From 3477c4d11df2136cb76ba1f98d08c7969cf5704d Mon Sep 17 00:00:00 2001
From: Kalyanasundaram Somasundaram <ksomasun@ksomasun-mn1.linkedin.biz>
Date: Mon, 2 Nov 2020 15:52:29 +0550
Subject: [PATCH] Deployed 3a215d2 with MkDocs version: 1.0.4

---
 index.html                                   |   4 ++--
 search/search_index.json                     |   2 +-
 sitemap.xml                                  |  12 ++++++------
 sitemap.xml.gz                               | Bin 198 -> 198 bytes
 systems_design/availability/index.html       |   2 +-
 systems_design/fault-tolerance/index.html    |   4 ++--
 systems_design/images/availability.jpg       | Bin 0 -> 48556 bytes
 systems_design/images/cdn.jpg                | Bin 0 -> 33651 bytes
 systems_design/images/first-architecture.jpg | Bin 0 -> 23340 bytes
 systems_design/images/horizontal-scaling.jpg | Bin 0 -> 28643 bytes
 systems_design/images/microservices.jpg      | Bin 0 -> 40884 bytes
 systems_design/images/sharding-1.jpg         | Bin 0 -> 46583 bytes
 systems_design/images/sharding-2.jpg         | Bin 0 -> 24157 bytes
 systems_design/images/swimlane-1.jpg         | Bin 0 -> 26864 bytes
 systems_design/images/swimlane-2.jpg         | Bin 0 -> 30777 bytes
 systems_design/intro/index.html              |   2 +-
 systems_design/scalability/index.html        |  10 +++++-----
 17 files changed, 18 insertions(+), 18 deletions(-)
 create mode 100644 systems_design/images/availability.jpg
 create mode 100644 systems_design/images/cdn.jpg
 create mode 100644 systems_design/images/first-architecture.jpg
 create mode 100644 systems_design/images/horizontal-scaling.jpg
 create mode 100644 systems_design/images/microservices.jpg
 create mode 100644 systems_design/images/sharding-1.jpg
 create mode 100644 systems_design/images/sharding-2.jpg
 create mode 100644 systems_design/images/swimlane-1.jpg
 create mode 100644 systems_design/images/swimlane-2.jpg

diff --git a/index.html b/index.html
index c83b378..a861404 100644
--- a/index.html
+++ b/index.html
@@ -104,7 +104,7 @@
 </div></div>
                 <div class="col-md-9" role="main">
 
-<p>Hello, World</p></div>
+<p>Hello, World!!!</p></div>
         </div>
 
         <footer class="col-md-12">
@@ -187,5 +187,5 @@
 
 <!--
 MkDocs version : 1.0.4
-Build Date UTC : 2020-10-29 07:44:21
+Build Date UTC : 2020-11-02 10:02:28
 -->
diff --git a/search/search_index.json b/search/search_index.json
index e8ac812..4f95998 100644
--- a/search/search_index.json
+++ b/search/search_index.json
@@ -1 +1 @@
-{"config":{"lang":["en"],"prebuild_index":false,"separator":"[\\s\\-]+"},"docs":[{"location":"","text":"Hello, World","title":"Home"},{"location":"systems_design/availability/","text":"HA - Availability - Common \u201cNines\u201d Availability is generally expressed as \u201cNines\u201d, common \u2018Nines\u2019 are listed below. Availability % Downtime per year Downtime per month Downtime per week Downtime per day 99%(Two Nines) 3.65 days 7.31 hours 1.68 hours 14.40 minutes 99.5%(Two and a half Nines) 1.83 days 3.65 hours 50.40 minutes 7.20 minutes 99.9%(Three Nines) 8.77 hours 43.83 minutes 10.08 minutes 1.44 minutes 99.95%(Three and a half Nines) 4.38 hours 21.92 minutes 5.04 minutes 43.20 seconds 99.99%(Four Nines) 52.60 minutes 4.38 minutes 1.01 minutes 8.64 seconds 99.995%(Four and a half Nines) 26.30 minutes 2.19 minutes 30.24 seconds 4.32 seconds 99.999%(Five Nines) 5.26 minutes 26.30 seconds 6.05 seconds 864.0 ms Refer https://en.wikipedia.org/wiki/High_availability#Percentage_calculation HA - Availability Serial Components A System with components is operating in the series If failure of a part leads to the combination becoming inoperable. For example if LB in our architecture fails, all access to app tiers will fail. LB and app tiers are connected serially. The combined availability of the system is the product of individual components availability A = Ax x Ay x \u2026.. Refer http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm HA - Availability Parallel Components A System with components is operating in parallel If failure of a part leads to the other part taking over the operations of the failed part. If we have more than one LB and if rest of the LBs can take over the traffic during one LB failure then LBs are operating in parallel The combined availability of the system is A = 1 - ( (1-Ax) x (1-Ax) x \u2026.. ) Refer http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm HA - Core Principles Elimination of single points of failure (SPOF) This means adding redundancy to the system so that the failure of a component does not mean failure of the entire system. Reliable crossover In redundant systems, the crossover point itself tends to become a single point of failure. Reliable systems must provide for reliable crossover. Detection of failures as they occur If the two principles above are observed, then a user may never see a failure Refer https://en.wikipedia.org/wiki/High_availability#Principles HA - SPOF WHAT: Never implement and always eliminate single points of failure. WHEN TO USE: During architecture reviews and new designs. HOW TO USE: Identify single instances on architectural diagrams. Strive for active/active configurations. At the very least we should have a standby to take control when active instances fail. WHY: Maximize availability through multiple instances. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions. Use load balancers to balance traffic across instances of a service. Use control services with active/passive instances for patterns that require singletons. HA - Reliable Crossover WHAT: Ensure when system components failover they do so reliably. WHEN TO USE: During architecture reviews, failure modeling, and designs. HOW TO USE: Identify how available a system is during the crossover and ensure it is within acceptable limits. WHY: Maximize availability and ensure data handling semantics are preserved. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions, they have a lesser risk of cross over being unreliable. Use LB and right load balancing methods to ensure reliable failover. Model and build your data systems to ensure data is correctly handled when crossover happens. Generally DB systems follow active/passive semantics for writes. Masters accept writes and when master goes down, follower is promoted to master(active from being passive) to accept writes. We have to be careful here that the cutover never introduces more than one masters. This problem is called a split brain. SRE Use cases SRE works on deciding an acceptable SLA and make sure system is available to achieve the SLA SRE is involved in architecture design right from building the data center to make sure site is not affected by network switch, hardware, power or software failures SRE also run mock drills of failures to see how the system behaves in uncharted territory and comes up with a plan to improve availability if there are misses. https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear Post our understanding about HA, our architecture diagram looks something like this below","title":"Availability"},{"location":"systems_design/availability/#ha-availability-common-nines","text":"Availability is generally expressed as \u201cNines\u201d, common \u2018Nines\u2019 are listed below. Availability % Downtime per year Downtime per month Downtime per week Downtime per day 99%(Two Nines) 3.65 days 7.31 hours 1.68 hours 14.40 minutes 99.5%(Two and a half Nines) 1.83 days 3.65 hours 50.40 minutes 7.20 minutes 99.9%(Three Nines) 8.77 hours 43.83 minutes 10.08 minutes 1.44 minutes 99.95%(Three and a half Nines) 4.38 hours 21.92 minutes 5.04 minutes 43.20 seconds 99.99%(Four Nines) 52.60 minutes 4.38 minutes 1.01 minutes 8.64 seconds 99.995%(Four and a half Nines) 26.30 minutes 2.19 minutes 30.24 seconds 4.32 seconds 99.999%(Five Nines) 5.26 minutes 26.30 seconds 6.05 seconds 864.0 ms","title":"HA - Availability - Common \u201cNines\u201d"},{"location":"systems_design/availability/#refer","text":"https://en.wikipedia.org/wiki/High_availability#Percentage_calculation","title":"Refer"},{"location":"systems_design/availability/#ha-availability-serial-components","text":"A System with components is operating in the series If failure of a part leads to the combination becoming inoperable. For example if LB in our architecture fails, all access to app tiers will fail. LB and app tiers are connected serially. The combined availability of the system is the product of individual components availability A = Ax x Ay x \u2026..","title":"HA - Availability Serial Components"},{"location":"systems_design/availability/#refer_1","text":"http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm","title":"Refer"},{"location":"systems_design/availability/#ha-availability-parallel-components","text":"A System with components is operating in parallel If failure of a part leads to the other part taking over the operations of the failed part. If we have more than one LB and if rest of the LBs can take over the traffic during one LB failure then LBs are operating in parallel The combined availability of the system is A = 1 - ( (1-Ax) x (1-Ax) x \u2026.. )","title":"HA - Availability Parallel Components"},{"location":"systems_design/availability/#refer_2","text":"http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm","title":"Refer"},{"location":"systems_design/availability/#ha-core-principles","text":"Elimination of single points of failure (SPOF) This means adding redundancy to the system so that the failure of a component does not mean failure of the entire system. Reliable crossover In redundant systems, the crossover point itself tends to become a single point of failure. Reliable systems must provide for reliable crossover. Detection of failures as they occur If the two principles above are observed, then a user may never see a failure","title":"HA - Core Principles"},{"location":"systems_design/availability/#refer_3","text":"https://en.wikipedia.org/wiki/High_availability#Principles","title":"Refer"},{"location":"systems_design/availability/#ha-spof","text":"WHAT: Never implement and always eliminate single points of failure. WHEN TO USE: During architecture reviews and new designs. HOW TO USE: Identify single instances on architectural diagrams. Strive for active/active configurations. At the very least we should have a standby to take control when active instances fail. WHY: Maximize availability through multiple instances. