From 78c25f69f6a969737ecb2ef462fe7853cc9469f6 Mon Sep 17 00:00:00 2001 From: Sami Mokaddem Date: Mon, 13 Nov 2023 15:07:54 +0100 Subject: [PATCH 1/5] new: [events:MUG-11/23] Workflow advanced session --- events/20231114-NATO-MUG-Workflow/clean.sh | 2 + events/20231114-NATO-MUG-Workflow/content.tex | 756 ++++++++++++++++++ events/20231114-NATO-MUG-Workflow/misp.pdf | Bin 0 -> 7938 bytes .../pictures/PHP-logo.png | Bin 0 -> 36417 bytes .../Screenshot from 2023-07-19 11-49-39.png | Bin 0 -> 50323 bytes .../Screenshot from 2023-07-19 11-50-12.png | Bin 0 -> 26242 bytes .../Screenshot from 2023-07-19 11-50-48.png | Bin 0 -> 84974 bytes .../Screenshot from 2023-07-28 14-44-03.png | Bin 0 -> 166978 bytes .../pictures/action-module-index.png | Bin 0 -> 117121 bytes .../pictures/action-module.png | Bin 0 -> 41466 bytes .../pictures/attribute-json.png | Bin 0 -> 28695 bytes .../pictures/automation.png | Bin 0 -> 10892 bytes .../pictures/belgian-joke.jpeg | Bin 0 -> 32771 bytes 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events/20231114-NATO-MUG-Workflow/slide_handout.tex diff --git a/events/20231114-NATO-MUG-Workflow/clean.sh b/events/20231114-NATO-MUG-Workflow/clean.sh new file mode 100755 index 0000000..bc963fd --- /dev/null +++ b/events/20231114-NATO-MUG-Workflow/clean.sh @@ -0,0 +1,2 @@ +#!/bin/bash +rm *.aux *.listing *.log *.nav *.out *.snm *.toc *.vrb *.upa diff --git a/events/20231114-NATO-MUG-Workflow/content.tex b/events/20231114-NATO-MUG-Workflow/content.tex new file mode 100755 index 0000000..654680f --- /dev/null +++ b/events/20231114-NATO-MUG-Workflow/content.tex @@ -0,0 +1,756 @@ +% DO NOT COMPILE THIS FILE DIRECTLY! +% This is included by the other .tex files. + +\begin{frame}[t,plain] +\titlepage +\end{frame} + +\begin{frame} + \frametitle{Example of use-cases} + \begin{itemize} + \item \textbf{Notification} on specifc actions + \begin{itemize} + \item New events matching criteria + \item New users + \item Automated alerts for high-priority IOCs + \end{itemize} + \item \textbf{Extend} existing MISP behavior + \begin{itemize} + \item Push data to another system + \item Automatic enrichment + \item Sanity check to block publishing / sharing + \item Curation pipelines + \end{itemize} + \item \textbf{Hook} capabilities + \begin{itemize} + \item Assign tasks and notify incident response team members + \end{itemize} + \item ... + \end{itemize} +\end{frame} + +% \section{Workflow - Fundamentals} +\begin{frame} + \frametitle{ + \huge + Workflow - Fundamentals + \vspace{1em} + } + \textbf{Objective:} Start with the foundation to understand the basics + \begin{center} + \includegraphics[width=0.07\linewidth]{pictures/fundation} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Triggers} + Currently 11 triggers can be hooked. 3 being \includegraphics[width=36px]{pictures/blocking-workflow.png}. + \begin{center} + \frame{\includegraphics[width=1.0\linewidth]{pictures/triggers.png}} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Logic modules / Conditions} + \vspace*{0.25em} + \includegraphics[width=70px]{pictures/sc-condition.png} + \vspace*{0.25em} + {\Large \faIcon{question-circle}} \textbf{Logic modules} allow to redirect the execution flow + \begin{itemize} + % \colorbox{red!100}{\textcolor{white}{\texttt{tlp:red}}} + \item A MISP Event is tagged with \texttt{tlp:red} + \item The distribution of an Attribute