=<GF
zbVp#st&<IWrtniMswkcMM{cD`4_JS+tQ@hmkc!xq#rZBvkee7|UF!Itx7|DO;;*A3
zIL#vW&s-oKjyT&%Y`4%k3?dt$39BA1e9*h${u&_l%{w=Sm5*Lpvf2fugZfmHz>pc(
z4LRK$h)DzR1d?2C1s>O}@jOa-NUU>sKGWY$?Gz=Q+>`k3<IK<)ni(~wQMd{WKgL<v
z6%&)NV%G_Y=;L;O@`icvx3n3IIP0P%!Eg~5QDLA@=yFwRgRM@g=lIz|+XvYsY5Sa^
z9o7F8sp6qtay`BP+^fqlo_?=Nin7T)p8OME)zfGiv>ipHX_-CV<WyvkOB}t-CuXJ1
zQ=G-tFVYRaJRD-hIxbwf{pmp7;ZRBru74TX(2X#e=WB+oCqEI3x*7+*fnl&;3kVCF
zB>OyCVyM9ogp|A}L?OzOu=q-t!b7G4?4;P;djce(BNP4rX^ehTM_Z3lt(#S;zZrVd
zrDC~@eP~`*ADGUfwOErX+)1i#FG1<fdzXv)CrhCc%u|9gj)P!_3M{icqw%T$tx0-1
zyp-vRpxvzl2@5==-A*-1Eb@-SrcTRA+g?P5L~_Ah-P21bAL|Iww>R_KW2l<Fl2`Hc
zlM-SA56~yYi%cNgPHN8NTv?z<J)I#eWM`(UYT8%m4C`pARn|_vneCc_mnPv_&5n#f
z$LYSB<nvWV936hjenN?^TIqTH5(W$a<+D~4xs9yj#v9a@ftbjuaz{5i%b19bfZWY~
zJC%YGI-lHS+x-H^IRT~lUB{S*K#$n8M48nHMUbhs)b|np);`;0H#|0y_^qqz?_~(b
zKYtIlf^e}(6_P^AOUc~BJ0fepN3^6MvC?xP5=%9f+!Xg_mU9b4o6@Bepvd?}E$1up
zVU(u9_2pHzNz*g?!|KWv#)NoICNv!`+F@EiPBA~sDA8^L#N%FwX(!k4YQNgKQMulH
zxZydi?P0%s>G3Rv>om_)d{9#}(#hL8L2Hrg#ciBW8rGK&&xsza>o(de0zcO6JIwVQ
zTDz)VoSz2@HOiP~XeNL%$=X3W`kT;RTwoSSXemrCUs{!X(*Z!n)DaklI<+=#7D#j0
zLcq4Ki+GF0!cu7N1@QXW<ZeM!UQyRBbmN`+jNktX^1{5h=vHR)fO}Y=+V3;kZA{x~
z<)RK!ka#aV_rWt`+P2WMUmC72wo8q5od<bmkDs1$9Z3aHqeXV-_mu>tYBlaHn+1G`
zUF2t~^k#itCS8I6=e>3_sWdU#*nz6Ud?OSy3vW9``Hf?;EtNldCXoT4FP?~Wg{81?
zOtd(oU4msTXGWM+Dw(7DrPF`5QzB3p5X!I`T!(bbFxGm2il7hmS4m;2!M06-@uRDX
z_6S*7;WXeAWoy*guAL^(yJb*6*9bHgFoNQ1*pc{dj_ehx=|V)Z0~yLaa8(PqfrApw
zzwj97&jCazat&Tew>quG-gyrr`FicJ*M_o=pKC``ckxL%#9wuyp=R94)(b0)!GZnA
z@)sRl{|>~VDTnPkiCb4R*mo4Qn9R3rEoiMAVBc6Ug8Zg&YejP>;)d#S-U&HO>b{XK
zws}u%58wxd?+Wx@#!}6^WQi49h79%r6NN|Yi_!!$?V*-b>Dw;4J^Si^5K(@l(uRu$
zTzI_!Yq~uw3$b_*)N1W(cXNyz63$qi=NX-Zvm5UCl6UWmFt@~bxyK<ig>UFkoEIxA
z75kiBW_KH>;r~Jt5R?i3pA5~&_&<YaHg?wkT7{a?(XPVjK=kA9Gs;6RRd;tCVt@}s
zSW5^<1|G=p&3K+(Pj@w7|HUtqmZaKdJsn2C-W=OjlB}dk?d>c-kIdLLxBA%t-G2F=
zm&)n&^M3yhwbANqy9a;e_)4=<2Ir>WSCnHTWG(tU$M%yMCxa&<<^6ss9KUiTdf1%m
z^YeIb!_2SLWwagr$I)&%HpW8mt{;c1>G<|8#AW)wi>3d`(cy*UZZ=&^eNX4{;@)mn
z<TIo8{M|l{P4&W9V74(zH8A9CwIO8hG(S%tLcr9nS%|!BzE@tWWvlk|{C+>@i<kVr
zj)kA4Uj%jb^!jum87;^UW<ME{jE=m@k1|=mQhvP7k4*|cxMeq)&GB|8@#jP#znWR<
z2X@&XbV_e@X)&4AznXfqrj7(rTdsdL+!oX;4OqCDfSLZ#cImsbH&po&yJ2XM47$k?
z;qST>l5{WjmO0Io*U#9gpX5RQPS)+6E?&yh`}?(Yvu~91-j*nWeGb{V1ZwXXrxABd
z4n6%%@ksmqemw2_Ikp$;V!QDJO=EU7t+x=nE6mJa9+B8*NNW9p?z^HEnu*?qj2N0+
zdT!^yYX{}zQe%TADMYYu=<^<~P4P-%iO?TUrA!<Ngf+!vHT=WtO#nwJZ(!&-eQCNR
zI}cxGVi{|=J~zG7u+jK_!fFry3qc~iDnTRnL>Xu}k&zg(y4MuP6u=L~>#vrPW*n!n
zWuczOOmqLYRZs8q;Ozn~R@2ThO&q#an5mC;YjXFixn!4Px;CQw9d>tPdXx$K8Zl^N
z#^#k)UA@huElO&szrd%)BLCWLBgQsMGJ}e`ZHV?vW_$YFIf2b8jx@VCw_30n*|stm
zu|!VTB*?CIz@FkS=1Jlv_OCxb>w9#%h<(%zO<_mp>&vZ2n!%o{#<V&)ld#O;HME!G
zZ5>IR>kzej(<RgTmBS=dGXB2;tK$OVywOPN&2k5#tffwdi;(NqbuIB`EN*1O)|t*-
z(M_x2FahU43!35Pnp_B25s=RsFc=2D2_z2)U58$AeZOVl3o9p%A-RMdMW?^*Ds}>L
z$Am~1NKDY7h<m6`q4Ezjj8Z_h$H|#ZFjYS;$<-nEg_4FNCDh@jnA(b(QLIC;$*NtS
zp)lYQ#dI#{kSAz17#E1hx8UmXpu-t}>Hy$|XsvKx_9+BYW}+bc8I&6K)V8&W`(e1<
zz|~+xH&5f`vNmJLz!qKr?GJ#SRI#p|wJ54v7`H>@Pg2V0&{!bwLRh?v^dSgikrt*A
zI_|KXroc%awO)w2mVo)@wEQfPj|Me>c~B;_lgqV}!#EO$N%|F}8UF%i?P&!mj_6ks
zma{J^BtL*BB%Qc<2E3uO+>slNfwLJbkvcY@^SCyEG!Q=Wu2+u=*!?6L-09ZPzWTHM
zEU6|njD0O9l%?XL<WBCp-00;emTLYD#`;xot_em4Y3<;^VqsyCQ0q<_p4fW9q0-V9
z1mAG7^;WRt<4yD4c!s$1>J6s0p~9NsgH5KKv?Yf(4`rES;ra&m8&!D+$g&V$2z&f?
za3XWhJq#l|Pi+qKzC^`*JQH^op^v;_rIP+AS*E87KXD@N`r^ucjD$H_jm&AzWKl7b
zu7z-r8GindAQx^TEzH7;PA!oq?#;}gO>zl@#u6>T#|knYF*bGjuuvRMv!?3?a6s2w
z*CWOXmc@4rRI<8)WuM3P^Eg1QnL%vb9Lk`IY@a3DP<hRLL57=GFa-{zSzp)nNN)wq
zJ##LQJ)BvI>ZI%tMbyBc#`zeZ7VSFm$d>?bP^@zoa{+gp!kL3cul~B@M9IIRpVd<d
zr;|&&DYzEx8%Liui~4awsq2ka8tv#ykIglFGD6kgyWtFHDCZ)qeMSLPTCTY@7X+zu
z1r~K>JoD%NDzWyfwdStlJBS31q}k*f>K-nHoG+$5do%RI1{tL6O+yJmb}SvI$)e8}
z3lSQH>V})trLt!vA<26HvHNAQ%YaUyyJ#0IA`R{wZGw;@s*=T(=(pmYjVw!4;~Q8$
zmW|vvo?D3vhCy(%78Fn3FeH7)X78ag3b(scYs8RizBJm)+uUF@4#dzvoJ=NWBB=b8
z&TjC7aN|q$Hrhcxu|R@wSXp#A9RzgHAc!D#M;6&AjCt;D&w+KZ@<Nf?jz^!F+|!9%
zeA9W0U{gxPleH0{_Tcbg-2wJFHgU8jSO#Q};2>uNW5|VW-*J8PC|edP$yNQ+VyLUl
z0J2>W!q}?-`L{n?3OwJJ1!%)!W5q@Z);q1ouAN{3T7(Gv`5zoiY9?M}Pj2&3iGjHZ
z5UoJmrk)tSoh1Gzv75`-o`Ekl&gE~{3qfaZ2zki*Ntq(+R#{U~dp@&;(@{24ud5wE
zwnYV>o8T<BnZdR0NfFyIi5+-JVs)%^8hVY3FsEj*tnp(jNy3^h5<B`FJ&15uq;IS}
zF6Z}1{_JAK<LvQOPp9_D<&L<<^}(uy$xW}stQ^;b>n?8{?i6?nJ}2{NxI6>M)`7oC
zctRD&PTc3ejqA9%0?<^UymeNNrZ(j^38e8TFV0?76pY+(c5&rn5b2Z1=(f+#`*|0X
z;uW}aAv=CaA~sy|wu~4m#|>W0&rRW0Z7Et2YBWMjA><kM$O0mb*o<T3Q#cz@L*cfX
zQhuBh31)tIMQ6?wK7&YoJ@H7Q(#4obHQyI>DYZ<J6}8k85w{Q+oS4@d`ti~uG7izP
zH85U(Bo+^AwP-}gCiO@OCg3@70=)dhR`|r?Nk*x1DTC{U)`4U6OL-?uE#mH%iDCXI
z<PiyrJQI|&9IcqfY=RHM?wueBx_X~@CiR-72~4b3bCi}og*~WtyCSXV-jpEH#=Ulm
zPpfo`FMd$^YN)&Oj~5LC5VzIJo2!>x7tO56>PoAS9~V`0m!Wv4ECS>1z?hE<!{Ftk
zs-pcQq6|f<lnur!0xC$|bh@AfA`K7yZc4t(m;BYxok%SaMa}%I$6~-;XrX2tr5ImJ
zZ)W22uoJ|5^d>aBKojY{QkF=~uI_p*Cyr-@vI&P^qk<M(AI?zS@9==IO$Q(R-4s=7
ze;E?)L1D03e)}_-#I)Icr9#@!&0Jboy!JwFL}f%<N~91eLP6rC(_@;hK0`mDGulJ0
z;CHyLAroDC=Rv6w{XX-M2obe0;x<i8!7+y*gGRSV6;yLIo-EdIlXM><Fcxd{JnRzw
zsVuBtWVEe5zUXM+5GjUQnOohJiJt|ZG}iu27b9ovLJ4?HFOMn6HrA35_m&Uoz^T*4
zR5-nT+Hl!T=a-Ku>=He{v<XCu*02@zHBxwU>MGdoWG5>CsKHNK&dk>z?X;f9T^_li
zp*OWo6+)y5xmql=ic4g#nWb-VT2sA0rOFxp2XfAYR78JMwTKUS(<v^;iFKQ97`l`_
zll%(<DsmOIfWjeB)waol?liEyeW!I8%Z_}OZ3+a<VIPc*1l)+2D@I6UoYVc=A@23i
zP)TzIngie%(qe2I85nMyC1WV;(PCP$6ybJ$8>u@_SD4Hhx8TOaZ4+F)#cl#RenLcZ
zZ64tPGg|ZNZ2k)<!$EeMkPnnzOnQcD>)^PGh%JO9_kd#BdEt*6jy&c>DXMUEODzm1
zN-Trwn#sRiOn(AN*o_Q%@x8W$ETK?KC>Ysj%^d=W(F+T%b7MmmkN2(H!aH<%PAB0~
zqV*CN$h~^kXfr`0?ajY692^C2|IsUcd}T+EL}zjkz?x)6iPAWM5yKM&G~X>YimFu#
z6x&(m+`CaH)y{^|>b?L#N;f&n=N0AXLl6{nbDOdB6>)YCc$3v_KW@UeAyOIDFP^Q|
z$vp2@Q_z2LC$586=+G}*ykxn)c|BajZ3oqJNTC)@$f2&LIOuSa_=Fy%9w)6?zo`)W
zVjMXXeodBHQQ+EPdK=N`ULqMcxe_!3tG^{<vulx70<9W=byv6RRHT*%K7>Xc#YaMb
z4P;p&A|`ToGp_J7hSr8cf)AH?U1TVow<IM~Vt%H&A*wiGfX1GWV5L(`X)$AwK&pCS
zGk#W2kdtVRVs7jm&AH0x!wR@w<~WA3<=rf}q*LDzSKM`ty6JHez@lV^5kH*q+LLdX
zeJvewqT+@eJI@mu-yj1c&WFH}^8I=I9?Oc*Ub$JUjlT{0yzsUm1<PZC)pY{cB{cnV
z*#1o5LoBcJpk&>y`Uk=cSV+yiylBx4t{%eeE%U*HudVjb<<`p(9uQE=!cmOf0a!)U
z;ez<>Y0u}p3i_U=C_8B;S3<ZlW;z@8*>#6^BwB0+t&dIMF{y=dVga>i-6SgGth{B+
zerJRRVDkc{Yt{S48Og+wq@fgfuEqxvUWSsz2TrGr<t*2iXTNte7!a<831BD_9m0i?
z%;Oi1=#Cv)IZ+Z5!!bQp8B^zWjklPB518?nBXpy!$hARiLK^iehfTi^TKD9V34j@o
zq{Au!ZuVAG9dtLDQa*bR2FMZ@&lxJyoZVVW1s}$ozvt3g#X#R^xVzj?YCv7;Uzx49
z7mHhOsz?>-sKws#Wzj4bsK*c=TWe~1xCdDUQ{F-R6#c_X*&2Pb>e(}K+zJj_v_#z1
zN|XVwEX;NUfDZwW`mQBhspsNPyv&>NFAbH-eCOC5H$!+{4EJCQK}@)Pm8m}BrAoHz
zKq}fgL;m#bfP!(#>QAj^ncV5Gp_nJ{1T*tPQ{xcy0A*WT2#mf@au;qNH_uPjR&6YC
z;d)-YJXE^T6}DgkHqr?pa8IyuKi#vdZ)hJ}SzXe>6hPy+z}uAq^Q_yDxTRp)hcuOD
z6r+zQDQ75MdwlJDJI_ST8(8wx3hKul-R$P=CvJ{KX_}_}Dxf=A>TX$kCB+e$gKJ{f
z$q=>a`;$H~#uVEBg;1IQXN1bZ$@E_db>ttRTDKwkz1H11?^U1C(K3Xg2@#Zpl3+_g
z_&OMK)31jX!+(D+>oO;;%rISZ<_wFci7^+wpO9S(&kg_l2wnTf6eKe?sU3Vxou0oU
zXEs0Wp1}KYe5Y9{F=tcqE6b7n<I|Hb$Z*KaBbnmj(_OhJ8(4IrzTBUm<#T;E|H>Gn
zjT?H5bQ`{|iICZgud%waI(rwQQ~lrVvg+n64%DVXb2fRgb^VX8v7)(Lref~*_vLeM
z^71?jjiDzV%F)<F^U5n3vu2LXI#Tz(t)xEfUjN;xcf~>R6MovuIM2~15e!wO0?}c-
z=ju!h!(WbbW9lS`oJ`Bo6((4%krG}iwmBPtki+8m8VMo@QZn1}%zdKL^Ww~$nQ=m#
zQXdP!gFcPCgtP{LMI+CY2S_JA@>z4?_T|V=gK7lml|D)5)1|nXq4$w#y@OYT<?Uo{
zF*tOTF0aT_VHJ0IyBe%%@X{xwDe;J#+|8_p#z2GGYm1X)Ool_*EbcP5X^dHVwkM>%
z@ba6yEk@(^g0*>R9{j>iZzt<f1HSsgbPYZsm)otC7}#WF|0edG;tpr4v6%g@SI<M+
z$}V#EX$(4#eD<Bv|F^@>XZJnZLXR`@P!;Da{BB<FkFrTn-Y+ncdqS(vM{=sH*!$-B
znEH!>jBAANMo|X&!jTWX-N9@N>5F9xIl0=YDgDj9T;ZQ*&%axP0T$qY?|B^<g%<Hl
zGd8zXsLu3w;8o}pJkA__e3Fec;?QJGX&7i2_#93OEDA>IAKti|OSo`|FLBdB)Zv>k
z?6L6DfdN1!6akp%!cNrGK_Qz7NaEw6l@ub504Q`&hTCb2ohOF9%=h^qq@J;$I!tws
z$zZ55mgdnQYz^WohcP#c3lK~mAVLkkMtBi60ti&MnJa0R_c8uB=paF`6F|^~FV#0{
z`4K{mjR;r(I|bZ33PM38;sAsm1_883c7zL6ynQM}yZ{^?W}~2RY4M^2-8-TX3HJZ5
zKvCkPf%d>aDTfZ708ofHq5jDPSOot!8G-f&Jg94h4kHXv!VTbONilXx3Xp4n5FrM>
zI3W@UtGpO%X;%(03Y>J1!PsX74mxlF!la@C2OXFYwiVI+b^_2)3AlhkM?r^V<z|Yd
zB)KbH3K8#s`+Hd^s1_IW0$QknHx8&o0)sEy4JF(-M5r;+0a}@bLI)kV03i}_!Toj&
z2wMR-20l6oLBb^9f5He5>`8Cm)mm*Q|DmKZqxMLK5|l?IM2LYePKZ=|(Vyl12SF0(
zUnr0v*a#r(W;0#?{HCD5K?nW=I}SKH21-dG@^8Lz&_MfSNPP&Q%<Q+q|K=7GZ?B|q
zX7Q{5F*>Fg0Rnh<JD+yp5c9uuieciX0ROK#ZXkrnuCVG>6HMaEw!^9OApEiKk7JRg
ztG1myNJWpu=Ej!!{Cx8Izfaq*`20T(rDjU|+pA-bPmiGpR1k#npW#S@cp(sOrfwQi
zpW*r?-xPK)hd5?yibk)m`5m9!@y2$Yjlbxt^el9*D4+!%$8lLu%po0>(i$)?j=P<j
zN+Hid>-=*9ySEeHICy98xhdp(ZU~Anc0>*B3Q5$@I2qKWd2i47r}4LPyFMJS)>ZQb
zh7~bR_*=&W?pR?_pzs$*HtLpAK}NqXi}L>OFLmaV<al|=q9b0WU?;r{s2II#@itD4
zDf$No?XCLr#c)~ZowwB=6tNFtpiu<FWUO5--f=FIP?bySVsxR_i133q?Xo9`uzNS0
zsP{Y*#A_iJ&`C6bXwvnc?R{HrHs>o{@RrE96&!lQz|;$VwDg}M_aA-2ez`N^i-ZFw
zxSkJNr6YEqv)jftW04!23oqaMcNS-o9%JXcJ}u&b66GEek;O6oTbVZqOSo1XBfMsq
zDL5!S`P;ZFSF(4Qq876@V_tYG8r+$Id8);CTjsnw5V!9(DhTtRIeGkyCXH1g1+)2I
zIH)8cr(~bwM;bke(|^Ul?xMxu%#zf0d#u_@z09V_=A$pK8dfMJrqZ8)$mUYFlGRNB
zCa56kn0|n*+DN+v>5+2h_(lSNcbcNxN;tcavbKt_?dMzNt}#V@z`|QhE$?wWd8Tl$
zN{5ua;a~$?b1Tt*Dg$-bmzn&8Z@3{s3XD`yf~28lAuBE>w>WPIRS8gYJyogz!cBuC
z*Tv~NduA*LczT|=#A`7(e~8*My}e1>TOsv8*g4)Xex!~-2$@9ZO_(W(C-LOSs$w$H
zBs{vAG$bRC&NDzHPf$_LGd;%JOe`rErI{w72L<GymHfaQ1*5<r%3MqCra5<tUgjNH
zAF=09M+2uRv8#s+SQLZ|kwBLy{^&o5cYE0A1mVo#V#kX!k%uS}k|Du{I_Wa~MQgiO
z8A!|%2;0cV166;8$w~rt!%W2PCL`MxEOj`}m6x3TD1OzX*Bw9O0*OYA99{($qR|#;
z=mAZ1;9ATF*2%n^t(a3ug)IBx4QwoK<^xekCDxUWUe2`O!B8t4FBD;{pwrx4$pmpP
zc4lO)!$56CO1PpA8uY71N)<nBGLWO9k7y2eXZY%;=VLe$Aqg!m@DJauGob^xaNny+
zLf?+*U1xuRmV`8oqC+Qz=t=3myH~ho`Nd_RiI2f{qkcV@?^%<a=+g;}NKHTwLYp;d
zOR*V}zC`bHJg)oHO&ydvO%F+tdkNkvAL*||8@d+@)UZJ@F%ODOxqpaS5Yw@ex1+1Y
zW`)(*X3-!VIU~uKk1|)njoup|VnCgpG9C^iOk;Kt5!7|?Fs9k-IHPjNiMKVKOLO*Q
z1vx$UXqkUsC*)C`tBbnN7$l+5G`|27<#f0f{&Nh@rJhFRl&eDn>rr`3jX>P_<nPq3
z$ccwze+qz|X4WW@k+c@!j4y8BRvfe)N|NDDOxbqdk_{sEOT&lg))rAa3*b=lJj|s2
z10ed)h6q9O&WV-du|xSfuSSCno$IBcX@Rv(BYnRrqzt~dKxb>=9pMIG;22ZV1=NkJ
zU>Ozp)0`~QF{#C}ZYEE5u_o!5x-MyEsNx?KcG~p3PxfAp>1D4bo^JdQRx3Jds~R~Q
z?Zj@@NX(EnjC(Z3dD!v5)f|{ZSxeT$4C^kSPDeMO{C?(0tu+Pdd-d6vLw5$PP>_$X
z;ZXto9rGfcHj=kYQolw39@PQbwP$77VphS!6nkx?*KuSwa^S1P5Tfm3x4=%ZD9veP
zB%VcQO%am6{z)H6U!H@4wENf}U8p?uh3KSA-zX%O+GW&6vA{p{qUtO9NLkYTtVwEG
zKZ{bLG~N0m{dEJ_10e;5K5}Hl1YLI3j~CxI+kG@3;|x$eUVKsgBz37&sPR#_+csd$
zi?waM_QVaAPZH?B(hS8p?wx6^T%1K4xM>zc8MIWzZk)_}z{NIEm1cWBB~8|g5lI!e
zixtUm{VPkdvDReWymkyU=L!xBtC9o;)r$*Yr!K+YW>0rBoT{E;;5d*+FtKlnr~5Ki
zBiinkQstvNdCEs#7q&ss&s=`c#|7$?6$a#0h9Hvw?2Z9>Oc}kna$_uXH}ZLLb>ism
zA*mvH!u4cAk2!~^x4`0BMS+@CTu?0uOR^jrBCSeYSGi&%BAqGXxU@O3PzaS#F$n+A
zN2YIn4;@G7I=Fmz1t_QY{zwIz?L)0N3^spIVG(}19wNHitV#eef~<j}c18uU45sBI
z2w^N)Wv1C%(S00+ty0VY7^paHrjasy<xgrOLHrUPTaI8{12-%fW_Rr1K!4--r@0_4
zbzM!%?KdiQ^iTK~V@~3XWBb#DS8rxKZMLW+>b~tA<bCXARbXIzw)KsxRKxtR-Z_bZ
zqz^-53WYB(K?@4)BQt-3ktSx7cOBIonNe^ow-z@JWIEwrDOZ}K9>&(=klpm1dy|tD
zczYF64x&d4^|T_ts$CW6LUV%g3I6)V{ScCpPI!_dc?ZT~K@E*p-pk6kIA2BB7}Wtr
zmI)=}!WDAAqvTqDnD(E*WtCo(9(8kHh3H(QC&<}jzhVIOAiB}P5(3$?N#?-N10mN!
z7jKm}y~1-Xjhuxqi4(BfMYc<%5<`qD5DW}nqj0LvmQU1WVxrY`EDS?1%eSh5SpHIF
zQtU?Kg?ovBP0iKo0yp1{hD~Wu!vdt98U-DNggS6g8T_s}R%9yPg_)J`?3Lo%gitm8
z2GuEb<UCOo79!1W=fFuUo6Kya!@o`)*vN%O+lvzRFoQU*_WOE$EF$oeH`$g(RRdIj
z)4mW1Fh!>%1Y-y3A3|h(B-A&*fIK37EK(!d_o;vm41!^}*+-x^(Mnd87jDF*(L36_
z>doBXF$tBzO0Ne7%nRP&9=}TZue-@IvVdw*mr3w!%aTxvdwHIU@H#7wwP+512*m}L
zLKVw7KChOX{lorXUvATBTVrH#(P^h+XCFlODZttn1yL!{hHk}0JPUVvtvOyRG(5Sf
zN1gxb>r~`PUVnt?SW+Wx2EN$3Lp}b%9+%!o@`3*mn|v`{z*Z%5N4<h2pf&#(NHr<b
z^ey9__zq&r--A>U9{^1~FHsC*hY<tYss|7O&TpdV`BNN6!GOsBc2XeK(Z%}*>5jw(
zc5nx(`y~Ld(VN{%^|3RY2`DT%E?g=NjK}$6z2)Yd$~?n#r^v`aPLm7oTy(gG!l2~P
zR^|G(gQA8L@#Fl=9NKHA4yo<g4>%W8W|JD81%9ze*^gmHi*447yZ6_WOJr>$cukkm
z!0%a$$^=TQbaPJr62w&VWEA2f-Wa)lkk`@DZ@5bZPQQ_FQ*WI5mb>jwJ4Fhj>vt5^
zh4XcN6#MN9xDhmAuLWX{2wJGHLdPPPt#w{6-PXvfU(Vh#^mFE2>2|b#BS~3SrIH+v
zrp_vc54QgmsCKz|l9tkDr$z#lUzPsDmDSpGjJjZ{amli^M5jyc`waNo1P39<@r^!w
z^11k$$!8rM-B$oAqgSDnHd<m4$#PfYth~lRzA?1^@TuduW3Xh$vuVdQ=4W-1ntZ(B
zlQEG=*bc?PWA*Z=ryuFak!j2Gp<SI1oK3ni+>W*jj=+Upyyea}_5(9{R>gLuyVI~+
z6jY)r5M_lGc9R^+Bx2Xkt3TkKeJ=d}1-<`gf7mgzbN;uN!#z5ial~zizN_kI;9^tU
z>jCouKp0>+BmvieKttofZY&SdYyr99Uw$6usPx-O<-@@<R@zrY@(ps^<B+^apO0eK
zzZin@qcmEPhhuF+x8P2H|N3Y1zm1)XUm)wQ3B4y``5DDv6UVF2k`Kk8iGQ{n-Si#e
z=ZE*<{~UuVnW8MJ6&UC=j`%4+|B2@Mx!>HM3e6k8Z}aD;c}u)+8;XB9eFZlD_)mIH
zk67+6%*@dIIV{BYCKlYA&Ox(cpDt)?=UEq}gU$}PYd;&?kw6GRBDXEq+>@4BOg3|3
zWX`^;KML2AxTH@TBW)vDh`}=W2hhkm?@4OC7=tx(Tj0imFxCF*C%MAhZ17{~%-&W#
z@RB{=4rAl{&?B{ZT93j?w|HAxtQhbz=M|*<L{B>nHJH*p-CHs4raPR?#-k2jm(w2l
z7u&(yW-$65xtO=o|9bxe=l^Uz>oL}5UJ=VZik|WK&oRtk#`<PsUQ2d(+l@!>LRT~I
zdzZSv+st4_|D!o{hntPogL&-z{BtOse?)Zt&>v1|-Tq?hHG5Zc-6Z9g=j&@4C#E8<
z-rkKmE!o1Umz>=3a|7zrtc6^@dUh%=XXsjl_;ORwSsJ*ISF-FhU<9H`8|RcFKC`Cr
z-*-c0ufQqL25@&ieo00eG6_dMiH3ov$liI;U;rRI{-LcZ<|E@?r-}U+fB=;7r;Y$Y
z1UR7tj|?nrol-IY9Q}`;1fii2;0F5$5su0dr%92|vxB|}DHpV8T$(g9fY4+M;f}8;
z5w-?!DhJbYN*WMMp2I?SUlW`Nn*azZuhaiHRV_w?BOc^0EI{D#JPlmGP)Jd|10I+W
zc0XX=955w~2nPW4Y2e<ENO-8w`Dz2g%)e%NB@K#{i$(;Vd~-q|pu9dI?aC&j;XzN5
z_Ro34eV+d!a@**DCt*l92&lmU5As*`S%U)B6Bl{`r(T|kSJIHs0-OLX==70BM8M$j
z2y{a!7nK-omN?KwnHO#L5a8d~P|&A_1g#Zx|3W}PBf<#?eH3s=ZW<D5x%>Y^vH1PJ
zh7!8|Uqdm$9{#WM5$J5dgTCe=f1pAu<Wy*KbxRr)npYN~0hv41j0h-zyXyWA=OaQN
zB?z`P;zJ+*nSdBKIOvHHVOu>l_`gl(LGV!$(n6yP>5dDv_|G*Q6l$W;{a;h+e^j^l
z-}dGQC#3y16##G#KKSB#gna;-9B`$x6O(5R3*k;r)PLS2gf1qd{9C{7A)z~;yif=T
zlYQuaB@}8gnjCSZv#<aFG`auJ8-P~A|9D;i3K|ive-JK#o4)+}{aavhS=u2&dRh{*
zl$E#FpWEmCI2?c1|L0s{M6%=e>Hgd8?O6r_H6$VXJA1Q_l5p!sd!sM3(f`WavB5v%
z+u1c=-Bv$QU)?W`xY+j+YsbXMx9G<DQ{IqNihLsWJqF1mrSR+Wob`8^Hp<D!&QYm>
ziG2#m42rpZ|ED3P>dqR%8LDZLqvhzQ2;H#HwWwI**U{&9|8BcWxk7F5Vi@g1MeDi~
z{zfK`I~9&)Vn$M%7wMYyy-nZmed^V}MP8m~>mWMo$WhX7;BuWVhGX>zO}PA1U8hZ-
zer3#{9{<n3qo;7268#X2e!@>^N!A(CF8a{x)e0rQR|!k+bc2_rn*GYZ1Se67?GjDB
zLcKh}vL)s6u`{)kvL`;=6UXdi0DxXR&JloQZy-Fd`c^p0&~U_lQFET8+Secs1rs$|
zO9Xht8!c%f9p&15&o-PVm^RTIsw?IwO;Bz+jcp8g7p9Z>MjMc5s~MnLEE7TzcAU9p
zoY}Zlyn@ox=M>U-`QXswrr|<{{<Y<uFw#|OQO+gn2}?k4sNh*)EV^D!D-wIv_eM%U
zpb@U8sfQ~cS6VF<=AOd-DKl|JuqYFWNYo2D`sN=kWUQOaR2dRFk~^RU*<58%U<!_8
zpHw7wv)xw_ICVPW{&pXLu`%J~IArJkQ1f)=N5x+0()(p-9IsivM}gNsh3AOXIz%rg
z7Bca0gzG4f%8^imwTW|hd;r<d5yfJ%Fmc8)hd4R;atluCg|)>d!f1&}(0rho0>~!=
z_B#{&JF3J%|0<pZ+JNFyClORRo!nrMCaO*?{MpTD-sRMRg*1VDRqmyI=A#U9Q>kAU
zl@|&mPMrigLJ};70}`i6Nn(@G#N<e4bN?bETwZsN3WtbmzQ5p8n_K}<Zzw81$wf@s
zfJlC6+ATv`IQ7sBIj%M_%U~FlMy0eBV3z)c$S-WN%omV~nH_tQ3QAUk^+t|%{G@>o
zfjTOR&fMx;9h3rVimHHRN``M0Sqc16e`+*@lxR~oue~Io!}{*>nZ@hqQpK}~VnE&C
zY|-T|OOBsY+iviyD^;W7c2_B7U1PjDF%}FU@`w14Ate+bXSXBlh$>T6ioi+1x#|sr
z`VS+H<ySG!Is<5<F<1sa_-E;XPEv;BopcevBu=yd%QM$KA%WH`Qob$}^4BX5w|6vs
z-_7fFTF&?+#q^s@GE>~spzbN?`3R_iQ*8=>bIQ>@#?A{D`O|GCj&c*{aF3JzB8YOW
zFPy4am~(EzCK=><!x2Xub9%QQ;n-xsRHUJ)#!MEo!*jY=M%$hZC!ZoTvM|QPOa*f}
zGc||0%`Lv83nhFxC%lbH$_F#~3W3!qktxKcnjereF=<RD9_7REcJU;+m@xlL%UT=(
z*b#q!L^pat4~0>oJ$XOnfCW<cIg*pIT??{O`=ysnNXqoK-^jzt^9w<eN~MP-$v|U|
z5xpXP{s@RrDYhmoj><TmRIfbHr!pG`b@lyG&4E>6oNTS`+mw;gY?*4`8bmKp3vl6J
za+5SR9#cwuL83}3Sw3{PJpG1lrNQ0$x@1ATSbD`y;J(mkZR+X*Xv$$Ky4RXDpgz*&
z+TMWIz7;VJDL4eN@LxTvU{hwC3LynO@nYT6Jf?6}<TGZz0RY%;k*)0{n#uzSkegN0
z*LQ$25fshJTP1{aQrLTEHBiEiv4tFi<#<Jey#{VqOl(`tTy?f55B9y+x}h_@#*)@t
z0=7*^V_yj^adIutrFerRM$UBz>A|z_!O^Z1ltJ-SVHoP@$IX&-fKJ4P_CXIPTslc4
zRmS{t9KXgE)n(XqiWlk_+iu0VF>D%c7Noo>m|J+%>m1+M-BW))YAdv{v|Jl4$}_t6
zR3W+sK@XZKyH`}!A-=#)6;&<~`EYD+S5_6zhqKCdo%Dq6@HC-ZsnszANmWDm$2?K>
zh$+i?<T_EHEcoXEmE)DBQ&*?H71qT9MTnvdz*u-NA`A#rTTHOS)tV<;ih-BS^S<Dn
z5&^AB@If2j99L;VYJU63Igyz!8U)pt1%sWS^rW-#iay5s^=p6S=XgabMekd>x+F~a
z?_%7R>rQkW!=h+!>JuV|!sHKgn@HU@3nAFD0W2F|i%xAa!KLowa)^)0|A(=63eP2s
zvUOwIwr$&3v2EK}v2AC?wr$(CZ96&X-UqwS?u)*zdgec?{+lts8snWEuq9A>7tL$h
zWqwB^OrfZ|DiM#BdL_n2kkRiM8tSsD;$Tbr`iv#!REB_5s|jU@X>0n!xje58Q^?p%
z_2(ajDBJIL>k7`CXXk~+MzD>lt*I?GU_IKa!)&jrj;$qevSAa`Kso4ea~gjMWeRL7
z!b#jRBviJF)v_@%;c&!2wUYbbcn(u~lHE!;r83%I7GtNrt^HQI#MYh%J^w;Hmq5Z|
zv3v1V7^)r?a5)!ZL<53r>b4EGAFwV5EUUD(mK+BSvX8Nb3|ZJedx<B_HNS2~G0|uy
zQ%#d#b8E2jtg3^yBFBBuI*an98mrZAl+HIZRJ!}ZGM8790mdi~Vs`jdk*NfCMDrcL
zjRu++weatw@a=k5imFtWWu=$x*VaD-Xw#-j#F;&NCXtd}JU^-(+JT|_E}C)fqu<9{
z+rTt1Mv-Hieb81dg87jXJ~3kR2uQr+Br(9}xJ9`TXrQtw%2yT`)S&ht<|*and@_va
zUKu$(sBq1RQBm8#JGN0XbpSi8b1Q<svQ~A7>8TA*{DX28SdfKsMuCpm73^2uDHv@7
zpjI!Z!ah>itA?r_z5Ll_O>iYOiDvYH$1NaaFn@%@9$)hZ2d{p(OPc}_w$XOgp$Ynn
zT?CmF`zg8IyGLaMsLfeWqk(^0K7fiJ2;=Pv+VQmZ>5&s{@;9f;DVgG2Jk$u=eQ6>Q
zK)dT=eQ8(`tLrK_mQa$b)RkUuFF|u3csYXe)KbB6<B1EM0u~$P9Z8_P`>&u{)6%)E