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions. Use load balancers to balance traffic across instances of a service. Use control services with active/passive instances for patterns that require singletons.","title":"HA - SPOF"},{"location":"systems_design/availability/#ha-reliable-crossover","text":"WHAT: Ensure when system components failover they do so reliably. WHEN TO USE: During architecture reviews, failure modeling, and designs. HOW TO USE: Identify how available a system is during the crossover and ensure it is within acceptable limits. WHY: Maximize availability and ensure data handling semantics are preserved. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions, they have a lesser risk of cross over being unreliable. Use LB and right load balancing methods to ensure reliable failover. Model and build your data systems to ensure data is correctly handled when crossover happens. Generally DB systems follow active/passive semantics for writes. Masters accept writes and when master goes down, follower is promoted to master(active from being passive) to accept writes. We have to be careful here that the cutover never introduces more than one masters. This problem is called a split brain.","title":"HA - Reliable Crossover"},{"location":"systems_design/availability/#sre-use-cases","text":"SRE works on deciding an acceptable SLA and make sure system is available to achieve the SLA SRE is involved in architecture design right from building the data center to make sure site is not affected by network switch, hardware, power or software failures SRE also run mock drills of failures to see how the system behaves in uncharted territory and comes up with a plan to improve availability if there are misses. https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear Post our understanding about HA, our architecture diagram looks something like this below","title":"SRE Use cases"},{"location":"systems_design/conclusion/","text":"Conclusion Armed with these principles, we hope the course will give a fresh perspective to design software systems. It might be over engineering to get all this on day zero. But some are really important from day 0 like eliminating single points of failure, making scalable services by just increasing replicas. As a bottleneck is reached, we can split code by services, shard data to scale. As the organisation matures, bringing in chaos engineering to measure how systems react to failure will help in designing robust software systems.","title":"Conclusion"},{"location":"systems_design/conclusion/#conclusion","text":"Armed with these principles, we hope the course will give a fresh perspective to design software systems. It might be over engineering to get all this on day zero. But some are really important from day 0 like eliminating single points of failure, making scalable services by just increasing replicas. As a bottleneck is reached, we can split code by services, shard data to scale. As the organisation matures, bringing in chaos engineering to measure how systems react to failure will help in designing robust software systems.","title":"Conclusion"},{"location":"systems_design/fault-tolerance/","text":"Fault Tolerance Failures are not avoidable in any system and will happen all the time, hence we need to build systems that can tolerate failures or recover from them. In systems, failure is the norm rather than the exception. \"Anything that can go wrong will go wrong\u201d -- Murphy\u2019s Law \u201cComplex systems contain changing mixtures of failures latent within them\u201d -- How Complex Systems Fail. Fault Tolerance - Failure Metrics Common failure metrics that get measured and tracked for any system. Mean time to repair (MTTR): The average time to repair and restore a failed system. Mean time between failures (MTBF): The average operational time between one device failure or system breakdown and the next. Mean time to failure (MTTF): The average time a device or system is expected to function before it fails. Mean time to detect (MTTD): The average time between the onset of a problem and when the organization detects it. Mean time to investigate (MTTI): The average time between the detection of an incident and when the organization begins to investigate its cause and solution. Mean time to restore service (MTRS): The average elapsed time from the detection of an incident until the affected system or component is again available to users. Mean time between system incidents (MTBSI): The average elapsed time between the detection of two consecutive incidents. MTBSI can be calculated by adding MTBF and MTRS (MTBSI = MTBF + MTRS). Failure rate: Another reliability metric, which measures the frequency with which a component or system fails. It is expressed as a number of failures over a unit of time. Refer https://www.splunk.com/en_us/data-insider/what-is-mean-time-to-repair.html Fault Tolerance - Fault Isolation Terms Systems should have a short circuit. Say in our content sharing system, if \u201cNotifications\u201d is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. Swimlane is one of the commonly used fault isolation methodology. Swimlane adds a barrier to the service from other services so that failure on either of them won\u2019t affect the other. Say we roll out a new feature \u2018Advertisement\u2019 in our content sharing app. We can have two architectures If Ads are generated on the fly synchronously during each Newsfeed request, the faults in Ads feature gets propagated to Newsfeed feature. Instead if we swimlane \u201cGeneration of Ads\u201d service and use a shared storage to populate Newsfeed App, Ads failures won\u2019t cascade to Newsfeed and worst case if Ads don\u2019t meet SLA , we can have Newsfeed without Ads. Let's take another example, we come up with a new model for our Content sharing App. Here we roll out enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise. Swimlane Principles Principle 1: Nothing is shared (also known as \u201cshare as little as possible\u201d). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise usecase) Principle 2: Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request\u2014not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature) Swimlane Approaches Approach 1: Swim lane the money-maker. Never allow your cash register to be compromised by other systems. (Tier 1 vs Tier 2 in enterprise use case) Approach 2: Swim lane the biggest sources of incidents. Identify the recurring causes of pain and isolate them.(if Ads feature is in code yellow, swim laning it is the best option) Approach 3: Swim lane natural barriers. Customer boundaries make good swim lanes.(Public vs Enterprise customers) Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch21.html#ch21 SRE Use cases: Work with the DC tech or cloud team to distribute infrastructure such that its immune to switch or power failures by creating fault zones within a Data Center https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-availability-zones-to-protect-from-datacenter-level-failures Work with the partners and design interaction between services such that one service breakdown is not amplified in a cascading fashion to all upstreams","title":"Fault Tolerance"},{"location":"systems_design/fault-tolerance/#fault-tolerance","text":"Failures are not avoidable in any system and will happen all the time, hence we need to build systems that can tolerate failures or recover from them. In systems, failure is the norm rather than the exception. \"Anything that can go wrong will go wrong\u201d -- Murphy\u2019s Law \u201cComplex systems contain changing mixtures of failures latent within them\u201d -- How Complex Systems Fail.","title":"Fault Tolerance"},{"location":"systems_design/fault-tolerance/#fault-tolerance-failure-metrics","text":"Common failure metrics that get measured and tracked for any system. Mean time to repair (MTTR): The average time to repair and restore a failed system. Mean time between failures (MTBF): The average operational time between one device failure or system breakdown and the next. Mean time to failure (MTTF): The average time a device or system is expected to function before it fails. Mean time to detect (MTTD): The average time between the onset of a problem and when the organization detects it. Mean time to investigate (MTTI): The average time between the detection of an incident and when the organization begins to investigate its cause and solution. Mean time to restore service (MTRS): The average elapsed time from the detection of an incident until the affected system or component is again available to users. Mean time between system incidents (MTBSI): The average elapsed time between the detection of two consecutive incidents. MTBSI can be calculated by adding MTBF and MTRS (MTBSI = MTBF + MTRS). Failure rate: Another reliability metric, which measures the frequency with which a component or system fails. It is expressed as a number of failures over a unit of time.","title":"Fault Tolerance - Failure Metrics"},{"location":"systems_design/fault-tolerance/#refer","text":"https://www.splunk.com/en_us/data-insider/what-is-mean-time-to-repair.html","title":"Refer"},{"location":"systems_design/fault-tolerance/#fault-tolerance-fault-isolation-terms","text":"Systems should have a short circuit. Say in our content sharing system, if \u201cNotifications\u201d is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. Swimlane is one of the commonly used fault isolation methodology. Swimlane adds a barrier to the service from other services so that failure on either of them won\u2019t affect the other. Say we roll out a new feature \u2018Advertisement\u2019 in our content sharing app. We can have two architectures If Ads are generated on the fly synchronously during each Newsfeed request, the faults in Ads feature gets propagated to Newsfeed feature. Instead if we swimlane \u201cGeneration of Ads\u201d service and use a shared storage to populate Newsfeed App, Ads failures won\u2019t cascade to Newsfeed and worst case if Ads don\u2019t meet SLA , we can have Newsfeed without Ads. Let's take another example, we come up with a new model for our Content sharing App. Here we roll out enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise.","title":"Fault Tolerance - Fault Isolation Terms"},{"location":"systems_design/fault-tolerance/#swimlane-principles","text":"Principle 1: Nothing is shared (also known as \u201cshare as little as possible\u201d). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise usecase) Principle 2: Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request\u2014not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature)","title":"Swimlane Principles"},{"location":"systems_design/fault-tolerance/#swimlane-approaches","text":"Approach 1: Swim lane the money-maker. Never allow your cash register to be compromised by other systems. (Tier 1 vs Tier 2 in enterprise use case) Approach 2: Swim lane the biggest sources of incidents. Identify the recurring causes of pain and isolate them.(if Ads feature is in code yellow, swim laning it is the best option) Approach 3: Swim lane natural barriers. Customer boundaries make good swim lanes.(Public vs Enterprise customers)","title":"Swimlane Approaches"},{"location":"systems_design/fault-tolerance/#refer_1","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch21.html#ch21","title":"Refer"},{"location":"systems_design/fault-tolerance/#sre-use-cases","text":"Work with the DC tech or cloud team to distribute infrastructure such that its immune to switch or power failures by creating fault zones within a Data Center https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-availability-zones-to-protect-from-datacenter-level-failures Work with the partners and design interaction between services such that one service breakdown is not amplified in a cascading fashion to all upstreams","title":"SRE Use cases:"},{"location":"systems_design/intro/","text":"Systems Design Pre - Requisites Fundamentals of common software system components: - Operating Systems - Networking - Databases RDBMS/NoSQL What to expect from this training Thinking about and designing for scalability, availability, and reliability of large scale software systems. What is not covered under this training Individual software components\u2019 scalability and reliability concerns like e.g. Databases, while the same scalability principles and thinking can be applied, these individual components have their own specific nuances when scaling them and thinking about their reliability. More light will be shed on concepts rather than on setting up and configuring components like Loadbalancers to achieve scalability, availability and reliability of systems Training Content Introduction Scalability High Availability Fault Tolerance Introduction So, how do you go about learning to design a system? \u201d Like most great questions, it showed a level of naivety that was breathtaking. The only short answer I could give was, essentially, that you learned how to design a system by designing systems and finding out what works and what doesn\u2019t work.\u201d Jim Waldo, Sun Microsystems, On System Design As software and hardware systems have multiple moving parts, we need to think about how those parts will grow, their failure modes, their inter-dependencies, how it will impact the users and the business. There is no one-shot method or way to learn or do system design, we only learn to design systems by designing and iterating on them. This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design. Backstory Let\u2019s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let\u2019s start with a simple design of the application and evolve it as we learn system design concepts","title":"Intro"},{"location":"systems_design/intro/#systems-design","text":"","title":"Systems Design"},{"location":"systems_design/intro/#pre-requisites","text":"Fundamentals of common software system components: - Operating Systems - Networking - Databases RDBMS/NoSQL","title":"Pre - Requisites"},{"location":"systems_design/intro/#what-to-expect-from-this-training","text":"Thinking about and designing for scalability, availability, and reliability of large scale software systems.","title":"What to expect from this training"},{"location":"systems_design/intro/#what-is-not-covered-under-this-training","text":"Individual software components\u2019 scalability and reliability concerns like e.g. Databases, while the same scalability principles and thinking can be applied, these individual components have their own specific nuances when scaling them and thinking about their reliability. More light will be shed on concepts rather than on setting up and configuring components like Loadbalancers to achieve scalability, availability and reliability of systems","title":"What is not covered under this training"},{"location":"systems_design/intro/#training-content","text":"Introduction Scalability High Availability Fault Tolerance","title":"Training Content"},{"location":"systems_design/intro/#introduction","text":"So, how do you go about learning to design a system? \u201d Like most great questions, it showed a level of naivety that was breathtaking. The only short answer I could give was, essentially, that you learned how to design a system by designing systems and finding out what works and what doesn\u2019t work.\u201d Jim Waldo, Sun Microsystems, On System Design As software and hardware systems have multiple moving parts, we need to think about how those parts will grow, their failure modes, their inter-dependencies, how it will impact the users and the business. There is no one-shot method or way to learn or do system design, we only learn to design systems by designing and iterating on them. This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design.","title":"Introduction"},{"location":"systems_design/intro/#backstory","text":"Let\u2019s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let\u2019s start with a simple design of the application and evolve it as we learn system design concepts","title":"Backstory"},{"location":"systems_design/scalability/","text":"Scalability What does scalability mean for a system/service? A system is composed of services/components, each service/component scalability needs to be tackled separately, and the scalability of the system as a whole. A service is said to be scalable if, as resources are added to the system, it results in increased performance in a manner proportional to resources added An always-on service is said to be scalable if adding resources to facilitate redundancy does not result in a loss of performance Refer https://www.allthingsdistributed.com/2006/03/a_word_on_scalability.html Scalability - AKF Scale Cube The Scale Cube is a model for segmenting services, defining microservices, and scaling products. It also creates a common language for teams to discuss scale related options in designing solutions. Following section talks about certain scaling patterns based on our inferences from AKF cube Scalability - Horizontal scaling Horizontal scaling stands for cloning of an application or service such that work can easily be distributed across instances with absolutely no bias. Lets see how our monolithic application improves with this principle Here DB is scaled separately from the application. This is to let you know each component\u2019s scaling capabilities can be different. Usually web applications can be scaled by adding resources unless there is no state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one master to make sure data is consistent. There are some DBs which support multi master writes but we are keeping them out of scope at this point. Apps should be able to differentiate between Read and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers transparently. WHAT: Duplication of services or databases to spread transaction load. WHEN TO USE: Databases with a very high read-to-write ratio (5:1 or greater\u2014the higher the better). Because only read replicas of DBs can be scaled, not the Master. HOW TO USE: Simply clone services and implement a load balancer. For databases, ensure that the accessing code understands the difference between a read and a write. WHY: Allows for fast scale of transactions at the cost of duplicated data and functionality. KEY TAKEAWAYS: This is fast to implement, is low cost from a developer effort perspective, and can scale transaction volumes nicely. However, they tend to be high cost from the perspective of the operational cost of data. Cost here means if we have 3 followers and 1 Master DB, the same database will be stored as 4 copies in the 4 servers. Hence added storage cost Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Scalability Pattern - Load Balancing Improves the distribution of workloads across multiple computing resources, such as computers, a computer cluster, network links, central processing units, or disk drives. Commonly used technique is load balancing traffic across identical server clusters. Similar philosophy is used to load balance traffic across network links by ECMP , disk drives by RAID etc Aims to optimize resource use, maximize throughput, minimize response time, and avoid overload of any single resource. Using multiple components with load balancing instead of a single component may increase reliability and availability through redundancy. In our updated architecture diagram we have 4 servers to handle app traffic instead of a single server The device or system that performs load balancing is called a load balancer, abbreviated as LB. Refer https://en.wikipedia.org/wiki/Load_balancing_(computing) https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236 https://learning.oreilly.com/library/view/load-balancing-in/9781492038009/ https://learning.oreilly.com/library/view/practical-load-balancing/9781430236801/ http://shop.oreilly.com/product/9780596000509.do Scalability Pattern - LB Tasks What does an LB do? Service discovery: What backends are available in the system? In our architecture, 4 servers are available to serve App traffic. LB acts as a single endpoint that clients can use transparently to reach one of the 4 servers. Health checking: What backends are currently healthy and available to accept requests? If one out of the 4 App servers turns bad, LB should automatically short circuit the path so that clients don\u2019t sense any application downtime Load balancing: What algorithm should be used to balance individual requests across the healthy backends? There are many algorithms to distribute traffic across one of the four servers. Based on observations/experience, SRE can pick the algorithm that suits their pattern Scalability Pattern - LB Methods Common Load Balancing Methods Least Connection Method directs traffic to the server with