is a sharing group + \item The creator organisation is \texttt{circl.lu} + \item Or any other \textbf{generic} conditions + \end{itemize} + + \vspace*{0.5em} + \begin{center} + \includegraphics[width=0.43\textwidth]{pictures/logic-module.png} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Actions modules} + \vspace*{0.25em} + \includegraphics[width=60px]{pictures/sc-action.png} + \vspace*{0.25em} + {\Large \faIcon{question-circle}} \textbf{Action modules} allow to executes operations + \begin{itemize} + \item Send an email notification + \item Perform enrichments + \item Send a chat message on MS Teams + \item Attach a local tag + \item ... + \end{itemize} + + \vspace*{0.5em} + \begin{center} + \includegraphics[width=0.43\textwidth]{pictures/action-module.png} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{What is a MISP Workflow?} + \begin{itemize} + \item Sequence of all nodes to be executed in a specific order + \item Workflows can be enabled / disabled + \item A Workflow is associated to \textbf{1-and-only-1 trigger} + \end{itemize} + \vspace*{0.5em} + \begin{center} + \frame{\includegraphics[width=1.0\linewidth]{pictures/simple-workflow.png}} + \end{center} +\end{frame} + + +\begin{frame} + \frametitle{Sources of Workflow modules} + {\large Built-in \textbf{default} modules} + \begin{itemize} + \item Part of the MISP codebase + \item Ready to use once enabled + \end{itemize} + \vspace{1em} + {\large User-defined \textbf{custom} modules} + \vspace{0.5em} + \begin{columns}[t] + \begin{column}{0.5\textwidth} + \underline{Written in PHP} + \begin{itemize} + \item Extend existing modules + \item MISP code reuse + \end{itemize} + \end{column} + \begin{column}{0.5\textwidth} + \underline{Written in Python} + \begin{itemize} + \item Can rely on extensive python libraries + \item Easier to write + \item Rely on the \textbf{enrichment service} \includegraphics[width=0.12\linewidth]{pictures/misp-module-icon.png} + \end{itemize} + \end{column} + \end{columns} +\end{frame} + +\begin{frame} + \frametitle{Demo by examples} + \begin{enumerate} + \item[WF-1.] Send an email to \textbf{all admins} when a new event has been pulled + \vspace*{2em} + \item[WF-2.] Block queries on 3rd party services when \textbf{tlp:red} or \textbf{PAP:red} + \begin{itemize} + \item \textbf{tlp:red}: For the eyes and ears of individual recipients only + \item \textbf{PAP:RED}: Only passive actions that are not detectable from the outside + \end{itemize} + \end{enumerate} +\end{frame} + +\begin{frame} + \frametitle{Demo WF-1: Send an email to \textbf{all admins} when a new event has been pulled} + \begin{center} + \frame{\includegraphics[width=1.0\linewidth]{pictures/demo-wf1.png}} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Demo WF-2: Block queries on 3rd party services when \textbf{tlp:red} or \textbf{PAP:red}} + \begin{itemize} + \small + \item \textbf{tlp:red}: For the eyes and ears of individual recipients only + \item \textbf{PAP:RED}: Only passive actions that are not detectable from the outside + \end{itemize} + \vspace*{1em} + \begin{center} + \frame{\includegraphics[width=1.0\linewidth]{pictures/demo-wf2.png}} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Creating a workflow with the editor} + \begin{enumerate} + \item \underline{Prevent} event publication \texttt{\bf \large if tlp:red} tag + \begin{itemize} + \item \underline{Send a mail} to \texttt{\scriptsize admin@admin.test} about potential data leak + \end{itemize} + \item \texttt{\bf \large else}, \underline{send a notification} on Mattermost + \end{enumerate} +\end{frame} + +% \section{Considerations when working with workflows} +\begin{frame} + \frametitle{ + \huge + Considerations when working with workflows + \vspace{1em} + } + \textbf{Objective:} Overview of some common pitfalls + \begin{center} + \includegraphics[width=24px]{pictures/radar.png} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Working with the editor - Operations not allowed} + Execution loop are not authorized + \vspace*{1em} + \begin{columns} + \begin{column}{0.7\textwidth} + \frame{\includegraphics[width=1.0\linewidth]{pictures/editor-not-allowed-1.png}} + \end{column} + \begin{column}{0.3\textwidth} + \frame{\includegraphics[width=1.0\linewidth]{pictures/infinite-loop.jpg}} + \end{column} + \end{columns} +\end{frame} + +\begin{frame} + \frametitle{Recursive workflows} + \frame{\includegraphics[width=1.0\linewidth]{pictures/recursive-workflow.png}} + \danger Recursion: If an action re-run the workflow +\end{frame} + +\begin{frame} + \frametitle{Working with the editor - Operations not allowed} + Multiple connections from the same output + \vspace*{1em} + \begin{columns} + \begin{column}{0.7\textwidth} + \frame{\includegraphics[width=1.0\linewidth]{pictures/editor-not-allowed-2.png}} + \end{column} + \begin{column}{0.3\textwidth} + \frame{\includegraphics[width=1.0\linewidth]{pictures/two-paths.jpeg}} + \end{column} + \end{columns} + \begin{itemize} + \item Execution order not guaranted + \item Confusing for users + \end{itemize} +\end{frame} + +\section{New recent features} +\begin{frame} + \frametitle{New recent features I} + \begin{itemize} + \item New action modules \& improvements + \begin{itemize} + \item \texttt{Assign country} + \item \texttt{Attach warninglist} + \item \texttt{Attribute operations} + \item \texttt{Tag replacements} + \item \texttt{Webhook}, $\cdots$ + \end{itemize} + \item New logic modules \& improvements + \begin{itemize} + \item \texttt{Filter :: Generic} + \item \texttt{Filter :: Remove} + \item \texttt{IF :: *} + \end{itemize} + \end{itemize} +\end{frame} + +\begin{frame} + \frametitle{New recent features I} + \frame{\includegraphics[width=1.0\linewidth]{pictures/new-modules.png}} +\end{frame} + +\begin{frame} + \frametitle{New recent features II} + $\sim 12$ New blueprints for IoC curation + \frame{\includegraphics[width=1.0\linewidth]{pictures/curation-google-safe-browsing.png}} +\end{frame} + +\begin{frame} + \frametitle{New recent features III} + \begin{itemize} + \item UI improvements + \begin{itemize} + \item Frame to annotate and group modules + \item More documentation (Format, Jinja2 syntax) + \item Collapsible sidebar and quick node insert + \item Hash path picker + \end{itemize} + \end{itemize} + \begin{center} + \frame{\includegraphics[width=0.7\linewidth]{pictures/frames.png}} + \end{center} +\end{frame} + +\section{Advanced usage} +\begin{frame} + \frametitle{ + \huge + Advanced usage + \vspace{1em} + } + \textbf{Objective:} + \begin{itemize} + \item Blocking workflows + \item Blueprints + \item Filtering + \item Data format + \item Debugging + \end{itemize} +\end{frame} + +\begin{frame} + \frametitle{Blocking and non-blocking} + Two types of workflows: + \vspace{0.5em} + \begin{itemize} + \item[] \hspace*{-2em}\includegraphics[valign=m,width=48px]{pictures/blocking-workflow.png} Workflows + \begin{itemize} + \item Can prevent / block the original event to happen + \item If a \textbf{blocking module}\includegraphics[valign=b,width=12px]{pictures/blocking-module.png} blocks the action + \item \texttt{event-publish}, \texttt{event-before-save}, \texttt{enrichment-before-query}, $\cdots$ + \end{itemize} + \vspace{0.5em} + \item[] \hspace*{-2em}\includegraphics[valign=b,width=56px]{pictures/non-blocking-workflow.png} Workflows execution outcome has no impact + \begin{itemize} + \item No way to prevent something that happened in the past + \item \texttt{event-after-save}, \texttt{attribute-after-save} \texttt{log-after-save}, $\cdots$ + \end{itemize} + \end{itemize} +\end{frame} + +\begin{frame} + \frametitle{Logic module: Concurrent Task} + \begin{itemize} + \item Logic module allowing \textbf{multiple output} connections + \item \textbf{Postpone the execution} for remaining modules + \item Convert \includegraphics[valign=b,width=44px]{pictures/blocking-workflow.png} \faIcon{long-arrow-alt-right} \includegraphics[valign=b,width=56px]{pictures/non-blocking-workflow.png} + \end{itemize} + \begin{center} + \frame{\includegraphics[width=0.5\linewidth]{pictures/module-concurrent.png}} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Workflow blueprints} + \begin{enumerate} + \item Blueprints allow to \textbf{re-use parts} of a workflow in another one + \item Blueprints can be saved, exported and \textbf{shared} + \end{enumerate} + \begin{center} + \includegraphics[width=0.5\linewidth]{pictures/blueprint-debugging.png} + \end{center} + Blueprints sources: \texttt{\scriptsize MISP/misp-workflow-blueprints} repository\footnote{\scriptsize https://github.com/MISP/misp-workflow-blueprints} + \begin{itemize} + \small + \item Block actions if any attributes have the \texttt{PAP:RED} or \texttt{tlp:red} tag + \item Curation pipeline + \item Enrich data from 3rd-party + \end{itemize} +\end{frame} + +\section{Filtering} +\begin{frame} + \frametitle{Fitlering data on which to apply a module} + What is the outcome of executing this workflow? + \begin{center} + \includegraphics[width=1.0\textwidth]{pictures/remove-ids-1.png} + \end{center} + \pause + \vspace{1em} + All Attributes get their \texttt{to\_ids} turned off.\\ + \vspace{1em} + How could we force that action only on Attribute of type \texttt{comment}? + \begin{center} + $\rightarrow$ Hash path filtering! + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Fitlering data on which to apply a module} + \begin{center} + \includegraphics[width=0.5\textwidth]{pictures/remove-ids-3.png} + \end{center} + \begin{center} + \includegraphics[width=0.9\textwidth]{pictures/remove-ids-2.png} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Fitlering data on which to apply a module} + \begin{center} + \includegraphics[width=0.5\textwidth]{pictures/remove-ids-3.png} + \end{center} + \begin{center} + \includegraphics[width=0.9\textwidth]{pictures/remove-ids-2-details.png} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Fitlering data on which to apply a module} + \Wider{\includegraphics[width=1.01\textwidth]{pictures/filtering-diagram}} +\end{frame} + +\begin{frame} + \frametitle{Fitlering data on which to apply on multiple modules} + New