z8mn8H2r9-bBS-g4Q2TY@_QpvoAGT<|S2tpM#0?4zBeX`#VZBp;1^qa&QYoF<^?g6-
z<0JuYm8U9;<;>Srxw|@VzV4;~zr}-S`*NC`NQgjkrB$hFcxe&%0-?K+sfG$Jrsj%X
zmJ)dAnXLO7>1s*Grl=%L#q}<Y7vyx8#<{hN^z$@sJfkb|IafKKUNxNw%%_s&{Tn2E
z{!IU<>*L-o$2)OE&9!}9(mK%j;6+rYFEovAI40fryPV3$jbnGY(~-eK28OS`M*T`<
zIYUdHI1j#O?d8u5rm)#`Uly_#%$jbah0^Xb+>|Xb;PKwxta8pC=v^1xjZ%yJ@VJGw
zMF(ooO<7VMrTimx_!P5+E)&fuqmuRb!^An7z*W{rSs#(iRwjxc&DpS*`SU&=up)2d
z3wJtB;lKx`2<ntT7G~g<tEDbgLXzM-d5jgB&AHNR`a#9YKW-L8CmNSo%H1owB7&dq
zE$-JQ^8Xl$R}u<8Oi0`URhxfCQU>&-=gG?(Rmkq+3fsYBswpVk;~|4IJj6CE6KJzX
zt{IN@QIu!=5r<GTT6d71nRQD-TGBOsEK9iA;;yPpK{L0wnoaubwBHIG?PYjm;$!Mh
zSZW%%Xn#LSU#oTvAPRR=^=Ku_E5c?7-8BRXacWloywUR?cijCqlkxv7yU)zb{$H}k
zOWInI#3QIaD>btXf{t4iSR(u&LcN55<iMsHpR*kapG?@l;bTIV8Yfw`r^d#E+6xn2
z;g<Gy?H;G4d*TOQ+0CCBN*`C-dNEvnU(Qb-eY1*#t#|28?Qe4@w#2kn9>=k1DXqS(
zJLt~IRSmg6Rz6<57|+W`uA>)wsrYa|cQ+@)m<C@T$#I&0Ms5v;$(=qAe&=Cm{)Pj)
zpQ{|}N>1r&vVmAbF7AV$h7o>S@AD|5E%+T@j?X9z)Nf3>LMJTVfx)%KP@lV`AD`Wk
zTkwRpSISskhnGe$%c@4R;mU^d(ob+}L&S4XZ6Ds#GM(eA`sCs)plY+B)?9Qu<dblj
zn6lf*{Y}H6#)4q}{8@OEgEl7IsmuM8a?@UFj*BL_S$U9jm3W%z1;iid;nSo1!=KEh
zc-=miL7G{D{b%ku>zpca6>g;d7OUY+v}7;P{!8AYI&v-uBN6nsK9f?cff85DQZOA~
zS=NXSsh^GVwIN!SDL*y)WviUrJcw-JH2&z{dW81^ri2LswmryG&ugB_O~iy=9i}uc
z3S(*nliNyofAa$wWZUsx11IEJr}<ZbeVxBJmoR)a^L}iW{%fx@gp)bL=Mpst9s~^t
zk_0U~;iezfyyffh2;G#X-sQ-DCR5|h5V!Fl62vq@&R!=b{8IxKn%k$uA-Oqc_V11+
z_D10OzdrA8d~tbEj#E1~;qmFC9HuZjK6<*Hk=cin4E{*}C{6Y6s3!hgU@CkQYo5fe
ztp)uRnw)>lncq3dx#wlgY3)JdEB|!J2t7DXgfUBZrq8yxPapr$HpRuOV`fivrp7r6
z4~r#_I97U%LW-xVI&q&(&~u&<(Pc&q)@SXwwO~(m8sNMGVEys*dON#aNhL7W`?o=2
zd}VcT8~IS=;A~8xC4cO><YdJuUH^3w3h(=~!S7Y4lS?q6dam&s$9SEOO!eb<=!H7?
zexaaB9@-N%Lw15<T=ABwaz8|3D5E=gF=#6%S$2->ZXa#(jq53rS+w%Wy3AoDC}jF)
zL%J^QamAX|_PC=xN*6GNwD|Qhn!XV|Fivgqtuu%|NdENP$4(>K^o%~kWww{zjW&b?
zx=c##5fhFw%|o?D=7X&9kP^d*HoxB3PwG_m9-Te%?g?kB;=M98^;s=1H<#nty-zru
zSbzfGeUB)yq}{NKE})Ur5en1?fI^W<3(JfTseVr=iuVSYd59OSQ*0$zcDA?%gtkiC
z1`m!OOK#R0xm?8bopy|R=d?CHVHHU`wBr)g6ySP?G$XF&tEGe$MFq$dR2t3Ux2v}#
zq><JjCsqk>kMOOAfLe>a-!giyB#B6tZa=II*0sbkrb<d86JclsL>OSfq>^8Lm~>5g
zRb=LJUlwL2nwA`<1V-c0chgQD>vHx$=otpu^O2&_Nj~wSYeG*@9)4)0k=Wl;ran=o
zu6ldBuPQAR1q091F6U`yEN{vNHPDhSH>Z$6Y8)31w6xYM{Yn$7V|BWl`6)Jm^rq;l
zvXG>-uQMZ`1YCD{01B>yC|B<kP8%n1^8r+=>_;ZdZ5Kg81q?->9_k$aXn_WWSC%<*
z079x%?9XdKwd|E5bE@Yp-!e!hNtQ5D?H9@2ylBY@y)4y9PAyP=i`ADsO5?{?31-ge
ztc9qPa=Q4&q{dyQS`u}im@EN{U{Swqda)8TjR?dyC8WEYMxD_^r69M<fDe)`Hl-F(
zD$E1WCf%HZ5^1Y4u3Z4204yj}1*LIh!RJ?bsn9hkPP*AlD;34mP<^)-mK6<eT=Hs!
zT!c&}N=ldd=>`86wu;C`Nh(8wy!;tRncIUFr+mhoDIfjIpI43nM$|c;b@FdveY&5e
z%dQtr!^qn)RUyh|HpCUuDNS1A)u@4NE08{xi8}!-Mj;iD@XFL8G8HkRUatZ}(D5#`
zwI2zi{2Ap<c(?j(1?Msi(GPOGU^1K!OgGSePy3@%Qbb~Mtk-T=$iiWnCo?wCV{X(n
zSOQet%p!>%D3j$B8)nuygnn4y#x|@%DVaa6sv9OL>o?U&5ef=(&#rV-;(k1-xs#;o
z9Eu+X$yhKHA(OaEgV;7wUh3M}J&^vzZ1q7Cw;!widP|4`Yk7^KV6(r5i#7t<+l4?<
z0>d3zpCfIR$kJ;0p~yt4?c<J$Yusw^Ub_LqsB8p41br*osZ^N;lL<I7wPqYbp4fU-
zi?byLfN3f0$)S&pu-!VFJq*nC#J_(TO*11GeAqNa)SzLIUfKq$q81wgS2e@JrEh=7
zIBRVbzXj`5w`?@RN0GT22?rz)D&K=_sU?$2HNYK+Ba9?=TH%AVk;g0V$Jkt|m2`C-
z;I#+?M6?G5`VEkjBaWkE7RG@VL-d?+^rD15ghdvNll#DCGTq_N+2)a@@3Au@kV(Sw
zOywvABT>X~TMRH#aStqcaV89;1Ueg9W7~F>@t=_mq+l9y1=?&yMM;U%#RnGrIfgc(
zn<3u3(9q<?%LA)6>p6*FuV#Qb6WpdWoVaf*uz94)c#{pSZ%3DR%aYkjN4XgwAE`}f
z(u!oC8YkzClv<lgT!68}n`-njD9%EGA*TZT%UGblkUiJS7fK2{C4#J$(Rush@*%)N
zRkC%HLa|xc6-{P+l=H}@(5V*B%+@VB+6{~5W|?6NBs&2$YnEpOO<IjBc22Y5CjIgq
zVGFAOt6x`ML>Ec+29L(NAvjGM=!JL$jy+<6I!`>iz`(c4dIK5z!_k}bZT6lBT2l3;
z0k|4@yUP_3FQdn=WhIEy6Q@6`J^M&=GXxcgB~ZW3u}GK_J(F?H=l{`AKy%RzJvwP)
zw8b1p6o0t&mXO3~IxnTu^kOV|1`Xt6r;v$mv5Z|=nz)TXyMXAUE3t|cHmMy@_XfT<
zW++!@xEGX#0#pUeKn_aaX)Q)JT;a`NE=$8pJy~tut|OH;i$yO<8p!gqAxPG#lqSI?
zX|u*jnF$Kb+}95<N+%MJ^ab!c$M9G)?lG7-6nDTGlyWN)W6*Tb2{e3QS<S578L<Hc
z+vAfOe_cAOf8MV1a5k0k_@gonS~?x&HJMBQRh%KXu*ST!PHUX84_%w9jYKVAbK>ab
zFaO&_4;bnKH)baFu4GEeo94rHR{|z@a3I!FXti^*QgW68AZ%3^1C}F5B-RjLu7-t>
zIjhEc$|iBx>?AqG9bDP64tWxV#ztOK5%SOua1SMB@%IY&8AU&@s`tBVJ-%G!DKW;d
z=v#7iJ-+wJ6SI*H&kZYI4Gz{c!`$es-FAUz>9T?OakaHv;oH?cDO=a!Nw<1I7Xz#8
zIc6uE91aG*MqY{8n!<*~0I$(tQ<Q$`j$8F=IE>fjPv!d3O0~&lIq{h$SO(Q5ll_BZ
zFQp6$TJ4ei@g?%~8MZf+wL;Qm7nwu~OBC5GYUzTYYvu%nUZ4dP6|-_?YVMPt?0roL
zKoIgDmWLWGR1K7`F1W@4({mit!`@-Zh*zXV_?!i9ao$)>%@}M>`;ETb>0`<|o~GgY
zVVSQ)q78Z%9E({ps5OsrXsVW!8_ia*dE2gm?x2@KUMpF<N6=A9EpLB?Uoc8`sAVe!
zjvZev8@u>lz<Z#%X2MiIEqHEfr^pl_mm0TfGv$gGM@n@`RQFO3T++WrDTUWAPECm}
z^E|=LR~xJ8#itd#oqb7=rX8f;kE#NZK_Rl%q*rSbojkDPU9#lFB;-if?Dn;4fa0_L
z#iAF<_wzQoxlkmi9!juTuwu`}0x39)J?{NDDT8ky*j0hL=pxQv0$rKp@LB~M*cQ%y
z>1a_;hF!+3_wfH9M~Ky-%S%ZJRSqn{xTdEni)Uk2+yon7C9ZJA^Ytrj>D}Y2>XQ#z
zg5v?Ww%nmKnbj7!Bp9WY|1ufXYXSU{)Pln*!Aub-TdR?T*QXV~IQz`~$Ss>Chb7MI
zHEX72A|D^FICJ1xS)6X3F&&m3#2#{=4b8u*M(3S0UhoQ0vs!kI<x`C1-4X<$6Z@Jj
z;=`6HA>E!C2J876obzW}1e@oS4ox)Yv`+g#2cp<_*~wS8i%a5PT*@<C9`Z^VgBP=l
zVxp~>oWuUaE@5YyJJ%P>9|p^~W~(t1K1Kb>c%kW@^MtQ$t4kxeBh$6ZtmWRj^6E13
zz3~X`5QX}42@i#`d|AoKvIvwO7Zi$18{4^3(JDYmEbOp3j{!>B%)&CCMYc*jP>}WX
z&0P)jm}0%M0k5+I8%9V^@aLRO65=M6XA2!|vSMd6SLC}K_tVzz+{+vEq>fd5YTXvw
zyDLQGJ=^Y;-83mdJH+=uG!-t`H7^0n#}45enQl6}t*(FX$U&@|gF`zFB^PQ&LBWqO
zVVc+xw!r$VJ-w*}1+*8fRN~F01x(}CmWnH7MkugreG`a@LA3UYI$j&7i9UBvm&Vxx
zek_zeN;W~mz%`QZHa;WC0%6w_qI9!rVZ0TP2(j&M<_Caj_PzYS8NB{y&?hEN&i_J9
zThh{qBpE^UxzU@O2`HQ5rp}|R?ZqImrtt_;55l)>X@9D>iu?TO^Dq;^TUz2xSlcpi
z^*kSqh&qU*C$c<EU#&s6{K*8(I$kp;oyO<S@!^h_l=fxwy$xMRRZe7@l=oS7O!$R8
z%~+Blm-JJ3ng+>?e=VHs)Rg4N{nWM0HhjE)tt@mT%N~AS_~Ppw=3(2G;9suTkxxB|
zgk?8zF!Rd&u@pObFssGj_&g(#;jEl6m{QRI#rb)|rbe$TSDHMtU>ckhX@w6^th)7i
znAbG9yBeY41Kj6tUa|XB?a+GP)HzpD%h-E9U`r=lr0C$j{#k?XKNq?Ex%o{^fsX8n
z`Je5|_CQ6twmhbZf^YmN;;!5pLpdj=Jyup$;0`1fRPeZpgDV83lM{gu!u<Yph$*62
z>Oe2u>8n$Sftc}Io(V?WPv6#ZG3F&|<x?5`tUTyU-gr*)QoIh~cJGuBh=0eI6wSuY
zazQaJ<zA$Vk)#LH7&gYloC;n?K_ElMxTI3Pa`M=O0m!Fv(g4ES-rdO`;wvP{?~heq
z^OhzHu)m;I-sjLP%6(1{4<$A(#%lIBHfZVySI^XS*1lS?8Lovv^p*|A`O`zzl&p*|
z&g2McLdY~DEj8pB5p=ZkN~JonN*_3$K3`s*FW(*bx<5|`YkXYo7Z+EL6Tt|!MTPS|
zz68(wA067Iyfjf?s(W$BOS*!EUpn`qtqWEhv>vS@?GtJIU;Ue3^V<ZruS9z>Wk*9b
zJ#C_&nu_$wdh<mSkzqMoM<mtQgSQDDl>6e;)NLSpgG~t(H7IyQ=&oa0yQu`YC|g&G
zUN9x<vwb)w(Vl*>4?sHTmYX+LJpA+zMW=*(U!-Ns74pVqqiAaTcgpMcn%-!4kbA0J
z@JlI;*sdLPKYTqtD^GC4<iEbaZ@aDm&VUvsaH5Q5nC<-f^(wXWrD%$N`y;j!8lozG
zkt}!UrVP}+JqZ?Y^s3>`hQX0~)Ud?rCjJI0^G3I%1ZSOotv6v5g6af2$m#&1-Lw<1
z8Tb<n$o8L$3TPvn0=A$!<%S7NYg6raWyUaF3qo-%nB|VS3GGLp(n{-9lBC1sMt4--
zKow@CNauLFA~zsrYF^)l2rrEE;PBjl-FzaV;INAN-0l$-%_xgG_`Lo+j!+*jp6#uI
zOCl5knBjts+Eu5QO!RqiQK%m>uM>N0Xlf4?o4v-J0ttR@%kWWy8qARHknldvp@HT|
zZaI4dJS=TP+LF<#1b<B;+n`#OcBK6+{_UQhZ#!SRuMJ`#_*$zLel@-_!23#tY|f6-
z%Qo{MSYJ9VJ@6uEbFUn^{`4>}$sL3&6Er$NZA8)yvuP?RB3Ke<sONQQHwcjGIUKNc
zzR}#y*y2G1`ee>17XNLw)KH<j%t7Sa3=0H*It7g?7@Y|gjo_h7f#=a`<T?Ccp(tP9
zDa}pjbXOgWj^17A=353NVu=zGMTSVlxUQv?e5e!l9OKJnPMuaIzJ;N)ucxv8m4rr&
zNK0pqbiUDqc#h#|a$F|^oODJ4<e6zv&RUYXk#t@%`{ybiUjO_pnu%)NLVds{G~mON
z*@Hf|g5xScO#h09ycULu3<uZoQAUVZl>6RW2*;BE9R~9FFssgfR+R&+ZSUSLtuUG!
zdnX6X5$n&lHv1XBE5CA5s9;tIPRZMw(}tmhWPKk-ircDzY7G(K3?!;f@^>G=gv#?O
zxtoN@ldd8G8fj5qXlYx*uWDTNAXVry6sPgJKzkLl@=_DIG|54-1^+NCV98P2bQ4p&
zZ7%G?jVY#)Iudoawb&lQ+S!i2UdKLURq5~HT6`gxQNFQ*^U692ay8Pe_JwZ6s5j^(
zmd<>V<bZ@~UMB$$Gi$H13hjV@RBhyTprdWAv$RwVcZ9S%Wz`>z|CF49Qa<uElk+pe
zsd_4D;}eh&sv_+8)qu<_!6Ged9jlR?&ZlSs1p$UII|OSp-mJeYF%ve8DSNJ$5q?77
zc-L*#31wJWBbt2#&G{R`=z@)JlzEyT@!x3C8^NmD?GV&;!j~0V0C^p*(CW)j<;&sW
z8RKy}>mZIS!3bZ~5xHg(Q<%}GsQxPFYzY}C53o{aZx*9UsJ+}W1oX1LDFBvI0~AlT
zQsM@qj+#*lA9p%4oaLivM06`YnaEc&YdJU_?uUJlo&&^^H$??I;>p>oWPm(oOpGzq
zr(>o-ntVu>#?4>f$BaUS%&}xf5Ss=U{`&(xUt$D{C=CMRO5UPdOd+I$dR^6L$^CTB
zl%C{G1^C9R7)regP2rCB_p0eb|1EWm&i*sQwa*g4_(nE54!TC``Xd4lm`WBw!9gv*
zx&&NBBm*P(GNtBNaZG&~_boJ+bv^$!N~Kjf3yiTE!|5CHOsy}!<=V?N5IBjqWgpk$
z2PTL>LeX&7FIkv8Z!MyOE>79FUIXGCwB%kmgD*rS)R2c*iZ1bhb^|}8klUNCPh%^p
zRh2+*E!2>uEFTjj1--rz<C^&qy|@>6ZBH3>Hv(5q*5C}KVs0d#_%Q;WjUE_wpm3mL
zI?=?>bQ7)IGI2){(uYB*<e6GPLPe#7^2{r0$rH`}5-wq7E2NQP!a})!Oc(^5ejs$#
zOAt7|JaD(pM*ip3yG*e@3MrD_OyH}h`RigeSye@iYsHn?{xE~vI+qX}pzT~KA7M#)
z0bMcH6~dmEyOfU`R$D-K-)NroW3e3Ic@?`cyOKb0x>hOO(!;`#yD}RaAT}K2g0$C{
zIS)e4=VhVA_w6KhhuvCDt1ARr%y~66mgSb@h1pwJ!I5e~0Nl-dWy4B;Y^pGs)D#?S
z0&B5%W~r7;PN6<CU|WWnIHk2WN{Mtwv*N>~H1~04%%X&5S+$D8+zLz0E#dFN`ZWYa
zMLr9lXJ1cq3)^EM6^@-8-1ux7v23Ag=V$vycVdL>p!qOJY0yO*Ve}3Dt_7nk#_pL(
zNStOpw0LrU-_<(E;{N<iF9{twQ|55uWif0b__w|om|2>qn|;_e{OEOZ&Avun9S+Pv
zXiM_#{PG^?NjB|Xg^Fv5izA~-1F#cM%tbCsg*_XZ%^Nf`ZcTy+47=g{?9dBP>Z6oc
z;@3IUX@p+o=;_*x`3mk7=SvSO1C^AsOMfMBQ>`U%M0wK9zmjUw$x!S1jaNAogn<Hl
zsOaTAA`o)R1+-B?k7<oH0mU}%Qw0#yC_Oq{A7jq~ZfQRYrA(VLxs^3uE2!m3qxRvE
zqp?zulr(;~bLVw=CXnqG+d5r0N5kWohvne048Kjxn6lt>4mgX}1x;4IK5XEwB6(`d
znsmGX`DGJUL1K!gAF70Xmka?d!Gp?#WJ?n=Z?|<SPN-{Funa=6<v+pd-wvL>uFfkq
zj!C4+wqI^g<NEk9sugXVjdT<Q)kT=PGaqhZe8$)xV&rid(OUw>b^r)ww+R@A26wOo
z9AHoO@Me~y^+t9H)&iICy|e`2Ywb%DU|na&(-56lCYy)=b2VE8UXN1=t^n);&;A>_
z6?+i^tSxRc)zokxi$eyU&0yE>`{01nujn{cm?Or|;XJL7HkWm==DJ73vvT?t5X44K
zm~Ms_^POiI16$B?uUO^s24hX0W{*bt$4mXUTe-!DZR`l{8w|esgFHCa+(Lw*10m#~
zq{93*A%)6wZ-^RaPgI9p=tEp{jL(R~7nRPH&?U#VFFc<hwq6?^P0i;=JWxZOKFKBm
z26qYH&sE%{ygaV>gvS(m<y6RcY28=t+@@XBwqz-e>~Ba&Bt7JzS|oe1W}Eo*zbU|#
z=F@~SGs6oaEgx9DVfva+C8mpTswvaYZliBtf924t<|tx`!qf)8nv!h4Af4{ToG7Vd
z&-h!~MWBCYq`|=^MZoK|dkVr0G_cA|((h24A6PrvvQA6OIi_(>v9p~Y)G!0#rsuWi
zTYQGp+QCd9%eH4l=%fF(R4K&w-)nvV<351%{!iV{^grX&FtM|<{qHHj|DyXXj=Tkw
z;K2;y>I9$t)T8h%P0OF^ssB^<i<pY(E-f{5n5q?QRhLzdPlmnjzY;l}rMKpgpMNt2
z=tk9PhCf`CEZ~zn&M|pq()V9I5-*8rm{RgvdBmsu3jgsq=#qY_U*WHl^dpz^vnkt?
z?c?_Qndj&2p=BYKx-0I%?#J6JE>yQQ%g2G=_aDm&x=`cX{$yhtLm4LPiJUou^T&bY
zx}#R=Mn(k_)UQ5+x78UelVz+ai6mV{*rNw2(p<Vf&TAT<a7*=g1EKw4)bNGKhZB8g
z!8t#$XH~ir{9_8)G%h(Z;Cn5^kp=PngX(0e;EWF)@h6n@i;jj1<%}^>cJN2l-^zmt
z)H56_gTRd<8wdBOjvWk9)SR&%sy%v&hy{PWsQrg;fPwn{J<_DK+58J$Y9qsxh#KqS
zz+F%YwUfTwi&eqQb?6QZI+7S7<(a$gQoT}KhFht>1=`4{M_|a&Ica1YLj>dHd6eap
zjV-#~**xR?`{NHWjR(OqenK<rl!z+J^2l94F_pVs(3@rc^koDwJQ|uf63vyH;aZ*g
zuh1_JvXfGG%)>K`k<v-a*`g1l&Xeql>EX#SC(@xC>ZMtX9-%}G$j;%<^7*`dpr849
zKS{p_SvlD_+ffs0)gooRo`H7oMeGM5?B7CWfAx;enfI1xhj@udf_B3<4(u4;p^|HR
zI=YzhCjWK3bW*DF-wJ&d`Io%jqjW1;Si1%@dZZ20i$uKE;!}O%<=hYCz2x+_+BpEI
zyCR7ef<k?oe<EjZpjpoSWulwnM>9@vkP#YG>*};n*!$2*pY}z%{zkvWNx<#erb*gL
zAqQ>nm~!-yC--Ug@jK!_ImrpF)&I-~S%G_nLjwdfA<HWmET^FT^NS++A&HEIknd3s
z`pJstIFOscYl^wM2-7T!f{&kMpc6L!=cmF2zmS2{1+9AA_dY*rIw>kWAj&?@&*$~J
zq4%>LyDz$Dsjxz1GDxwiL^tnia&UEuG6z&x%6DpBv2%#XG6xkIU0l$o?}v+fL&~Fn
ziolMq1dZC)ltPZS7(upu8{`1No*y&^xf}MtQ3vD&95g5tj*qb`yA?tC4znD6>?L)a
zyxTG6666FPtz(>9Li^^97lR(&RlyYHfkO*dzDi60f~wl#i)bI?6%B0Ym*@Z;F`Pf_
zdmbEbmCg`Ww^z%o{t_YI2=>DuF}KH>ke{kV7d)CiXW!e1(rrqy*+mCPVEd<6BPl3g
zZA}f6DCloY$N)4LMXjcqPuQ*nMag14@V+^i^%aN1V@p^rtCeCQKzF}l0<N}Ke)P%E
zC=Ymujc`7|BkHGOgbnDc{aS}HU~DR?;zoWSBa`7QMBEcanKQj(P)&nmw{E6+eewrn
z<Q?YalszsH&Sa?@ks{318Z_E4W75v=8F@|_fTJ*=ZHLiQlXwh^#yN^v90L(4VZ1Z`
zIWiwyEhmp3+gm$^2kp}YPMN+qknbR&2qTp|5fo?W2+UMDiZ46}$J;oH`?e!(-nzQy
z1+VA`XRU#dwagOAp~DkeO<#w)dYn$$w7oRg1YW$tqK9W_Jh?q|gesCTh3g-p<JAt6
zixFjxfAx}*kokfWrtvVs%qA%QwS#eqr{lED-SY)=Wlo+ofkx!BTh@cEmi2R8xeWoN
zdifJ7o){pZY)5JkqY<)e$beya<*UQ;1ZohFWZ{rA<>i{HftDI4mTk`h#YWF%L|_$>
zj)mdWbVmh$8?^I`K+b_hMY2wCyOnWS%O!5v<cpNRtqMk#)$K$Az=9WW2ozg1%F3$e
zlPFO~=_Fphb8>i-{1hRkjr~Y=gwhnlXL8N3t&8v6Y3|{a2b4)l^>yn8LPk0Rl>P>(
zfgo8ULN<3*Dtu#1+s_(e10jhPk1WMWKvA`kA<{yo)?<_pTnOWMAlwo1g;DY3)~3xz
zh~!__KezT%Rg<4z9Lp*22lrDOUMc|L9=OKf1A!Q~K~y^bu}0et1Tu8!1#cw@yx$P@
z4g}XM`5pqbIqS8CNef^Xyhk(f@Mr0Tf`s-ly1>Ykfp=#15})frMP(_ByDeYRC$hqY
zogjcYh=AI>Wgg>H0~5`ENq8_#(s6{77oEJH7_4Z<c5WoOa*sPLCy-=Bmx!dTgbwYq
zr>$^Zrg>Vt4l86nnC#eF7RFYu5X8lggFT_Ow<<r<`D?5>=Nwbt--0&ll*7_omU+WU
z%4N93P70UM2F2gXjFALJ%}~dGz(f=2Vg>?mEhhz5Au^6v72(2J>rHK{$Y6>G!9@wA
zB7$H9F5GP4Vhyj%R~sO^%h5P)kuMRSwU4S<(uNT>TCPP<g;B)^MLQZ^EdQ?Wk7*8a
z1;iOgee?d03t2(iov5EjbA%WUlrjC-Q~A*$*qYJw1+IR?xV&7*0J;(O3b66o#nkd6
zD#@=?OZOvyGm+S3W{KK1IGL-wfKhOWHoIkAdf_GpVi3jL(d2+Ey+5d-I2+INLls%w
zu?q9Rdh8n4dx)lv1OTUM8@r0Mo{&lQvTM`v<fV2l0c$|pbg@!qY*hDRo=Iskqy6Tn
zv{`*{Y5#*&$m%%DqeS3Ier^;6HGv(I9DPtr%jQtkh~ATOJK~_gOO2K8)Jk|oIS8&|
zig~>DbDeSQ@7j%R12{TPD~O>BO*d};TdqdTnWvCLc_BE8&!Fz=mnx~JBGA0<dLw<!
z7u1E~NkeOK;rVUIg=Q-m_&Z8x$2qQXsJMMi8lLS}{R@ILqD$h&m(>8Qf1~I#YKz2j
zN&?zO&_(txB<HEA@MQv;h*l<{LRb7pwbq26QIwEee%G!xzD+68-jl7%`UYA}n^f7E
z&^Ai;F#MQHstVKJ%jaTRDI5+Y@qj7wiZ(5q?s>!0%<iS)mMTu~y?0(B5ftAMiUu?Q
zB9<lB{4eW%%H&s|j=m|1zd=r#HmK4|ggHyt`vaB+((*Rc&x-6LGb!`ohnC^mkF+mW
zwlyVZpf`49hatXpuS8pMa-+|bomMM%5=wWY+Jdp`Wu@9afl*5d_1LCxoRNOGPhBB4
zOYr=Q@yTMaVIg+L7gjtR4GR#%OUv9!tOp-WlpUy9HUP3qg$jc>Y3B!aO}sP4rX2?|
zJ%9yN9;Xav)6H40tGcmZtg2j^Mj5cXgf8BL-x1EZ9&4APZYq*0gk!)81(){grWZyw
zY{W5lYvS$r<>qY3W;T*p&}v#)4rLLuoo1T#7UGZ@n)(RdcxoFqG2WGF%|#0D@2H>l
zD~528rt2X~yg(Mi6Btd1j$NH>qPum+=ycx4n6@GTPIgQ-Ke*>8mydvTyiS2M<dEAL
z!g-KbnE1WS&baleMiT`3j;A~aEQQ!V8_WWb_fCTn^Ca={3)|5MI_pE+41cw~vem3C
zoqNQcJO5xB(paDofSKH|P~-3H4V5@b(HGvdrxyD-{YJ(@ugqVt?TGCQfjL$XQk$of
z7qi4AsIv2=7gA#4H1bfVRuFbx<v>6Amrw$fs&$&^kdae{SFRQcMvnZLNyYR^=O<^&
zAE!t1lmPjmrC@MX0u?!NC7HOzmr$f$wCNLw@RIwz_$0#QRIhJ7l?Ud7ivook5;@?k
zl*OhLW8mCe$w9wD_EKj%`JHSz=l<ZTcBKNtU6iiQ^nGYK+Y2z;bL-Nwe}2LPDjO32
zH}d#@2FYMz<NW{0W35P%7S#Vd77wAkphIPOLSXpMWe8~|cfwPy$$GA^uHXD3sRaeZ
z$%|Xe4U)^;kFs_usm^peZ_}b(pOc?6$S=N}L*yr>R*P>7sS7vcY#O*X`<d>XKjzHo
z8k5@DRoRb|jmKsOt0Zk1u>4LV<d{GIepY3F&(I%YUn{;(V)f*9YP<}8xfoyXqPkDL
zKJQ~cznci=Wur9AmNZ^LO$oCWPUwvp9p4@#XO8OWQma@@P#wQcZaTFmGpED!ODs$q
zjHo&l{%I*)L`rJ~?tipscyS}&>6Ki#DJ)e>>9tFHUrRA7<1eBxA2i&p_bpp1Zj(uU
z+b!XEBx#pKAgw6K{Gi}nl|ORD!Y%%%Ja!%8em$I1(R~pKRY*!noK>|~^9a^1wpGwf
zni!;CdTQYmQ}@5$d6^VmZ?48Xm0Et^L^n4NXsH|bm060{quh}<p$wF_`60=^s(8{|
ziHW+s>R)ZWM0$@iSTNdj{CN}S-`GPY)}|jGH93c{Tc^uWUfDT@FfmQ~$05{F=Gun~
zt91bXNL=A{4b7<hVS{t8vV{E>dk?7+cMrUDi~X#xm%P$$U-<f?Bgl3KfWHGFLv)D|
z6ep&kdh?Zff;>Z;sN&&09i*2;IW#l#yW7C`^{(W^_v>NOBxL`==iS}l57e-`yTgyC
z!8iSI&`(RsMB@ERvgFEmPwK7og=ml-*>?QiFdV+}_t&Lfh40J)b*I`#|G<d$ds_V&
zC30$%bSU`%t<%%ZNpOdk-U#^`Dx1E6oVsX<@5qH@VQY(|+y$!YW<seHtz2h{Za76~
zk5H2e)Ak;LN<zMMj?0tOZD)+6bcGe8aJ}rNs_B>rV_G1&{MRG)6Aha0cuJ%gC}6*0
z>&8U?TJR=!W!tBt&v#uUG9h_E;nV302V`6r^o@v72Shr0Pe41izfclu1lA{vZs!vu
ziY(|5h;;wgEe^uXU++wWnrP@n%71ZOOveDH>*9q?|JE`E;B$}ZqcQ(wR=O(Us=kf<
znwdT>c48|)rV9TIKd(=La-CjwILLznk}C)V0{8)8_p#b>I8kP+`PIE{7og_qq%5LL
zwd7sqEMV~7swd&)yVf1r!u7QJ(dM1H)M|8hh7#Z7pe?*(Ea2I0KJST5(OR``ZJ6z4
z45~I03`b5>_zl#v4jULzcKLKV)4n2rv23cPhjBy;-Z;t-^nO|bsR~FJj^4}F(qe)r
zyGL+cxYQ-_+wpdvn!lxr-e$-U0X|}=UrGm%^wWpF`Ii7;0<Rb9uzZ~Jfdy8RL~LU)
zGNvufX>?K41$!3sVsGUSaDoUsNq0RXx4yR9$D2faoK$AEz-!eIBs)_+RK+2D<RCo|
zrwl9>Cs4sCQiRf6Kqo0v_fkv!>w=ojp=KjS4QhX!^htdI%gaM--Sd}*Befrq?zf%_
z?4`*~TxH6lmFw4rz_o~DOhx+#m0U_<EGnj52<hxqm3R)LOPy%M+dI#OCFvK1*)M7@
zs<<f5faN$|g3@R{(?~mP4Jay7UWQ=b%ZAV^<=CbU!m5k1iomrbU)*_kD_DY?FMYUP
zQSbexA5~yAZ*<i`Vv9N6X1-xPQ;B&ej-7M2?h{y-qR!clBv*Qr(h_Z$Ni&s#QCkj*
zN(pMGMZWG;;Se-^0je54qwT1SAU(-97{?;Bu9$9Ib8Gpq;99G4Y{Kh?!Ole6yYs*r
z#3Ml7#^I~Fac{keX5<&5=m4Y&A&zFs6i-Hmx?-xL={+q1VYlHSh9{Y`_D7QuICjun
z>)Aakh+uZ0Q@xe+x>D*(ZjRD}2{u79WV#;~$S-At9jo8RgT_=mVe*SlK8bJk1U1GR
zdNn>NBmjjK(<8zdNecn6jRQO^q$PvH+RE!wqDRBumRz4^OMB8lo?H92+Pt*39G69q
zf;db1{YWBg7A^|i@m86JepMia{2Yt}gicFj(N@>|1l=y33OAhXQ;Rkfk^XJd7`B|m
zMr+Q%>R_~MJYY2CRD_1_IV1-oe5dK%yqnZ-I=H-xLUmn5Ku5{t7PhtAA)x-oj=HEm
zc2e%TF?ouLePi6kp*XR(LDZUZoH5qG<8Nu1zH#lWcz$e#<Hfovd@Z&zKzfYi5Rgn@
z9<0z%h07ix>e#;(BnHE3V0>^n&a`^tP}x$gokrnboceM|G2$mg6U9XINa8H|x~0DO
zg<3;k#JN1-rJt(S``)l$vFyfN0bH@FCC=n9E3WXJjW8RrClED}=-P8xNKXE&Q%_Sp
z2yogUqsEHMjep5ptlUzXO-%#qT;93^F)ADNqLRu!i;P=_lkPzpLzE3hF&YywsSFB)
zfeX`ipGeU{mE%^HKhkkQxfp)_;1gwz^8SYYw!@!rXX*3rUxyoNzq)mU`5b*H-PM>3
z?@QlW6rq0+wVs76+KgCofmj_dxiy_WOFcT&a$y>G6vA_VM%#EH96T#=)v3ADg0M42
zV3cz463q~PVxeFtrm(hKMdUfnLY)BazL>-IbmME*{G%%J)%kFMOQ!jx6tlAqu_dW(
zu2OKyOGlMuNmwo+-c<jGH(9F1ai9IBQp2#T@V+qdB==CY!<K+#kEC4Nij$U%{wy|Q
zu5IA=q5ro>6f)&H&7$i`D?uR(6AfqmcIG@Xs)m7+BgS9(gqixqaH+F8=$foot9ybn
z6vqYpx$fiz%B5SrwA4w_`NkV+=f9S!u{a_6E#zZmdWn74EXpcO6t3kFP8zZCp59UA
zX^@f$`#}eO@E@dFd~1_nj!_Fk=ff4mpcZV*+DcSFx(8PjiK%^!p;XOHy@U><18`fG
zoXOgaxfm{_5BYbb#%!v^nf2wsgI`<%53Z}oF{*Ven-d0tDyE3DFVm#(BZ1Wz$c)0%
zCUwcwCs`2*^ql6?9x&Lu!_Nk5Zp|*5W8%YvZtLx)$(c5|7deNI5h65iT!gdB$nT2f
zx}X2JmZ{lINkScKALD7K<5Osd-k-LHTtZ=)3F>#ZfC5dYw8Gg`0@NWc8%OD~bS)A9
zBXd#|Z1`uNRPTY#aYD-!x*WeotL`0n#x5znN&8kg>laL&0VF)F|8k_ZGRp2iDX5&V
z4XT28GoBego(TW@4tl+_yueeg=vp_B^lo3{9uYkTyNfZy*5U;skVi@t1YY4Mv4sbg