the fewest active connections. Most useful when there are a large number of persistent connections in the traffic unevenly distributed between the servers. Works if clients maintain long lived connections Least Response Time Method directs traffic to the server with the fewest active connections and the lowest average response time. Here response time is used to provide feedback of server\u2019s health Round Robin Method rotates servers by directing traffic to the first available server and then moves that server to the bottom of the queue. Most useful when servers are of equal specification and there are not many persistent connections. IP Hash the IP address of the client determines which server receives the request. This can sometimes cause skewness in distribution but is useful if apps store some state locally and need some stickiness More advanced client/server-side example techniques - https://docs.nginx.com/nginx/admin-guide/load-balancer/ - http://cbonte.github.io/haproxy-dconv/2.2/intro.html#3.3.5 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing Scalability Pattern - Caching - Content Delivery Networks (CDN) CDNs are added closer to the client\u2019s location. If the app has static data like images, Javascript, CSS which don\u2019t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry. WHAT: Use CDNs (content delivery networks) to offload traffic from your site. WHEN TO USE: When speed improvements and scale warrant the additional cost. HOW TO USE: Most CDNs leverage DNS to serve content on your site\u2019s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains. Eg media-exp1.licdn.com is a domain used by Linkedin to serve static content Here a CNAME points the domain to the DNS of CDN provider dig media-exp1.licdn.com +short 2-01-2c3e-005c.cdx.cedexis.net. WHY: CDNs help offload traffic spikes and are often economical ways to scale parts of a site\u2019s traffic. They also often substantially improve page download times. KEY TAKEAWAYS: CDNs are a fast and simple way to offset the spikiness of traffic as well as traffic growth in general. Make sure you perform a cost-benefit analysis and monitor the CDN usage. If CDNs have a lot of cache misses, then we don\u2019t gain much from CDN and are still serving requests using our compute resources. Scalability - Microservices This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times. Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application. WHAT: Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries. WHEN TO USE: Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization. HOW TO USE: Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach. WHY: Allows for efficient scaling of not only transactions but also very large data sets associated with those transactions. It also allows for the efficient scaling of teams. KEY TAKEAWAYS: Microservices allow for efficient scaling of transactions, large data sets, and can help with fault isolation. It helps reduce the communication overhead of teams. The codebase becomes less complex as disjoint features are decoupled and spun as new services thereby letting each service scale independently specific to its requirement. Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Scalability - Sharding This pattern represents the separation of work based on attributes that are looked up or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client. Very often, a lookup service or deterministic algorithm will need to be written for these types of splits. Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This is more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers. Here the auth data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries. There can be other ways to split Here the whole data centre is split and replicated and clients are directed to a data centre based on their geography. This helps in improving performance as clients are directed to the closest Data centre and performance increases as we add more data centres. There are some replication and consistency overhead with this approach one needs to be aware of. This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography WHAT: This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on. WHEN TO USE: Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important. HOW TO USE: Identify something you know about the customer, such as customer ID, last name, geography, or device, and split or partition both data and services based on that attribute. WHY: Rapid customer growth exceeds other forms of data growth, or you have the need to perform fault isolation between certain customer groups as you scale. KEY TAKEAWAYS: Shards are effective at helping you to scale customer bases but can also be applied to other very large data sets that can\u2019t be pulled apart using the microservices methodology. Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html SRE Use cases SREs in coordination with the network team work on how to map users traffic to a particular site. https://engineering.linkedin.com/blog/2017/05/trafficshift--load-testing-at-scale SREs work closely with the Dev team to split monoliths to multiple microservices that are easy to run and manage SREs work on improving Load Balancers' reliability, service discovery and performance SREs work closely to split Data into shards and manage data integrity and consistency. https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store SREs work to set up, configure and improve CDN cache hit rate.","title":"Scalability"},{"location":"systems_design/scalability/#scalability","text":"What does scalability mean for a system/service? A system is composed of services/components, each service/component scalability needs to be tackled separately, and the scalability of the system as a whole. A service is said to be scalable if, as resources are added to the system, it results in increased performance in a manner proportional to resources added An always-on service is said to be scalable if adding resources to facilitate redundancy does not result in a loss of performance","title":"Scalability"},{"location":"systems_design/scalability/#refer","text":"https://www.allthingsdistributed.com/2006/03/a_word_on_scalability.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-akf-scale-cube","text":"The Scale Cube is a model for segmenting services, defining microservices, and scaling products. It also creates a common language for teams to discuss scale related options in designing solutions. Following section talks about certain scaling patterns based on our inferences from AKF cube","title":"Scalability - AKF Scale Cube"},{"location":"systems_design/scalability/#scalability-horizontal-scaling","text":"Horizontal scaling stands for cloning of an application or service such that work can easily be distributed across instances with absolutely no bias. Lets see how our monolithic application improves with this principle Here DB is scaled separately from the application. This is to let you know each component\u2019s scaling capabilities can be different. Usually web applications can be scaled by adding resources unless there is no state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one master to make sure data is consistent. There are some DBs which support multi master writes but we are keeping them out of scope at this point. Apps should be able to differentiate between Read and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers transparently. WHAT: Duplication of services or databases to spread transaction load. WHEN TO USE: Databases with a very high read-to-write ratio (5:1 or greater\u2014the higher the better). Because only read replicas of DBs can be scaled, not the Master. HOW TO USE: Simply clone services and implement a load balancer. For databases, ensure that the accessing code understands the difference between a read and a write. WHY: Allows for fast scale of transactions at the cost of duplicated data and functionality. KEY TAKEAWAYS: This is fast to implement, is low cost from a developer effort perspective, and can scale transaction volumes nicely. However, they tend to be high cost from the perspective of the operational cost of data. Cost here means if we have 3 followers and 1 Master DB, the same database will be stored as 4 copies in the 4 servers. Hence added storage cost","title":"Scalability - Horizontal scaling"},{"location":"systems_design/scalability/#refer_1","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-pattern-load-balancing","text":"Improves the distribution of workloads across multiple computing resources, such as computers, a computer cluster, network links, central processing units, or disk drives. Commonly used technique is load balancing traffic across identical server clusters. Similar philosophy is used to load balance traffic across network links by ECMP , disk drives by RAID etc Aims to optimize resource use, maximize throughput, minimize response time, and avoid overload of any single resource. Using multiple components with load balancing instead of a single component may increase reliability and availability through redundancy. In our updated architecture diagram we have 4 servers to handle app traffic instead of a single server The device or system that performs load balancing is called a load balancer, abbreviated as LB.","title":"Scalability Pattern - Load Balancing"},{"location":"systems_design/scalability/#refer_2","text":"https://en.wikipedia.org/wiki/Load_balancing_(computing) https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236 https://learning.oreilly.com/library/view/load-balancing-in/9781492038009/ https://learning.oreilly.com/library/view/practical-load-balancing/9781430236801/ http://shop.oreilly.com/product/9780596000509.do","title":"Refer"},{"location":"systems_design/scalability/#scalability-pattern-lb-tasks","text":"What does an LB do?","title":"Scalability Pattern - LB Tasks"},{"location":"systems_design/scalability/#service-discovery","text":"What backends are available in the system? In our architecture, 4 servers are available to serve App traffic. LB acts as a single endpoint that clients can use transparently to reach one of the 4 servers.","title":"Service discovery:"},{"location":"systems_design/scalability/#health-checking","text":"What backends are currently healthy and available to accept requests? If one out of the 4 App servers turns bad, LB should automatically short circuit