feature as of \textbf{v2.4.171} allows setting filters on a path. + \begin{center} + \includegraphics[width=1.0\textwidth]{pictures/remove-ids-generic.png} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Data format in Workflows} + \begin{itemize} + \item In most cases, the format is the \textbf{MISP Core format} + \begin{itemize} + \item Attributes are \textbf{always encapsulated} in the Event or Object + \end{itemize} + \end{itemize} + \begin{center} + \includegraphics[width=0.9\linewidth]{pictures/misp-core-format.png} + \end{center} +\end{frame} + +\begin{frame}[fragile] + \frametitle{Hash path filtering - Example} + +\begin{lstlisting}[language=javascript,firstnumber=1] +{ + "Event": { + "uuid": ... + "timestamp": ... + "distribution": 1, + "published": false, + "Attribute": [ + { + "type": "ip-src", + "value": "8.8.8.8", ... + }, + { + "type": "domain", + "value": "misp-project.org", ... + } + ], + ... + } +} +\end{lstlisting} + \begin{enumerate} + \item Access Event distribution + \begin{itemize} + \item \texttt{Event.distribution} + \end{itemize} + \end{enumerate} +\end{frame} + +\begin{frame}[fragile] + \frametitle{Hash path filtering - Exercise (1)} + +\begin{lstlisting}[language=javascript,firstnumber=1] +{ + "Event": { + "uuid": ... + "distribution": 1, + "published": false, + "Attribute": [ + { + "type": "ip-src", + "value": "8.8.8.8", ... + }, + { + "type": "domain", + "value": "misp-project.org", ... + } + ], + ... + } +} +\end{lstlisting} + \begin{enumerate} + \setcounter{enumi}{1} + \item Access Event published state + \pause + \begin{itemize} + \item \texttt{Event.published} + \end{itemize} + \end{enumerate} +\end{frame} + +\begin{frame}[fragile] + \frametitle{Hash path filtering - Exercise (2)} + +\begin{lstlisting}[language=javascript,firstnumber=1] +{ + "Event": { + "uuid": ... + "distribution": 1, + "published": false, + "Attribute": [ + { + "type": "ip-src", + "value": "8.8.8.8", ... + }, + { + "type": "domain", + "value": "misp-project.org", ... + } + ], + ... + } +} +\end{lstlisting} + \begin{enumerate} + \setcounter{enumi}{2} + \item Access all Attribute types + \begin{itemize} + \item Hint: Use \texttt{\bf \{n\}} to loop + \pause + \item \texttt{Event.Attribute.\{n\}.type} + \end{itemize} + \end{enumerate} +\end{frame} + +\begin{frame}[fragile] + \frametitle{Hash path filtering - Exercise (3)} + +\begin{lstlisting}[language=javascript,firstnumber=1] +{ + "Event": { + "Attribute": [ + { + "type": "ip-src", + "value": "8.8.8.8", + "Tag": [ + { + "name": "PAP:AMBER", ... + } + ], ... + } + ], + ... + } +} +\end{lstlisting} + \begin{enumerate} + \setcounter{enumi}{2} + \item Access all Tags attached to Attributes + \pause + \begin{itemize} + \item \texttt{Event.Attribute.\{n\}.Tag.\{n\}.name} + \end{itemize} + \end{enumerate} +\end{frame} + + +\begin{frame}[fragile] + \frametitle{Hash path filtering - Exercise (4)} + +\begin{lstlisting}[language=javascript,firstnumber=1] +{ + "Event": { + "Tag": [ + { + "name": "tlp:green", ... + } + ], ... + "Attribute": [ + { + "value": "8.8.8.8", + "Tag": [ + { + "name": "PAP:AMBER", ... + } + ], ... + } + ], + } +} +\end{lstlisting} + \begin{enumerate} + \setcounter{enumi}{3} + \item Access all Tags attached to Attributes and from the Event + \begin{itemize} + \item Hint: Use \texttt{\bf \_allTags} to access {\bf all} tags + \end{itemize} + \end{enumerate} +\end{frame} + +\begin{frame}[fragile] + \frametitle{Hash path filtering - Exercise (4)} + +\begin{lstlisting}[language=javascript,firstnumber=1] +{ + "Event": { + "Tag": [ + { + "name": "tlp:green", ... + } + ], ... + "Attribute": [ + { + "value": "8.8.8.8", + "Tag": [ + { + "name": "PAP:AMBER", ... + } + ], ... + } + ], + } +} +\end{lstlisting} + \begin{enumerate} + \setcounter{enumi}{3} + \item Access all Tags attached to Attributes and from the Event + \begin{itemize} + \item \texttt{Event.Attribute.\{n\}.\_allTags.\{n\}.name} + \end{itemize} + \end{enumerate} +\end{frame} + +\begin{frame}[fragile] + \frametitle{Hash path filtering - Exercise (4)} + +\begin{lstlisting}[language=javascript,firstnumber=1] +{ + "Event": { + "Tag": [...], + "Attribute": [ + { + "value": "8.8.8.8", + "_allTags": [ + { + "name": "tlp:green", + "inherited": true, ... + }, + { + "name": "PAP:AMBER", + "inherited": false, ... + } + ], + } + ... +} +\end{lstlisting} + \begin{enumerate} + \setcounter{enumi}{3} + \item Access all Tags attached to Attributes and from the Event + \begin{itemize} + \item \texttt{Event.Attribute.\{n\}.\_allTags.\{n\}.name} + \end{itemize} + \end{enumerate} +\end{frame} + +\begin{frame} + \frametitle{Data format in Workflows} + \begin{center} + \includegraphics[width=0.7\linewidth]{pictures/workflow-trigger.png} + \end{center} + \begin{itemize} + \item In most cases, the format is the \textbf{MISP Core format} + \begin{itemize} + \item Attributes are \textbf{always encapsulated} in the Event or Object + \end{itemize} + \item The MISP Core format has \textbf{additional properties} + \begin{itemize} + \item Additional key \textbf{\texttt{\_AttributeFlattened}} + \item Additional key \textbf{\texttt{\_allTags}} + \item Additional key \textbf{\texttt{inherited}} for Tags + \end{itemize} + \end{itemize} +\end{frame} + +\section{Debugging} +\begin{frame} + \frametitle{Debugging Workflows: Log Entries} + \begin{itemize} + \item Workflow execution is logged in the application logs: + \begin{itemize} + \item \texttt{/admin/logs/index} + \item \faIcon{exclamation-triangle} Might be phased out as its too verbose + \end{itemize} + \item Or stored on disk in the following file: + \begin{itemize} + \item \texttt{/app/tmp/logs/workflow-execution.log} + \end{itemize} + \end{itemize} + \begin{center} + \includegraphics[width=1.0\linewidth]{pictures/workflow-debug.png} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Debugging Workflows: Debug mode} + \begin{itemize} + \item The \includegraphics[width=70px]{pictures/debug-mode.png} can be turned on for each workflows + \item Each nodes will send data to the provided URL + \begin{itemize} + \item Configure the setting: \texttt{Plugin.Workflow\_debug\_url} + \end{itemize} + \item Result can be visualized in + \begin{itemize} + \item \textbf{offline}: \texttt{tools/misp-workflows/webhook-listener.py} + \item \textbf{online}: \url{requestbin.com} or similar websites + \end{itemize} + \end{itemize} + \begin{center} + \includegraphics[width=0.6\linewidth]{pictures/request-bin.png} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Debugging modules: Re-running workflows} + \begin{itemize} + \item Try workflows with custom input + \item Re-run workflows to ease debugging + \end{itemize} + \begin{center} + \frame{\includegraphics[width=0.55\linewidth]{pictures/running-workflows.png}} + \end{center} +\end{frame} + +\begin{frame} + \frametitle{Debugging