zK;{yOvkK>PC1RJYG>?Pjf?IQKyN3n+*}8A^&GjTSD_s#}-V(KAHsp*EKrnMr`2&uk
z^+Q1UZ$fOR(xg`@V|GN2LY!hRHRB(hF&r7!TR}z$%3Qg|kS09-DpydP!LzK)PmF9n
z?GzrjdZ-=VB!l1l;|5I&T&41UB<gJSt$q`flczCbQn>==t_3}C>gAATO;uz0bN)!(
z$_k!!nIo5Z#;58`N?o?p&IjzzgcRji(bG}VG;Ww{UM-f-O|4f=JhK_OZKeIwXr>I=
zXPvr1w7E#!DgYVyx)gas;3~r)qCs{4*$TPyLlJ6I*fc>MyJL0AQRFPkST%@^$$P&`
zJx%J!&E+mTfJpf8i^jIPFXJTn;6O3FXK$UqBr24s!#A5bw@|c&mMYOm&JRHDfsfaJ
zBWM3-!E+WSrvKvd=+f4xAZADVPv%=M>Xl;O5Cbq_oB>z@OHgq-_{sXTv?oD&=-Wqu
z&WSl?YR#Yb`7K+GqJ~p1v&8bV_|+WbCSMFebR*TO!Mm@Ey;xw4|A+Y|(NvmTm4r`8
z9vPRR;PeR<3aN1@RaiK(10TVIMHl($^Lmsy;7jBEAI!J;UnF@m-j=bDn#<=y%Rmcy
zd)$AR>wi~!X>y=e<cl}c{Ri{y^`z>5G2gzY_Qc6cb<N#F&Ri6JL+!L3^V7x`<1x>_
zgn0UwN&1vK{^$Dd$8kAc`<6}a@3V1q>JzEO2~c;Rvy*HIB74)6WX%H>di1@wqMW}(
z;RH$Qjd`ZQ@QgC(Q-_v=K_GH9pNqiZKZc${n!`Yf{<BH<p!MBk%WA@{U)$acsu6$y
zc=YXVwj-B%qjyRbzpS>p2lV^T#a{$lO9<>Su+=-l#0<^v4OV00A%RazDWC4Y7&h*d
zPobC`O_!I$7}B1&lM>Y}-nJ%Vh98&zby-WAEn<VD3T@UlBfa);B=Q#!S9gf+_@7nX
zXx@T(_?ynJ$ErvJ-+JTt2Je}FZ^*>h{^RQN{(XD3Gp~#P1D@a>*W>lXO`W-T|1vOx
zpJy=D-mt3HfqFrdad;Cbvf14n>D{!R2wj2P2tRMnJy-ekl-s5YF((#@KHF;oDZ?_(
z(6XpZb<Nj`Uuv6czi{x%6K|+)OPe93sjsf@WjG`FBoJwEbf;z>`HMMQ=B9_FBQ|H;
zX5pa+2Y^T@05H~tnOY)(Mlu(az{^4Z#kGwA%5$I$av;sO85?#r*yDo~c|r$o)>k_U
zgDuHeMt}%m=PICbIf+0)3G&7Mvc~u&ez9Z_iYojK>xTcqKRY4yw+H_9OGwC2R~(_|
z+w1;<)Cj;a{@>d45Pq5Je<_mK2t6^O5Mdek<O*|VtCoZbF>-$KXCP6(3H8bWMxnh<
z5&&EIIHun|{}+%=7bc92;=j}h!oJ9xg-bpN(Lf=>Dpg^U{_Wlw1mPFR#`6ngEA?fn
zp<VtD)ST`wYHnG0uk#lxClM3S@4<+$u8to35P<TFj01o=0qu*Hoy(WEy65^Wqwke1
zA(*FXg&wT$g%>P=!0-)aQwKK!5&V#_OIK{J!14dJ^M5{;PDP;5L7F@2?_(`mXOSw(
zLwH8~vhV)0(4v3V3fjeg;MnLP{jgC$*i6li0Dd`cC@9mBfOB9+00;kDL*k^BqI*=)
zL*tS1Vdj2!9z>wQ6&>WWg8%0`dc_H9qWG5z{QJKt{FVk2!j1!un)$y8eU}hIXy;hf
zi*ys4<uU)^A@UMGzR7`O*>YYu>c`MQ@51VMzFSxsXvz7Vn-*sHamzH6TY;a?d|vOx
zAXI|lI=*Be4gMjF&5+xU1asvSeq^rg+?ZKznpyOan~h(ZSzPuUIJu^&SAUwx&W!WB
z7FT4t*5%mQwlV08bI4@7yz9;jOvfh^dEJa{155Jfd~jwndl%almz%lwU+Y~{Q-0Cx
zo$d^XBa?+a^u*@)aCp6povCTLfPG1sBz^40fVC~qD^s^>lB<0r6_b=c>E-bM9DMlV
zQR=z3s-P@c9wEmZpRf6F=R|4zTZd@E|6-S<B$}22(hEQutolIVSGrnS{#d>l!wP=B
za9z>gQb2qn>rBXcH&-?@T*?rOE#0YNj<o)@;p!l{9!RVcZJSNqsK!dUhlo+*G#vDF
z1&tljp1peAU$)&;`xw1L{ee#f2NFd~CJc0U6(5q9;+C|%?nDnZ#RMTE$e;5Z+9{B#
z-g3bTL|@zOYWh2waN#$`^OgdNq;~6-GFMU8^GDF4R~eo@gho}9uykMoy--yD>m}d)
z39RUt4Zs{T+))LFj*^B_OVhuAj=OnPW0<?D&+Q4%wOFJR0`Km;*>9-s@)B&ubR)`l
z1&_8>-SLKh8VXO2rhX$U>@y<j1KOtLVU+gXVQ5+6VZq2`8yosOkwT1F`@$5jCJ<K+
z*E9tCZ$8pU7Ol(ZC^$=)^u0n>RvUnc9?xIIKw@_WA#~zjK$}3o2;B<;0p0+8SkPV>
zN4AcKJ$jSfgab2Xfje;XWz@vXf>{cVg%r{~T6YViK*eu<Xc?zq3&|F%ZE%F$jfoV*
z3^%|%>Ie(?3?<a!s@5U~FJArOPu(jl|3BQk8IR$QF;WTmZvDn$4rqt7L+EAkGR=Q*
z4>gCD7I9~);HM)qjVTU%qE06aoq_^<nn-QKhKzslsxBE%_3{C5yA{nd*Et>~RIF=c
zU&wf4m&4g|fO|oAVLj7uqdxo;4d3CK6qBGibfgMfb4~pn193Yg{-HY$oM%T<V7CdU
zASB5}t%Ub`&n(zL#^vCfQB3++GbQ~~*(EL5aoBO!1L{NgS|o1G;hkaRo;ZqeOF21=
zH5?rybD;HMBJ1b8P31Hzr}}x!s?gt*Q<<X3stH)T6}E}fa)=)-CyGxbnk7XsU=RRC
z!%y*DVgpdc&;dc#yu0L-p%G1A(Qq86x(vI^Lq)ouJ4v}1EVb;3EHna)O3Jj8fYsf{
zeIk=EP-1gfLqMIkGI0rqj5eV3SRxTzcA5tk?kme5@Mr^H8AnawRayJH==7*rB*s3y
zo<3#hUTQItgcUxDr9`WCzOcW<d-EbhD|`_{!K|F!s+~t<t5oBBQJFlSU|jSnZ3<8U
zqhSzP_zf!Cv)|dhZ?!-VROF}X%3P`3X|FyW6>N!e4ns#yWwLdWi3#9TU1L&^l7R7z
z`BF|HqmxKJC9$HwZXDM_dhMCiq^n;133@oKIx%MPmmeLfu=HFRk19@yY9=z4k+2L0
zS!anTqP5H|amZzY@gUU*D>Z?O1Yg5hEYGS9Jmr!jHg6idmh6VU5`qdn_{dH24vQ!y
zaloTq4DD2Sb{mx*7uI?=XN~ps<Z<b*<n_YvK8SCizbmu`%oE*-1pXuTu)EZ0(eM-C
zN?)<Ey7{FAR$G}#+Bi<U6VcxH)v!g>vNdQM;0VAuVXcaNrUj@K&q&nipa3W-SirHd
zLN3Elt!Dxxht|QIgOVXGtM>%kj7+@;)`7e|EEd;8!UHU*4I9&ksn79O3RG#ZeZvD#
z0@m%CRN46-NpvykZ`wE^P73AU6<5Wj(zvM0;cHnS3Id(mk=L2Gu#dr;qp9q<<b&b(
zQdh$iPKKq>QG>87Gq2hur*Ogj9?>?@yTMMWC8y+>XCLYQqz$&!I?%RkHl;Dk$yZbr
z)*_55K-xCkwyq*O^ORGeP=?$(h)kNWlO${#zOcuL7jb!bt?Dpr(6g=r(-^58*<RQ6
zBuY4;a5C(HY{<7L;Ld}IW{4b1(g_QvOx{#d0{2Aj)e<2*RfRF2u*v5JmJMtbR#VDP
z&g66@@->m&BDRn=A{vs*P-WeGryl=+3}*x2Cc!VJ`f|WW%XG7AaqI7<ui)0uqb3*i
z{b+l;7&}_z%4}j1e>(S3E46{P8F*Tl6j>pr;@xcXpC#`8s)i(<H*#rEoo$4%1esJg
zyR*G0e+nSlph)*R>lRhrMC*Ca>W!{JSts=$TWg<X%ea?@n4bJy-ni&wN|g2t2z<mk
zzqJ&H(lyYYI#F-~DSEu5v_7b*OA9N`-FOiF7v}5bpO>$h1GvQzAboyydfuwwzwB!A
z*u_)oz~S(zn{>I~5w=c7t2#)4DUEW;_iDR<1*C}@7?Po140U-`N9cP&ZrpYNlZc04
zt$%raW*j<GA?zbTK0FVh6Kdv<x=AA6WdwnE>lwb+PO=r--^^mjZM{<kJ8-G?JfqdT
z4xV%&S|e54M8+Od2J~+viny$vu@DNUTD_Tv2{-pBE)S5+8<6;R=Z)L!yjF7+B11iH
zbAZYP2WoxJr?qzqG8!r`Nn^v)Qlgo-mSP&C5BGiC8}*jMt9f3L5hCZD9x?~_33%<!
zAH3YlQ3#e50MCYS^W@DyC$s!=eoSKLBSq!8`rzH*-$ILOFTNSnEu0c<-KRRVfn7g=
z`k0vf*b>N%tT0a4lsYP~+jW2+EgB%UOI_X2w6>U;U;(mZ9utP}USjV7vb9oat*8B7
ziIJIb9cWdiBMiHy)QQn0C2JJ(*F6nu5~%Exq5uf0dPH@f*%?NUl3fxQ47`ShOR&z)
z9t`1R+05Gw?T*&iJP4vQGN=v}gITp;C~wBJW|LEf7wWuiTFX(6F>lzwaghpP!|;Bz
zv^eX1bODCU(nx!n5q?b5vG?l$opH$<Lfl7fdteZDa^2z|ISpA`R^9VJ=*|1t+(|rK
z7QkH=qz8FDvmf~(vl^iQKo~ea4Hu3;rpXtsvZ*sesmusq*=-OGy)>4jhP5>4;pQ*q
zs~Xia?hU=OMhqEHM*20#zUsy@3aXye#i$M`6CIWwOW0)9C;3e{-Qp|(au!48KT9Gd
zni6WXVrq%jnpyN&TkE{fYh`fX0VTOC(;+OWGWs;rglvq6{_jK&N@gU}nPbY~x0R+%
z{iaV6U!0l@00ik+?=G}6;NCkErmm$$rGI;1gF%jQ!uqPjnIvFxBofbg5Y#@R^6{ps
zA*$8tar^9+?nqeN=dpN1egn?Mra9AAFmH@Wjq&o8v!?kiI)Fx9jd;VnG>6D}I(^as
z+;M!zd8n5KI^s02T(a9dCQhj+pJy4A;vcK8O0r_?rEZ6<{!V;L;OnnK!r~c!y?BXC
z!r5^E7LF2aWqr=F=$pKcyByU0v5Aji)c%Y}WoLqCgXIv^0|dtlX@ZtS2MHFo{gkgu
zQE?NUHrpLV8I33)w_jqt!*He+W4rD9b68hZjLQH7N9wE?v{>7{ysJimq{OQrK|v}*
zCJ9u<YD2ca1cJEphaJBJ4pSlgUyOZIkR|W-W!ZL@ZQHIcciA?(Z0nS5+qTtZ+paF#
z*3|FL{3q_j+=u(HBO^~{eBVC#kQr;Qz1J#6D9n(Rdj1>iv(pphFI2YIQ(&lc6+njg
z=PUz>!|tnPgS;X0n<lVo;<wq4E`L+AXvnBwDH0o2)(6*3v(Z%Z<J`lmp(eSe=b{UL
zB;XM=b*rGz#o-#fky4X|hQvayWOihLM|6+sXxJM+wK9jcUd&sJZvI1EjB@;Zu6ubX
z<f<Ocm(3{--0Ae_;#$znD&p1s@;!oE+I|THKfN1ZgQp|7wN@2!gzj{_(g0Eu$7r`c
z^P-$Yi8IKIg)5syTpZX_TwsA&e9v%V*(?Kphj%YE*EK5EHN;NeW(;V)v6K^2)%EPX
z;)#@_?4_acPs>Bml)fBH4iS$w$hIB0&t0a{;1*Y2k9nf$c{4({NfnGpnzjG!MT5*W
zz`k(dnN+m=C$Uj#V<+nG?1L?zm#hh;-Cp$k->z7C|4K%+_5fO>PO?>8?<XD&K2VVd
zQRYOis-{jWI<S(B58p)QE;PFJuVL5gIeI3KJSi=)Tp;0c&&w>1Gr_pY-l!cf+qrGw
zCz~($PV(ipiqrO#`zmhuL5gu&E1K>GU@g7MZAr&nnZC(3KasJy#hWLRtKDkjDH;!3
zOC8-j_k$~Kb>)VCspmOjqvK|SDZbA1uD!48ee8#teBJpf8NI;$hbqQ@ClbKK#KQRR
zJ!=>0S{3U*k^T`0aNMzWdF&>9%#(+KrYd9$5;+O1tLntXjDPn%p3rS1(aNVNoC#SI
zPG;@kNwMutYl15n*n_^N!9pSuy_#@qN6>?y>YOYXm&Iu5m)y+{&lR@?M9pbp)dVhU
zN}L38$h-#_(kxW1SoKUi2yeq0Ww>LfVg;ZooFG}NPV6fP#<4genPg0Q8O@<a1cm8A
z-~_dyYPC#U9JbClcj;`9xbM!99ov)_GytwFo>|`kD@N_2aEjt$91y)7H)lt?7sx@l
z0=|3f?cIa`2vodCAl2jdA3eJDV^^Athy*v!^?ltWP9|fjZp^93+{r>+X{&O!GYs1J
zcnFHAFqILaL;5pSDxGjNEt6uy-(CI<9ELS`dxos8edw5*2$*TSP-iq}7>=};Dhu`r
z5x9l2OqlfFsr^1V&^G=~jE=U&xI`TCS&qB+og8!9G){*D_Qj-u-vzcFL)Y&4M%@;o
z7OV_JNCTC?`Kh$y%W?DKw+C()`ui*X!f^2uWw-dvhx(2EeUI7vI@O5yE+5R5f*TLu
zshuED0Pnb~@jb(jIz2>jSF4Z}VyNHQ?d|<?Z}(~Y=gfuoEhD0@j3PDQh_<NNjZcb-
z!EI1!oLG(CJ+s&X>iQ-#+e<gOk*KX=-WmjDuVCp!Qcf%*eO@U!q+Pq|<Y6`C#jc`0
z+DZbcn3tl$X>=|@Zl=<HJ7ZeIF@cVTXl}94+Ng>6gA0EPUVs3})+>)Ad+W9g9$cJ5
z$f5%J8ZR>mbILr%m?YEJ+sEf?JOn-ySt;;SGg6fcZ3R1D%p9)WaO!|GEzQCK1ZL^A
zaDM?~**?=&)_)S4SLesHQMs;t=J^cEBvakmJal-s#{-w626)<U8%fhC)r9f6{H+GY
ziK0|uJdG5?-D7^!Un)J5VS-7fhBUIj7+(rY5K_zRmjGNZ#wo)Qx1FpmdL`Hh?WSik
z5CVNEH+(L9Xv$%=ViY{g(tW8!D&BQ?l<i{HZR74uGIgnw#_PoK(8L~ybEt8lEa3B|
z`G(U<qr4WYHP(WJ4~-Dx+BOob%ef5R?%5nymM!whX5G42`Qf0FfsP<5Be3wpwBp*o
ziE@a)j4PIO@q)qIX8M>J7t=#mYsl96%4{kX7Ba`>?`AQ<0S8U;Ys^}5%XN(W(~fXs
zo7}vr=KWUTW;yV>^^daFBWT@Jp~*EWO&93=73QaPD_Tu8-tA<VtHt$3!^#etFVm=Y
zYJN3&8?x{XrVaVVQ?4hj(&ZBYdIdjqeKa(T`GV{#S7=)?%jv4R-xH*Kn{nQ=$}A$9
zP>u!EI-wWtT%Xjx+utD=dfn0W7vJs08QvZR*n9`WDc`&-C;0(uh04+&ZBLZLtuYyS
zfU^0fhumPQOE*hN@ghqlSM7pkMOewz=F3jBM5DAibu@k0diknRb*Luemh{+RUr_fW
zg;0VLU3k7hg>s@d8(|AeHYxed2i&q62ic>s1Fv^@ZcnDo|M0^4?}qDG*qJ&0{e{(~
zEgeD1fzrKPQ`(T{aG#8l4u%5}IEg*oipfIDuk7ml!raBU)&KdisD&(bP{G{A(x_9V
zD0TBrj24dTLH>9JSo_xd<T3K78hCm5xW5qPru%4l2_*RCTXd>C?J+i;nD9$tvXrZ*
z-$0mq6_x7b<xDcJXt#c3dH!lU>+|<h$rxqv#b<#1=xalUjCswJ?}z)VT@fDF*Gtah
zm{diy(kzXKskd3;N5QmjS5ui%Fe}A&50AG)<Y{!US?VRvU@OzDOj6cpB!<~PTB0$Y
z`>xVYElr8GI&S0d9b}ux)2WwG1ybP!W!s&%#gHf;ooZQeK~Ev`J?;mxh@`JY^%x~p
zQwSx#cVij&Bll(*sEL}m*9b7#aan$ePhq!P>OxFkf7Hpz&wcDClaz3ld~n;eFm!lY
z47P@mJ56Sr9C04Ka)qqboh~-&fTd?stHnxOu&)26)0D8oJ##v=(6+nS^!vq-xQ*vq
z9ew{K7`Re<yw(=Bv+8&KGCUu0MS^_)t{1xv6zcn=nN%?I_He&W;>lQy9nqyFdmJ6}
zcP}u5vnd+W@ubMPQ~}A;4z(ow#_)<_vI-UHqS3yWoYJZwEsl5M!iL(U8_^QXL=~-^
zFZyb`Ff~~#qS%Wd6$5KK&pFm`)=<;^9m=8%VsOOg$x)F^OYFkLOMs$R66rf09rN4J
z)$AcOGf86z47AIIm~ICoe?_i~aO;y}6ae1zSwQ)Y!Zzlr>l+25N4cA=VE66y5fd>l
zHw)c}NBm+b0>1q}1@R%VgkJvo{A&-?C&vI@gmOIccuy|i>`+eN?A9FAeS1GtMxP-2
zf095&oPp+EstcwlhZc1oK%K?6^LirhMOEP;54icr4#o1{gOreFqa4a^%}6*s9@6|i
zq8^8p<Nfc2?LdYR8R-{uu{`s+>B(UhBf}JNvA!2ME_K(I0Slqt57U1Kl2g7&bqi`#
z4m8{kd*c$qUylAh{97{rT>Zbfl%ug3=I2jMAl!;JLSk+ANZyFHVA#45V{KoBg(81v
z{XgrJl?zp+e*c-Bu+Z=LKkJHPrC7>G^4<Vt0i`5_=^uxs$M4lE{ojRDX?Vc*-uRH2
zK!##slmEHXUVvg`FL!PH+2@xZ1@U)W9)Y>z?tn%9&*O)naOqw2E!9bBGuiy54J~`U
zd5Abok&cb()V5vXUE*o9%rDTB!~d=MGJj{AGrizMt-UI+E%)U?9AqgxviT`5%t;|y
z>Tk(I{~)-S@V4o5*biu9LiTZWT>Z^x6AE{UV{ksrHWBNPE4Qmg6bu`K$p0Rz|2V8j
zNt!<=2Q4=$SfIyJM+`EWALBW5y~oiS(j`MG<(ZFb6vp+`Xr>G2j*L!e=NXn!La4~~
zZvSn%dVjN8CarY=<}CS7snbTFRS9ze#k?}M%X{pU-~1$nLC@#&hQMr$2cJHrAbI7x
ztc$}Mn@zynKX1phq@NWzM=(s9=dy7YjhM&_{xO!T_tVcuZ0YK+Vzl>@$*i7YFc9^5
zpdAKg1dPG#Vdq6$t7Ne~(wXXA@jmMSk%sQNf=8?rhtoQ78!0IV2X+>esY9IHnelM`
z3+WGXX(P}g_0Uf%v#F;+l{RQOGM=uQTqAd>M6y^C*)jL=;07TN?_CBc220V(gf;IZ
zIxc2+hohDQ@px&5ifSnRC?`J3M%=B~DUdj%1+LD!--I&AgO}(Ua7#S2?h$_4v<H2D
zqi*)P1t&DtPrOFSMVZnOoUu;Gl1IFI{v|)fenZkt3;gUnfuHb22o;rmm$9K~P6AHv
zEHlp)J|n<>6$5$)fg7iZi8RC$n+vK6$Ay`r=cNM4ixz%CF|H3*q{6-#3&{eCsn|Dn
z-ub9xxT$W<)jP9IP+w9J9X9U5Ek@2)wOg^);6ytke)-*u$m6C{rolB5nT)eKrrz2K
zdlUI<7l@>hCBQ1<MGV)^SV#J`f!}V}=>&YJ#Jp*Vx|2z754V<o0H-7Sh%*>fC7wR?
z^TrjLI9ksfdKgNfSn90O9MloDm;^Ow#zM%0tq^VuI$jzHJ}aN{WRuGfZfT*y8ifio
z8<m#=oG5dccBs-_wJ$ccrDv#UfV=*HoIT?uHnb0Btt6}w*^BI0ea%=Yy^XXmD(rC1
z0m-FVlD6JOvLuR{c2Jwq9>3sw4z0G#2K5(g@{&{lk;n4yV*OX@Udd8YQm2F}w=V<m
zuB9KThy(NH`T~FN$Hf2etLJq>poj$FHzXNMD4{RX1!PLR`#4D`K)=cdWYpJ1){AKo
zokVR*!==v;`=v*}s>2ELJVy$U9XclvQr8<_Xh7lIwm}H9Pr)}N{xx{jEQK+v{G*KZ
zIg1yxxqT{sUJYc_9~Kp*j6JtE2VNnC`MA)p{EI|!pLsT?u#y_M1?0wN!=!TJa7K6Q
zl9d7Vh-x3OfT@K|7(e@qF%Ny(UK}ysR_o{EFNEB26WYbw$dpe;SCuuTxD>hks54`a
zi$6PkxXUv8PN%})P*1IfeQW5b$`EBED21$^M4PlT2O>beVPZLn5kVi6lCRKc;&*1f
zuZz^TX6ATh=FyU6(gZ81qn=~R%wd%d@=(NEt<|l6k<1UNGY{zTMKMx)reZnSdmx)S
z%N)SZ_0p&4rxOQ$rNc(BwsyVse4PXBJ3~PNDb-7X)Q`PKTJkAD2U4ryC3|l#Hx^QB
z7L!%%ANr4X==Bc!q0RrY0iU|<+d{(P%-m%>1wO{e7ZJ8lYrTW$lXgjwF2$H-;f%=d
zgu9<NekeyxtxQ4jmkIBW%Xho|3ypjzDE^qm!eG)#`1R8N)Z_En2Bla6I;lRO4AF$1
zH2r+A*KrKc$qnJ{9&cjbmXw9EDVW1%u)~;C^#IPe%d}u9HBWmCi2Z#U%0*gul9EUy
zTTguvhK`dpLXngDN@?eZUJK_m{)h9RV~fTzBBo(~=4lUABS&e&odiRB1^3$EF8?gj
zZJ7SUgJi2N0v-S041Sfimy30*DR_c_)wls+O6OkY#DlV2uAX8PYD7=ED5BRxj560M
zw6M~?6SP_CZ&tFPc%&Fw%fbSsja?iKo*WvdJZXx?HSitd^8=38&W(=xyT%#hn+r26
z4{%W_xZn}uv;W!-q#qh6aLX<PQ9+wAYEeN1c23#Cu@oeE;9#&jM6$V61;lWgNrWo9
zE%{2mnUU;7;65YuQ-Z{JWSDdlEcSs1%XS@VOvkLVX}1wY9rPu7h#M!nqp3k~0L`j)
zPl$=}(BGs)u%w`uz}Xd(V#!1{Ueic1QDB0MD2B!><7v+M#W9u}vB7T0HTr;<>KC9J
zO%SZnWiQ$^pRu?tsWiex+@NS&$w&+^Vz^1_w8C6Wm3DHW#m$Nfwr8DFid24AkQ$}V
zEAwV~hN@-7_0@BnD7d_9)jR%+JV-^dHMg#G>YYhQ#UlIy>dXtXPye8A;{lA$`FzX`
zLMJ5DE|EktLb(H0;RQMmUmP?`tC+<ISU{8zJWw65oLn;!lN}wQz6uJx&p6<g@7rm@
z(ax7+wG|YUO7f}gX|5FH%9LaPO1pWoK^#0pyHJJbY5^@dgkvMix&j<gzJAUae*E-&
znI1Al%3-n{sYn8LeC(3Txqmq>e_^S(nk+6e-bwE-pLw-d@er{<Qa7s&wzFy*5%!}c
zSq;{MrOJamlU515$`3gR?=q3(T9*+{w)QR0v5j{=XpSmrd0FlPlgxs9)Z-B8a&P$R
zA}{JyFVe+ffc3rD!CU;J%`SiEhmLpB>Pnlvzaq?enWRa;U(a@J4{Iyvw92kyen%^o
zx*}j_0onm&ENE{vmhyF~iNWLoNsYf&{X>~2L+oxm-_CCn3s0_hQ1h0eBYcc`&xsD%
z8x$yrVkZ?G8~w4bh;wAJmcv3RLAX!UJ6iX!MugH+W<S=tDJO=#13Z*z5>kwEE7R{z
zSvI_+F(~CI82%PP=OtY<A3=ECRdGC7R7pVx9)OOd*~GK{yow;O1uCfr?o9bGKhxMj
zlifJSB8oaQZ-Nmr!>^9DuqhUeA}=84G<J$$MO|=Bn2#+QF5a-a`Gbr*DO<hi5NNKr
zt|J9|<yZyXU{(IJRZ^!$XkFSGE!LW}(TcTEm`EjE)v<l#fEr3m(<JZ85e2ESI=vYS
z65jxX1=_wq@Km%-xMas8w;xm>c)S@Y(eb0qO<hkvcJrf!-eS+o@Jh?Y(+>=|`?8kF
z8ky3QSnxRmV$4%wvuf$(-Q*q%o6EHZVAp>-X_^;zLK$d!C5{B?o?*Q&{h`!bo_G#+
zo;{&Dh+S1n_4DYMFgb;hjHXv|{M?AR`2%Ifti5y9SZ(4q!L}#?<}e10otS>a@(0wR
zWUGHBXtyQP7aELS1g~a0uPp=8_Tfu9xWe=6P(IZl9)k=UINPtaqt%mHY4U{b3FF1x
z4r&sSWqH4Ot0cl^#b|}$>j4_f0}q$-+O%I!IKQZ$jq!6)S;;1hE;ys!pS@l&2BoU>
z#mrKR`wD&4F}v>Bokep38lBRhHRt-Iz31O1mqXXC{>mQoBpBa(F=)_$`q6~3k5JbL
z!Th0e1^=0*tCqOu`(XR`gTt_LDA5#RUa(w|#1k~E8U(WK-c<XN*K@KaIQ2ex0<~8u
zxJJeML;*3rFFd{SHt-rlUjmq<RtYF0S2#F%^2u7?hI*+;cTWB=L`->wJ9x}=d5jW2
zzH{y}I2vhCHDc=qS?-n^OkxG~)V4)*@3BwqNgU$t#JA>Y^7Q{loGky{SSJe?^Z!#K
zo7Dc6bKyYosnJuI4xXB&BSQmcr-jJSS$d>3HGj<GT|7uR0o?GPZ|iM_&%~9TT1J{3
zpI{e7hsxvX1tp5b419X$KN64}8%~rbar*f1dGW=HNq@2WUQeFXC`V|nO1;E6)I)vG
zWe%&Y$czxH5tH%xa8cGTYm>h?JU@K5`kcQi{}^o4(PN}v^>E69)>*uX*+wLwcOn|z
z{#wt`uxPTQRuzk})`_h5y}yY`;ddU3wK-bn2+6@M@W?ZW)O;}P!}|H0uSOKfwRRNW
zAz(96lYCv%P`J%^rvqw}>>)1DfT9_N5tOH(&7g@qv<M2fA@JZ$f&y#E7J;E@e|Jgy
zf6h(L;7lS8BUe5Gv?wrv!}L&ZDu}#HJ_GB#;Lyx{=T^J%n*2e5GHmmnzb!v`T<`bs
zEV`|hPNu>RWo18J-ugpqNq*cv3+(jxopxyo&5E(AJ{(++Yc1I++EREnWmdsj-G4?!
za56O|bm2FmqY<sqe<4KZyN=Fd7ip|ds{i2l$xlqXGwrq-xAFN*Y_hzmO*{c`!D|$#
zCF-rXsXuG`@Ge|bj8s0e|HY~nK}$UlVR`U4%mw@!!3q4zvp>+vR(QuY(2n;ntHk6_
zODdE<H6sak0C2>+A+p%)0JhjOZ>PBYo?bHI5AX|HZO{`ceXy6kr&v{Krn&85E+G#X
zPT-3eN056=dyxAl`(KRv`WEmrl@s|}(!R6UwI91;exGY?=5oH$Z+ov1SpFAR#8t_L
zl|6`#0rzNjAnOE&V5bcGV5e98nSx@AVfv*#G^nud93KEHzsF%rs#mM5ut{0X@4c^b
zdt#AiKKbV?seZn`aZ*Ug0aN6D*#GkT{6=1%E}V5hgL%l7M<zC!EhyhTC7JU+Pd9=}
zI^rp}P&&V>&CWN5V`@SWb9|mp_80^R%9;k`Z=T(Fcyplgf{`2=1QL-Rg+t|oBy4;m
zSQ=smEx%0+>U0X>HaX#SNVzf+toZMgu*@O(W@q+&!XnPlAl_ac(j=eM0qn>Wq*m$~
z^DNHOY0bY=u4(DAUzvX-UtdJ)Vk9%yX$;!*`E(E2q|Bht<CiY_OuUTR6JC6oJbzs6
z4HF>vz8$*=YWauY#bVI4Bhnk~+d$^-2$e}zyL@++Kz$PA@P9miY{#$%-N}=M1~ByT
z3oxMvxzq=hnk+`cd|RaQa=ptyBh`|uCfMd1)9<#uUrhA<%oN+n7s%or@2oSE;!wo^
zh;kGlRq;ovhH3Tl)};WG*&~9uJ_d%rQG+kx_2jNkSnZrMQ&6Vy>ve`pRCw>+d?O1^
z69q|=ckd{c%>bJ>`{h5Zaq7zqtKj()%?(jE(H84H0xc8!V!&s)Z}~FaB<Xk9?AoF{
z_su@*D<h;JY|16MBF5L+nPt!!KMUe+P?Mw04*ot(tm{k{!)cH<@s&1|9qntycOa(?
z<-aThATvzdhy1LkRFIh9!HXN+>@^(ZBqw*5L~B7cg)Vt4)Nct3YvZjUjqr^zyLzAU
z|0sk?T<#W|Vr&F~s9$+Gw_^xlq{VW%0oYU5RR8(;c*q<UvKl49w5v+2Vw0|c<R;%k
z-tg=fa2W*ntXDL<1WMhRP=3t}yfcl=ZRo4&<FxI2j?@KL2}`bum@e((6*2G$<~##{
z_W_9%m<7?RYOe(pnBRNn%FEVj;+n9Prs-pap}z0N^*61QixYB(=7G?WQ6@=XfT$ys
zqXG6f;fA=d)j*`&;5Wmy==$sD-NOEs5K@P6igmf+@}rKzc98OntdOI|tUQsyj?t5j
zlBdSUIFg+we>QUJTk-O95BMvj&NSFU%NNn>|E_4lmf=Ew4QRRX0IJ&_3R5I_WBP+Z
zrD|Z$-)O}Iw3#S2iJDzog1ZrD;HG@~vJVhwA+tD2=y8&OT`x%Zq|zS%@tnR_CfP>u
z+0d3Z$*j8B;oFF}3631)p*FnGENQCI!A3Enniu@J0XRqeV^_SI{}@F8DQ}8VkaveN
z>kdwsp)6}0Hyc3dIwTB*g^Kbg;ut)WAY=J*!%cwvwE^0LNENEk6zx3#H;U8b*(C(+
z=Ma|g=M-&<<282lHuNe_Kwt$Bl!<QP;JA2<DY*m~)^0rEi8sph4;f*#S(0B!HB%E2
zuJ9}CTFO6N8Dr*HK_@S$(m1wuMnyiGL;~)O-9S^gsU<2{z}e47hJcnGx}>MUWRR*8
zItV(Kky6z|>ki?*UV^-}5M&5vRLJKcCWP8Ru6H?ZTOi6K+NVGQ)XQK@=D6lzbAYm!
z{az#lV{~^X<Bg34D@O^j1WZxLc?lKEu(}iz8|pYt^WVgLD=5t{WF6Ku($nvW(jDdJ
zMbwpMsG5gz?NjwFp^L57vr+KQOL%Sxw=C}WNjdf#kC1r2TNlj*?v853Rp@g2p&@6F
zmbMqoo4FV&XeeZ<3Wga<A(f|Nw|~`@pBe=SgRKNsV*M5a3hv%P7ydaI%7s|Al5gkP
z;=$IDR|E}uEuJ(PCFs^`d4yG@;PHF&dw$NLN_z<WRCvG!S1T8huKdd5nU}viIL*^!
zl{-(3^Y1`n@d!J69GrCEAuz8yG;Qp<dY>i;2k*TJXA=Bq34N)U>3gxzML2+z(_Biv
zGZ9=|JC?VATL>5b!ci=?G%dA^rG$^WUTFegK_H~nVxFnRN@LW7*1VDL6k!iuKb+W6
zZ#+R)r7^vrf!T5H+I4>xpG&=r5Kj!tnP0Ic<~+oTp1Rw(1!g|l)KWZ&oa$O>QwwK7
zXGNOLH_a!cU*d$drxgfVZPcM*K<LfyT-o-`a8$7XMK*2x^-)&oU7=IKd<$U%ohT3}
zJHhiE5k?D|*poVyzzBd&B}4F*0Exw2a8Rns>Yvkti0>r5d;4&!_d>{A&@7roop1ac
zn8H9%*CZgOOPR>m*O4|D4>4ENwxlHudF`(LILS7Cd^7%NH<82PLk@l88DCiRjIG(q
zKQWbH5{k1a<Pj2v{x;8b=sH1i9a^5UFL~q5-q>x3U~t8tXpIa*7%@GENVHyD839z@
zHn|W;XQ8RU7~a8WraHmYcLfFo%n5sy+M&@=(sCv|a@|KmCnw#FI$^L~e-)L!$O|c9
zz0ESxbhZVM%jGhUvEdc!+W8}^wKhjgQ_e@uPq&V*G@YRkP|-@2V{{?5##;XTMP1KE
z+%dyDH>FH)e-bhzzE&zaHFm^)6p)8%*sROdUA?1BsM1FgywxW3CE=}n(+hZx1vU1>
zQ8!g21ynYG>NnGPT#yHqi*e<C`$woWXv=KUHmh4=g!^GUs(l{YX&C$nzYcmjX56rj
zIl<&<3As+SBE;er$}StDL6xox<L{3&`lYUbJ~0rh-MD(Poc(O$vOUe$3|^ZNB16{`
zr_e>watQ`dsVmbDyMBvaT&==w=|)pFFk3cO1d7Z8AfOA{-bQ{=jRz!j<cZHXA=^^H
zh^cpFYZlu74)nG)ab-d^$kp|eax(;n5^egd$xTszDrNp));zxWcFuLP>G0J>)~opV
z{g-p|QDOObMQ>;yq)rX;+U9CwDmI0jOpF<6q~t*6#}?bMwse}DDY}y9%}^g&LiqkW
z|GggK1w?u=Dna!|$Y)o!X+ik5Q+1Zwd>)PxPCJtWG$ToI)~2&7SyVV_(rkmQumP{<
zI(hH?LAQ?7QTMUv?OodJ{8IF8MA60kD{Wm#lFuM)d%f~BiBML%XlkA_l+MeRzfwAP
z(B@r>R0Ondhgwg%t52=eBgi=O&STX1@?}FJc&)^a^C>E*Tal+y#anmFQ3<SuBwcZN