the path so that clients don\u2019t sense any application downtime","title":"Health checking:"},{"location":"systems_design/scalability/#load-balancing","text":"What algorithm should be used to balance individual requests across the healthy backends? There are many algorithms to distribute traffic across one of the four servers. Based on observations/experience, SRE can pick the algorithm that suits their pattern","title":"Load balancing:"},{"location":"systems_design/scalability/#scalability-pattern-lb-methods","text":"Common Load Balancing Methods","title":"Scalability Pattern - LB Methods"},{"location":"systems_design/scalability/#least-connection-method","text":"directs traffic to the server with the fewest active connections. Most useful when there are a large number of persistent connections in the traffic unevenly distributed between the servers. Works if clients maintain long lived connections","title":"Least Connection Method"},{"location":"systems_design/scalability/#least-response-time-method","text":"directs traffic to the server with the fewest active connections and the lowest average response time. Here response time is used to provide feedback of server\u2019s health","title":"Least Response Time Method"},{"location":"systems_design/scalability/#round-robin-method","text":"rotates servers by directing traffic to the first available server and then moves that server to the bottom of the queue. Most useful when servers are of equal specification and there are not many persistent connections.","title":"Round Robin Method"},{"location":"systems_design/scalability/#ip-hash","text":"the IP address of the client determines which server receives the request. This can sometimes cause skewness in distribution but is useful if apps store some state locally and need some stickiness More advanced client/server-side example techniques - https://docs.nginx.com/nginx/admin-guide/load-balancer/ - http://cbonte.github.io/haproxy-dconv/2.2/intro.html#3.3.5 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing","title":"IP Hash"},{"location":"systems_design/scalability/#scalability-pattern-caching-content-delivery-networks-cdn","text":"CDNs are added closer to the client\u2019s location. If the app has static data like images, Javascript, CSS which don\u2019t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry. WHAT: Use CDNs (content delivery networks) to offload traffic from your site. WHEN TO USE: When speed improvements and scale warrant the additional cost. HOW TO USE: Most CDNs leverage DNS to serve content on your site\u2019s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains. Eg media-exp1.licdn.com is a domain used by Linkedin to serve static content Here a CNAME points the domain to the DNS of CDN provider dig media-exp1.licdn.com +short 2-01-2c3e-005c.cdx.cedexis.net. WHY: CDNs help offload traffic spikes and are often economical ways to scale parts of a site\u2019s traffic. They also often substantially improve page download times. KEY TAKEAWAYS: CDNs are a fast and simple way to offset the spikiness of traffic as well as traffic growth in general. Make sure you perform a cost-benefit analysis and monitor the CDN usage. If CDNs have a lot of cache misses, then we don\u2019t gain much from CDN and are still serving requests using our compute resources.","title":"Scalability Pattern - Caching - Content Delivery Networks (CDN)"},{"location":"systems_design/scalability/#scalability-microservices","text":"This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times. Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application. WHAT: Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries. WHEN TO USE: Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization. HOW TO USE: Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach. WHY: Allows for efficient scaling of not only transactions but also very large data sets associated with those transactions. It also allows for the efficient scaling of teams. KEY TAKEAWAYS: Microservices allow for efficient scaling of transactions, large data sets, and can help with fault isolation. It helps reduce the communication overhead of teams. The codebase becomes less complex as disjoint features are decoupled and spun as new services thereby letting each service scale independently specific to its requirement.","title":"Scalability - Microservices"},{"location":"systems_design/scalability/#refer_3","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-sharding","text":"This pattern represents the separation of work based on attributes that are looked up or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client. Very often, a lookup service or deterministic algorithm will need to be written for these types of splits. Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This is more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers. Here the auth data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries. There can be other ways to split Here the whole data centre is split and replicated and clients are directed to a data centre based on their geography. This helps in improving performance as clients are directed to the closest Data centre and performance increases as we add more data centres. There are some replication and consistency overhead with this approach one needs to be aware of. This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography WHAT: This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on. WHEN TO USE: Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important. HOW TO USE: Identify something you know about the customer, such as customer ID, last name, geography, or device, and split or partition both data and services based on that attribute. WHY: Rapid customer growth exceeds other forms of data growth, or you have the need to perform fault isolation between certain customer groups as you scale. KEY TAKEAWAYS: Shards are effective at helping you to scale customer bases but can also be applied to other very large data sets that can\u2019t be pulled apart using the microservices methodology.","title":"Scalability - Sharding"},{"location":"systems_design/scalability/#refer_4","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#sre-use-cases","text":"SREs in coordination with the network team work on how to map users traffic to a particular site. https://engineering.linkedin.com/blog/2017/05/trafficshift--load-testing-at-scale SREs work closely with the Dev team to split monoliths to multiple microservices that are easy to run and manage SREs work on improving Load Balancers' reliability, service discovery and performance SREs work closely to split Data into shards and manage data integrity and consistency. https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store SREs work to set up, configure and improve CDN cache hit rate.","title":"SRE Use cases"}]}
\ No newline at end of file
+{"config":{"lang":["en"],"prebuild_index":false,"separator":"[\\s\\-]+"},"docs":[{"location":"","text":"Hello, World!!!","title":"Home"},{"location":"systems_design/availability/","text":"HA - Availability - Common \u201cNines\u201d Availability is generally expressed as \u201cNines\u201d, common \u2018Nines\u2019 are listed below. Availability % Downtime per year Downtime per month Downtime per week Downtime per day 99%(Two Nines) 3.65 days 7.31 hours 1.68 hours 14.40 minutes 99.5%(Two and a half Nines) 1.83 days 3.65 hours 50.40 minutes 7.20 minutes 99.9%(Three Nines) 8.77 hours 43.83 minutes 10.08 minutes 1.44 minutes 99.95%(Three and a half Nines) 4.38 hours 21.92 minutes 5.04 minutes 43.20 seconds 99.99%(Four Nines) 52.60 minutes 4.38 minutes 1.01 minutes 8.64 seconds 99.995%(Four and a half Nines) 26.30 minutes 2.19 minutes 30.24 seconds 4.32 seconds 99.999%(Five Nines) 5.26 minutes 26.30 seconds 6.05 seconds 864.0 ms Refer https://en.wikipedia.org/wiki/High_availability#Percentage_calculation HA - Availability Serial Components A System with components is operating in the series If failure of a part leads to the combination becoming inoperable. For example if LB in our architecture fails, all access to app tiers will fail. LB and app tiers are connected serially. The combined availability of the system is the product of individual components availability A = Ax x Ay x \u2026.. Refer http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm HA - Availability Parallel Components A System with components is operating in parallel If failure of a part leads to the other part taking over the operations of the failed part. If we have more than one LB and if rest of the LBs can take over the traffic during one LB failure then LBs are operating in parallel The combined availability of the system is A = 1 - ( (1-Ax) x (1-Ax) x \u2026.. ) Refer http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm HA - Core Principles Elimination of single points of failure (SPOF) This means adding redundancy to the system so that the failure of a component does not mean failure of the entire system. Reliable crossover In redundant systems, the crossover point itself tends to become a single point of failure. Reliable systems must provide for reliable crossover. Detection of failures as they occur If the two principles above are observed, then a user may never see a failure Refer https://en.wikipedia.org/wiki/High_availability#Principles HA - SPOF WHAT: Never implement and always eliminate single points of failure. WHEN TO USE: During architecture reviews and new designs. HOW TO USE: Identify single instances on architectural diagrams. Strive for active/active configurations. At the very least we should have a standby to take control when active instances fail. WHY: Maximize availability through multiple instances. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions. Use load balancers to balance traffic across instances of a service. Use control services with active/passive instances for patterns that require singletons. HA - Reliable Crossover WHAT: Ensure when system components failover they do so reliably. WHEN TO USE: During architecture reviews, failure modeling, and designs. HOW TO USE: Identify how available a system is during the crossover and ensure it is within acceptable limits. WHY: Maximize availability and ensure data handling semantics are preserved. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions, they have a lesser risk of cross over being unreliable. Use LB and right load balancing methods to ensure reliable failover. Model and build your data systems to ensure data is correctly handled when crossover happens. Generally DB systems follow active/passive semantics for writes. Masters accept writes and when master goes down, follower is promoted to master(active from being passive) to accept writes. We have to be careful here that the cutover never introduces more than one masters. This problem is called a split brain. SRE Use cases SRE works on deciding an acceptable SLA and make sure system is available to achieve the SLA SRE is involved in architecture design right from building the data center to make sure site is not affected by network switch, hardware, power or software failures SRE also run mock drills of failures to see how the system behaves in uncharted territory and comes up with a plan to improve availability if there are misses. https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear Post our understanding about HA, our architecture diagram looks something like this below","title":"Availability"},{"location":"systems_design/availability/#ha-availability-common-nines","text":"Availability is generally expressed as \u201cNines\u201d, common \u2018Nines\u2019 are listed below. Availability % Downtime per year Downtime per month Downtime per week Downtime per day 99%(Two Nines) 3.65 days 7.31 hours 1.68 hours 14.40 minutes 99.5%(Two and a half Nines) 1.83 days 3.65 hours 50.40 minutes 7.20 minutes 99.9%(Three Nines) 8.77 hours 43.83 minutes 10.08 minutes 1.44 minutes 99.95%(Three and a half Nines) 4.38 hours 21.92 minutes 5.04 minutes 43.20 seconds 99.99%(Four Nines) 52.60 minutes 4.38 minutes 1.01 minutes 8.64 seconds 99.995%(Four and a half Nines) 26.30 minutes 2.19 minutes 30.24 seconds 4.32 seconds 99.999%(Five Nines) 5.26 minutes 26.30 seconds 6.05 seconds 864.0 ms","title":"HA - Availability - Common \u201cNines\u201d"},{"location":"systems_design/availability/#refer","text":"https://en.wikipedia.org/wiki/High_availability#Percentage_calculation","title":"Refer"},{"location":"systems_design/availability/#ha-availability-serial-components","text":"A System with components is operating in the series If failure of a part leads to the combination becoming inoperable. For example if LB in our architecture fails, all access to app tiers will fail. LB and app tiers are connected serially. The combined availability of the system is the product of individual components availability A = Ax x Ay x \u2026..","title":"HA - Availability Serial Components"},{"location":"systems_design/availability/#refer_1","text":"http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm","title":"Refer"},{"location":"systems_design/availability/#ha-availability-parallel-components","text":"A System with components is operating in parallel If failure of a part leads to the other part taking over the operations of the failed part. If we have more than one LB and if rest of the LBs can take over the traffic during one LB failure then LBs are operating in parallel The combined availability of the system is A = 1 - ( (1-Ax) x (1-Ax) x \u2026.. )","title":"HA - Availability Parallel Components"},{"location":"systems_design/availability/#refer_2","text":"http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm","title":"Refer"},{"location":"systems_design/availability/#ha-core-principles","text":"Elimination of single points of failure (SPOF) This means adding redundancy to the system so that the failure of a component does not mean failure of the entire system. Reliable crossover In redundant systems, the crossover point itself tends to become a single point of failure. Reliable systems must provide for reliable crossover. Detection of failures as they occur If the two principles above are observed, then a user may never see a failure","title":"HA - Core Principles"},{"location":"systems_design/availability/#refer_3","text":"https://en.wikipedia.org/wiki/High_availability#Principles","title":"Refer"},{"location":"systems_design/availability/#ha-spof","text":"WHAT: Never implement and always eliminate single points of failure. WHEN TO USE: During architecture reviews and new designs. HOW TO USE: Identify single instances on architectural diagrams. Strive for active/active configurations. At the very least we should have a standby to take control when active instances fail. WHY: Maximize availability through multiple instances. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions. Use load balancers to balance traffic across instances of a service. Use control services with active/passive instances for patterns that require singletons.","title":"HA - SPOF"},{"location":"systems_design/availability/#ha-reliable-crossover","text":"WHAT: Ensure when system components failover they do so reliably. WHEN TO USE: During architecture reviews, failure modeling, and designs. HOW TO USE: Identify how available a system is during the crossover and ensure it is within acceptable limits. WHY: Maximize availability and ensure data handling semantics are preserved. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions, they have a lesser risk of cross over being unreliable. Use LB and right load balancing methods to ensure reliable failover. Model and build your data systems to ensure data is correctly handled when crossover happens. Generally DB systems follow active/passive semantics for writes. Masters accept writes and when master goes down, follower is promoted to master(active from being passive) to accept writes. We have to be careful here that the cutover never introduces more than one masters. This problem is called a split brain.","title":"HA - Reliable Crossover"},{"location":"systems_design/availability/#sre-use-cases","text":"SRE works on deciding an acceptable SLA and make sure system is available to achieve the SLA SRE is involved in architecture design right from building the data center to make sure site is not affected by network switch, hardware, power or software failures SRE also run mock drills of failures to see how the system behaves in uncharted territory and comes up with a plan to improve availability if there are misses. https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear Post our understanding about HA, our architecture diagram looks something like this below","title":"SRE Use cases"},{"location":"systems_design/conclusion/","text":"Conclusion Armed with these principles, we hope the course will give a fresh perspective to design software systems. It might be over engineering to get all this on day zero. But some are really important from day 0 like eliminating single points of failure, making scalable services by just increasing replicas. As a bottleneck is reached, we can split code by services, shard data to scale. As the organisation matures, bringing in chaos engineering to measure how systems react to failure will help in designing robust software systems.","title":"Conclusion"},{"location":"systems_design/conclusion/#conclusion","text":"Armed with these principles, we hope the course will give a fresh perspective to design software systems. It might be over engineering to get all this on day zero. But some are really important from day 0 like eliminating single points of failure, making scalable services by just increasing replicas. As a bottleneck is reached, we can split code by services, shard data to scale. As the organisation matures, bringing in chaos engineering to measure how systems react to failure will help in designing robust software systems.","title":"Conclusion"},{"location":"systems_design/fault-tolerance/","text":"Fault Tolerance Failures are not avoidable in any system and will happen all the time, hence we need to build systems that can tolerate failures or recover from them. In systems, failure is the norm rather than the exception. \"Anything that can go wrong will go wrong\u201d -- Murphy\u2019s Law \u201cComplex systems contain changing mixtures of failures latent within them\u201d -- How Complex Systems Fail. Fault Tolerance - Failure Metrics Common failure metrics that get measured and tracked for any system. Mean time to repair (MTTR): The average time to repair and restore a failed system. Mean time between failures (MTBF): The average operational time between one device failure or system breakdown and the next. Mean time to failure (MTTF): The average time a device or system is expected to function before it fails. Mean time to detect (MTTD): The average time between the onset of a problem and when the organization detects it. Mean time to investigate (MTTI): The average time between the detection of an incident and when the organization begins to investigate its cause and solution. Mean time to restore service (MTRS): The average elapsed time from the detection of an incident until the affected system or component is again available to users. Mean time between system incidents (MTBSI): The average elapsed time between the detection of two consecutive incidents. MTBSI can be calculated by adding MTBF and MTRS (MTBSI = MTBF + MTRS). Failure rate: Another reliability metric, which measures the frequency with which a component or system fails. It is expressed as a number of failures over a unit of time. Refer https://www.splunk.com/en_us/data-insider/what-is-mean-time-to-repair.html Fault Tolerance - Fault Isolation Terms Systems should have a short circuit. Say in our content sharing system, if \u201cNotifications\u201d is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. Swimlane is one of the commonly used fault isolation methodology. Swimlane adds a barrier to the service from other services so that failure on either of them won\u2019t affect the other. Say we roll out a new feature \u2018Advertisement\u2019 in our content sharing app. We can have two architectures If Ads are generated on the fly synchronously during each Newsfeed request, the faults in Ads feature gets propagated to Newsfeed feature. Instead if we swimlane \u201cGeneration of Ads\u201d service and use a shared storage to populate Newsfeed App, Ads failures won\u2019t cascade to Newsfeed and worst case if Ads don\u2019t meet SLA , we can have Newsfeed without Ads. Let's take another example, we come up with a new model for our Content sharing App. Here we roll out enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise. Swimlane Principles Principle 1: Nothing is shared (also known as \u201cshare as little as possible\u201d). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise usecase) Principle 2: Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request\u2014not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature) Swimlane Approaches Approach 1: Swim lane the money-maker. Never allow your cash register to be compromised by other systems. (Tier 1 vs Tier 2 in enterprise use case) Approach 2: Swim lane the biggest sources of incidents. Identify the recurring causes of pain and isolate them.(if Ads feature is in code yellow, swim laning it is the best option) Approach 3: Swim lane natural barriers. Customer boundaries make good swim lanes.(Public vs Enterprise customers) Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch21.html#ch21 SRE Use cases: Work with the DC tech or cloud team to distribute infrastructure such that its immune to switch or power failures by creating fault zones within a Data Center https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-availability-zones-to-protect-from-datacenter-level-failures Work with the partners and design interaction between services such that one service breakdown is not amplified in a cascading fashion to all upstreams","title":"Fault Tolerance"},{"location":"systems_design/fault-tolerance/#fault-tolerance","text":"Failures are not avoidable in any system and will happen all the time, hence we need to build systems that can tolerate failures or recover from them. In systems, failure is the norm rather than the exception. \"Anything that can go wrong will go wrong\u201d -- Murphy\u2019s Law \u201cComplex systems contain changing mixtures of failures latent within them\u201d -- How Complex Systems Fail.","title":"Fault Tolerance"},{"location":"systems_design/fault-tolerance/#fault-tolerance-failure-metrics","text":"Common failure metrics that get measured and tracked for any system. Mean time to repair (MTTR): The average time to repair and restore a failed system. Mean time between failures (MTBF): The average operational time between one device failure or system breakdown and the next. Mean time to failure (MTTF): The average time a device or system is expected to function before it fails. Mean time to detect (MTTD): The average time between the onset of a problem and when the organization detects it. Mean time to investigate (MTTI): The average time between the detection of an incident and when the organization begins to investigate its cause and solution. Mean time to restore service (MTRS): The average elapsed time from the detection of an incident until the affected system or component is again available to users. Mean time between system incidents (MTBSI): The average elapsed time between the detection of two consecutive incidents. MTBSI can be calculated by adding MTBF and MTRS (MTBSI = MTBF + MTRS). Failure rate: Another reliability metric, which measures the frequency with which a component or system fails. It is expressed as a number of failures over a unit of time.","title":"Fault Tolerance - Failure Metrics"},{"location":"systems_design/fault-tolerance/#refer","text":"https://www.splunk.com/en_us/data-insider/what-is-mean-time-to-repair.html","title":"Refer"},{"location":"systems_design/fault-tolerance/#fault-tolerance-fault-isolation-terms","text":"Systems should have a short circuit. Say in our content sharing system, if \u201cNotifications\u201d is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. Swimlane is one of the commonly used fault isolation methodology. Swimlane adds a barrier to the service from other services so that failure on either of them won\u2019t affect the other. Say we roll out a new feature \u2018Advertisement\u2019 in our content sharing app. We can have two architectures If Ads are generated on the fly synchronously during each Newsfeed request, the faults in Ads feature gets propagated to Newsfeed feature. Instead if we swimlane \u201cGeneration of Ads\u201d service and use a shared storage to populate Newsfeed App, Ads failures won\u2019t cascade to Newsfeed and worst case if Ads don\u2019t meet SLA , we can have Newsfeed without Ads. Let's take another example, we come up with a new model for our Content sharing App. Here we roll out enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise.","title":"Fault Tolerance - Fault Isolation Terms"},{"location":"systems_design/fault-tolerance/#swimlane-principles","text":"Principle 1: Nothing is shared (also known as \u201cshare as little as possible\u201d). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise usecase) Principle 2: Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request\u2014not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature)","title":"Swimlane Principles"},{"location":"systems_design/fault-tolerance/#swimlane-approaches","text":"Approach 1: Swim lane the money-maker. Never allow your cash register to be compromised by other systems. (Tier 1 vs Tier 2 in enterprise use case) Approach 2: Swim lane the biggest sources of incidents. Identify the recurring causes of pain and isolate them.(if Ads feature is in code yellow, swim laning it is the best option) Approach 3: Swim lane natural barriers. Customer boundaries make good swim lanes.(Public vs Enterprise customers)","title":"Swimlane Approaches"},{"location":"systems_design/fault-tolerance/#refer_1","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch21.html#ch21","title":"Refer"},{"location":"systems_design/fault-tolerance/#sre-use-cases","text":"Work with the DC tech or cloud team to distribute infrastructure such that its immune to switch or power failures by creating fault zones within a Data Center https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-availability-zones-to-protect-from-datacenter-level-failures Work with the partners and design interaction between services such that one service breakdown is not amplified in a cascading fashion to all upstreams","title":"SRE Use cases:"},{"location":"systems_design/intro/","text":"Systems Design Pre - Requisites Fundamentals of common software system components: - Operating Systems - Networking - Databases RDBMS/NoSQL What to expect from this training Thinking about and designing for scalability, availability, and reliability of large scale software systems. What is not covered under this training Individual software components\u2019 scalability and reliability concerns like e.g. Databases, while the same scalability principles and thinking can be applied, these individual components have their own specific nuances when scaling them and thinking about their reliability. More light will be shed on concepts rather than on setting up and configuring components like Loadbalancers to achieve scalability, availability and reliability of systems Training Content Introduction Scalability High Availability Fault Tolerance Introduction So, how do you go about learning to design a system? \u201d Like most great questions, it showed a level of naivety that was breathtaking. The only short answer I could give was, essentially, that you learned how to design a system by designing systems and finding out what works and what doesn\u2019t work.\u201d Jim Waldo, Sun Microsystems, On System Design As software and hardware systems have multiple moving parts, we need to think about how those parts will grow, their failure modes, their inter-dependencies, how it will impact the users and the business. There is no one-shot method or way to learn or do system design, we only learn to design systems by designing and iterating on them. This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design. Backstory Let\u2019s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let\u2019s start with a simple design of the application and evolve it as we learn system design concepts","title":"Intro"},{"location":"systems_design/intro/#systems-design","text":"","title":"Systems Design"},{"location":"systems_design/intro/#pre-requisites","text":"Fundamentals of common software system components: - Operating Systems - Networking - Databases RDBMS/NoSQL","title":"Pre - Requisites"},{"location":"systems_design/intro/#what-to-expect-from-this-training","text":"Thinking about and designing for scalability, availability, and reliability of large scale software systems.","title":"What to expect from this training"},{"location":"systems_design/intro/#what-is-not-covered-under-this-training","text":"Individual software components\u2019 scalability and reliability concerns like e.g. Databases, while the same scalability principles and thinking can be applied, these individual components have their own specific nuances when scaling them and thinking about their reliability. More light will be shed on concepts rather than on setting up and configuring components like Loadbalancers to achieve scalability, availability and reliability of systems","title":"What is not covered under this training"},{"location":"systems_design/intro/#training-content","text":"Introduction Scalability High Availability Fault Tolerance","title":"Training Content"},{"location":"systems_design/intro/#introduction","text":"So, how do you go about learning to design a system? \u201d Like most great questions, it showed a level of naivety that was breathtaking. The only short answer I could give was, essentially, that you learned how to design a system by designing systems and finding out what works and what doesn\u2019t work.