options} + \begin{itemize} + \item Workflow \textbf{execution and outcome} + \item Individual module \textbf{execution and outcome} + \item \textbf{Live} workflow debugging with module inspection + \item \textbf{Re-running/testing} workflows with custom data + \end{itemize} +\end{frame} + +\begin{frame} + \frametitle{Should I migrate to MISP Workflows} + I have automation in place using the API/ZMQ. Should I move to Workflows? + \vspace{1em} + \begin{itemize} + \item I have a curation pipeline using the API, should I port it to workflows? + \begin{itemize} + \item \textbf{No} in general, but WF can be used to start the curation process or perform simple pre-processing + \end{itemize} + \item What if I want to \textbf{block} some actions + \begin{itemize} + \item Put the blocking logic in the WF, keep the remaining outside + \end{itemize} + \item Bottom line is \textbf{Keep it simple} for you to maintain + \end{itemize} +\end{frame} + +\begin{frame} + \frametitle{Future works} + \begin{itemize} + \item More action modules \includegraphics[width=12px]{pictures/sc-action-icon.png} + \item More logic modules \includegraphics[width=12px]{pictures/sc-condition-icon.png} + \item More triggers \includegraphics[width=12px]{pictures/sc-event-icon.png} + \item Recursion prevention system + \item Improvement for logging + \end{itemize} +\end{frame} + +\begin{frame} + \frametitle{Final words} + \begin{itemize} + \item Designed to \textbf{quickly} and \textbf{cheaply} integrate MISP in CTI pipelines + \item Waiting for feedback! + \begin{itemize} + \item New triggers? + \item New modules? + \end{itemize} + \end{itemize} +\end{frame} + diff --git a/events/20231114-NATO-MUG-Workflow/misp.pdf b/events/20231114-NATO-MUG-Workflow/misp.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f7a3f9dec316930bd0e88813b3c448e1f1993d8f GIT binary patch literal 7938 zcmd5>2{e>#yw8?3OG1T=?Ac}*#umv=2-(-c*w-=kecy>Jl{HHw`<69h4~3%aJBbJ> zk?p=i_4W0A_nv#tx%Zqq=ghnOp8xZ_|Mi)7et(wR(z4tT9swejn)T9sB7P7Ug-k+?XK3kr#V+Y@=D$KGyq zXa|!_?ol0Japp;{VqLft<+ehN)_={&y^4~*Eu{N-FW;`7ln<{Z7i5~TRR>>ZbQ-q)fe*-3+EYLd(-$zB4}9j=te#3d!j|kF3lNju0r?f zLHhIJf@z7yyoJ7z6s(L%O$2g_vpR=*gY(B>)o-#U6wa2*(WF&zXt6Pxv6;u>WVXDj zXs3`Z&luG{rWamHdbQ&kX%%l2VAH`9_ zZ}s=Frn4d<&P|io(vRqnjC(+trAjj&bJuqozo)dC2^m7_9MFkmUfY8Re2f zgm5tb;St~p<4cSKF=xPqe1iO#am*dxFHfKNR>lJ*r-1_e3KA2;0KkVA4hC*Oyi$@N z2#D7V4jch*0|Tc=UL93a8-y9^M8-n^B!Gz%h}Q!Kf}LFbkdk$Dz=-@@(}Ek!4F(Bf zBz`Of$o)`B=$A?$-aDR72oUdWxFrH323#N!z&enh^LUjJ=GO3=jvgR=00M&`!Vn%o zAprqFJ`e;7=79?FL4ZrcletoW2Eb$&5GJ`!Gf58V=<4*FR;N!pL4PW$0qB5)JGeMu zo^0m%6P5ySX@r}#8A4s|CI{GaDE z#^6(pez^F=3=LOP)QMAM9g+4Y$j#sF#~2RzVe$W^dBQ)<`&D-K8jT54V3L=*c-I05 z=cRH;QfEE+-AVgf#|{TPB-KRl`|CgvhXmj4W>%_P-w979u96GpllI+-@oO1+#*i_6 zT&>gOl}Ks?S)oy0Hi*78Dm#eJ-LxgyP*?C8simLSs*zsl@-5G8HX2zjBRsa&l9a8=4dM(l~M3g>CGw^R<8^x)*75CoioN? zLc@bTpvjFQ%+Fd1buQK?QrlgYr6Wj=^H_YI!n0OK7GjQvm zh0q;}bA-BH+%u1?yaU@mC^GRa-R~6&5*r2A&@bB6i#irQounghWSQ~wdM(GWE3z1D zsfDZTB^Q3TUF=g{u+`PddY2}~N@M+giO}yC8B`xV+1!-zzA{f2*qoj0tugQ25X?JET_#;bC~!v5jmnz~JqKYW#h;oRIN3Wk zug_i^9aY55tduKZsk~Mjci4CvPk@}=FW_mw2!8vkH{TiKrtyzEDDMY9ov%O!#5|s8 z%{hCPG5Bi|zKEA;(zJ$^5pg~J40l+$Pkdj+H_3{qH1029WpZ;I)x57#1CAAZY-c8n zvjh4S{<))^j)R_K!a+=CrCXmGN)C0{^co26DP< z0rveW8AA;v&ET%6waS2Sf>TN1Lb(!n^HT48vWUd*Ry=Iv8eSEXH*?Az; 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