zXc+<;1wAG(u+2h2V*AD@m}^uzX|C@@xwf~cTHaY?2L9$Yb%GPakAda)m3E2o&u~OW
z^(5^MwB)Q>YX&0IKfizIy31*SF??*)dr9r)RwJI?c2f~M*|F5^Ti4EDyw;+2kLq}2
zlei$JG;3qTBc9LyE_RyhYv;(CfrZFlNfB4fIb-os+~O@dBYrm<K$WI92X`-{o-?l0
ze|<&)+Y1fc%KBMLt9S9J6sLCJ<wX?=&j5~Y7|@jRSC~7#v!Wf?X|A2I<Bnz+oFF-A
zcEAC4x`jjCakkRMY{yP%z?Dv>P61})7af=23N@wzl(b2TOll7fc7+8)xuZJ#tkc8^
z_;qR&rmShgnA%7}b`I}OhxG~^iZM!-zgllT+>(&WO;K-yb|_NPn@L@%|2&uv2$`9e
z+ZS3Rn@%)b%j0REv?q=Ko))xG^(;Lf#pB;uNtZ81%MJFwRIHglvo9YD0Ue(qrN5?_
ze(3D_qej;Xy}!^UYqLn8Z&C`w5P5qc8%%`oc(VjKK-;n{F9(oS8L@91GrooRdOuwV
z_<q){_+fDKTU7R=o0h@&Gmb_U(`2>e&Hk9eObh$n1q{lBmb0R)3;c7RBAHXt0+DPq
zM=T?V8)R#0EYCl82D}~aN1XL6Ag=pK{tw8;CUQdME=-Jo{Z5S#7*0TF{Jd5<*OUz(
z?&>v(8?5la$daTOgTirYUtrSFp<gP{3jDbA78HA`(E2sprt&ZS0Sm;CNu%0qU>C6R
zzlXE@hDCo3DCVC~fQB0$$vxp}jDBhw{0g@?el(1;?<d0A>*h5(MsoAXksGvn2Etra
zn;8E{52d2Fhig?MEVm3pydlHWzuBDji?JFc83MrlH3pp6TnKapuMr03QL6Ir4E{Y*
z$K>DRAlR9#+K0rlbIL*Py^cS@2S1!NT=d_gW&P9VhJZf5Zv=a2oxzRNNPRmfBDKX=
zXnp2md4w&48#fh=b&biadzXk4*{sD1!V8mK4V*K4!=g?qd$s-RCG+Rs%Yg+*W43E9
zJiCN0X4;I==uRNv`vvlngshoo=Bd<>XhvY|sSb~_DXj5`V2~d0#1F5~AKA>YJibw)
z^3uWTk((+8b15kK99!b98RC!)pG7$D<#KKXzMWex#EZVjzD~0C5*S~Oqv@S@dxqQW
z8m7BbE6*MBfEbw&Ws935g&>4qpD<{<%wKu|#LDNLA^EpD*ur*Wo1189-FL#x+mjs6
zL*Rz@!bzqO(m~3A#;J$j*Mpc$Tyd0WCAO_2&x~p-g6@P{EOGZiAIu&C^j<kX?>-OF
zIsa&xX=3*<2j;GC!5m!gUVyuOkqiAmBT^Rv*C5y;bvGfYgjEWc{RftBN2?Is_jZu*
zuQ&q%rZwFQ7zI8E1Tprr{sS!k@5aelI9OQ!od~|r{w9LkkpCfq?}QIdzhSvMBUV2)
z&Jw<Q@=!>6b$QnWmdnT29}gN*0P`YC|4K-<L9>+#6%|_e^WQYt>4DEK`M3Xp<vl+9
zA3nqp$)D@*e-KN06zMEYXb#NAMu`he7cvFDsbGvYly53{UNWxWn+h(OXAsEzcPe<P
z!83J6CF|??;(jlRe*b;l_c|#_6}H4s<$hvmkn&AD=gVzpfl6d1Bu60Arx}tC$6O2(
z|ImxyV(K4ZCXi^~`aK7O&DO(q-bu{x$g%tLGw4X1NsP%>rnwsUp~3oK``UuKqa};P
z6tlZy8cqbPPp5cO<V`yR%oPNL`g)rm5aKV&@JEg*lRy#j{NHL&b@|tCqcF$y*nMh;
z{7_QPbl`Rw^@eTgQgpJPF&!E$hwG-iRg|0tr8b0j(Ba;LDkIj=S8)YTI0rsDNgs1~
zi3(+z8&)K=8lY{<;qU|TLUm{n@fWR!FyTcQALeAqmW0VL;bhASKzGqQ*Nd}c^vSn=
z{&tMEkdQx`ZOD@CICF4JsJNeBqhY?ZltWh{%QwxmTLgB$)u!i4BWLl|NsQ?b?KLIS
z(9SyOyU+f1&<pF}rVWJy7TN5Any!X!bcnXmZ?$NQo#Aa8qDk1i)rMW2z0`&+oEvQl
zq;*<3liQ9}))2p0##7EmIRfoc97X1KWA@|r<3)AVOaZTNBzYz$;QM?eFttES%~?W_
zU6MjmcZMpQ{YXF-1T74<o{E?3u=f}uzYb{6F;%iz;HP+TG5CyIKkOz(d<$(RXw9N4
z%P{(COR@<n^?W{8J=&-l?mx9DSN7p*NtGb2t&LlupZkJiy>>ZAesXUggn4jbdkS6W
z&dJ4Y8h%@T>6a@J@U`1mOiuIfQ2cSgk2OT*x&e>@|3TQcrjZ`syU_FXdZzbv+rn}{
zbs8gMlICf}`<sXi#TRzqD95zJCS`FfydZJr!Z0$!@?4EZdz8R<@~Dq|l_lTmCMrIh
zI_`=PWtWrsW^{oeHb`)UQE7!|)_^H7KBK33R_*T#;68#7K{C-ipIR!^4gTEhF^6Yu
zQ%<-=>ONrvI1M09`Z^jrQ;KlhXSL$%<bmH-HKgrV$QOX!+;S~JyVcV%!TFXp7|~$>
zH+V9FyAW6AlCMTABLt^Gn<Ok>Ldby6Jr<qaWx&y6jN&5!)C5J}#H0J(Pt2Bh0)qEx
zV{4G+2LBT25082V)|TdmmATnql$B<5B?oSSfMbF-5-as>i-E6{gNk!aSwOSUP@qI1
zN#(IV{xXYAnjidLu0<=zF3Dk|WlDY)b$BKXHXN8T?#@CG0AF64I6O$_x@@6Zs_Gx}
zc(BW<s!p!jqDUUTChYAxG41-}{9K~qM_$CkOw&Voyy~!Y4FfqWIv}6!FE}^J#T6k)
z)z_Cey9u%Xq$a*2vuWG$D1t5w>o!jj{)QLJKS=YB>;Y<+znrMXEiLgoik&%lSj=?U
zB&m7CJ5(RK8{&mbVm#l{_5M+9DAGPmCZ5G|@h-Ck+AZmy6MWn`(WrOqoDdCPwS#ej
zH(pDlMy{^lc7=&0R3%hXk}S&h$Y~8aV^yKe)6r`svl^w1+0i%QO%hRYM-%0CTMO9)
zxaFbxO%HPMauOL#c*)9IEq4`hxxaFP?{O?9nB>ELe!o4gI;ma2PeU6RVQ-FI<a2_7
zAe}}4YvzSCbeSou4$Um98M81&pK-m+?%7yzJHicowaSX9gq~1!OE;R1#y4|3Z}`Mc
zoXtned^!q9U<B0r=EVHdRwoq8TUt^xdso1(DO!XYB;!A|d7~+hhXYp0eolrQ$}sSH
zM*N83F|T`T2nob`TGir9Zo6cNL9tHc0isV)0E#CAGdHU>LkkbO#Qmwc`HJDF(c|SL
zLqGc`w7!q}-mcPOr7u!9^`HfbPVZ;z8Q>Rdb#5Q!L*I4|G?XU~NhnCKDAK@Bj-o6D
z+>*zPsdcN-1SI4L=h)?4IE6uVU`f%(AYfr<7NK`0tKwRgFuF3<182_k)%#uwVL)5$
z&`0DbkUbx-xX@aj2Q(<{lk`EyG8HsRl7J|uEE=9+4sfS>CRFsHCT=?nsecY6F%ih+
zjO|vS4iI&VRp>Jz@NB{p%{U5J2+8?5NP(z+M80eC?^DMKMLJ-a7-VU`8CI*v#yU2q
z#jsFJYCMHVaBvBm0wjGO_HalmAk)H^Y=h|~vaDVbIt;_-F%8dCKHmHwBfrLPuBgg{
zF7(z9%BvR6H20|lY=RQxF*8-s$^2Bq$}NUUF7L!UTEjM}irl{NlB-0Cw)Yc;RJ-WO
zUZR&W#+RSEV_L%1o=Hmha;K0(Il*t+v$mw}Io&35pVno=r}QrkYd3=ei{zZl+;g2E
zUm&E1+^*K>4?e*OsB2WN^})M)2#4F2ollV-t8HzNlxQ_5P3`%ra2{lV91LlKHoo8!
z5sDcB6RB=`5)N^-8>0K+ElGwgNPLDPQkYWcXFBSP<motMQ@d&|nK|QaT__v^za4jT
z2B!fZRRdP1m4cF;O}(F(iecUeLK{Kq=A)wkr)_$Z9eyVXIW`TbqVVSZOW>|tg$h`k
zi-aT)hE$ZX$FRw&*~7CpnTY{xol}NZCEe?hb0G&&4YB^=yRqukhl&UhTkS^Z)+cBr
zvOsDfuTwISUsB7QbauSx@ZZnxIy0LS39eFVHW3UVc}CXWBp~m%z9Xr7hrtw*NRYJ>
zC?EO3z5M-B|CdQ1pRV>@8Io5N*Pyv-W?4Q_mN85Z12LraMi;Ok()fgGYHVECRQZIq
zp#?)aZzy@RPKCzOB9zE_!MT45acV-loFg?}ud#7#MW8#KsXvUW3O}Fvp=t_c-788}
zc>LQLS4i|`3(y|1Hgucpj6c=QpTv?F)NgCdB8kDU#MSgvP{vi_xtqHL?Ng!sol+Gb
z2>Q>haw=U{sa#*dBr4|~#n^X`mt7S$H>e*K=5sLW@su3se(GJMIqQ7V*nI{|*r+g6
z9JCF8#&iu4L_2HX*?zbM=C=u|;La&z2lQK83Gk7T*GtovPk5Q3L8>rlsM6Xfh`Wtb
zr%q8Wi{`<;0su^-2YuV}SkmA%=gl@~ls0rz2MXCnb+Qy8tQb@U(48ZOGHAg5;^RUQ
z+N^+3_TIzgwF7`@V4$_0H4}_*>K(048|~8%v82gOk?rDq@+9p6Q8D=735ky-P=E&J
zpx@H`LI)Agk=>VqIzAy8Uz+95_cd;{5Sr?|jL3z&qlL!AIOsQ(i(efHF#)q_-~;sE
z#7z!&LA0Ev8tfB6lm+$lc#MKi#ZukJ30h5X00b9IMQktCZ^1+JlC=^LqBH(^#vDUm
zh#XXMg#okJ?bKE>=ngWepq-i@p~rlTXOGDd1WBMp3K7*_p9?TRzb~5bZx2b_OLAAi
z2V6&odf8?CP->YogEa1&hOH~4#kv%m+S`u@AP+gM^0+CHsZEg|Ir(?XsF>cI*|8Y8
zo$CRtQA5KO`>-`M07J&2ps%*jkHhzN*t638a=twq51rhH?rh<doFYbj&&C61V}#=1
z5u+-eZ2?6OC+WHiemB;Vk+>_tu@Ove1K45EXaB&ak8U_pU6W1g5V`oksm&e9!jbmL
z*JwG8c=2)5K#gTXk4M$&-)|Ep2r4r2JJFrF$m$DEW|C>DTz39V{YA%M7<ai(G*(&Y
z%k5VciSR-;c_%_Yj@S~Jfdq$Ji8$bSSM;UVv!iXbj$G;L6QLXCl1Db3Du(X6&-l5@
z)1qJF>x+#o%82Y1aQD9yI?c*BBP4#mud)%HJEPywLgY`Dju0`JZ^luDWc?xohjTE~
zTRa-z2^%61UEOr2+Rmke-d7NpwJm5|n3@e4YY`57bimv1sz^R<Z)H)+ZEL!~=<v%e
z3l>_|CHon<rwk4vh6E}36u|NKV)i(_(C0+^ZUlYiqs-K(ecOHzB`-1pAWzq36VrYs
zM+w*+qgQe8B19s^t3tB={4~mc-n@(0`!jF}$M0-YID|wpwyEI^*ZpRmV)v?=Ibk7r
z^j<pEv66!$oQd+I1({FcC+_BWHeJs&G=5Gy1=0lujq>0GYw}yL+aFm}{|Aj_5K+f8
z6|ix|NNtotb@}Y>f|(%!e=BriMsIL@bfL;Kmha9z4xqJQzr6*@IT{GV({ws0FGvM1
ztqe?4#SHigm&VA<e%6yI+mlk=vP2Ei$h2@Vk-}cXd@}X`^+@=xbYobul<PgV<`#aD
zoe{-v181YWJep44AInY*+U@sdsmaSjYP+nVTrv5^PmjwB^ZEIChEEJ5)))vs#v{`v
z$PL>Q?u8UaVU(rute?-(rTnB^rDlz|2q|xNs{FMHcWh7WS08k2aExYb9Af8f^cc*!
zopY%N)hm6C{D>Lio5Jwz#e`;gWE;(#E!iA||70KRE7Y3vrlYc!CNVEL>_z+`Hm!qZ
zsQUSlfjH_X4+wS=Ypo1XBDt-`O*<zh-yK0ds0ymroBhz7GpXxPS$^@4l!OUobg{DB
z0VU{ighik^eQM(^sEc3XYmvAU(n6m|Qg$xe0)6Vc0iwbNCmngM*7n`aFx#0bvLuEM
zcJWYl$+H0LUBE_2M)>O^4EQQfCCTP!l-w%Syf!*IPMxf+@INb}hI*|HE6QZ=B756k
zK8=`pbf*HWgs|j#O6ou!X0@<M<d^f;$lotJc2(b&zLhK>3h2+jK*Py#j=Cwt95)%a
z<MKyYpPmZM>AxQFsM6s!k;6e$Y&>~#9FCU9?$<>M?cWevLV9)=jset@GT!2a7GPNU
z{GdX*4vm6(HF969RKt-r(A5v*R5GYzYl>R7Nkmsjha4UL=%vX;T9l@!*VcAk4K2od
zw$x`BklW;o5N;DKQj53OVwq}d2<^dM?2{g@(O5d=JGO#aN4grt5;@^K2nSic@9%my
zT#&N=0o?v~;u0)utpAU=#H6-X1!)ViPmUgw@6P=xJsTW6G*+Mph!q1^!?S^xX|!HF
zFc0F(+pLaCyOY%vuFPXCe*<6qX};p3nu_H-OPv72!sjqlJ63}w*;LK;ub!Nd{GzXK
z3z3-lm<3p!Z_Zhx+E9TeE<XFmZiFs?@o?gy?_V9u8**Q~AL}&|NeVLS=-_+tRgZyL
z5^Bz$doA-NG&&<MEnmFdw<4%pzj7|7uPBN~>appdL>kW3tDyEyp@H%BUh95Hg4Lyq
z!B(}t*dhP#^Pqa?v15SrWU0Rv#Q`zlot2>vTTsn}FQaO-KQJBxH&3$>yPYudoer)*
z<LUiQbe0$4G-4GuALmV{RhfW~@9TZa2n65P6KT>%u?x_4W&Sa7y3#|<yxdjZcO{<w
zaZ;+8zOwGk6~*4t67$VvPE{euT>29<RNqw+72XboQ%iIuk0KHL{RbV7qRf-UH*t(!
zGLF3@+<}lSQ1{Io&(@y}W($aF(G8C@W~YccHjNkxH>Rrke0Gxd`ow)lNIaIf2)CX{
z<vQ|ZV6O7jYK@jODfUW2Mu`L=4>&9J@*6I)e$OD8;Tzrbwj}5(6;k2t@U&IM0oMA}
zeEjz<@x4cK(jXU@QXm&k7LvJn<pYe3dUVfy{1ZMz@YnC|#DhLf`t0K77nr<XKyQEm
zzaxTzs$?VMo@wcTb2JH%Yyk%7T0K(e+U;*;hu|@k{t+KK%+rE%%vrzb9CDEJ<!Uj{
zN3CoD+a3v|=Xa6DMTf|LHj2#xk=(f}A@hHP{f>1h=Ct|Ghw-pt2k});Dcbp93)yMC
z?kxU~_x>XWfe*K04C4^vhw=53Gr-Cq6p`&?OYOJW{lvG~eav5*ukxsMqJ4}WkEWRF
zN2@jk!yMQ;rY9?Bl8fyYX64#zTcY{$^@z5hqxirh52HT*lrg@ih4)55K$5NQyBhVB
zVTO}l*ag}9V`X>f>uMJxdC}Kp%3TV<uWfJp^hGK4#aMuXMbbHct4u7<Bm&x4m4%iw
z$_4ssOpfp8`jc;q9OmU0DWHD+v9G>Vh_nHE`qQOuqYBpG*ZaLV7rN3L;4St(W5AhN
zy*uW}1RxhVsP*j&VttQN{A}S6O-AFzh}sfJdtQjiAdo{yw}-onZox*9AKzK)(%|gI
zOUBwLWe<9m3T;t(wBbv-j$Jxem@)wkO(XaFM~s&BQ8C^968)i*(aE^iJNuzV+myx_
ziPp}_sP*9dK}#aLR$qbUQEJRs22+4wfLMY_hR?P9=)U+&wx`()&oTSCyd~fv`_5`E
zEh)>?7FFX0#gl)(>FOolr*a6Kvskx`HJj>eQ++OMzS?m(*>xhD{=CWyIlu~sCD+LI
zea4FPU~>M`dy^O4@WqsQOql&NtJ2;mi<n9a>a{<g_`_zh<E)<Tjm80+Jwc4mt=f2@
z8AsB$3hhs#j=VX!Y*kpCxXS=m%(<D|P)r&Q&)$c-(X`rICg>}RscR=(7=D2Gy2IxN
zDNl!NsL?R&4%b|m)D~k~JspHT!`npP7UGcwzj-$Vjf4I^_b8r2ppqwyoc?WZ`|YvP
zqrF@;Q(K>rO%=51yu@MdMGCp~;qeR$>;}y9v*zezb0N$yP*OzjRIDk)2-!<enE#*M
z0{uD&t5m}JWOa2HH$z?2OoX%`1xkyBj-|#nhj<%*IdN8;2p%k3KaDsIV#Z`JcntlU
zS<OiHx~VmJe%_XIQi@RXbCydMN6SL-K5`Mn2!)+U%VO=*S?-sSqFnGjQPNmK6uSsp
z)Cd*~6;GTu(2OiqER!l;Cz&AXBUwTGq~ElExOcoQLUD{J2;&-JcEp8c;?O{%FyR>-
z0^s5y_>aN=X!a;0z&7rA?inErRJcX+6T5G<oD=Z&xR?cxsXB&A`>}jlUI>G+VFB5}
z(9d}pXbyR+MGNJ>P4l>Oh`T@OV}nLBn()BoP^7XW?kq|D-myOj(S-N3i-3t~;oMqB
zx{4rXR5d5NhMb4)wvo}p&y3*pIC`_%l{93Czx~k@1A0Ilg7%cbjuk*2vYAr#2O-PA
z%bJ1mWP+XoaueOX$PLOr<cuzr;;gby<N-l0s*FfF5@^uT^G}eK%|H`C=Jxnf?a>}e
zkTS8ECNY5_zMv<d>zDrXQcjkR>Eq366QugeuhAE6WzXNaIz*5W8eY|PNL*qlMnxt(
zQfVSW?Tq)VsH-p%#{LRvgZHbn(R|_x+P}}HPFKCva)3n+_2+bGjaENlmUH0}&~HlH
zZm4x}%?m^9))bfz+pP(19Th{|I3k9S4p)0=2McXF33FhLx^4*pKi~m_==2<u^at{z
zY?z?Dwj5|C(W;KAf%c&rt|1NU!S(Ide#G){A-2BI3gsBkqg|ngaNzs1LE=*@`9a!E
zWs4m+_}*C|57B+}HDuW52pJIkA@_bA4>(juCAv!2D`x12if#N}oDqfEHMrNt!1zk|
zHMuMi`~)pWj1VLJX`8}~wh7-=5su7<>EBG{c7|VFw&NcGi!($cW%<HX*6h%t=WxC4
zOI8zPHt3zvslK=+?FD;3Jt07p3_1jVkeM-44{tGdqHTfn^iplQus|TL`Tjl=(P(mz
zze4APGex1C9&6f-MBnS#HMmw1yC9L8-qjtG@JH=5*epN~(bVfA*OSd#4@weVp<6!@
zdF(LpN{VpH{lH2)L~D5qqEzQ~Ch|HxZXwU?i;ZX}6j91g^M1*tw%rTfo(V-<<_6QY
zXJI{DXzLIWc8id_ekg0s*LR3R{XK}@+OdP5d3vcuO*03#YWw4W`*;dNF}Gv2%Cg1i
z$ipqmy|f+1VOlG;FK1UTFfYk(?#Q`BbA5C{Q<W0JBp0CaDy-7Zs1E&58Jsw$$Uh_^
zj;`Hj_gh;D_gGm>e(hewAT~!?W~d9VtN*^a7GXYDe#`Fr1M%0HR?m9F`IgEWS7b9p
ziPLfwIxo3tXl&5I036IotIO;-Cm74#6~`XKh4vgv&QYlxlejO^A;1Wvuo7`ZBLJuG
zfn0soWli20mU!Tu6&qM&eY4^(QhQ|pj+j;Tlm4j`XgB5vvzD$F9>S2bV~-0KK?1eP
zU^WkJbs-B20RTaa-3=j<3<n8vb7LttWM9mz4aKs<5laN9X*xe>iX5+)JZ3w|N8T1o
zRX}r>&>9ytpB2LME#sENRDaqRazM&ztzOMk5r_hQX3+p2m~m6HDcNC5M`XBND-Nfa
z1S~vVZM2Z8^DmGPK4pSlfnHaNo$7A^z;bcEE?BEoyn?j^K)9-il;-bTaQXyc*ZDUy
z?_yHY@i&wCLM(lGof=795{|bP%|UxGWx@}O$z>URVT1z(2%;17LIMmYOE$w<NKHX8
z7^7V9)eefKj9o8(wn+IaAv+*sLkBw1)L{}A60YUQfCuuxS1pKH7164yd-FCJBSj~2
z@-T6cW*}a<M3<(sxdY`A;vA6;>TG%f3*=NJn=yJz?dOd-^1cd_nXe0%!lE#j*Dppd
znV)DAdPHZ?FLN`P$B_+P4V%HGe4#)~UU=F~64#PC2>GOJ5kj4}#_Q1d(vhbIkqf!=
z9Uakpxin)=YVr%{ttOZ}UyxqFxXS76A$N1l2CV!-S9EJLT?^mZrI)ET>sY+S&^169
z&fW`Ce<KLrHues&yTP4kMNVdPPT!AGZAL{9DgDQOc@oArBkM#}Ub^=q#Esxz1I9j*
zgBRdc_c#ktfim>{8Hhqeuz>2hfdx`%2=dtHgoCfN-G@Gui?ECC&a9Q`CiM2ip#oIc
zs^t4YQi^CucWI=HBja}2e<#(Q+&1G9<4{_UPF3(+`CN!b_{}?CkcXe7LmnZKDeH^u
zXAo^k2`S|)XwgZ!vsCY<uXZWc9(#Hw>&1Tl+%v@tB5pwP|5Zjr3~WI3z&FUNPZY1w
zN}3iAMatwv^|U6!47e!p#5q+o#^g~ARF`~GN`K^U?Nr*V3!sv2KOax;aNZ3*shTPo
z8cm$ek)#acl$Q`>PIAfIP474b_B6MwDrI`?cg3K7`qP04D#eq>ffnScqT`8DzL4%P
zMd^3g?BrS-T)P<+G}mT{6^~G)-s&yqaq*^ofAse8x?tK@iFUR$Knr)~9(m*56J0Hj
z*R}t)Tu0_QQvD$oo^)8Kr|;P_iKAU_Azuvfj;h%ua@$S<G#?=d;ugT{lxim?ql3SK
ztxvYurGPm=*trpMivDCbFT4zXcIsBZp#laqmD^LK?`!o4C#c9n%x*ccD41LWaClAz
z1d_ru`{x4n4jx395_fhaee`V&!r0NH=_zjuUWrMApW99(MxcP`C2~5P(b4hmIeA9C
zuL%fRO-1g!Wr1weVGORW9<cdArs33;S-LQMo@+R(t=UbY6=PpHtS87C={GY(YEzfo
z<U(g~D-xkzR;kXMT-i%{_%Ok`F7?iTb;9Jw?PdrU#7AKiO&W{_Eo+4oJ{l-I6)o(_
zu6=<<liOarhvCYyn}3Q%lS}*JMUPd?sebqJ;DF6-;@EkOJo<LAdL?KuEc6iuo+MCT
z8M@A7Dl@LOr@*e9Wb?Eh?jo{x^1zB{IBa<&+y~S!_m5N2cJ?fEg|81@owWB4k=~CF
zS{0`rq;r3|1X*QX$Ai?-OeK2-dsUt9>ZGf&uRXg`t~Q=#;WCk^9GHs6$7?Q?LYRC$
zuZD@Z8!_g5K^CamXa5Iu_}>lfv#>C7{X6wJsI3)o&W`dgC2fBfrxbYEetKGe+KyOb
zLR<v*<IKyc@ic%j!Q)j8Jz3dU@^AO^%}fJkzGmfeYH#Nx^7o02WkAQ*eYmT)fO^4{
z-j-ZXj=Gt%TZTZ;@QHNB6rADC?F89bVspULk?VVE-7iELE1ypfX6p-kqT7f2JB||H
zwuiQps9GCuvO<jhRYX%S#v=hA9&gVhJf5$|D{d1bS&BAnIDv?~v#2+-X<y#6jkIhP
z$ewPlj~(zPycows7wmAy*8j!WJI2@+h1uF=+qP}nwr!iIY}+<Y*|u%lJY~D;R^R(2
zU*FvBq<_rp%w*5G-t1&$t+D5LpW#R>YQMbRy|VE0pzQ1B{j)RirZ%8G(u;GE>p^HU
z3c{|1JN;!gkwr%GeQeO7$IOW{^YeeE&5q%XcC&D&e$2<R$V@+&&Knf$3eVkQ&c){-
zC*Bg-@ZHME5cpdpyg?tTnK8oD7W}c>v?AK0YI{C7gWBOOvDJHT0s=M!8(eNs28Y?b
zSn#VI%G>~5QjLxlpnaqDogo$%Yf%1i#($vaSL#s#@FBusf0vVmq5}`a?dJ4+K{NEv
z{s_LoI^EqEsy~rD`tp7~Ca?xGpc>uSk=u}y-`xd8z1rp=J)D;?mq{Xg>=F4=mk#a7
zt8oz<tlW$MM#Wdjnh8po7z?wDpm_fgmoOu}Yx!%@<dpzKD-UfTogb2Wv*wy?G!9ga
zR021bTJ9io+o_+Z*r3{i8&bQSNI*>ZJJ#tVToF~#jpK(U?jMNzOsQ~?rL$9tU#u-|
z(lZ|BC;Sw$H%X<Js^npirCB<XI#UVI!d3`8_IE_%NmF6MwTwKz`&q+>2?Zs3+Vr(c
z2N;`&wi6Me1~+4o$GZ~^q=$aT7A<5w2MMIFFF>12h_O|~$4hXstCLkksAE`k5e;H(
z0P@y$6pHj?lg2R8`~xrzB6J|~E^yQTu4RjUyv!vDReFmavO$ChvSH}!cX#2${8MrN
zNfi#V)IWW>1WCpb`!9;?TsWo?CNYZToWGwXWre94xi_sML}O(jxNwakG>|R-Utx0A
zi~9`!O<f=v*)^trQ=@*{SR24Rd;AiNB2pi$+#+-F4I(rU9zP*$GoVI?kY1#PXynuz
z7rzn-q)C3qZ*lb;y3=xT0BOI!GEF^E1ht6I@;I*U{`h-Jv0~~xa!PMc&L1wg=3|uv
z_#9kM@sH1E-}mRm7yhoV$HR=5oCxp```X1*YU9rt46k<knRJJmv-6&mAGKC!_nT(7
zU8){;{0wd0Sf4Ep=bL5Tp4In}ef6hEd@qc1N{&da9l8yEbaqElWFXx=!H8GQ^ViPD
z3n`3;M}B)BAGh?kbf>>I8t}mf6SF<LB7aH`Dt~=Eof1D%+rFH=K7Q|;S?ay68?paZ
zOWD7JZVIGoeXCqucq+l!C!Nrmzh~w1zQ4EmXLQ_{@O}|ZB|RQ|O9*H^T&j~Z^>N=G
z=NRtvKtZA*R95k$-4VTJq$~<Z7sf6MZ__#fG&I+UhKCgwlRQXFc8N?_ZWZ?V3`4lC
zC@Z5<YkG?nAVjhzw0n}=RUlg|Hd2)n!^}=6cl0m@tJpwZEDi4h1ojF!*Me{FXqUDY
z8Yj6l-LQCu=J7lp?x=GI9}1rK*rzQ~o7P5us}OBOZN)tw>4js?n@~3+o?HDJO*-nL
zBjF|t3EHwUsn2!w#&V?E-AVHdnVx6ej`F&vIlh@8G>(FS3lntaGp4+B<+pX_ok4px
zMJVxZd0U4QB0UJEyP>%1{>tSN@dVLM?EnK((`A#QYBWI2#<gkPY9}kwDKpF|Dl@(t
z*7iEY6kI=r?9qu}%&<f>Tam3e0V+;_S&)DU^7Td$-gA1Oq>c{l*2CTALS6xk)efV2
z5;T~@^ij%ym-vUgj&sSXL1rO5F9N-^f%3xaqT`0x51C8MijU%njvhg}m{)^wFLEZz
z=AxNnOOzo=7Pd7@3KHTFsovutPrS$w2}P)i!*Ztj?}uG^4`d_hC1QelDPrEFAz<qG
zDj6$_c7Vbo!Y$Xw$dxgr3>S+?)WNc+y^PD@En_y|9a9P89ubS-Q+E9YV8t7+oQeSS
z_@jxv-$(3FQy|Vae>ZXMoOl$Uq2!;bS1t?*Y33jjK#yr-0m$DE6s0_~FTIbO69qXC
zIYVKo+Z}HN6tUHlJ;%XBxhG&1-RjH6P0ZI6K!la2D+W5vCNj3lB`7GQ;k3f2Pql)~
zVxc)xkZM^I(gy}r{^~Ku5|+LfS(?j9o3PHMRvL~_9LTTMYnLmByUgXzA=YroowZWH
z*4Uu3EL>qTOC2RRlIBJ{RBygHQSWVweaZ+NqJD2xx5#K~9ncU&O@E{{GTSzC>_I1A
zw_I13Y7i;tCS0S+uWz2ymg4f2e4V*3waB1DRp`RFG0K#}7>*`hEB+S0Cb(y%!Dqgx
z02+LAMo7;|PYgQ6#2K|P1?EVC@xo?n4Y<*RjQ>Jz*=5Lk6q|}3^p3NoFn}brfF)7I
zT%0J3&s~JDgwLMBTz_1mhO<$j<^+fxtQ`M&Vz3Msk#Wmr{*!2(9OE~_cO+O;SCJOT
zDY~V}C;5_KOOa<{cfY<62KY6KG)B4=I?R_fJ+-U2%vqBI!h(bY7?7>`2R#cB2<eaA
z!iRc9%HAQp;~cNtV}whIY=zh(r^;jx)sY?4X<2TN-7Z1_hHzf(&voZNhV`u2+EqgW
z53A;*qo`Ctg7&eMgU(~LLDk}C2>iF4M8_)mLBo>>x5pH1-lzvfX-ki63+z+jlDJ!6
zagoXQVhIb3ADRe=e-bT~Ewa%-9bl<0|M<YmdGU^$bw6YeQD*!sE@8Ke*IF$%hEtzF
z2pG7x+3x9%mDH_(*J*trz528WT;$)*G8t?mi=G7cFC&T+D^sRjp??{ph~5gMsVe83
z*p(=aIfWs$xKDOpo&#>(eHW4%@)!fF8*N$D0Y;{&*_8!K867-+WN&)8$(~<~R_qLK
z1GLw!_n`2cb@x?L+hyrqhejmAI=Iq}tFGHh_T2*wF;^NE_*vlpJoqIMbWW35G^uj%
z<>OiNm69#UC8;|Vq;RiB9kY~pUOH?AVTE~TAHxk6%0|ndC#c%wDox0aqGjzEc4*g}
ziKaU!=iO6NmonSR*OKDyg;64&fV=K}e&BP~hQ0}H|55YO!JW4&s`11NXrudvDc>*H
z=ipH4E(r45lAA5ZWdWaOj}%VL=YwrN`g12qp(Es`t^~8r^wS>Uao0klJYmcWV@bOg
zuR7gM++C=*?<qvIi^eJvKuRxM1N>%?8%5@Qty09WvlUgR<+vdl<g4=xmD%01Li}Zg
z;4(oys|by@r;pTGM1b^lxE)%5wGyM!AvDo(dU3*;3!(9wJC4*MO=e}vfYRmd=hmAX
zBkwxblHj<P_ngI<pqQ~XTo>eea!gSl-pJq#?sBjp3q%=*h!!y{(-!f#%aD18t}ll&
z+MG|RE@(-G$(ey|m;H7BM+t<m74<G~G4CE(npc&QoDFGvU+41l6^~m?=5@*jqZH8v
zMeBkw-y_!zzfB>pZV=YKGY#AV!5e#!^k$r=!Un|UE^YNm^AIkvvijbtG^N*Xw#aGl
zNytreY~Da4Kos!dUL{p3wm(G9xZuyvm(Ia#V`JU~E0_}6EzOk=$o_*hu@h1sEUXc;
zjQI<^v`2z+ZXy!KUXCM8USw9O!kDMrJ`un~fPXyQu#q_xcEtp`fWkq@o!%To2^>68
z#F9+HXD{oRRVg`#s~?gPa_M5pIXz5`UOo2(;jnt3>J-t_)CA!->%sBZ!7RN;;*KG5
z3>QQahTPctZW9zWu$J#FYY>@4ttc-d()ER&7<!5%5V;G_13UwjetIXI4l+tS5ks11
z8S7+x*E_TnjC)Gtlo%(6oGt4gK7Y7U`%=7PW=3~fi)J2^)amD}z#QoQg|vj0+0=kV
zASUfd$$dW7XxO!~G%5JwR=~-9xNtJ8++{5Cp^<@v^DxGgwndz>FYgei40cpY^1@C*
z&W|&_xICOh5=#uR=+-=hi95#EfzHKms8u*#LW~{^IQnf=_CgYx6>e^$7$`p8v(Kg`
z+3WA8IpFZ5rU8Zh%C!zsj-i=69pM^&Y-h|Qk>?+5mw<pA2YvNR9~mouK2;P?|L6rf
zK3{-<y!$&mEFsfN(&5V<jV+<c=;YE?7>POk@EZ+Q3CK@;n#DAlT#(wUry%8Y4*$>P
zof??;OFwu@$JxBwctB%bIk?X8ob$?(sFp;b`IU4xI_UnGXv~#*iA{<#xZ5%|8O`1^
zg$)!8yJtC^KD&p?L^pV4_0A^`qHu|#{yMBQEP;?#%zb77>8#i;>_m6zx(lDRQ1eL-
zuFO#eCbP{LiAa?Hs}YVKE-m=@_DNr|MRMc6&`keBZV)2}$A8vLS2~i`B;siQn;Rs!
zUQe$;65Wr%Gv#j^V2OnfC3zfWQg_PW=cjjhBPv!}K?Ulp2;D4|P~UazrQLOTA`Yex
zkMr#mDL><3y>xeeb-NlMt2X-gNf?Jte?w*jdiFR$nvK#H)P0nlXKJmOcQF%RA3n63
zeT&V5_w#vsU!Efm+dMerAthex)i`~sjeWHDhr^rmAp-a3b@q?B@ia;MeJFlNUUmTg
z^XtoGI@jTv!~JpR;B0^*_g#~i1oN9nk%3c#9_4B5t<K~vdDR;%#LtD+g8j~0DJXhA
z-yFSw(2nLXh~6-49hJc!@Gtfo@5Ml&ULX?=yEdXIl0^ZeR;5dWz2|CsZAA?W&!iby
zqJFsZ>B(`!10TX2ZnExhe4N|*z}y%1ZntXyW(z^(C0&r+hVy1;a00=H1ikCR*HYcu
z+%A!jSl@E>$d#mxfXM&zT~rG|rd=<H9@9nZQ#gfy6JzV{u!AhOZcnEIk42BK`@{W7
zekRP%SACS(cy>=<&O1rk&&!MbRj(NcA$_}Nuxv+&tZwSAhj@b0V>5ej>Z_r2*okdF
z2-rMYQ_Dd;*`6aZcW7u)j%AjG5qJE+COEJ1CiG=b?A-zclrxn@PwXEAOIpg(xsB-v
z(0kXQc&j<9!%oir*Wqk~&l<;r0Zgt}EHFFq5co*v&ItW*(w=O=pw4YqkbX+8qNvdi
zILlYjfW$rYm|YLBeoCX_sD+P`=Hm1{cYbn^zv0L%J$cB%`U8*yH@<QV3bwxnbal>o
ztHJJ9QuF+~uP~O+(C#&WUJGx2Ur1t$PvheMcBu#9YfSO{{vr5&TDBn5Zujrf!sO)N
z>)wpg8wMW@;uBVr4ukZ5a1wHeX8&%TP4I~%hwuwN61w2+8LHjKKl2;MwDA5RgzYt~
zP52Q#{J4|G5In>u{x6q>WjAeVb3kmSR!wfaQb%7%(u~{@4#+!kQdMsA875Y_B%#Nz
zowd1Rt9u_<;^bJQP&6X?SUf`32ZidxZwQ|3!n30k9nKjPT|pA})Za&jVeeiskQ5eV
z=iPUMlcVEF_8-ZO!=M#uJI_3koQpomQco;{&kLj=UsEEK8yPxRiE}R5+fn_o-!n8&
zaj+GVG{;@b(z2w&*jF<+XP{X&apA{<f$3kU9Hs~<(F`!fR<~JT1Fp*rPbaTCGS;|v
z2MGtiaI`=eM2dhMM3Sz(=S4YpxIJH_{`Bh>vh<Fby0*31tTj&3WL>a{ZeIsej1STT
zt2`2-{;`b8Yk9SdT0>hEB1WW948jS2X6Eq4I{GW<+a!p@x`l?jI`z1S!#{nuh*QfZ
zE`cqqPPbG~q*A*-B7|j%S#8|w2UB9_xjWsmI?|R`<xUWJc(}Pgxtize`}vec?4Be!
zetvj-do_fCemjk6jQ$#$cM!s8im`~~TcO#9a=edSN||2hnh7SKabo)KGk=f=@vk-S
z!|f&}UqcgBjjtVbicD|i1I?gHnp#!ODpfVDN|{Uu0&^UB<y$~p+6eJxUF2oSdPHCs
zaWtq>Q>Gt3-?z)_KBL5LU|rH<vm==|guUz-fe($#<9p6?-GozW@b^uv{?FTCZ>&zL
zb^whF!C0dMR+hW~v;h3SAY}qH-=u`1znUUgvZ;*vS&%#zg(Qs~+tNsS3MoXJvwT-~
z2%@u%Dk6#He73e&Y*9+=nxW_<@~s_Gq)vf>{(iglw>;qQj~*?C*3Vtzia`1%610v`
z9a|bWWucf%IlXL(Bz2_cBa0lHXix?*_7yF-Sez-E76f*klF|xr+4gdnTeAFASDDEL
zHA+HUIGVv)SRy-YOjC5$+K@Rm7`A|JHc3bxE#<6tBZG;<F;(M&kB5Df@GFni&Z3I+
z=|*W)xaVWUoalL>Tav-~I#o)V(V4{XrQqPIs^&Mzr%TOb(+Mt{9H>pEaxrNfXekNJ
zV_Aq~D#@<A4%DDfoYxXLRB|cK6^?(9LhQ}G{>51)#s5U7Qz@@0s1e`bq!@1ydeXEY
zi8<u=y<P@j05*YP0`{OeNkZT83yYmpH-MT$?TGrB2_}vjEb+Wch5?u)dWMcD&o1IZ
z4il1llmKUzR(J<Sq23KWs4~Q4QtAALvWyJPVp&g@;zls`X((ztDx|2Z-jOPfp-Rru
z)i2!Pmo-*4{Mj|2&YX$R(<CaAy1wOsRtppW%8AES^M$zM@^-D?T!X>|Zck8Hkw|2S
zpflW<@g5R8A)cZsGKzAMO;bK!FO84i*Gw#;Sr1D@=mUxLGu)(hVw^mZLi>b{Y)U`Q
zmx-z-{3W6*p0HWe*);(0+gBpO)lnd$ozv}ITtJ(P;3uRANrk!5Iw2`_Nj$5f8bJ76
zB%_e_o9C%|<Bf%wx03EV-0|?Y38arjkxJFe^n*zi-$>A53z%NgabDqqT8Ng?v=dDq
z$n<Ya0ywY#Grkm>7j~(KK_EsnQepZYn1cYpZ6-ynS#shC`0&mY|0bQReIw6&?lKwh
zXnA8cx~G(#WTMb2?03U;NIrmQa|Vt@>Td0jT~N#<;0rlfx*NCvJszTXe&>M|mzM43
zv9Xo2wYtmHn6RQa#!<^-KO$N#j?lR^EG@y-T~G&T+-sBe%{)RX%auH0shmF$dwW@z
zoCsFhF8akaicnWLL2wo>an9C@X{M#5CY3Z;&C`B~Wa+Xs6q25*llnE@DdyNpj%Vy=
z3=zJ!G;RVqm25H9q|6G>YcP5cWfry^C}{<1y0SYbRls-HI!8td4u91s(*Pl})=Svv
zR4`kXJ3JCoNQI73E3hDzTij84C$N;GL7MJYxL=NaJKUU^ty2(F65jza`r9c`>YO5y
zHt-oa&hw%&)*AUYbf@Oh-wSe1fX^-|NH>eh2pxfdlYXwf@f1OWXQmxSA+2Ocd*{l-
z0kVkv9As9~HLy4Rc?;D+3&eYM)v-k(sPU{jSV4~P;+as|Qg3UTVmMvHj0l;u2C*Fz
zTc`Wf*^gGTm`Vv8J5o1Apx+%QCG`oJhsm@##k1XclX=jwilcL@(t#?Y<F9sViK$Io
zu>%}Ur`uT~l4yc*AM~>d?Y>{|i)8#l;vQ04RiR#F!DhGUpixNCOu`(2+Scn<H*`^<
z-zL|9Pjl~-uP<+cZ3sTw#=fBA*jV1GkfU^_mUAjQL4>Q%QaQ#dT9)I$t*B|<f+6*y
ze4=V6%qRU?sBbdRqhhsXyH8fjuZc1x+{&IKCz_=l7mYA6wLdSExD_z0esFO8>z33U
zpL3}+_xIwVLV@vw!#y{Ii?#MckFR8K6n^$^)9{Yl9{jJL?)FO%pMD71vLe~&P_R2q
zqrmAq`dTQJHnRXw>0g?!;N=4}J;%UGUuWB=*5BEeYfp0_QOuebUUd-h$lK|tp{EOd
zC0a|OMvVaeBBExM(v19`)TqhnLaePO{}7gDTReI^HK14L=~BG5{%fH2?kVka2_~IF
zvw=#Ec;<X3y`*YN^v&(&Gt=(5>S0?+qqMYUj<!+lk{EV)$t;c4nnpE(nFZtW=N)&N
zkaSakRv8*Wfyf@J^u#|Abzzuv{7{9EFBU?Jl}u5!69di$dTTDz7;Zq?x9h`0qx80!
zOMf&wz)<MkqT6EH53OJ&``^cxTKcVa(biXj7^;g+0MJ*P-BVW@V9=uE=x1UR-rrK+
zolB#%!AhJsWBOZE=~Cc=b#@Tva>w`J&I7qV(YFdN?dGITnOk|oY4Ei4>s&XaGSd(1
zxMHMJC#5!$lymPh`|p87#+^KtpInaw^1zlsizZ(~sT{<TYVCo&g?)Ho2z;!H>1&Ty
zI>}nu>XkkKbp2jDrPX)KT?1WL2jVyW&>JTRp~gf*Un&t+HRmfmn5=i=JgQ3B>Uh+C
zHPyiKmbJK8mM(rakw|x=2G1x>E%SsrMj6t#eW`Kxrn<e<k+seNztt3P+b4OGwyU<e
z2!dY4@r)Lth~C(#d_A8iSu?kH3ExrkYC7~??P^kzw!_Rzq`jm+-v8igdL)H%ayuG_
z91f8-*5I-`j8mv1mx-&}JDIiKO+c5cTvd6kM$Z!~X_L3hFSXHgpiqM{<Q;k;fHamQ
zX=2r#LorCS992%WqO|X@fTekULyTifC<$j64J{YKdly$WC3hD0IPEi)Zun}_g1NPk
zkc`&;03MdF#Qwk1h2?(;p!toO`p?p38fP<-nEiQMfB)3q+9eH2Mi5Avz%VUGGK>M{
zW3TC|ONL(N+0f6=b#=a4>e|Vm^W3pjipxDGOC=~y!Y{AxTbz-Hl2y7tw$?t(9-Kwe
zE^kEt(&6>Q2#Gm^k=H1aY=pG`-z!)cV&-c!$LMG+ctA@ia(r#rZV&gT_Ti`yBoV8x
z7zO#myo}f%v{C+F;nKDT`72!Hu^Zxz3e%^7@W**53wn?4X0@}p3KX30zd8rS2g|bS
zw29->5yXVbhy`5|nT@4zpPc2U(=;El$UZkI&f$f9E&6qp?a#=ygc=iJ5Zj=jr>W)#
zxzGGC?uDU&zGSpR2Y?!F5Jh#8f=NlaG5+8@8dC#7OWGq<N?t%&LJD->MF<|83Vc=}
z<V1XlTJmwNG{U;L*bSQX0p*vyAbdj1&9}o613nb!?FioqD}<4QXR1#>F2;qy?|L!a
z-u3o519o~XIt?IKx-G2^(%<wO2I~QPEoK{D5l9#Lks}e8Vy$foDsd8$#5lbW2gD}I
z^Xvf(2Fi|ET7=aV(gSnsz1oooTm;H(^-nbCj<{2hbg=Y6;P^#0Sw%W8{>qVJql5ln
z0CER!cJeu2!r$SQO%W7?tsm61X?TJjTCdZr4+{;7GZ!<9yct5&sO(St(B+jt@&QW6
z*r?C&Er*kl10=@e_X%UUjAH)WnU^#r2S{%49|%-mW;y?_>r;|hc8x(_(yXP%OZGv)
zQFmg%=Ssu*)UVRJujedApwT>{>db?!Uw~%fI^`Zn?9B<t#xH$l<Hk-dzhFV&*MeA5
zP9Wc?9}XOSBc6Dve!if_c8MO%-|tIEZ1BmsP(e9!`748dtB~va59;TaSvJ6jtwSL)
zN>YpgY#K%#7&59%VORdw{;|KXxOnMEI2@MJW^&?aTI*ogEWeNU+wr2}jl#YsF8#}3
z8naM(8@|gbKL%k1<s2u95zxBA5Z${tzq$Iu2hkJK_lMAoFPM8}xMs=E$w?ADMuz1(
zVrR(dBxG29XGW3VnbUzeJTK2FT&Sk;=nVk4D+di}ttE`|i)FbuSdF&v*`eW9bVNul
zu7|lit!p$!;M#rd;iP<6Z#PD{G_47_YYnr=LsU6Zc>)&-n+46CW^Ez{r{T}x!)c!1
z=Lh0qL`RE1I-4o9GzkgVRoR=evPs_UaaVRQSX^J4M_?TuyA4K!B!yxvAhF}<8yQ3p
zjHW1EV^O4NKSn+=fSh2e8ufsn!R8V+Z_$;dJNLA5D`ytRV)KcYYq3sC#@vKMX?qMo
zW8eNck4+IbN<tEj^VmEsme?BE85@*g6dVgWwy6Zg6lFS~FzZqvEcK#@uuj8JSj=i>
z&{)0^mhKc=Gt+B1;z-qOMm51zs=cjwhz#L42HP*(PA9QtIRfIQJYQW)HNjoz58;+G
z>>f#m9=gphZjUY}OFwLOu9ub^Oo0OmO{Pi(4JX7KREY_NiXWfqAk_oDa)k&$gG#Dy
z{+uQrNt$M+0MUM1pwq2FLJc5?ElSX|VECjCf}U^Y%t0jT4~U|MxtsG!RN<e3PW^MN
z)@@!wjZv@w#91S1?TG5<MT!*bqP|=f$ER$4n(^W_Nx@jIgVAsf9LP7Kpg6i`2jYKd
zW$wd51F~*tZ1U`ANYZmc3NDMmGU*O=&KbMyAU95uz`sc`keVu6I;S`@U^ZtMOGa#M
zaVeX7)w#N_ogBLfLLXpiILg^=3Fi1jnuz7>;ccX|%v9)SrsL^Qb!2FVfO9~08H{LK
zcvy<37}aVyJDTk_Y+BijLJ6O5WE4quN$RI-Wf&qp_$F_BWz}Xn2`lP)VQD|6SvE8#
z$hzOsg3CC<Y!a6zRC88UGO`obltB>@4^oehk;e%Kp0?@uLM6?MGdjF-G?I;RI*4wO
zMl&^0&8ctjz2CQA{QO@!9xCOsTe4^EI@m!qhPCbZAM9}axSq-d4MglWra(7cw@kEk
z#)U4M)xd`dAf>Q@6n`Ccvk_fe5*9ab=P$;(g^d_W4T_x2^%|V9EoFC1dDUes8`9Ap
zikSY2QKN05)~<#=yiuaETH72Dstrl0Ew5|`H>S_gKpHaI<I!zwew+K%h?S=&t2HPc
zwre$73n;A;ES08aRjS{S7MF-(3zxb{jM-2_?oj|%I-)V=7@2uZ9!%$g#QcMj6s3Ja
zZmQTY)#{v+73ZHm!(?jab#G2y*Td5yr3|*2qW^%vUd-9Or=@SRmlaEGXoaQ7H~=?k
zn2*Iop60G=mv1*YN5x+P36V5)p~xcXz%c`63!*HZ&Rx$RP#$RwH~=d|_sezZ%;<FM
zwo*t?6x4*noAgN%S-YO`CplM^sa$jICJ;!;Y@*-O8J3};z31kE_NDB%dhw;mYJ(vR
zU*YY1=bRd-bovWOrzL%u;X-P4Nun~}81M}SrDA9}>6S17sA7L$8_u&^t|)-G#pOO@
z*69FkpY~vL|DaLCPu7);QA#sim$mMeD1k0!hFq88d{s4$w9*oIKcnQOg~^7c%%=SI
z%#{>Kd<W-@LlugVNzSJO^CqTz+k(E^Hi;BFy_5GMN~tR?t`tEdW^jP0R8MusK+Cj8
z-$aw&eOLxZM~+rJm?6I|oJ8#+7-?E;1*@u1rp3Ub=dQM2A#@y#`lH8CKDi3XXmei^
zIH~7pI%lZ<=hfQ}uD-gEVwZoW^==8#j$M5-enm^_=@K&)XxX?c)Oc^HP!CgX0F4MY
zBsFcv#u5^}{_~>Gdu~`2;od@-xXmA#W6Q~kHr!kH@S?N6cMycy$lfE;%6OHPbyrxv
zokrOR=Hc3q1c)%Z)6Jmptw7R-uc#sz96PO84*&9s`Cral$>kG!L)5>%pi@#cLiH}i
z(A|&3JVu9h-CZ$YlEE?;-7sW1Lpsv7bQzTalW38@j?duNs<TDQw;ExGQaS|ScySA7
z?H&}0ojn=<3iT!QAPuLV63%Lm*-~nhn;6X(1;7o4+$Ki44n7xbD%vb{mRfUhVJ-6S
zL9xrQVd)fzVI4C(p8hJG%6(11rW;+6G3{BfpENW%V*15Gru0lgJs}kyvR&;!59|D_
zJfYzX;_OR%JjOxygO9c<sti~PlP|D^3D@cU>*ULBt(yQ?zW*xtNGBbRX=*?RTp$E%
zV?|N^32&6}%U>gEJ`PC6AMpT7@cb-ks^9<`AnO8jwgs-aW={sXSU#pk6i)&*^5H*d
zBQraz2K^29SRK<79Ju(<ebx~}zpumgw{X~LvA?d=O6cF!QEMG$n=`Q;erkVus!g}c
ztrD&YO3Ng#3RfviKGnKC;DOe|hDo~O?DD#>1NfGL>^O;Hr@(5%X%SpCog?ULu5L3&
ztBR!A=6r)yU}VKHsEfA2&KEzpcBb8J#uw`0NZ#k5MMss}4TAV>jQodf7b#28LV$v0
zHO8_MKl57c2<t?d7*HWpx$nXqeLkYFhFbg0e9^{A5d?&WTUD>9%-?t_SwH@;wlTqy
zrK|?ux@m>Yy=7-`foJDF737-h=+M{gxoe+t$aa}7veYwp)iRRFNgsb``H*Qy;(T>Y
zt!n1ZIB%8v1BN=qz#2rG$AGP86eaHeYS9z5$VYg{9jx+0h1&127=v<}cSStT<<n2#
zQ{e4b0Vx}~u#AwQr%AHVh4)v*w<OUbJhhcGCqJ~q`w3!2cT2B-^r)EOL`KY;<k(_F
zqU_?7vP_x&F%ofP0Xr&#2YAorrfp3T1P@CnH<Oi}^Vg=J)b(luB$o*Y5B*%ye;78{
zr_(gNm|-!di6&B*!w}ZnV=u^!E*2xWO+vxcg%R%XLKA2)QG^)Jx0|G(3t~zgIg9an
zaIKm%hM7z$T7JCc;<MfG!4#mgwsjr&Qe9d~<r+vq!35(7qZfO%Qk)M5Eh_^`FN}UL
z6WN*~BwK}I6#x(=gLY%>fXaz*s)7UdF<e298*w(od~R_gwVAUw^~DOKq4cl=9lYEX
zlsL7<K>QHeAs!>V6#zBv=H*Ldm8Sbqs+rVcnR!{uJ{{TzQbooUcKfwS%P0+y2>nD8
zZ&f8BkROYtyM6VXHRQXuTHy^R$yk2PK$4liyjg$wr<NYSrj(Oi4!u9;M2L93_3Jj&
zb!Mwe79zxFd^g}MI~F)hN@!u~UKec}0Cd|i+NdhGs4&pAs%<_~!ApBCYNkiY$-Olx
zuzDp8#=>=+;P>C`i0!L68qlWpU(c;Y30g7K<LgliPkS%=4TO!3FaSNGD?FaadLcH~
zo4gaCUEA4#s7L%C6FB*nc1~hcf~{7QVh2o@3R(~A(&Swp4sV|F2rRGseZRm7J+{l7
z%V$sWMAOx`t*B&Om5X!fkEhWckEtI((V(vqFwyf6<q?X~lXv3ZEXMnH{<`z7!tmtm
zx_FUeBtcWcIiJPz)WF`_V&Nb`&c(=rsucOx+o8cu`g051t*GE}QVz&2Ao4%<{-E?~
z0U$bk-4(#(CvQ)37eoFpuoQD8bz$z3dKUUtJVgY9h3ww1IQng5G~hZLu>&PDpmo(-
zR6%dA{DG>UDF1~>`=8=SSlIrvNUPS7jKgL}>$y-r!^xlALKi^T0|<gannLP~>0@w;
zufEpV0w!@z@8#cmYg0*38jq24Pa7L;eem+G+9PJtmtXr7XY8UVDKQwew-4iow@BFX
z$@F!MJ48p1niDbh973UumJVFLgXI&m*vE2={Uv|`#o(C}?ZWqdIlRVc;zN^$vs^F>
zan6f#V;IuL`h7Y6aqoxb`o7!cGbJ1rVq65mkI+kI_&K_(P2+PHD!ATT#fR(F5<Cw4
z!YOQ53^`0tXqO0pKox)B{QI1j^N?luIjgy1U+TRWtUlO%oM+KuA;(BhM%W=Sovy_F
z+M97Ni%j$*Qz^<sS?1XWXh-g|8BHP7f<3r$m3&l{DU!ex>5p_q5ug@sb>OQgmX3;^
zS^T@#O2}UEfSvpOuX8Vp%thyH9;_|r(Uw^Y{UDeg#Mx#MHGK%ZWzcIx#C)`c4|o(<
zczf`c_IKizeH1{|6Y<*~Huhjv`f<Cszx~k%#`g_x<4fS$jeCh-B{%U4MZM7+_}5kN
zWOlRwZP{>=W355jJhTJ1PzFg@PU6)^bSx*0)FBy1*&2&tFtyz=kwrLu5+3(LpFnG8
zi6{@Pg~PLB2wO*(XmkJg$yi~9LAPbqOOO~DV*Wz7UcK<}6$r3PO9I%_Nfpsx?T}>}
zFUc|WJ;0Ev-D8~|0n>}h-HUnEn!}yuF9((CpY^aq+He!7i}X(S$NLm1Bo2r%689bP
zKX&zY?<M%13-<m0JL)GQ<rcPq{h?VJh@aEBe%UsHy#4cn)aM?;QiNMQ;Qny<)uSB_
zn8z=o3OiVGbB$Jft4ILh-J^|g)~SGW*4arKAV)<!XpicUinn<6qT40{>H0#O;Daup
zaMrnZ2kea=so1~!_1|6n_e7S4N$0g@0NOYH22I+3v@;E$rxFJ2;?>T#Yu6o`aql6l
ztirJEaeF%ug%1iOVAdTP$mh48&8IbG2*4^Tx4uA{Mza&?R}bDlUXPvv$BwQt<pCMn
z0>m>l#m(A>x&O9tJ-r=<5vxVrf_Ki=hS8G;GcfL=5I$P<FbW+-A|RiV+wd9xyYx*b
zyu{*5H7A;4mYbF5@qIohZ5uTMtLIO^HNx}b=3nns%%0&f{b<h_sVASN3rOA%%wSwd
zMDv9kK7IZB!Qn92Zhn36R+38fz<+2JK?Gk3%{@}v7hn*bjk}mpct~$`1RCv-_`o5R
z_j|PR<NdnX$eO~EdRKZ-3e(WLCX8Su3rY(TyVK6rNFuf)^z-@omX`PJIOJ0By~m;v
z&eYn1n3x09t6mFd4RUhKhsleLE_|D(49bQdUUs*7$3bqJe?@+OM`AAZcZ<2(Fmmx{
z*qV!qpEnZ$lAA5b<v!X{4JEE-L@LR%NM1p{futv!+JhRQwdo^x785`r9ozbhDJME0
z0o``0)o?9rEgMW2;FWW$60sk_H)BuT<Cp4px1b*6)2NE$%5o9OxY1o*bZs2F*N=ma
zu(T|+is>qTHyv~<?LbQ2`$CNKX~?wGfT<IEHrzY@Dn>U_7vqQhZ)$Bl!WFWGa4znu
zP=;3JzKaabx}mOg(LXk~fpY^9J$?}*MG{*R(!1-=vtkbIAzD6TZYv~46eW3=K01g&
zizv$(8|i6>F{uBNa6cSyc7-g~CW^j5HaK=i8--C-As=aM#KisqBN@;v+npm~>nUf<
z&}Axb-w$V_o1D|(KAy=~@;@^jY?J2cf&(a<lUtBJbmW<!PK_YbD#V3JEe+&g^x-m=
zbh=R25Md**hdZFDktFc<fcfBS^1aHPMV>!F1|~%po8ZL32_ekWFhU^?3ATNrADzG!
z^RIwqXX(uT58yPXx|n+v>3DrAO8@eMqZ!d}0%Ab=#4IMc4RI1o5XW~e80cQ(!8QQa
z0#hTM{7!Y3+PX)VsV?SEuTyl{X!|Z$$+x-d6axUo1%XaCrEL7+4W8lT8EwUQtSi7;
zVNa`vP!Tb!`?mQMa4-2ZUx!*oVFqqEhL8sJqZkInKUCLs$Cjjs7J}1g|3!uqst&~m
zM=V?;;VS4j7lWidaqEv0nE@iTF*YnYDfYxW8B;Q&h?Z}vI$WnGo1>mC<lCki&uQg`
zaF{TXEB0D7Wwf!v<OS-u5{b5Fgd7{GOe1Bn*jch12~3LnGgeLHxZmL*2a*TOgV~ol
zos!`+%W&bSrSU#&CA;`PNVXVMw9zfH0*W3gPn01>?5Suc0BraKR<q|hiwMu4>u8KW
zPANvUYl7+v3R3K>V+QO>)?;8narS*&FUH;ceC?-AHL+B-l~aZ#8g2G}Z>qiAxxcW3
zdHLRQp(Ms2zmOUepogR9H7fX{?jWyZw8+j4J*LTRW4^SjBn3AMgP7w?0-Qx}%tlZr
z&r>7=Ed0Qf4S&Vzv47S(K%4@V8VHitjS4wvfleMGN;-Zv^tZHpkeFbbIN|8PGZTcq
zWvhiL)ddRX7ymvRW$N`VEpk<c=mBWbChjO@awdxt++?)ST1x6T%`k_dC$D#hsw4+A
z0OkwjU?=&YuJGod4F&<9>5_P&)7EAEqj7i{j2JpE+MKjcyyIKe5%{qMbtRXBYj_z!
zp!|rcm@4Ec^dbsj!r|NySl!N0Y*9g15X;<oEH1mKNZ8NT0;)Ti($37QU8Wv@?uC*V
z69@k$r+~m#$OZ~kM=}=#Wh-XF+0`-c!@?##cTfws0EuYeZ+<YxGA95A?<+&velWNQ
z6WBrJ2oX#Lz1L3)3nn-U@?f`1(K2QA#%$I7wr)u5gCqtZk5Sp!ZtW{isJT3S(yD3Z
znr76kw{xKN^R0$h+<X002;hv1k_TiT!$zQkQb*L$$WqQ=abJT6<?LW=_8CZ36kVkh
z13Z_e&#Q7I5@PnPa+}vy#GZZO*(i#gRamTSs~}xXzDM*U!!?J96migOO=<!c27>9c
zxT+<Q<3}nOb)#>mhvuyw*-9>{B5H>{#24))HR^a)6?^?LiUC6emRH8jM(>|9VqW89
zreOWB!@lHFfvz*kiF^%jQkOfGTJJZ*o7H^POguxW2MzA_T@XCxia(x87cdI77vD7k
z^N4%NQfmB7wjMaeJg>)E6!W{XiMPI+??)`cwHBr^qzV?Qg5<bjMEBfwwIFBEo@!9p
ze-q};%!UL<)mSaUWaDYC0PM~N<vMmut8zJ=$Oja2R@4|3)_s_HHuP$o@}<;T*sw)o
z0w951n9CXU2&@kwqPcTZPt`dn;Q0$pw8w%O;gCJ0$i;&nJ>E0=-osATuS^9m{#;;^
z@V8<_=5$p!6F}}2xf5J+^1&Ago1`6-nN$A=sA{M*X@jg>krOYkCE;#O?qw@l!TG(X
zn~=S3S4P-2Q08B$ZCoQaU|Rx0+5ufgac<lPH#*&ZuvZ|o!i59WjJ)!xWl=X9K~9c*
zAT{k-$HoC7*&*}<qC7&~S=T$)2~wr}8dj93HJ2$pU(a()x0?-I>B!=o6$OYo(J}DH
zIF_t`iIE_97CbM4T?}1h48cnEWz#y|nc#A16n@rjEbSkm-Nq=jXIqkr3F0?7>e8*n
zsyGP4ImN$}6c$^8y>MZww6vc8NbhB#$^pQ)q0(e-Ev@+W5nYc?Qu%>?*z`8jJo(He
z){qjvt<r)R#b8kfhD_!+x&?G9emfnTppC$pByL+&<iZJ)+6Q@XQfImZb@aoS$qP@>
zu#kxoGOqkgT&E1k<_g3ED=MXoXD)d0^+q?~5LwxzI`kCq`(W0k)Cuh7KD1KfK>&ka
zj#Y4b?h0?E$hES{fVc8U-tu{Hp>!(Xs37ix(LM|K{ly#tff$`^xpEEVW%nx#|Nima
zML4%ITnDb1)%*uq*?3Y&+j$~aK&0MI5TQy#PtO)w)IQxrKmDECa=6*RM-ENaT}hx8
zmdcv<#2%I)?eTl7jvf4)V@og;6z!B9Lfl^Sla0x%!`0!=$cE@v5M)$Nkz!|V*M?6P
z*4|=?aLjsf81e`j9!n2V+=8KOJ7iHwQ_5o2!;M_9gwH!>7%>bs2H@aVTP|>uVK?Kn
zA=JU|UQ_Arlq_hsXDe6yqra!4Mm5MPd8z~|A*4hnQLchCW%${m)*nm@rAHkjV*o!D
z8Rc-;U!n<iD0wPo!sRRPVIy+%ooEo)F>YQgWzimtGet}NHgBM)s}#0crISb?Ll1;R
zkPASs8%)^YU^*5*Aim@CzPh{X_r6A^`WFgy!Ox<7&1Z?dHwZXv7Q%Ma7zU@i+h@z%
zjCD|c9YoJI%Tao(F^?Z1r@lxS6;Y}#d`$eg%fIJ~^$38^xj;FyAr!I7;##+_vL%Q+
z0s)Ry;a}!->q0mq3JZwwEt0r1eL=tMs_W<4>}y?$nr=yV>MHn(^AL$au74QF<Amk4
zOzRB_38he8n(ea(dw+4^8rxxAd~1=U&1bN9ZKFf5D1fG)P|c~sV7<>`1^dqG37}W;
zg?0OoyeC0760UW9I!iEX<?yDETXCN&tN3?Wt8Yh$?vU0<Eu}iS8LX!j*<A9UmGy-D
z)AU*j_i@=jZS_iR-4u>;+N=dvN!KuV+S@BPpDcj^S@D;@)UG9h>uHJr;Sb9Y6suGi
z3>UOHJd^>Jf5!LG@~i^3;ohL`PR4S3oQtlTn->XIajt*|SldiB?+(M5J`=dNPD|Fx
zvPpl=iF$WYoYXuA?-G^0&rGOZr4C9u@K>*pN)NHzw032<#+^l-8eZaCJQ5c4SLJ2R
z)dY)etw>m`0)~Ck_MjHNNxdgeu0lWGX^l~oHyMuaST%RP<Nm7cbc;yQkwGG<>S+r<
zU0vx3llP)R=>>nK;^^CMX@;TSmGL;k*rVLvFM(Tm05FMo9BzQ>z7%@(EEw90^@lPn
z@Sd{H(#Oqp#h(<|cEwvRYjX;jkM<h>3EjDwF>~15aG$m8Z}@oUf9IFV`!9s<{|rsS
z#Lmq6pM~xf_GBbU`<<S?;%Uf4ijY0Uy#YfgD_it-9n2t}Q)kD^f^GWKPtcRvSxO48
z@gc7YEURisGLg_-Y<y;J#Fu-)Gyn8?VY6alUf!;}zPyRz0ROc9r^7q>5fLoL#7uHR
z2sEfl-tHX(VHAT1gr_gJq?3IcfCu+4rQ%#4jXy;zu;G=H0r2FK4B6`F?PXVv-_C{b
zboZM#lqN+7<5+BgIbBrxL+Nx^e`HBgHZ)1!kHe<{n-&5D9U9ttM?SJX1fc|V^w8c-
zhh{E@x^%*(d9J@q(m7AwLPskRm7zK$EN0|4F@s}(g0`M2#_WCWjClhN%a>czp$nVt
zQt0e9pT=R5VPis@HTy+3o)8W8?bG{xy<%WBNp)`6VgRO%K3hrE8c^)ldDX9ECH^%j
zxzhi+7O7qdC5KrD0+m;{p{^r3g$6d60DFx6w1Z)Z-w^|Zx^UjTu$9O<@6~@SLQAS9
z-6Js{OHEd<MYR*BW<^PEMOm-Kgo?^wERt2*Vi#%^!O4m<5`>A1mrUH2qIIy}bwel}
z7BmZAd;9YQHO~$|eeGkjX>XjAfn~`uf&p)X(2x+uQCV#8a$h$bM$2b|xOqUsqDE6S
z)CX4O12P&W$Om)ZYa5?}!H0%xZuZVF8pg>tbyvr^(KO#or-KV!<B9qVoure{5&N~6
zMC~dpEtWC^*8FbLWIFtI{@Vq0n#afc^?+|)fsUED_;+<NjhYbUG7DKq?<xxk$f#R^
zo9<HHZZxDRkN)|J?+V8-5Bei}5K8@Lar#7C2eE+RM6HTu$^qZv%K|X$HYZ8~tSVWb
z*c0&-8fNP|^mU8Z_=2>ke5~2N=iABm{rvHid{ogC6N7`QIQ2RTj4b_-!i?nKyT)L#
zlp+$w+ska;&wE;L4yAO8uL(&~Wml@~AE0&5=B*=7M;ziMANQ;<*y+uMlTl~nUW0D`
zAKQ_K*J=4eJqk}(_^TdD$KOLD(g+y5RAaplM_$r#YyUeYyqoyiF0>AGGUy_^PUK91
zO&_tRhj+vy_EP?fsaMWJJ<%c(x_lfR)R)mBtVw}&5K!bwM)5WI=v|f=uUjLBS62Wh
z$F^~{b!HGw&P)}Q_O%4;=688Z7Ts>*UGC3%uiig_<IqBKg@D~AGk4a*^!C!k-18=g
zOEbkYay>fQ>GQR7WtG@O48ZVUc8*}7V|AeyW!Z|OMM(D}aVS1<d?njLOPYN(1v0J}
zG~s)V2p|+_2{H9BZ<aed>dsf@TZM?>Zsx4+Td%B^UfKWLO5)wSLR$S+HkG&h-ZfRu
z@zM|)Wi|IR`pLX)y;%eIp47@vA(*->3^H1<fzCO@w;$v_d@pkW%bt!CkranHdyr4J
z-0@BHsE8o}i-%a1f{|nVDuLtU;z*dJK)3@>Q4{IBz~+jnt(8pS18XYkBn&Wp{Dy!8
z(Nk$1vFi82eK=MPovCtlz#lp-rcF5}EuGAgsvd_9J3(bP$)b=gq!JQ_o(55EHU5pO
ziI$CLgGe$q!g_x>)n}m%Gw?pkxt~L}3-N=N0*x)%i4v?#!f77*M0k-L8zp~W>a)lc
z#VCVogezrNs--1*G<O`m)rH7j<ZqZ&V9;r7WOING<!;cvBA$LH`8l&;EEkfgYAL}m
z8zdbDS>4=9!0UUoHHehit5i~45_wIyEwM}<z*T5wgMvmKO+}icnCH-2!A!3g<dXs|
zaqhf`qXg>Ufc(fiuhlx!roqkYN6pf^O7Gwi4^&u4wfdOl=v=1iT9D!Yh7n}-=NA_Z
z&6Bl%&)Fe4i~sVwAaSm;h(;RIj<N$_3GDO$(vGA;s+=P>yl`MoP=jHK<Mc?xPuhd4
z4jQQDD}m0@Br4rhOjU_Mu_7QuBj9UAw~?j`d0O-?J&Lrme5N!<FwsOBdXob@!r54F
z8MjwdQ8<fHke#5~P_+kV{P*@e#jOJm&V5Wqk?4};7sXujy2H>Ic{z!kR!hsg;pp6f
z!G(QH!FouSb;@bT!jcS865Q9#;wO&I4j1YZs7Xq;a{e$Q8WI6dOF|G8G{^<&%3wpr
zU%Iq#S6NqoiyU+u&n(znk8N?39asrj1}6ppGc8xRHnnWvX4sw}rc%*uc!$zlwBMth
zj5%6tA)7bfnQ)9Z-*&jcK%waf(IvGgD&RrA|KVkO#6|9o;=pc51b(4bhTGbkG2}2O
ztsQoo&V>|E$=-hF8gE{Rv8U<cI1{z1!*c1mHEMq^D6<4*1Y&t}kaAJxkH2~X25&!g
zUscpO6WzY~Ea0Nj4v@X^pA)Uva$<DA9X@TzL!heJ-(W+;CC0Ekf)iYCo;FjlR8`?n
zth|I_8+C-Qo{~*CpU^>o&67(0>@HP-iXonL0SB*E9%^r-;GHCl%U_+s6+D45fU$l*
z((As4jacgv)OWx0nnhItQ@5@ssf6{i>D|?YH45qzszj-iRd*<`SD+i-%&pWSF?l!H
zZMn>QIaV{%=J(nX4+mIc{fkzg#H)qBmVueFFS~F;h(X3gt#F$~m~*jcVE0epQ8)GO
z6Q13aJlYaD1F|DIy^iZ_*&K$~1tmSpITxw!!x_(e=Z;@7q&TmnFT(c|iRsSPifKTL
zs8-2BME;lK)zrI#9WRRbX|&$Q4ZM-(RcpWlP(a1!=G@yu>ITjtTCR{5p&sdNE$e{K
zWHStU(|F&P-D&qmtOSua0quLna3f%K@J6@KvA-P?T9)Su{xwF4GrwZ|V5Caopb!BW
z2XEF})0f%j2V&ybIEsPOp5XkEX6(i}f&6y|2%scaKQU9Vs-ab|AlTdEctb&&#C1!$
zh_qZI(MLHnC78Kgf2l}t=Tq&HU!@V$oe3O`7WJcf&hP>*z^!Ih%^g?dBo!z*RwiqS
zK+S9*pwf(x!ur@Rtzig%ZDbOp&I6OVnF=kH5f#4mYu|wjt^wcRCrI0YCVv%68smA<
zX!|@aO0<un_S}okl_^u8nC0w|Ht)MZL)~^);gDbjGh|?)Ys6BH;2}c}Upb0@h_|}O
zKNgCYcGiCS{+u>sK|yw94XvZKrCNC-vK>7O32Fsj=Ni{{q;WTKwaR5K0k{uWI(%{{
zpI?<rN;ZiEWbmD)!<r6O8@o}Bp<wY5rUYB|gMvD?xZ_Ddwq)%kjsfvdZI0up(R!8a
z{6+2q%tE)DwWpjCp9p1LZy)o0z(Ki!JF%~Pi}nMB?ca2)MB{hF_1sA8z1h-vran_f
zTZ+1i*mq1C#YxBD=Dnld@Z;w$!i28jL54Vd(c)#!;%UdZ8Yi%K*&>cxAI4A>K8-p<
zeO_!ycAR6KSZ^}365hs#0Qclg$NlHoGKCA)z{rBYC^G%|XVHwal1K8Z+N$>0pnVXV
zX$qcq43y|Bx;uO7=3LhIR8yow67aBPuyU6W^0$k9q!s^CY^|9b+}t+;is~u1A4Fuu
zVnmz*N}1D{t)6hkB(Z3R7<JPizi8ag((1uqrGOe!k<9C7g1@ylXzk#4Q?zCv`!4cB
zUa=fte<L~Hd9vK0JgXm^Y(fyO+3_roR17TJ3X<*nL9)`;zBJVZM7JAXC@=O7s3!P(
zgC3OD1wRrU(x2?`>-!0UnETx!d~kxke_I93a|XQM;eT+CIRA^c-v1eLfsvi_|MK8<
zYid_wv;X#E)UKWOty{RDr~6PO3rRs+!Y3oV?+smak%W}~;BzI4t?GK@EGpo$xiu|V
zoGh}VOENHidI5coN~Kr3icOv$rY-K0vtgs|oZuI5eo^vTkK%?yf@GC2;aonJ*qPa=
z#ZrPUo+g=zPm7M7F5=h9`R#w^SD%2Lrs+^zlkH{%EH19f|6N5-Uw=H$^BLbb)AV=2
zBD*%LyfZGXz36e<XxN@<RsY*+QHE${Hl;yKPU+B97swu(x-u(UIb9tSzK}ij$hHqP
zh0|vd?1`p@wUXIR-ll|OIz{BI#T;cPYp&=DXU11H{2SdY5zPqt$Dz>??J6s`H(RgQ
z>*4wLeVa^xl{j^_b@7AQxbIFex*nS^ytl7*nSqRy58eB=yKBT<=g|I=yuKH|aOi$W
zG4$T&t23piK2FI|21DLB5#|`J&ir4Laf-b%boOC#&tDSPw&+DK#sckht2bv)U+4F`
zb>iR}Ln0xljB`H?lG0m<<vtY>WjJw61H^Rw-R_UKzxwh2Abo(u%0xXwa41RB9`28D
z2e4e9C-#5ZZVLQWdXS8q=6l|lu;TZmOI!aJW#1GdYSe6b+O}=mwr$(CZQHhOcb~Rx
z+qN|)nM~%txi^zcvLC*e{q|LA*Q$kjm@<NRptBLS^pGb11H@gp)5F(Y*xj*X3h5&k
zody;RD%5gPSa6bOAgcjM)r%NvLj_z7kqLfu={+^;aAE8VONdFSAvbO-f+P7lL%n*A
z$-k_SBezGOUq6Xi6GP1hQIAH}ROHU@?5Rj9MLR{hR#272A_v1P32^;kFJC}Lh_q43
zd*6dyfbV9S3F6L*M}vSJ+eMZ=iikiyiV_pxX%oup*Zr%JJ0IEH28(oSBUsh!*-+V$
zf{4lO`ySOZgBen*&CNVB4yvx3YT0XuXns|66z~`-%misMvLwAg{>T`E*=nB7hU2O<
zEy;8IjvyRb!f1wccjk?kf8(uUV+vh1yi$k23zhU0j<hM(gdIWKK^IXU@F4v-cB%mj
z=#z?xuSIEx81A(wpi@!DLujR-5vVh>lnzrdcOVCtUaVGl*#g9SBJxD&5cR_BCi)Co
zS{qvMJ`mBH3^RbNq{fz*pe$OhFMw|Y#s{oj2AO(s?QhnR^v-2cA0`;dq2Rl_6{<2f
zk5R}FO7yCeMyTkNRkXYDz*zNdS2(PjXm7oR26ht`M<cg891BI^=$Cw|HD%q3U^4+L
zE*{xy4$QSBj5pH)maFN}IPQ@l#Uz`#4*uo1J`@~&sH0@>qc2YK5V%G4r~Ub-wW!0o
z1nqOdz)Mr-<<B0wH*)=3PPw5~eKa$-V#2|c^5;u@ZaB|o`#=RM${@@GGQk-GvBF+y
zdIC&Q6#lnBvxn|!&ZaZ^F+TO6e$xTPg?t}m{n(W}1q^YBUJPWp0fWbsqLb$@WXMLo
zV7`p^Iuy>U$a<wHZ|?f4w(=|w^owKwgUv|9$VYcv2)FJeD>x33Z+i=S_FVBZhF24V
z4#czhxFp9H>Xk!{*Tp5Ry4FZ(VX-xY`UdG)I;{ta+`%S3wh}VhH{zLNem{0j$6Mx!
zpkdSND7RmPP!nnbaYErWD1BL|Ob+_DhK^)Ux}mkJOJeM9)edp$9{A^Q?BuDsrop;3
z2Q!)Uw*cg+LzH-zc&;Uks=6~o{DE#`d@J^EF^{@r4TtGHX=V~fV5CxV#teud_e@9V
zG6ZEHbL*U^U|{0GjmEre%)dOQ;fRZ3s_N;QWN;VP3rH0JnUv6By!3!5u;SW+xv`K}
z6C@B(R!UPd;0??iDb<d<9H%_(#bRk48x6n~7z<m}6!aBbw1v-`ud|PMI!6_Q2DH3U
zP)9ZMjrCJC={zjQaW3+-#rbZchi7tcd>p&w4p~Jngq#{>q0$_<-e!!Y!7c|*i#O}w
zA^*4X)fyGbXopI;rFk7m1Vt|Nx<Onwm36o4G5aDn%DuUYnvx6$nDp~yT#v*&SnbdH
zXWf4&o_~e~3C`2ZXD@z<lugQnKMeUqCk8#UyF6|b9f9oaFglAOrOVzYk(B!_tOu72
z12cM6|2VBAbbq&-55D!3T`p~6B%Wge*}vIKx4dPLoR_LBCRn$`YtO?jdbZHL@ykIy
zQYe%QY&u5yXGUPO3e*p66vuLDo5OzE%%FtPa6!|vrCBAWwz@0kzIjH@?J!Z6u6VrO
zWXaVIQL=xZ;zq>a2u6!hT1s@mdATcIpPoIGiBDGdWV1)^?Uo)Db>EzN4-#;$P0dP2
z(1%RAL;2xWv0yPX4Z#Pi_UY@G6qFtQ$5Ejqiq3>*Wbm{0<7O@sqj?|oMv!}IxqAbN
zVgsoG@lcFxvQrigEaMgn(TWHawRR>b2!v2H&Rz4p=g9FLcg!j%=57AV;H(En+2hjv
zPB{%OK-h5dac!p@`{xIw;Mybqzqe8L|7fF1E{4t?_9pmra`q;+%KyITL@lhHO&sy*
zM6C^+O@vL1?2Jw5q)lwioXzoB=;{9}oWu^MjI7bRTu_NQbh57*y%?fmLr7U(9==yD
zF0Txo4kXbCjDi%)8IB=fhMa&PAV6OL7~~HQ3Y`v5pU-ZjK8mqeZS;cr={e%F%xGZt
zn)myf*L#}xIO{ikyzRDIleJs3%H#R<HlGZUB3wbvytJt$hu6^&U#NUYQThEi|0CN|
zv=Zhcpa2;eouARr-=xJ_u_K@S@JFLA78(i`<?Ff@$(t*{HzBwWR;>g<yVNBnI;ZVy
zj-!b<@?uZI_+%KAE>ngFgJ?1loZg|o!2rkFQv>l`0NC4Xlx)f?PtXHlhu2uoPFbpN
zx`Uc-ZtI(-M3E;I&-P(%?%~URYuk?E_|vx1``BoptT1^gOdwZb=i{BkMOQ`IoKocn
z49u4;9NTadDX=2>e8MuabZG+l*tik*-ar*tUKf%rL*;Q($&burAY8(CNR&s_Z?42u
znf-U5Xo>PN2Dg07FEvxrG-M-qkD*bNs5YN^`~s+!STa$|0cAN!(qecynIFey*rF0>
zc`K4hw3CJ<08>n+@QNJl;anD`<e*|*nUEzdvXHP`+!A+wH%t6d<e5Mne0~0RAA{#u
zB18c~^oRXl{7eZoKD<#fs#HBY;dtEL5F*ASL|g7dSs(;Uzym%vgR*(m6oB98Gn8DM
zUI%Ei=He~iewMiN42vd;U2`Scv3TyK1$5^EI-g>;BXM+7=A9yOYPdZ5z;=eaftWK4
zA*xIXs?qc3>xlH2vle2BTsgrKG9|jw?QU=H@8~R^(-!BFV*^6eVY!&&F**(Y;WuW7
z>aPR2ID-OY2;jTOaOjlW9bBx`***du66GQ`Np4~_vZ5H1Bw})6dE!P@LsCZNymU_J
z;qOMT2?WgKRByfIZ!yk4rHXk-pzEizk0{+}E{_dabe8ey-kgv5*VRym0z$&$Q;*ln
zMG>6DQrpcL&mdwU;la}ium(IT5+4^Uwe61G)^E=#-&=lK&fKKzmo1G~rF(upMMy=W
zXJPU;>2Pg9wnYCki3P7vPRR~sCq*?1E2P~put>RK!a>1-SxH%=yoV4;<w^x?6<1|i
zCDW4Da>fPSG79s3+P^TCIhSY%qd{nc#th37#Ki$ulh1|%YsAfJ1D1wNQY5paebPzk
z)+}wN4%-F8%6~3dHPT#}kfntcJI+Dp%dFR%(zZ%#C#mcFO(3RN)3I4R%wC%-JvPFd
zI5v3Z*Ug8`WX-eFe5`H^am>4xzRO=R?^=&;C;GG*ZRx+u*jZRpevH5CUp$5JfD{Rk
z6$mlj@`#$TiSv-nh&6&$^O()3H9{2TJdz?7=0F?aykdI!GUiN@Vp{T`8<C9jY35iH
zf}0Ag69QawvdK{obF|5EkaM=pVAmp_bH2*qu=zn}@RWkX<-k56lJf@2p%V%qoPm_{
z3d$js^9;_|Is9Y_Fq|Q>MNDVZl_IBe9?k$d!fEn2ozWKxK$gO4b1Kd-I$|<spq&w!
z^E6K^AE4W!ZgV=$aNii)V!MT4XIxJ_p5eF!qh}DFk-q$X0<&{*XB?gZx`k?IES^C-
zg>K-~U(}Tw5ul<{Kh0}EBh5pO>V2uw6enkk(iry4!~w^67MhHi#oXh;S~H-v;aPap
z`Y_HVy<ELz)e^5`kAb?koXuWuX$W40Ay36m#WZ;(HJj}pQ7D+!2W(D;a5$~r8)%$t
zs>XS}M9LqFb7}o2d+M4R_FUH|qj^mj)IS!0V5;u$I1D`Q3ebE83mHyejW0JdsJDak
zwi6-C=kJ|89voqjuC(BB>daimx%|;~{`~9is9w^8s%r{iIhFM&@g;ZJ^Frdx<$bDP
ztY87YPy&Hdb;FAs`u#<a)qM(JvWwx8jmXyNZtO>YR1LInS|bLW$)w*}h=tSoG6z>)
z*O~L)=H?|Z{a$od=9#ScD*|GxsqfgikL`I+2=rjdg(t6G)-bPPCg)QBz=nMx3#~H2
zFCYq8<>cp+Bw`(LSxLvEGx{pfQJ>j&QJ)4O0p~T2+;w?B4u7|x7@k+)!0j91sQZ54
zUnI}LU+HY+jW&0h-wxbeAEY&8@ii=V)L^G0lL7l-a@mpM;pQndt7~`Ki7YB@_sHxT
zU!hF2UGJ()AlZyBD9+R)KhY>*Yoxv73aC$VHENPk;83$`4<02S-FW*50iEok<$OiK
za=QBY+ce1R@~-KoLwVzVx;Pw{K#>UK-at6Cv#CO@O|f_{QEmwk(ddUiskaX-TdVgn
z>T!2k>x~g_kM;5Q?jw+_u7a;c_U9<!J%d`|V*fngfV&Y{Zv92PguUfZECW(H#cDTF
zd-azy3^q})I*B33Wvn2<a%45JdND&i!9J1u$4$k+L|oVViY`xZ%=gD4gc+=b-m$zZ
zZJ<Ct)Xfjmm7$IWg$Wa5pof%AI+K*rDzyi7GA$M;F2Hdz*D{dh@N4mQ-2D+q;`uIo
z$<v@R4Cp7nj(`H^cJ}+m^z?VB!@Cz-B;t#LKzQs+4VBb56+H)UYh>i0Yv6a{-g4U|
z>wcV*pT%cb^J?HaaaQlLk)LNbc-t?X^Wt{?*oR>cNSQ>c#=+`z7tK%aq`7_w&Czo8
z^Cmpi7hv%-Rx{*pHIEu~N}DWghs$N~T?+3*V#}hkq>T_(`fL4wX$@ePk&p3BkH%+d
zx!MsMRUZV($&f*R%LxtY2EGKpf}2RvM#W^LG=e(4v%NV<<&y8%9>X_)gAJ<RGMk$(
zr4VSvza)%?v(n=T%vJC6jPCqeDBFpPP!D_Jgf=laA_orrjD?}>*jd_rRM-xScZ4}<
z27M0!eRmJR>3FQ^VFJ`p0j$kYy>>SS)BH6!l4xaOct5=5)_11s_aWmPW6#uA)r=R%
zwdqE*Z0NHKx`BeTm6$?hT52adOEtF_Yw-6*sn9L02IX(sh$D<ik~S!)%mWU?<5~`v
zUQRpt#3<=yn-igp+OMPG7`j4dc2eqqJ?2JZvAvH)wPA_t8<7y#7eft9nt6J^&Q7vJ
zt+czhhubg@j=GDNAf>DNRXRQar~P^}vKov!!){uRWi=0@i+i70)QBw7miGyW^;sFf
z_nY1<sfEd9Uue|;D>FOe+heLaCLI3pvl2B7Pr4=k5y=Ar#wd3PqUNUaD55RXtE?G{
zS~$wE*UaigZAi|!9*K6<mXfQ0oA*sbJYfO5x#J2y?yg}Uu9p4YfHp;B9z8GNj?@q>
zbgO(2oKuhS%9w&d6Swfypm~-iZvv`)6&)>A3`e!a!>tQCl{<FerV&<lFkcWKf)G$Y
z+SHD}R%dt(#^|vT8Rvug;UjQ%!R<0$-_z#B-VT?rjZzayGJSrhqP&+h_hS7oh6M5)
z!|VtPWQ$VwV?*Ys@#fB5U=pIgSpe^K?B@aR&rLdN3r9ToGj=yH)EA<5NvpoW+Otx%
zvZ!goeCQyz$1CP~4`}TjQ$gu3G8Gs+wN|NwDmJemq}!h+QseincPHimgdeAod-cs%
znl+)iEV+X3h)5C#u%Vm?j3}nTBTvvU;cA~i9uMr;E`73Y_}PHkb~<Sf*Y~-cMZ;F0
zZ=Q(gW`rAuH(aO}nuaw1w7o%j|7(+B``I<MqN7&3-+n~0x7ccEk*l}%HHkySmnA5*
z`fqtx`Io1M3_<nv^N<+sweJp$YT=6TWmbf^6-PGPen{^iQi^^yVzY98PfRa{c3{1-
z{SUByY6oA3Dol$QY}|t<^6-QU_O~&4F{I@_376)A8S`U6)HXKeLs&(om{TA6YKaYN
zi>)TMYGeD1=EQ%1Uu-gEnA}1OvE#OOVQ37ZPtQP?K?p2WWY>xZ6ffGXaPNuUF2|g`
zLbv+w@}?T6{(#;)>p!G=3zF-;qMZlqq|I8KuN6-}Xu5von}a>@aCKIIs>}(%*pWUH
zVEemFA8O^hw|`s2d(b>#sDc3Z>56SQK?pQVtTVz9)vNoUa`xKqNBWiaYB^lAz@Ydt
zfYuvr)jThuu+Gh0tw@JNhwj^Oby{f?HV5SvuH7SRWW7ECi#dNi=!e>1WkQ3S)yYd>
zqhcO$&etX=N0dw^9Zwt*8C3`aEGVOs$4NA*!Fr<bIYNT-HU_GZ2;{6QD<dtVyGFhZ
z)U;;(K)td<$-VuBYkNI}j3_ENXr8H2^d9sl=)Gr|9yYY;cypC{9HA+#cs6E1gmjdQ
z79o{Zx0y41^+dd`BnF$kSbcYx$b)-n1I2CRDdS!ri|((sIG>&}HlOI}Dc(-gX8VIy
z6^LW0{p^$5cVAo>L;go9v$X3K#}rz4`gqARmyv7kQcfkO^X2(?h7d2B`0ai%8n$o(
zlYJKQH}+r@oP=yj6<vl4EcnelQT|l`K1otASyOF?Q58^#1zFZ9_Z}WInsN?u6_w-c
z&b-7pHA8a}iFLeJEKpDmOiFv6GR0xM;71&4rPcv80soGxY5jnFfJ_M_<|bo0YqF6h
zW!gDBVH;&`0PBLu942kjr$+1%pa-@$CCI{BPCxPG8m#TyT1>z)sNf_MYKyZ_YZ|uJ
zcrZgcI-+?X4gs%)x&#pkdYy+cy98I86NCp<qwD1!G1NqVSp!QeE;FPSF_iG-xs1np
zjQ8}-Q25XhiB#gS$mD9>tL%f`jzAu}MR(84-<j7@Czf}zScrS9R5M>nem79KV0GKR
zDU963!w0EJN4M;4O63wXyAMJdtH;reJ558R@rEB{uKT@z;#+R}**<LT+F83uc7j}J
zJYReETPB~IU~+`kM*YY*hnQtu*4D-D9`3T$-k*lb{Ydj}QtqSt!3SPFBP!fir>kHw
z!`o4vd^qo?J68J)!W9PHs6(^Q$J~Cj-P|=tXRm^GIx9a_3P00V>sjiA;E|cctz^Rn
zTssp>LbIdKyY!|(@GkcwSc*(yS?a&oJ{fl9TPjZC#1s~jIy@JPBF$MRhsP{6_oHYk
zF>1gZw)Or}+nqm;GM$+yqp2z2vxFZ@6FJ)zT&jor?qf-^N72nbD|fcN-Y5{7*qm;R
zd`>GbK2XCZT&lO4ZrVvN>0MdA<xhZq6~tpUN%uA$8kBn<dB!i+-;MZ8OeWiD16Zsy
zth6owx9IR|N>4aP?u+!$PYd;3j=o)z!`gl?hURlS4qwd?5C!`Oz`t(++y5E_khJE?
zx)4Xpav<0x7m@y3a{AVw1mMj?F{oV>RqV2G>MHHuaiLi<wm!jR*#>qHrLAL2IIOPo
z!S1iXi@YA{Udf%^{pXtVK+~6jgvhAR$HWseh>QrVRN?bG9l@WB8o6r7T{`3;U~8zo
zp0X)i9LfP$)tfD*2p4rba!{T{#46H)R{ZpCgdc-L4y2@H<g9K+7okS~<*SWtu+`&-
zT~rhvcrDuRi5uX>Jz6rCe$OHl-K+D*zI|iN4<>g=Z!jVPab6-(A4e#*#)Q(Y3v30#
zOVZF)G#{6nvz>JTKvwkCv?xhGEvf4@HX>U62`|p~L^|v|CWBjg-=(RLAEqHs#Dl0_
zi4J9j6?a>`CvbpWwhtK7zt8H23@)*|()+1jkQE7(99NbxC~Ht&y?w~ge^%4@1Hhu|
zeZs&ZE7DIg<2>9NbB|cu=Z;2J>*CmUh!H|7M(n?m1&eVFMe(X5$-)L6z!ua$ceDMN
z4$|GZ4c7$pcFZ)l%pJ+44`W))r6lK_JO`uF#IR~7j;*DP+Z$Tum0n;D8%lsy3|9p@
zf+9;JlcFw)XzyW0UsiD8?+G46%_R&RK*yh3B=ctQAUpR%wC9RHT7NEVD7;SZ_PI7&
zi>s#*@|m(a4X-~`zQXVOaTyM@-nm3Fi;w&@PPf9l?%R#{?5ZQj!pAl6PpCI?y$u=K
zWiIT=Evy#2b)3%xckkZl7?DCqFsc|;uSw8ELEF~fYVe*;?Xt%ysZpe$+;F%mx)42v
zoXY%rViyav((GoIuc@{abo}rQEGzG`v|%`qfC{iEB5ZeJW8P+^dx`qvARk$+Y2kAl
zE>mlzB@PCYm@0+YDNh9`8<Ha-ZiQTh_3K~H)&@8Ma+4gHj2bky>F2cTXxa5Bqw#I~
zsHE<aB4fT)4d5Fhh$q;iS&$bWth$B~J;ye;(ba-n{fkQ)bVoiW)Y(8gkyy_rw$i9=
zv8a!3z5cvoyAQ~AkiGWP&g>By?M1j97_jGox}6}j^9|iFiUyL8d8lD=9<VBkIqK=_
zhZdy1#6f2zCug@hG|Xk_bU9f~{DXL%7gN3OtE#U%JY4A8j^%Kg*Hj^snU?Vu<45*z
z(zPwj$MMX&vqG#L`{#cK!GF;(p{TvT<z}vXNdYMRcp`tLh(7fiUVjdMEf+&7{i3$~
za3B4$8h1-h>!dc?)E$xqe?WE{pW9~ZDt3B*X_P%u92pkG6k36){k~(C5;3J$I1jBQ
zC{ng7Vu86Kz-!#W0J#BtE;kbWQ9Mj%cE|BV*D1{ugS1@E!J~=ha{9<kP+2ms-Ycak
zyc%DKJwY*!bxXV<e4;JEj|mpX|I+N^NSJ~(;tJXGtgj+^6ZdnKM^?0ozH1ESW+d}}
zg9)|9U3DdNFlEHBB6+m{w-M1NpQQ=NoY^wgN)~TH_`nCy0)xWWD^@dZtTjA$006Hd
zc9}C00g^_tA&Y&(K^OS}m;d7ZnuR%HRpbyR8YLe00^B18n*0waA3HuhzMY{ZBsVwR
z{};-~#6bUF)@Lnf5XwqwFW-1SWSWv`M%fR&kAAY74$aM!&8d;9!!<X1ptR(HS0n}!
z{P@7)>P_kV-~?Aygph*U{J<BgAsZW(!!?vOB^$Cioyw;^Cx`TO04<x@8H-LQAz6OA
z+qXWi+uq%3buXYr{G9Oqr>C^)|9r1J8`1s<Apa?{bFa(1!u>ILWBQ~2r)FA<IDi4L
zBna(~JJv?lpb%h?9>$w!)Ey(RT^Lc|9r!(6aGuzmWxH@Ld&{Z=z@Hi3G0|jVdInJI
zyN2}x`1l2WiSVc$9{77!qPv)g)bX%Hf3AmK<ojXQwsfh8K{p6Dz}&2RcyQp|_2jy(
z-S^0A52xd2tUd?x?!IV0DEnjp*if_uBxBfwe678ZHwi$dg-e`+{>2u6KmWwy@Ou{j
z;uQUXYKK>0w?U+=<?7KlfwvkeSQQQ`P+yp!^rt2Hw1N%enXe`d5Ls^;pl|&18qDzd
zcVqQ=JPl!s;BieJ%|{vNQLjTCu-O5g!D;{40StoQ{Luv+6}1QK2L2GUUy#lFv*Mr9
z2PX|&d-lkg4pk@sEe_~_4;UO^k1zJK-H*H%N*yTxe-Q3hLInEA4<5gMTw>1V8=UBm
zKVd5qNKet&j6E(MALC9;16sw8UpUc6I0PY_h@d|it~0AA&YS9Wh?ba3q|o!tH}*mJ
z>+k|zbdAs%AOT*w2KT3J715uewQ?;Fwmc319V}N2naqo~uE;yJph!1@I+T!#fxNA_
zfZ%gIx^4A}!40ZX9r+=oT}bb@Y?h8|j}1zM>FH0v#>!x?4!R|yzrkA6BoVQ|eWOZ%
z;yPB;QGf!1mh}=FJEr|1{mrbbzma_`iai}iF~@#)RZ`!O)Gvnte#9J48lUacGFrg}
z2){l$gHFTr1*^qGGDJBFS!d^8UN%lr3R*&HZCcm7gO^lxatZDMgjuKrkzk48Lxe<l
zL=+q%h=hqe$zO)=ed3{3>Y+i6uV}+A!*&{jrEfuIJ<%Yuxd?2)>pl9jKRNkO-a(!3
zTJ}g=fV%;={kwf|d#rC<ZwOleZv8y=cwfM{{$YD~e+o4i{D%#2)X7#te8O@1V+}{^
z57!`|4Y67MXZueN(C(t%NWK_-L4FZ?BlQOB4t?I#-d5jWzOcIW<|xh_-4_c&`y$qZ
z(F#Z|B65U*=4CzOEsk(TTVgM<Sq3BqtoJ?karSlgdlZyB&Z2*=sv<4}*n}_qkH*6L
zBIXWB!d;wQQhf-R)t^@gF9tSVENpRk7Y#G4MQkGz6HmvdAf%5$b7qpUvGH=Sv&gf1
zIG=drEbnVwMv>5$Up}sKo|chZ(Ciw+c1Um&ZRef`kz{y=%XHo*xC--=G(?`4#$R5N
zrd!4lk&0#)%>Kb6f`MDC45x3h33mMT)Y2qVGD?=o&2siaX_?EJ%^)C4Wi~qTXQrV<
zCj>(`Q3rY?vWe$bj*3c2DG?UyiZ-HSQf8Z)cF9ef`%J-)w{<@NP-RFKu%@dOn256P
zF0^!Ls6*m03QxstMc$}QxlXFx*pplkOoC2=1LVF>Vs+cm#tUvNX4fTnI~!g%NUpd2
z+oPGakYtGtR49qX>;-ar)pHolZE{9p)LBc#8@r+caa#7E*vsSUZmh?*1-GuXrvd<%
zTf2OyHv|Oj>nnb_-_^JDUr^owoOI{Ue0|IzZ>e;p?>xqRM4G^P$DZKqQD0x;)xWN-
z#GUw**_qhGTp%<irFA(S9+2O}C}*=FF(GX2Uft$*xbt!Y<3NakzewZ1Z(|N0{zUyz
z;=T_=5ivvuH#&lht%ISWYeaz&N2Avz(>7P5In!u$ig0N-hj~VCMuQK#Nvj;1&d`|<
zXHvPFc-Llz&+DC6(v;NSJ{iFf(OcQ=z#{W-GI!D7rtvk;lpYjTvP`AL^5Y#4>-W+J
z&^fY6luN~yN-4>LdA4g4{DD(d3K>q1PSvy>|Hd(4jn)*5s*Fgm&FU0oEz6Q$T2nih
zijr>S_BxZ%4BU(T$iXl4&|5!jB|I`zoDfk!(j>7~Gg9SxRg(a1(GYUBQ86Zih3Rpr
zGd-MV>DnTxVujN)$FpE%B?a0lmNRJ4iF~FDm?;bQ<gwj?MHEFG0kH0WLU504g4mN`
zT;6W{glnSd=hA}%Lj#%TfP*0CO)v_F5^LR)R%n)#qUj}5`VNVV{`-jz4O%}HFyl}P
zv{4Yy;%fMlQp@CurHPMeoN;MW6B${U?Z#PS8v{2DNvKygC?*^y>=KfP4QSF)!)5hz
z!XVn-RF<>Hr*}^RxIMu6#w9kN-Qq!`=@Lm*n{is&5=<&gtci?`#2k>E(yn1o9jgfV
z=Uyl`^c|FQDR7^N9m9NCYtEL=K!)MTXolu2voS!u6+aK)IGNJYHqYlFhKtOPE6|UP
zQ?58%!#1{L))ZVc&-g{+Dxi~v00We+q<<kI)z{BU=ao@0c#LFxXXa<6U73i1QR+e;
ztSX!-C6h~)7^fLPQ~tt70-ldDjWg|;_)${2jti~CnXgBAr`zxU-pv^rd@ZdSmoE)4
z$18~ko&|=e4k<^&+VSPz{MzJ}3BX0#k{(puB)(Gvd(Q}y=g$Q!UP&4*F0R|KkO!j#
z_rtiQ^_5%gL84`Dkfo84bXb;dN^QI6$NgHjz%<&EZ*(xn5f)3C8_RgXj0j$uC}iem
z&b?@XI@Mqu_)~1w1UyDcqiV~ZO%1^`zk<$IUbp8}&aZ#PZwXzqB<mCvENwzX`|~jd
z60}pyDK#EA=1nN5Y)WKEb4Df#YZxeW>hjHMH;zj5k+vh=iya9ZQoU{LiRQ(2PFNB3
zlFB>uxhww}>wb>ey8HXPU$4*F77mD1%PgKZ8m@7C!G%AQoC@a)XetZ4h~YjoF^Yx&
zE?d8Z0_TxjL8uF{!^wsYlf%L#qCu+?fNau;axrgx#A9K7Cg;!}KyG`sqmRdl=Y_0>
zN0sC~XBWV+PVCMaJ(q7bl{?E+lBQ&g^I;~mYk#~~(4D>HEWl83=5Pk)O!~#KtF<cx
z_Zylw%X2MUw5c+++&6^$JQb=mQ2D5<I0@$b^I@0Vv5a4YVzqhJ9nj<>kY9<){qRkE
zZgV!1dK;mRVI<3VKDhm+wxW7gaPQJ%Fp_RC;jvPPuG_80v4vixKF}HM9if9UWFm4Z
zBu1udXNKbZvUj*GIh-np!y<4E>V)?;eTOY2=j7yzmd&BK*ucY59>_$5iC~N*^YO5D
z1y3SPGLblc?sox0wl+19Rbg4SJ+Cx3vy8pAwWvWrU0ylb%p4yQ3;!5Xs;@Bh$+_b1
zlycR`C=LAUUC>b$#p79e{u77ntm!WBb@Mb`WtjfJJCGE7ONZprJY+{<1~o62n+z$g
zm)4#Tp@o2f*sfA8DL$4kubai$8+-&Iu4`@zMMd>*m;$^P+Z!k&`2b%*uy@|hxB+t}
z(D+eF&7G@adb0Es;lJuGv0i5xa804fZX&Ofv};u~L&M2sxAPFRheyJseSIuTy-nDO
zGw?*hS|-sraYjqx<P(u8sW@1&h&HSeMo6WYQlV^-+~Ddi6dAUZ)=Y|+Sj~D4iRQ|n
zSuLd?zx@U<Ly>m1(YbNOl<oF`;9bP&_?)(MRSoe|aJCRFiCW2LIZ;RvaXB`Tma!2s
zpt3|Vq3-<9_>gAl{J=0@Tfc#fO>`u4>sNz-V~q4mNjK|4J{`jdA}&y{SX5a`WqjXp
zCS5h0S3j%F0d@YAoJGP&z|^74NjGggSu3sE;a@Mqamql-&m&m^)fyE9Pz$l9J?4VI
z9Xp-Pll<(}TTbk^d~7N8uH?7dQ61CX$4(eq>W6UEt4Ovpy1Qp4Z7Y^m64m2X@cJTR
zwJE7dw%=8E$IQqQeCP<uz2uNHWL%Ge9a!gOWNCF$fbFzB(uQDrXzJ(Wn|-^Bu6~nF
z({7QhDpcX%EJ{|HYBfH!f?}rCR0>#;&bzeiwvRu?2F->z^(&3Wa90i9aTtXiyrt<z
z?m7P5@w!*v1Nf1H;sY~;ul}@iJmVWC;frz_48IxSyLxrmGnu^xP>;M50aq>JUX8g!
z^}p1gLE696$9?$Cjfw383n<cY!$^;N+7<B(2yaE*AD6Ry`2+q7qm>`q^*@Xq|6%d{
z|21~7FmW*ar&i^d!$KW-w3UZ`n}-nk$-GF`iVZ*{S*0&UBw-mu05t}jys;9RkTzWM
zz?K-Z$$ZNVghc>>1u-OFkiItDfh{}|s+=uz=!kj6-lI(5R_5lxr{mV=){9RU#_U3Q
zS>rOBb9pgXL?lGvx*Q~#!sHka+4ylV{}cw<q%*kiZFhiBXM2&5jG(r#UPhXk*cjIL
zS(a5KBl*DHPSa5^(f#(GaEOiQNoo+nHTT?OsE*KCj%g~}iE#a)4td#xcVf#zJUvN*
zC6ubs7?_l(KfXHebSL_OjBv<QHjAOjgyJ~1S)$!`u@ZHEe?Y2<RNeDeG9#0fd}_5-
z1y|)`6u}Lz`D@M4Zo~WmJghVsVtFNg^k_xTukbGuh_;{2#@b2WE#|)^EG7zV(yI!d
z5_1XbIFkq3DA9(e3iomCMOFNQ-znpFPxu*vk(h!IIaZ<VV#$j<hoW8Ugs_cc#WGMx
zP>Er^TE!+o?hd6$ze+Mo?1nv(q!f*3P?q9%dED-vWhIx&GiX`G%+ewo`y%HpzlajT
zlKQ`ue>fi5L|&$-i6VzGDociB$wGNX`EHJ5(T99)xXb`bmfv1O0bseYr6`pTXzbPQ
z)Rd^WU5Y6`H4sURASTd6ddL#1GI5H36O+6mqvMR=2Jq4bsmC0i`K}`8FVJ;9Tk7+t
z(vp#V^0MV=vnto8Jnh(Zsr6G<xwEosX^WbYRsF4`#(p%%!bV}8ZZh47{y&;Sr@`WU
zX;ci2LR)k5$Y|<Cz~^3+Lw0!PPOTyh4b7|8jZ*SMjE~w^Z3kP`&2Ue68^VbBm(wDp
zM$EnJAd-nFk7zGrIa#`u-9xEKLgMD{mU6mxvSi5xy=9}pLN!JL1O`(!QKFJr37Ij)
zVr(P-xQ>b=o0BA}jPbnkO*LukNht^Mp^L2&EDY$RT;~IwOZ>EgWlH2rW?OY!R92Rd
z^U#`ZY^?0hBBN6yX<6xXvxD2^p#>Ag=*e`X4F5y)cm)RQOZb$mY+kB`_)Pk{+r=-g
zUltT=BwVCXr6-C^#gufpDAKUZ78Z=?Y|caeN>#Ork1~=nl}eSemkLTH<}zGm8tJ$6
zfHb5ujm&2zEpv@h)$;ho;ziX3>9Z9}LD!t;KR@0n_7m{O@RBuIYt*j9?Y>+SJ&Pqw
zvuW^Y(CJ~<o=qC_*Nv$G>-u%~rno8D3?56n4c+Zr+u3HbO{<MItGv~p?v4<T_IJ|9
zTWW2Z1DZzaR&{SH2a!oDpXR3K(Po*{#AEMCI_f(0zx9aKqUy&Q*G(IC&mqfcsv)Xi
z)v%f<8aR!Vt(?{_Ll@=CAXQPSY1NfAv`(nnf6&H29Qw7v*`l+CNE{`!8Pf(z94)qt
zZE@N1CXaUxcTQ35p*lpi3~eFWlC?%?PI(Vk?5#RxJ6yIrZGqYnHiv9ZTJ5zuY_?o&
z!P=5Ghp$gw?BBHk+R`>huTTH({XK&00NN6$4d)tKc6e?7+ybi2^%~<jz;%*q2dz!;
zn&3Iib@JQyJ<_$O>&R=*>(Fag+p62L!?tH!9qKs&H#^Gg=yjywlq_4wIFoj<#HlfI
zu9hvbDq~t~S<SelcGk=(nUNelckYDkjOEldtGO(`tiCK<yad)!+jicLf&CsQqWQ5H
z|9B{M;ASv+jL4-meGrffqVO93z%y&sq&XUVBjwxisIO~!gxM{FVYB1);5`a0LN2eR
zj))77jEaklrm83>r>KZGP7~cBXTds)il%14IC~zE9b;S5aO`A2$FO7O77}fUVZg*7
zI*_82rHbBg^dR8gQ!D+;$IBJt9PpFlS3&u8;q{%g2PGRT6v%DZR-FBa3UQi;cvwkx
z(z2tk@$%f612%k(#cD^+Tg-7O6ckCIX<r;g*`~)`L?)K|SY(N6!&y#8M@>yfB^i?u
z&*5TU4X!ihz{~A;Fx3#~=YE_L`5lJmM`aPSP0Nho-i35EG2fA4G08lBm9eac+gs!}
zZaEI1?r+5-QI=rLeqKa&b2@g1R-ELXdH<&i{SH))$2~bvj%O`We4Bsa4Q=im8#;{F
z(;g3E&`XevA+mzZwPYyE{USmP`u-kYyjmvhb&xfeSkMq(f;b|;UysFK2-N6l4{hg0
z8W!tG*YygLA)}|g@NI~PC%sKm85qsIaSRWYA{ag**|oR1kmKJgcC9;}ce-z&G^Cjo
z8!}Vz-M}C;9ht&*NLs9LH3{wp9ydGRjpnW%+}f07L>GBdao{x+ocE$^)GNttyqJAd
zm$rdUpF5iG=c^)Eab^6{{jl?+bZOq2lVLhnuJgoPw0^_>y$Gzk0jKF?3M~vb+goA&
zeROeG+pC<9sfe&ZojaM{RVsXr%-GUAF*&6h-*;GEhUZb?oXl(WdI5X$-Q`DOe<ov|
zx2P-{D}%B_6e-LXDF_YemDZ6n2(oO@=f|lu+~Y;2yG%<tS?hLfK`%`bcj{u^Dv3>Q
z85mVZ){EBP$B4(-D^YdDF3*|ace1g{^Pli02Ykr39?jv0zuHU{SF7jq5hs&qGxnO3
zW{VT|^3hh-b3xl;WT0YF?AStn7U%9X!jI>zx6_774tFN;a^$`l3hKDcBXO7?)jKYW
z-0Z-BA(P%HdgTdD`aEG^8f9Rya=(>lKnTajDC%}fbZ{j`m&@kUS>|c~cJUTm|MdXv
z42G3<R(#bV;ueEc0t8-Y5aLN%m(;I6Xnm`nB^c2gFe!{o{2suGTbzt%-uC6&G8o<W
z%=&`{Ao!GSALneLEWsH(I+K@FBXBPTh3_x&jBg5hy8t2f{lRSxw39Ow7OT1b*)dt%
zOtz1IKq4Des;T<~4*G#mDkwr21F_oT7_!id5IR&YJw{F{NXB7Z$`!YI4cN#d>pa5D
zVAh-f*JABRL=Y)SsMoo~>1l2G&Iz4d{$tKiWq_D)VZij)Gt&J}Kf}GR&`8?SQZ{)9
zZGxoBcgFlT&mhs(N2tp3c3q`+xN3HA05`*?HxWGfzUy=Wlvs(8TI;e98IQS>EonAd
zRifbQC%EvLjhwZ3n%K<Tz2bW9A_*eIc$9NJnjjf&?RZLl5qDG_57yBEF6za)-BgBI
zTovt#q-3g`g_OHT*N4rHTuNJ;?0Vwl@5vH**)@JHs}U{n!cH}HB7kVZlZw2FXjMuV
z8^<Koo5tXoT@&JqD1@*awS?KiVC_iP{*fBj#NX5%9VO=PZu{@49j0CJvf0~SCoMQ6
z31;^s?S<Sk!*1>&-5Z0k(1fW#cSPVk?XDh%-%9ptL>?#pr9$z5;>4dhBtim^szG}3
z5c0brm^;!;fZ&@n4yVmpmZ~=IRwYkhy#-=7LOlm##U-$XNQaE?CPn6?(vm50ghJ9}
zJ>ci*yo=<-41mSAOJmG$D4`Yo7LpTajkw`gu@h41qWvZ<?u=P~j;*4W<F=ZD)Q+#|
zm7?K=exc0?s^{kjG9B2+v=_A8?pnT-Zx_b`cYF#{rF?$L3{c02uy^=@)LR`!v$ke3
zuOI@2ymYJdT$-8j33WzQe1aohxGI9I8k(5rmxu@)atlAJ3mU(%AhXa*ngfcb2U)nN
z)X?{`4Fsm@Rgvu~prQGcT{B)3{Ig-E@ErmU#;8%6Y;HawBvbI5=#IHT6y|m+12}(>
z&B{e5rWc8K4J?>EF^lG2p5{<NP*Fe_LgPW}LePX@$>Mkmb5!?tYG{Lk&zK!!WC)zC
zEa%aj00jHEwA~7pzd#+0S~U(TO#(ZrR@f8fX>GLqlbR2RY1Wo89n+zpqEO#iBjen1
zlwg9YtU}c|ITC2S@n45X!}rG+aJc6LZ)Eg9X!Jcu``t3$6aItFg@47mf!%&H8W0qF
z`_u)g9P%Kx!?B`2?^WloZ-;Yw&M8Gdv%CRW61`w#K+zO!tl^ev%MouHBzI!_J+HT{
z&4-9h_jzHXt=8wI%BH3f%Z{aUvj~AnaeB#c+%WqQo3w=dgJ9e2f@G898qN;k-=f1_
z-ZZS3i~55J$d3Pz2Q{v6n=>plOH*amiwEIJifZGkNkyMohi03?KrqgUmfJDH=aN`V
zrxN#!Cz5(M73hM3BF69=Nk5OB8Cd_be%j*Sq_TRBwl=6P)1&Yrb+ee*mtbrlp*4mb
z4{!@-D(3A@(NiVa{_BiAxU36ziv*E9j_i<+x#c(DgeVDU9l^oa?lQUr9T1<_;G|;6
zia7HSKd78)%_~oh!`1!#M#AHa<(%Y<Hcmkz-k2ZCLLchm?%18Sntp$ih}d%O(fug%
z@enfrI(J5pwN}`O%xz{4IZog-M~o)kquFxKpYk@5L<*rkctBVevd}~(tHCIMU)#$x
z0Hf_EFd3NB_*EokAUH_g=Tslup_RNQHi0EO>c?u(BLM74meguBo{KX3*ylYXa4RTt
zoj@mb`IP_IQJwx#zpRYKf*Yq{{r-1&ovUQKX;m(x{53oN2>+nKrZ21cDhTEga=3HI
zcQm|&pBo1>apq=}D9=QK-kN)x{!m;pnAgJ9@PpdHRdj2>zTawUrN~0@1nm}2U8C?`
zUp2Hkubxc-Nm(@wv~(bdY7-VWO)~0LkG;$f*<+qSkC;f(B2GsMit=fdHu(pH8Eu5K
z7MbDE&kE69UE8Xg8$Oj83P#d0m6D<@^cn?TbVEc=y_ZWynkHS#S(C2Lq2J=*u8Qid
zU!UFr*h@h-NQ2C+B~-3{g`J*wXHB|vY}#24l+|!~UeIRI+X{SGge&wc25ubxoq#sc
zH{4ZdDK>z<_%ot^$OCj|#7sT)j+F6`0M4JZ6dHnTm>4?JLXfFG`p>(zg!Pb70pduK
zB&Is32B!c6+`FSXl@wy4jKZ1*C}a$~S~Ntj_TQ4X7Nh*D0rW7e*#)5E2hBr!RoH}C
z{SrHy{Rgy?uSk(eK5bItsm*q=z}vOZJ;s60*vyn<%9$~3b9Dw)rP1u)r@0-iff%C2
z5s9X??xpP4Ks1D=caF)jzhxLKJUq1Ox6TY#t5IZbxs`}TeCte)$@RyNDtV~lL%4zO
z7E!0B)5wcta+zpE&~iI|4^RDpVwWXhm#lTP>Tzv%6wM9m_WuGJF7C#os{q6QF|eUQ
zc75x@kA7`U-4lVmH0sGV-$R*#?*7{0agI&%9KfmvnjGVFn?O*>g`|Bw*r9r7^r$Ii
zays712ds4>uwY1f<F5PD*tgXQjkYNImHOQb1^?-1x!_b6C{t>~UB%8~cCLA7u1B{)
z=XYfwTO@?4e{pjmqdX7+yhTD;^VLiBD-ee497*hO1pF;u$T}l7WZ0M-bXkJS2f23R
z<3?2&(sYmOZF(B|GQ9sWu6xi0Y;Yqj9g2J7X#@eI@702ta%CnkH?_75rziDYZLm;$
z`AhQoFu_t)`F@(Gnp1^zqXOe(+q1?uYPHpr%2Dqkbzg?(lisG%Jyo0Aq<^g4&t^LS
zKh8tnK7#J07VDGG?aqmRt^cAesNGK=;CzQ~I<#r@8J@_XsO_M!Lb0zc(LZdYNGfHW
zII;m!jGV1O{bJ<l=jwz^KQR5+6^AMrCdH=vN2(`!)|*N2{ezKjA;j5zb++lY{qjwJ
ztKn+IXR9D{1%ErF=*kX-<rV6MI=5G5E2W8*N<>ccW`foFdu);C>%c5F9KirDs+TCA
zEt93M{hM~tSpK!G#>l=Fv@Cjdz2WgBR_CKXj0!Cr;3~2O@3aODQ!46jS|+u+xIA2a
z&!#6>cM-6#0(-*yJ}ht|;fEP0(pSbqAO9vjag_0VBqmw$<*s$PQl&@L*R_lM<PQ6{
z&ht9ZI02!BFW1+N{sO%TxtkGI(WDm$=@e`n0@VVND+p9T!=jjMeC@vJ-;}wN<KdzR
zqG8roT<E%bG@lWS&=HB}36VxE-Z3OFI4wkez{~4=G<I(95VZNbzkEn!7A17M>ibgF
z5zFR!YH8tFa{!#mJJx+V+#-x`oNI%^cvLwGH2kZc@&RbTPasHy5&#GjaKW3^bU;pG
z4{{rhK1+B`I7}!a%+t?M#&TpKw@`@TYhZR;1w*g7G~#NLFUqJ=#(Yv&S>118=@mHP
z@3%<L5T>gElXlr#)3v}l9w7C2<~I#hj%an-<ic{97fiaI6O?9_?bXMAGf+RN>fpkc
zJdLk?MH2cZ@wU?iz0=zqTq1n5rW12-N6%cQQMWeQoemlZsK$m3ou16jNcm3NA!%)-
z-X?8Y4;zwTb`xs~#dP16de0?67z$OwB>j9MSRaC~0L5PXcPK?LNIvw31F<w!ytMFE
zYj8Vy@oZ}1I_<6EfR1_+_v<SUF95~SEfLU9*s1n!+2l<?(XiF0A!B(%StajjQY8hE
z<Mv~i2S?Y<OhVYvyhEZd0?4A6ZHF+lenv2~HCC>oWjBpT+d=0R&W!>?DF9@|7RI_0
zwY``+79#QxR|f=tcol@t#ewGqfUk%A`81+lUsy5oygK=@oe3SDoJh2eXU<^H4V(!*
zk<VuM^Bqo?0GuUlWo<L#KYuEhITqku=TD|5-N4_yR;@P(uGc#qMoWw0H;b>U>%%Az
z5JCkZglI9R&j}iDRUD&29vg=@DYsXmcgTKz8V~Mnb!E&^iuit-M1Vw9f3MB|^4MAZ
zGB@E}S@2{?XUP~ty-g~;<&TZ!=SPlBE~lWR)e5TsOWN6t=$#8LV(WHHcp`v(KtF=T
z>7E|Yz4g*Q`t@AJJ^pSjFc5$}7LzrMa+QclL+gUSuwQ6|qWdCOM?Veep|BUW{1&0Y
zUj9DWUX}kOg<yXCzE{G2{uV3W)%+MGeDBUP0t@Y^8tcv8k|X67DzDhgeZaCOJbZ2T
zVmOxDl4jX^r#&czC=SA3Y5i8g3w98Ft7CUHzpT(SMj#!B#|P?1=?BfB^xsT(LkYqG
zdlk>h@72JHs8-SP|CK=wgEw^yaTG!ibB~rFL@}}y<=AIOd{0!a+nHlm*e~^60?)>a
zxO`z}``gkhI81O8>dk#HA0AaIlFae~slMl}cCpKxypC0XcM)H|O2nQoyN$&cXpa}F
z=%(d6^ehk#mj8oqf?LovP<FSM3w+Q?^I+j{71oZi(NFG5<g9G0^lL$7_l-A*x4Yb1
zIE9k&`@rM-)$7~)+x9F!@xjN^-&_Dv{#z8v!5Hx2w?^;BX()SnC-jZBo=!Xb-*HwB
z`u|Js_}}s@27CraMt0`^mw=0nndv_v*6U0eabyGZ(cjyvtJ+d?<;*97qO2Ez%h8L>
z__@sfR0*q00-S1s)ot-@mDRZ@aS?feVCOS<knIv!9K=NOGsQGm)v!V-d=L*xyZskG
zGc^jNPM7f0SH{^-@7`HzFAUTCKSu_Lv`fOARX}QVGGBj`iF(XtVAmw<#58#2Khj-&
zrf?-3_288KPIHki@oqmI{XRJN@``;3aa+86;Qsa$`~<5BWy8+CXR9r_{KUTTTTXR{
zSiJPYShsy3nb}+!0GH?m1XcieQJ>okvyMoeHG^IUn2S&@jr=(I2N)X?r~D23Gn=>Q
zaJCL}oZ;Da#;LQ`3|@EHbo0{x{o%iJ%Ejv|7`%-doyN>#oe<zs>UYi))rApP4pO#A
z=MHBDcf4Y4tdgBB+SCcb=A~_fwr6gt#sgj+^mNhzvuJ}EnlY`%i?uIKTrIc~&61SS
z|5O!uj1-M%rWm!|H4h{J5B%Rw@Go|eMDMc8PI;%hO`-CP?ZAPp<9w^>!g+LdZ^Ou^
z*8jcnrgmnRw>*J1q2<r0R!=)uKZ{mfRsHlHXd?3WVA@55H*T~`;dmCc&CMf^Piu8q
zwfbge<w*DMS<7Z#<w}o=Ou-00d2<tq^O5_`0@U_;l+s7V+EmHTAvc+ojsZ|jv~B*M
z@#-5vAkxNvoMG;X3tR4?&FY(glG=O_2-O%P^iy~tYzkfnF!>-&;EE6onYrCK@*37!
zRAmLL(y~0SQOV_SBasfV^-Dk#I;OY=&f!TxGHYnYN+&~fla}f3KTekI7Y%u4BJBf9
zsa2^~UsaVqSC%ys?B~)91Lug*TD>_&4Xh!&Co!Bl2UD2NH(qF`wI-%Sb(~kFqqkco
zMMW@5pzA`H`&V_z4I|`M>sps#<j>F)r`mk84dv$)g|RkDunvs`qZg&rryrX*U5tKp
zPdMK-Uzp_O&X^&50E&!t4F5yv{700}|0x|tHdglkSLHCU{MYTow5pzTk{UAK>*Z>k
zBKfz_FTOsFjYZTPAdQWHCN=T~AWe<Fgg`NsJcT61gB<+pD9H$)lao?XhcMG2Znj41
zm4V$Pu6C-)y7#>STvP;|X_lO=M)oGIsN3H<8cHqJr1$#UqaClAp3|S1j?-MPTQJ~1
zlKUuo0i(OyheT;(9Dnvzu3Cb_Fl#FG4!Qpz^1p|SI~(R!me~T{0h7zgkfEM7q~!mQ
zSc5D!S%Ho1@7w(`he=IUW@ISgVsXG8wKZ@kt`Fjn*b(5yH1VPAX|8M^t`dCrp+0QN
z7#Ds&edr43i#o(BL#leD2PME}DyYtoDo!e;+9rp30hIrEpE^){(Wx)^R&m8%Ymq-{
zZoNsmbZEFlBR|+4#cg+Ta*MX<#q0Kh8`6MSmhuT91VTRI%@)gIyV*NJ4;PSrb`+QM
z9n_u$2Yz&FjV1cy64(vlJ;W~5u=3$Vg8@c$KCpx6%P?I=5xK*;i3j@`0Y+V){TRTS
zv=Ioa((h3z@Pr;c==TMG2*4c{7q#$vB&1jPzVb}xx#E2}ggE|)Ll0Clm#5Sp*a7QU
z4Y9hAoeLas-R2KQN&sPz9(HW~QjrTyZQQi(CAYA9G}h!jVV0kk2er-r@nS(pSj_4O
zeh%0n<6A`OfCASTHzwc?A^GP`GpJ|SpotR2F_c;P;yFb<7_&#9hV_gEUBKam)2(yM
zT3R7X#q8NZ5Tj%fGnzAW-U6zpl2EiZp2|iwY;ebL&H{s!i~|LFaB#$e+&S^4g2{Jx
ze4IzDQ&{B$vnD_;rRB!i?HYRh`R@Z_A@X?ga7Myj^!Hh&OPwqqyJA&oRB(z3i)e<c
z@z-F<vz%F2ohfw#e~*xsmDKgMWNQS79u#sQY7LF0*Y)*UN)Q^Kyd<ZIq@Y;OsCj8c
zU9A&ZEpKGiZ_a|CiNQ0+D90?WmlUX)tY;iBme2-ejMTsXAKM0ftu_`Su9xMX9TDwi
zN@UWwkkN6WeFkvR(FAW{C4v&fW}dJLx#f~FZhbbByzmQl@0kYpOtnq5()9dF=)UKq
zy8r6oJ?uaJbxwHC|7z?iqvF__Ed=-A?h>5A26s(xcOTq>1_=<{A-Frif)m``J-`5i
zyIX<{gvYnuk9Y6-?z-#!s_I((>zwN9v%728J``zGKOp_7HA3r3{3;^j>jTb$<Idrt
z>B8(`Xe@US$a9O8tVpV_WB(B&X?OPaYEMb%c;cIIxudn5o3uV@Oqre1YxAV%yk}9t
zBA$wqA??;$7Y83jVr{9lr^61luW@!u9LW#bu!^eoNr0@qzsB+zH<T-<{or%ggYtBC
z02L7l5i$ny8b{oP*s*8L@Lf&2FZY#~AbGsCE(CdfmbIG94n{MJMO>3T6rj47wHZNi
z#8RL|y)-a3CJp@(WoCSFaU15-d7kGLWNgvDJYTwDvtm{WjpI?CR#X|1+qDVV97P%n
z1vZ(*oGO>kb`h5reqLnKjEcKshcJEn-l<$=q(^NF*50seImJoRks-(Rv@Qo2vbx3y
zisH7vbw<3|l^giJLu2-XW%;K#C59|oiV$~vl5DxU#wm)r-rd4s;hE8ttDJ&D9#f7@
z#7~`!4qkG{)fJL6zpx*w48)0=3&i+Z3m;NO^)9gFL87+hvfnjz##0d6>50tl+VSrK
zORA-0{0WN%+vjaHz<7d3JLn=CKs&JjV}cgH)mgP8b?sA}ieTgV1}WED!<Qkfb8Tv|
z9%Q{A{?fRr_(Xo}eBYYLkjD?fHwyPxenq!a)YCTN12u7|J3Dl(F8%W<D=NDI5Ulj&
zrSHhH%Ld8pvi{laI(oU{ydMN|gShxJ54>AQORt47FfL_s5BlXU-Eysaq^ko7omaed
zgAqEKOQ{hQ?t%IRD4D%+*_3kJV6o^=^@tnCRL2HiPX==J9FX{|*<96eR_V;EOhrO7
z;rM+~q7lQWVBNB{k@o~xD{pyNX_ent>#DV*jKZGT@W$-QRRg*K?SQ2Y%UiMKS%+Ej
zePKiC>1CHmja1%<dUzyN=Zt=Zf<-byT-@q%VqSwfFyI~UAslI-cAP=aN*odE#k3sY
zU6uJ7Ivd$WEbmD_j`dQECr@^`o1yz8e_>$%;j)=>lv$OG&mz&K>$K4=*B$%I?<zX+
z%UFD=^B10%2n*T!ugLIUk-Mg_E0Jai*5?mlkN=<)aM!s0!>fqv|4woLM!e?({Po;s
zlsp-?BK|hy!aqvD36o_%Ko^BtCJQb6iIEP=^pvv>&tW_r&N=VuGp&3Oyt<=~ht8+z
z+x_RuBfzg{@aL@IeImly-%>)uCtg`ujLKIKtdzOJv#f9VPpgK<<tuboSN=xZdjNNf
z#?{ElJG>6|8>5cT4#OHxs*YV#j@i&HR%8DzN?g(PlA})@17_IuD;F}P?a7C3B7Wr@
zY7X_Mzh_Fkx*;Y>`=j?Rd4)5?EE7Byq%|6A1FaNObt|L4mZOc*M4`->X8~8WGM>ko
zCciu8JQUrT9NVWyf(>PdK)XC6fey0jmc{gfvC4rYGbrSWI_Ye6h#(0DT7?PRhTUJg
z?wVMd&4KCf7$nG%mtdDt{|G-5r#Asy2tHaJt<AR!T7v98tFNUVx7@aP9=>Ty796H&
zBUvM@W2=LqDdi9_^GUDsx|*gq;{T%FN47DC?{9bohiX}J+Sh<KsEEOx;<e!Av5UUz
zevfjWpt<x-5cgJ5w{ZTD?q+eqAW<fb^;D<9M20|$V31wWo1VXcU&9@AD9_2)55Y^~
zvb4YFx!0Un1vrPQ1gnH{2XkZ0_wnqy?{&kJ1lyKvmYL27xMSjplaz!WtscmZ?s}OO
zbO1`sGQx(w4}K4`H6!sn9K)PFD%|lSU2m2-m=$n`%?T<ud%Sla_C(hY*RI3r7u~+C
zS$a?%xV$jgxQ1m;vl5Xx8T<@s-3Lw|4eT{!I<NXHJW`9YU+^e@w|o8rJM>G*?;r9H
z`2Wg3ZXTY$<zM2YT?ha#^iEVJb$-w^hSO6#glnzk5UbG-=3T3DD2bFiL6@IJoMJ&x
z-*D?4#KLLL?FIriGdpU}b5}q+L9!Q~oS(EeCv3w6j>2;X8+%5Xh<LKUmvU>LLW_+(
zD=n_jeZ(H{zG4v)&N!09djGhO@z86$ymbOWbaI}0o{{%76E3&6D#McH$niasHMeyT
z0x}%-zqZ{^n+zTtM?{Vg_Z^PToC+#+HRya`rpV3I^7A?lseC9!3vE)Uc_n+Npb?J=
zq<MF$_0pD$CenQkOqF34U_?UEWY#3e$34XU8I0_gu4A5inxB)OGNVZs=l$jezFr=b
z@KLQj8piS?(<Tk=-iRKRbznBVt7|X{343}qz^G5AH&hCD2A&5+>D8r|J2n@ie=_lo
z8V9TR8H{`So(nDUUG%r@;79we1BG?lHYE94tL%LPU=vFkt^a#>I01hFdH+%#fSiAm
zGcii}TY0eZ@jp#@tNx?)<4C;ZHOvqNu0pTw5SbSgd=pEBGDnkA(f<8=>Csxph1glR
zzjl`M{5OFCJ&)%Z<tv|7B_+*aujBB(2s^0N6r&&Cfe$NC;d;wIXUAL2J<YsbE9(Ny
zJEyeW=i#-%;YzCRL9o%~I6TSc;lW?`atj#Oy(56xFgNH_x&mek6<yj%dn8+6_||#8
z8hUX6JxRQYxp$!~N({l6<Vgb>54S~Xh-91BEsR^2HmzMR<Ga|r?0k><VX^d7QOauw
zLRnhLSc@`DQ;k4*m4dcufjPjvc1B6TCu0OjPl_w47-!s&jRXmgB<LjFA?oxYd__P>
zz)zqrL*SLRQ$;GYdao32EIz$cGx28z?XVTuE>gN?!UqF_Eo~h*#nXx0$qzw<*x8}-
zN}US|lc9A46AFIHu!xFdLiHf`U=tM<<#A^0C>X38uFF3<oSJJbb=$%qcedGN&6emb
zG)+&oR43S#Kop72-C_%Ao?%2rB?(A;CReK&wFqV<1%0%4u`e?(r*Yq}|KyVZK|>`#
z7$@~vS3R7cEgh=bY|_UErLff&>h`>uj~ZknGFm}<{E6?qjNREHOiv?{klM<>PgB<3
zv8qS|h@AVD*~*Qj(>Hht$v-7p??cPlyk-FK<sA%R3VHGaNX>wVAa2RQZT^8$1_L^2
zp+Yw9yNRBBb2X-$i?HU3QTx&PGGyku$MI#U(e0@nWeue=^6>!fdQse3PV)ZGzZV-?
zj4y^K9i8TXWUsn!&*vC%IEW1l2LxVmRqLH>P!hn|y8lzU^8CN52^ZJj)AehwT|WRl
z?7|<Fyj{wL1kv*Co1*sJnJS)DIR2(=Vv<$HDQahvWejpf)8MC<yn8n9V^P5ioDnpH
zHH$YV9n{(Vk|bt5v)(Rcz5F>%)es+bHTf{8hcds%I^rx3RSoM@q&B!S3$Pje)dci4
zo6_vg?YQ+KjmY`6TU<4=2_ZNYDM#x`6E}zz+{Inl{^LC3!R>Pmb^-hI7Pc%>u$v~y
z`v+_p4VT6l-D>T8zL#IIB$a=(2F`a*64pF;JMiyrb6cM}tr<Jty5!ae<Iu@{q{y?6
zqPAkr6Vj!3-ub76`U^MbU!LpN@y&lLy9twagH&%{%WmlS>fqp0Y4lsh<}B7nsd>>a
zvz+)Ov_q`dw_5KYk_e&k+}33Ar$AvWS>LhsHD=jMO<P)Whm&*o85Ao=d1KY`P%)+)
z^R3icQ;PV>elDWM#Ok6`+K8-ANS(r?9zjTb>)G(7lZqTB&77Al22eOOA{FkrJIx@}
zSmPGIJv7x+hb0L_Bj^r^Z~%T@ID$UilnYVa2QVw)W=lq(yPmGdnWnA?EbYtDgKbvw
z{XTo@Ql0QP$+BDpMZ&SPM@|{rSN&qtatY>ynWfw=940B|+R_i2`Pv1k2a%{ft98~I
zC9~7SJGADDcOe7khRE;y<Ui2w7hphMCaQsL+kX&l(4uAkVO=@@qW|=tVMecGjm+&d
z+#NZTsrUh}@ZQzUo$8gI|8GE_n~U#n?570-Be&Hi9KY`FH!3+G5`_UISit;f%+sre
zIqp(@(!QWiKE3XKEZw8JCeDUQ!1SAB>E&bxkCiE#Askq96tdIvWdzfxh6t1)#|b)I
zea=C;14ZsZ`Ucjf#H)x5BEnvr!05hMcoULO?lJFN6zmviAW`VJhZ98O@X|Ob`6>+j
zBnVECA>5ILb3yL|8JIFOZK43oyEt%o1Tc6*@#)DB0D_t&n+6@uJ9MSFLflXTwE^NV
zRR}V{4#98Aozy<5I#cF2UN~1v(1f|-B*{;;7?{M&mQ+^Y+bt9;RP0AdHMr!snGlXx
zcHFs$9yZO(2m&Jbin+Obks(UK`Fn1)AdZr%Vh$^sGUay@9|zUUWa;iD)tD;8zyD;+
z;DoWq<6himu>#_R!B)_JC+cU7g-coC@8dPomdXH{6TEqA4(z34o50oM`H+s1Kchuc
zfaRVrfGs%BI!nYS(JuQAV3sId))SHtM1T`4skmKh0~&>(>||RwV2Zf0(=zvV2s2p7
z?cx|F2IQkroBPCMOFkrCol}qKsrKPrk>%n<e#3c83ex99f2^JD_J8>1=l|(M7s^B4
zW(#!$rq?TA90&)K&hh2m5@NG68wSB+(a=OhP|*ZMAip{zR5Za6=rmlfPGL|4Dh+c)
z8C7A2e2w4NX$E>kpWjhm@(3PG7e68R-j05oZ=a`;Dk5Ne=<v%;p&ic6X(<HVA8!=f
z2)ZpbjDGocpWW)Jtq8Ui9eeyVE%iwP3&}Pk?%HeyX@|!N+Fwa#iK|%^jyn+VpWN*^
z{=*$TCApcV?N(#Rq|@$G#j!+qMa$K2`1h9<|484m>=Mf(KwFKw^PB{bIBd)XGhO(w
z4Ku1|^ZUo2r_?zu5~=40Vqp4mHs$S9fQw>Wsn__*fQ`&?X0jJ(%=~2{BWu5*Fy7m1
zuW35k;YpVeN_&79kNlh>KRHFE<cY|1&<>|{j`?$q8h?Xa`)aKq1x&6V`8PBAdIcfZ
z|BG26*Drq!{>KD_XfJd@4^Ojm+^5zla`L)P$jC&TDcfuX#B^<5t{yhP2hHZWHl*BD
zAO%}|dzftJt8Y$})(8}l&*kD!qo{g}v1)hKjcA?zYXYIit;Yr~=>97~hoW?l92(i_
z*6%)`jFuKxBkL6RO%U9IG-R`;9`)gs_=y?HQJ}ep8ii`M*$Gvfg9S_JW|QwfFQ<dr
zEjdrp8u}jGBJPfw9nw?vM3>Q7_M7Mv@pWfE|H>~+!Ip_8-z5r)lYU%2LtdP!(evH`
zXF&I($}KLg&46qTf08@LtBqc&O*CS>3eC5H?vIX6g&*G6m(Vq6zi)!&vM%Lg%D+lG
zH3hQW)UklG-fLSKi`80q*xYcETLx?8L|S#vop><VnQFojsRd$l5Hbr*KAPOIJ1wVK
zTbB}=<Vv-AXWZS)TH)2n>p#Jw*6``+OrsXIz$R3_9Zj1VTlY>-F41d+3HN!i2NF9W
z(l*-2Oq%}G2eiS)RP>ako#Iloj#`&>WPDaZ3rLr#_RCi4X^XEOsc!g#J3;UM^FwCc
zpnY8iqJv8)oBt8#7nq(|5Bf|IxPVMb_}tcn;7u!C$N<|ax`J3p;~SYK@OyoNWh@#K
z{z}$m3H>%RV^BWmjOtngNW8mIipF?6TE`@g?Saa`i^_1qSXPAC5#-@ae#8RJBkd4J
z&rr19!IQX=iO|-gqy`BDBS3~)oY0+*Jf3`sU^MN$)qNok<Pubr8-0yrPh?w9{Z%X-
zguUrGqrZeY{5d=P3Y+%B8tha0D0`v|94Iq(SSGlyJQXiG2-VbcvjAQiaUI;m?5Zf8
z<Q1l0Wi_#k6q++>9tt&YD$kWXeHF5WJx3yIH%x*0`pUAa0{W_|dp2zZCyj>D#=QB2
zr!z*@co4Um1#Uj{5~C@zjo2}{kEoT>yChils+r~9L<r7Hcm0$}zq^Em1Vm(2-%XO2
zSX4HGdl@H(=pqK^a7Hweipub`txMwUQRnUPtw_GQv66kkxbm2SPycB_I-|cm-f$kS
z(bGMJ2H&X`(TlEu+5nC*4lX;vv8**lP~?Nbtz8SS*4wf;`3aZrF*LZ#{2~DmwSr4?
zrZCZKXOKBg8QIu;-^7b0_sLh(oqB0Pq?<dZ?_+Kyl8iPD_BS*#mDrk!zJg=z9||m)
zjVI!?Bt6&6#paf7JV8+W2axg-JHdB)-7B_}rNi>3rnK^97TYgWU>Cv8z>RLxVQ*vq
zPqx@WLRE03d*sD}e%JRY$Q$U=gG$)zEDrPoixL@Su*smBI*4!Yx)nXmPdXSMr73@O
z1uOs74xR&?1p@Ekq7RFO+ZbhdXT*=hi@;O9yS3QbjLWFZ=k$VmL5^!R(T-JghByxv
zCwPm(a8qp<I`E{Sg`@G~AXEr7dUJk@wO9fR0oF8I=e<i^oJqy76Y+P&$#EsN7ShJW
z@f}2PHhKJ}MP*i81)ldI<ZRsxcn00VoV#+&#CR7Ev#?m{;ih2#PqOeuf+|Td%=f?+
zc#SM5#n<!ZHz|c|rFaLO-}WNQkYh+h0N?ZVXYOq9F|XQK<!%?^_Dxx;_c2-qmQIl!
zl<?P26yhUcQlS^D0|6R*$L7?spYx#FFeC1!$wo_)#)m?AEprVuL=d!LR;P*Mb~)Vq
z%OSqxDb7Z!9%suWWL|M{evy4raSlFv!$7WBA>Thd`Sye~-YT8+S#jwtm;v5A*J<5y
zr}D!W9^t)xy^*MRbV?aEa$6~uGN_f|vN&G`Ch7CXHW$NUi#rjHuCB|IeYG$@tfop#
zV{Mwa@CYBCv(losB7H-kKt)GeF{6gOD$3c)$#89+f`e#!COzlggc2r)p*E&>nS$u+
z@KUumS$(aYH|Sk!Ox5-EsP(+DIVF3OcfXvt(KGUi6f%T)N{k}!l+I(Gx1Z7((NU%)
zy(vzG8Ui;iIdlxrSbY?3=sj*0-gFv~9y&ro()#0T8Glp%p7?!ZUVBGSuwJ87w?2jx
zFAk9wF+jW0=8a_sGdaNZ#U8YchVjMQ(x;wiBYD!t@IA0Jl~GpL^%cW~(mH_ap0CFh
zrmH?)A{&?uiWuZFm$C7cHc`7H;Vq1om7kW_tv<Es^0SrjMZ)BpfSPOLYP#e?OwXpf
zpZ(WGpbvh)u1ux7wul5@=!4BBecZeYu+3sxlD25*z;X9_3lGf<2V8?0cn7b|fx>7i
zJ!jv|lpye!Gy3*J)Jl%6SaEL%&*nJYx~ROfi4fOU=i^kTC+zIY&?U`FnEHgIiLlzG
z9HSI}_K|el%!TI%HhRo;vN;U9s1@kZ&j-Tt#VP#lHKF2{tE^EE<qO-{TQ~i_$UG0k
z2YiQv2C~+x20pk#Q<U{j*3Hce*y_KI@jYB~Umo`_={haXS~a1#?Ym$o>8b_J5MRYG
zdOMHgFWsONgidcJ%lLISYU&C=+uU$B@F67rLfkx==*LX<-Jzc#Nzj5==6b|#_N+pI
zW?uZ}>c<Up5JxnWPAJVlSSQ77k0K}CP#Z&J1=09Xhl5(Hd(N;-G4C<^(9W^mCM$sM
zd?D}V@YpA!FgGCns@|t?I3xx+0+IQBp7BL)(Y$XehN7;|n1<1=aCgrlD<yv_yd;H^
zDs8+j*yqAyZxgPV_1JNY9hb7qN5$OyZhQOi($w;>r+B!f>`a7fD1p!VO(<^?HXAS3
zkO!Cgye!vBcSOudDRg>f){D?swMMQcZ%S{zh){`x4O@Xe#c+aUUHi{^k<uA`Cz|l5
znVBkdhqrW52&?p{>m<Bmw~WnR*Yi7Q)ky*G5-u8g6DB?5I*dDcbrx4!>iybSx?i3i
z&T8KM?tPJd)v=0yDG5n@k`aXfrUO{hM)<?f`V^Rw?R<7jYAr>vsmY&~v(-mAu0O=D
zJGTBJxN^zE87LWe(_8}mxj+zUIeYiPxV)t<$Wg5X_Q)E3peS70U^mHE_$K&Kv_JeB
z)s;cTE5$7Ju9ZPc<2~cFUKCN7`&O18I@R;NCXb5Vy)X#S+0~67O4?yRY82Cr;C+My
zr($(6=zs9*^lbX#hRb=A{k$5$*EMXoI}Dz|!u(;>Z)jJc#)r*&{Mhsx^36oYLEAjG
zys%^($?Y-A+m3e+mNpYYwLXPGAzmXCxH5+Fi$M8u%j2N1oy_BcE^l`-x2McDSjgrj
zI;DG*{65bud}#T3QdEKk6P1Lk8kHfFP+F_@MhFNoE5PAkzEMdsp*MKcD#ARTvTSy#
zzAXH(XJ|&O)NOYixmY7}7_R7#bkU#rvWKG;><i6feyEV!3&`5Fz6pSThb#Y2Sm`fd
z{eQ8NuDYca$9pG`r5BX}fQplo*N8)h%7BxKn~KYbL&Mg`@;@;Sb!TVy*ARe8{q<fe
zXR7~v!B+oQL<QjcD~jcv5#WG>AsV_mn6)b}a?)=uJg$ItX)S2E#G|8|o0-;;-oH`Y
zSJuw^qSj|h&k(F8FE5|hVdVdCkg?tYb9tABNCun8r6h>#<@gDw8tKHnFKNXn#CdW>
z30|y<JK~Sji6V`U(;4+5`J&#yZM+B2WwUvTI&P!NEwX{sp2MZiB1g_pME?Lc((mNW
zHqg#U9&)Bnh^>;gI5?niypOZJv)Yz?@7KsqyEeTjdX%<TFR4AotjA^#s;W$a)#D%q
z6`_y4{(PCNmuVUUF0=R7OL>m5FSGfAYEF}$UBxlSs0CQ%cFV|;c8Z%(so<uHx8{oz
znu|Hlu0s4QB$daQT<Jm3A2B1uuD{oB%d%5AU3Ug<1q3(<M<(r83HK6X#w}e>SiJj<
lVeXMsL8?Fgd+*%b&0O8RTrI6o1vq)Q_)zKTWmIHQ{|BG;3GM&@

literal 0
HcmV?d00001


From 14fec71e4b7dd059f62117434b17c47bcc9ce2b7 Mon Sep 17 00:00:00 2001
From: Rd4dev <rd4ramadevi@gmail.com>
Date: Sat, 13 Jun 2026 17:43:58 +0530
Subject: [PATCH 3/5] Logs to track the token usage and latency

Todo: clean up later
---
 .../airagservice/controller/AssistantController.java   | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
index 7cee597..83f3379 100644
--- a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
@@ -33,6 +33,7 @@ public String policy() throws IOException {
 
     @PostMapping("/ask")
     public String ask(@RequestBody AskRequest request) throws IOException {
+        long start = System.currentTimeMillis();
         String context = pdfKnowledgeService.getPolicyText();
 
         String prompt = """
@@ -49,8 +50,11 @@ public String ask(@RequestBody AskRequest request) throws IOException {
             """
             .formatted(context, request.question());
 
-        return chatClient.prompt(prompt)
-                .call()
-                .content();
+        ChatClient.CallResponseSpec response =  chatClient.prompt(prompt)
+                .call();
+        System.out.println(response.chatResponse());
+        long end = System.currentTimeMillis();
+        System.out.println("LATENCY ms = " + (end-start));
+        return response.content();
     }
 }

From 4b1353d6f0f00fc17927aab6472b504784173555 Mon Sep 17 00:00:00 2001
From: Rd4dev <rd4ramadevi@gmail.com>
Date: Sat, 13 Jun 2026 20:28:29 +0530
Subject: [PATCH 4/5] RAG service with embedding similarity search on chunks as
 vectors and retrieval with LLM

The system was very slow initially for every call to handle answer chunk embedding and question embedding reaching over 5 to 6 mins. This is handled by caching the results of the embedding, but still the question chunks need to be embedded so that still costs but overall bringing it down to 24 to 90 seconds, though I heavily doubt that the prolonged time is due to the local model taking time to print them all at once and not the time when it started to push out the answers. As smaller outputs pushed out first uncached question output in 8 seconds and a cached question output in 3 seconds, still a bit on the slower end, but all this is happening in the CPU.
---
 .../controller/AssistantController.java       | 34 +++++++-------
 .../airagservice/rag/CosineSimilarity.java    | 18 ++++++++
 .../service/EmbeddingService.java             | 17 +++++++
 .../service/PdfKnowledgeService.java          | 21 ++++++++-
 .../mert/airagservice/service/RagService.java | 45 +++++++++++++++++++
 .../src/main/resources/application.properties |  2 +
 6 files changed, 120 insertions(+), 17 deletions(-)
 create mode 100644 ai-rag-service/src/main/java/com/mert/airagservice/rag/CosineSimilarity.java
 create mode 100644 ai-rag-service/src/main/java/com/mert/airagservice/service/EmbeddingService.java
 create mode 100644 ai-rag-service/src/main/java/com/mert/airagservice/service/RagService.java

diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
index 83f3379..9f6664f 100644
--- a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
@@ -1,9 +1,8 @@
 package com.mert.airagservice.controller;
 
 import com.mert.airagservice.dto.AskRequest;
-import com.mert.airagservice.service.PdfKnowledgeService;
+import com.mert.airagservice.service.RagService;
 import org.springframework.ai.chat.client.ChatClient;
-import org.springframework.web.bind.annotation.GetMapping;
 import org.springframework.web.bind.annotation.PostMapping;
 import org.springframework.web.bind.annotation.RequestBody;
 import org.springframework.web.bind.annotation.RestController;
@@ -13,28 +12,28 @@
 @RestController
 public class AssistantController {
     private final ChatClient chatClient;
-    private final PdfKnowledgeService pdfKnowledgeService;
+    private final RagService ragService;
 
-    String policy = """
-            Returns accepted within 30 days.
-            Opened products cannot be returned.
-            Shipping takes 3-5 business days.
-            """;
+//    String policy = """
+//            Returns accepted within 30 days.
+//            Opened products cannot be returned.
+//            Shipping takes 3-5 business days.
+//            """;
 
-    public AssistantController(ChatClient.Builder builder, PdfKnowledgeService pdfKnowledgeService) {
+    public AssistantController(ChatClient.Builder builder, RagService ragService) {
         this.chatClient = builder.build();
-        this.pdfKnowledgeService = pdfKnowledgeService;
+        this.ragService = ragService;
     }
 
-    @GetMapping("/policy")
-    public String policy() throws IOException {
-        return pdfKnowledgeService.getPolicyText();
-    }
+//    @GetMapping("/policy")
+//    public String policy() throws IOException {
+//        return pdfKnowledgeService.getPolicyText();
+//    }
 
     @PostMapping("/ask")
     public String ask(@RequestBody AskRequest request) throws IOException {
         long start = System.currentTimeMillis();
-        String context = pdfKnowledgeService.getPolicyText();
+        String context = ragService.buildContext(request.question());
 
         String prompt = """
             You are a merchant support assistant.
@@ -57,4 +56,9 @@ public String ask(@RequestBody AskRequest request) throws IOException {
         System.out.println("LATENCY ms = " + (end-start));
         return response.content();
     }
+
+//    @GetMapping("/chunks")
+//    public List<String> chunks() throws IOException {
+//        return pdfKnowledgeService.getPolicyChunks();
+//    }
 }
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/rag/CosineSimilarity.java b/ai-rag-service/src/main/java/com/mert/airagservice/rag/CosineSimilarity.java
new file mode 100644
index 0000000..a9587fb
--- /dev/null
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/rag/CosineSimilarity.java
@@ -0,0 +1,18 @@
+package com.mert.airagservice.rag;
+
+public class CosineSimilarity {
+    public static double score(float[] a, float[] b) {
+
+        double dot = 0;
+        double normA = 0;
+        double normB = 0;
+
+        for (int i = 0; i < a.length; i++) {
+            dot += a[i] * b[i];
+            normA += a[i] * a[i];
+            normB += b[i] * b[i];
+        }
+
+        return dot / (Math.sqrt(normA) * Math.sqrt(normB));
+    }
+}
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/service/EmbeddingService.java b/ai-rag-service/src/main/java/com/mert/airagservice/service/EmbeddingService.java
new file mode 100644
index 0000000..06df9fa
--- /dev/null
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/service/EmbeddingService.java
@@ -0,0 +1,17 @@
+package com.mert.airagservice.service;
+
+import org.springframework.ai.embedding.EmbeddingModel;
+import org.springframework.stereotype.Service;
+
+@Service
+public class EmbeddingService {
+    private final EmbeddingModel embeddingModel;
+
+    public EmbeddingService(EmbeddingModel embeddingModel) {
+        this.embeddingModel = embeddingModel;
+    }
+
+    public float[] embed(String text) {
+        return embeddingModel.embed(text);
+    }
+}
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java b/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
index 2678351..6e63a86 100644
--- a/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
@@ -7,14 +7,31 @@
 import org.springframework.stereotype.Service;
 
 import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
 
 @Service
 public class PdfKnowledgeService {
-    public String getPolicyText() throws IOException {
+
+    public List<String> getPolicyChunks() throws IOException {
         ClassPathResource resource = new ClassPathResource("knowledge/merchant-refund-policy.pdf");
         PDDocument document = Loader.loadPDF(resource.getInputStream().readAllBytes());
         PDFTextStripper stripper = new PDFTextStripper();
+        String text = stripper.getText(document);
 
-        return stripper.getText(document);
+        int chunkSize = 800;
+        List<String> chunks = new ArrayList<>();
+        for(int i=0; i<text.length(); i+=chunkSize) {
+            chunks.add(text.substring(i, Math.min(text.length(), i+chunkSize)));
+        }
+        return chunks;
     }
+
+//    public String getPolicyText() throws IOException {
+//        ClassPathResource resource = new ClassPathResource("knowledge/merchant-refund-policy.pdf");
+//        PDDocument document = Loader.loadPDF(resource.getInputStream().readAllBytes());
+//        PDFTextStripper stripper = new PDFTextStripper();
+//
+//        return stripper.getText(document);
+//    }
 }
\ No newline at end of file
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/service/RagService.java b/ai-rag-service/src/main/java/com/mert/airagservice/service/RagService.java
new file mode 100644
index 0000000..d0d30c0
--- /dev/null
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/service/RagService.java
@@ -0,0 +1,45 @@
+package com.mert.airagservice.service;
+
+import com.mert.airagservice.rag.CosineSimilarity;
+import org.springframework.stereotype.Service;
+
+import java.io.IOException;
+import java.util.Comparator;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+@Service
+public class RagService {
+    private final PdfKnowledgeService pdfKnowledgeService;
+    private final EmbeddingService embeddingService;
+    private final Map<String, float[]> chunkEmbeddingCache = new HashMap<>();
+
+    public RagService(
+            PdfKnowledgeService pdfKnowledgeService,
+            EmbeddingService embeddingService
+    ) {
+        this.pdfKnowledgeService = pdfKnowledgeService;
+        this.embeddingService = embeddingService;
+    }
+
+    public String buildContext(String question) throws IOException {
+        List<String> chunks = pdfKnowledgeService.getPolicyChunks();
+        float[] questionVector = embeddingService.embed(question);
+        List<String> topChunks = chunks.stream()
+            .sorted((a, b) -> {
+
+                float[] aVec = chunkEmbeddingCache.computeIfAbsent(a, embeddingService::embed);
+                float[] bVec = chunkEmbeddingCache.computeIfAbsent(b, embeddingService::embed);
+
+                double scoreA = CosineSimilarity.score(questionVector, aVec);
+                double scoreB = CosineSimilarity.score(questionVector, bVec);
+
+                return Double.compare(scoreB, scoreA);
+            })
+            .limit(3)
+            .toList();
+
+        return String.join("\n", topChunks);
+    }
+}
diff --git a/ai-rag-service/src/main/resources/application.properties b/ai-rag-service/src/main/resources/application.properties
index 4b6f15f..4abe9d8 100644
--- a/ai-rag-service/src/main/resources/application.properties
+++ b/ai-rag-service/src/main/resources/application.properties
@@ -2,4 +2,6 @@ spring.application.name=ai-rag-service
 spring.ai.ollama.base-url=http://localhost:11434
 spring.ai.ollama.chat.model=qwen2.5-coder:7b
 
+spring.ai.ollama.embedding.options.model=nomic-embed-text
+
 server.port=4003
\ No newline at end of file

From b03413cb3e20f57db4f15c570e68d8cd8b8aa997 Mon Sep 17 00:00:00 2001
From: Rd4dev <rd4ramadevi@gmail.com>
Date: Sat, 13 Jun 2026 22:06:48 +0530
Subject: [PATCH 5/5] Injesting on the startup for optimization

The time taken to load things on the fly especially on first query is heavy so moving to the postcontruct, while still as things run on the cpu it takes time and question query embedding takes time, but most of it is to print the output
---
 .../controller/AssistantController.java       | 16 --------
 .../service/PdfKnowledgeService.java          |  8 ----
 .../mert/airagservice/service/RagService.java | 39 +++++++++++++------
 3 files changed, 27 insertions(+), 36 deletions(-)

diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
index 9f6664f..2c1b047 100644
--- a/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/controller/AssistantController.java
@@ -14,22 +14,11 @@ public class AssistantController {
     private final ChatClient chatClient;
     private final RagService ragService;
 
-//    String policy = """
-//            Returns accepted within 30 days.
-//            Opened products cannot be returned.
-//            Shipping takes 3-5 business days.
-//            """;
-
     public AssistantController(ChatClient.Builder builder, RagService ragService) {
         this.chatClient = builder.build();
         this.ragService = ragService;
     }
 
-//    @GetMapping("/policy")
-//    public String policy() throws IOException {
-//        return pdfKnowledgeService.getPolicyText();
-//    }
-
     @PostMapping("/ask")
     public String ask(@RequestBody AskRequest request) throws IOException {
         long start = System.currentTimeMillis();
@@ -56,9 +45,4 @@ public String ask(@RequestBody AskRequest request) throws IOException {
         System.out.println("LATENCY ms = " + (end-start));
         return response.content();
     }
-
-//    @GetMapping("/chunks")
-//    public List<String> chunks() throws IOException {
-//        return pdfKnowledgeService.getPolicyChunks();
-//    }
 }
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java b/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
index 6e63a86..d09d88a 100644
--- a/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/service/PdfKnowledgeService.java
@@ -26,12 +26,4 @@ public List<String> getPolicyChunks() throws IOException {
         }
         return chunks;
     }
-
-//    public String getPolicyText() throws IOException {
-//        ClassPathResource resource = new ClassPathResource("knowledge/merchant-refund-policy.pdf");
-//        PDDocument document = Loader.loadPDF(resource.getInputStream().readAllBytes());
-//        PDFTextStripper stripper = new PDFTextStripper();
-//
-//        return stripper.getText(document);
-//    }
 }
\ No newline at end of file
diff --git a/ai-rag-service/src/main/java/com/mert/airagservice/service/RagService.java b/ai-rag-service/src/main/java/com/mert/airagservice/service/RagService.java
index d0d30c0..523eb1b 100644
--- a/ai-rag-service/src/main/java/com/mert/airagservice/service/RagService.java
+++ b/ai-rag-service/src/main/java/com/mert/airagservice/service/RagService.java
@@ -1,10 +1,10 @@
 package com.mert.airagservice.service;
 
 import com.mert.airagservice.rag.CosineSimilarity;
+import jakarta.annotation.PostConstruct;
 import org.springframework.stereotype.Service;
 
 import java.io.IOException;
-import java.util.Comparator;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
@@ -13,6 +13,7 @@
 public class RagService {
     private final PdfKnowledgeService pdfKnowledgeService;
     private final EmbeddingService embeddingService;
+    private List<String> chunks;
     private final Map<String, float[]> chunkEmbeddingCache = new HashMap<>();
 
     public RagService(
@@ -23,21 +24,35 @@ public RagService(
         this.embeddingService = embeddingService;
     }
 
-    public String buildContext(String question) throws IOException {
-        List<String> chunks = pdfKnowledgeService.getPolicyChunks();
-        float[] questionVector = embeddingService.embed(question);
-        List<String> topChunks = chunks.stream()
-            .sorted((a, b) -> {
+    @PostConstruct
+    public void init() throws IOException {
+        System.out.println("Loading knowledge base...");
 
-                float[] aVec = chunkEmbeddingCache.computeIfAbsent(a, embeddingService::embed);
-                float[] bVec = chunkEmbeddingCache.computeIfAbsent(b, embeddingService::embed);
+        chunks = pdfKnowledgeService.getPolicyChunks();
+        for(String chunk: chunks) {
+            chunkEmbeddingCache.put(
+                    chunk,
+                    embeddingService.embed(chunk)
+            );
+        }
 
-                double scoreA = CosineSimilarity.score(questionVector, aVec);
-                double scoreB = CosineSimilarity.score(questionVector, bVec);
+        System.out.println("Loaded " + chunks.size() + " chunks");
+    }
 
-                return Double.compare(scoreB, scoreA);
-            })
+    public String buildContext(String question) {
+        float[] questionVector = embeddingService.embed(question);
+        List<String> topChunks = chunks.stream()
+            .map(chunk -> Map.entry(
+                    chunk,
+                    CosineSimilarity.score(
+                            questionVector,
+                            chunkEmbeddingCache.get(chunk)
+                    )
+            ))
+            .sorted((a, b) ->
+                    Double.compare(b.getValue(), a.getValue()))
             .limit(3)
+            .map(Map.Entry::getKey)
             .toList();
 
         return String.join("\n", topChunks);