\u201d Jim Waldo, Sun Microsystems, On System Design As software and hardware systems have multiple moving parts, we need to think about how those parts will grow, their failure modes, their inter-dependencies, how it will impact the users and the business. There is no one-shot method or way to learn or do system design, we only learn to design systems by designing and iterating on them. This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design.","title":"Introduction"},{"location":"systems_design/intro/#backstory","text":"Let\u2019s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let\u2019s start with a simple design of the application and evolve it as we learn system design concepts","title":"Backstory"},{"location":"systems_design/scalability/","text":"Scalability What does scalability mean for a system/service? A system is composed of services/components, each service/component scalability needs to be tackled separately, and the scalability of the system as a whole. A service is said to be scalable if, as resources are added to the system, it results in increased performance in a manner proportional to resources added An always-on service is said to be scalable if adding resources to facilitate redundancy does not result in a loss of performance Refer https://www.allthingsdistributed.com/2006/03/a_word_on_scalability.html Scalability - AKF Scale Cube The Scale Cube is a model for segmenting services, defining microservices, and scaling products. It also creates a common language for teams to discuss scale related options in designing solutions. Following section talks about certain scaling patterns based on our inferences from AKF cube Scalability - Horizontal scaling Horizontal scaling stands for cloning of an application or service such that work can easily be distributed across instances with absolutely no bias. Lets see how our monolithic application improves with this principle Here DB is scaled separately from the application. This is to let you know each component\u2019s scaling capabilities can be different. Usually web applications can be scaled by adding resources unless there is no state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one master to make sure data is consistent. There are some DBs which support multi master writes but we are keeping them out of scope at this point. Apps should be able to differentiate between Read and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers transparently. WHAT: Duplication of services or databases to spread transaction load. WHEN TO USE: Databases with a very high read-to-write ratio (5:1 or greater\u2014the higher the better). Because only read replicas of DBs can be scaled, not the Master. HOW TO USE: Simply clone services and implement a load balancer. For databases, ensure that the accessing code understands the difference between a read and a write. WHY: Allows for fast scale of transactions at the cost of duplicated data and functionality. KEY TAKEAWAYS: This is fast to implement, is low cost from a developer effort perspective, and can scale transaction volumes nicely. However, they tend to be high cost from the perspective of the operational cost of data. Cost here means if we have 3 followers and 1 Master DB, the same database will be stored as 4 copies in the 4 servers. Hence added storage cost Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Scalability Pattern - Load Balancing Improves the distribution of workloads across multiple computing resources, such as computers, a computer cluster, network links, central processing units, or disk drives. Commonly used technique is load balancing traffic across identical server clusters. Similar philosophy is used to load balance traffic across network links by ECMP , disk drives by RAID etc Aims to optimize resource use, maximize throughput, minimize response time, and avoid overload of any single resource. Using multiple components with load balancing instead of a single component may increase reliability and availability through redundancy. In our updated architecture diagram we have 4 servers to handle app traffic instead of a single server The device or system that performs load balancing is called a load balancer, abbreviated as LB. Refer https://en.wikipedia.org/wiki/Load_balancing_(computing) https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236 https://learning.oreilly.com/library/view/load-balancing-in/9781492038009/ https://learning.oreilly.com/library/view/practical-load-balancing/9781430236801/ http://shop.oreilly.com/product/9780596000509.do Scalability Pattern - LB Tasks What does an LB do? Service discovery: What backends are available in the system? In our architecture, 4 servers are available to serve App traffic. LB acts as a single endpoint that clients can use transparently to reach one of the 4 servers. Health checking: What backends are currently healthy and available to accept requests? If one out of the 4 App servers turns bad, LB should automatically short circuit the path so that clients don\u2019t sense any application downtime Load balancing: What algorithm should be used to balance individual requests across the healthy backends? There are many algorithms to distribute traffic across one of the four servers. Based on observations/experience, SRE can pick the algorithm that suits their pattern Scalability Pattern - LB Methods Common Load Balancing Methods Least Connection Method directs traffic to the server with the fewest active connections. Most useful when there are a large number of persistent connections in the traffic unevenly distributed between the servers. Works if clients maintain long lived connections Least Response Time Method directs traffic to the server with the fewest active connections and the lowest average response time. Here response time is used to provide feedback of server\u2019s health Round Robin Method rotates servers by directing traffic to the first available server and then moves that server to the bottom of the queue. Most useful when servers are of equal specification and there are not many persistent connections. IP Hash the IP address of the client determines which server receives the request. This can sometimes cause skewness in distribution but is useful if apps store some state locally and need some stickiness More advanced client/server-side example techniques - https://docs.nginx.com/nginx/admin-guide/load-balancer/ - http://cbonte.github.io/haproxy-dconv/2.2/intro.html#3.3.5 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing Scalability Pattern - Caching - Content Delivery Networks (CDN) CDNs are added closer to the client\u2019s location. If the app has static data like images, Javascript, CSS which don\u2019t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry. WHAT: Use CDNs (content delivery networks) to offload traffic from your site. WHEN TO USE: When speed improvements and scale warrant the additional cost. HOW TO USE: Most CDNs leverage DNS to serve content on your site\u2019s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains. Eg media-exp1.licdn.com is a domain used by Linkedin to serve static content Here a CNAME points the domain to the DNS of CDN provider dig media-exp1.licdn.com +short 2-01-2c3e-005c.cdx.cedexis.net. WHY: CDNs help offload traffic spikes and are often economical ways to scale parts of a site\u2019s traffic. They also often substantially improve page download times. KEY TAKEAWAYS: CDNs are a fast and simple way to offset the spikiness of traffic as well as traffic growth in general. Make sure you perform a cost-benefit analysis and monitor the CDN usage. If CDNs have a lot of cache misses, then we don\u2019t gain much from CDN and are still serving requests using our compute resources. Scalability - Microservices This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times. Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application. WHAT: Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries. WHEN TO USE: Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization. HOW TO USE: Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach. WHY: Allows for efficient scaling of not only transactions but also very large data sets associated with those transactions. It also allows for the efficient scaling of teams. KEY TAKEAWAYS: Microservices allow for efficient scaling of transactions, large data sets, and can help with fault isolation. It helps reduce the communication overhead of teams. The codebase becomes less complex as disjoint features are decoupled and spun as new services thereby letting each service scale independently specific to its requirement. Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Scalability - Sharding This pattern represents the separation of work based on attributes that are looked up or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client. Very often, a lookup service or deterministic algorithm will need to be written for these types of splits. Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This is more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers. Here the auth data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries. There can be other ways to split Here the whole data centre is split and replicated and clients are directed to a data centre based on their geography. This helps in improving performance as clients are directed to the closest Data centre and performance increases as we add more data centres. There are some replication and consistency overhead with this approach one needs to be aware of. This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography WHAT: This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on. WHEN TO USE: Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important. HOW TO USE: Identify something you know about the customer, such as customer ID, last name, geography, or device, and split or partition both data and services based on that attribute. WHY: Rapid customer growth exceeds other forms of data growth, or you have the need to perform fault isolation between certain customer groups as you scale. KEY TAKEAWAYS: Shards are effective at helping you to scale customer bases but can also be applied to other very large data sets that can\u2019t be pulled apart using the microservices methodology. Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html SRE Use cases SREs in coordination with the network team work on how to map users traffic to a particular site. https://engineering.linkedin.com/blog/2017/05/trafficshift--load-testing-at-scale SREs work closely with the Dev team to split monoliths to multiple microservices that are easy to run and manage SREs work on improving Load Balancers' reliability, service discovery and performance SREs work closely to split Data into shards and manage data integrity and consistency. https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store SREs work to set up, configure and improve CDN cache hit rate.","title":"Scalability"},{"location":"systems_design/scalability/#scalability","text":"What does scalability mean for a system/service? A system is composed of services/components, each service/component scalability needs to be tackled separately, and the scalability of the system as a whole. A service is said to be scalable if, as resources are added to the system, it results in increased performance in a manner proportional to resources added An always-on service is said to be scalable if adding resources to facilitate redundancy does not result in a loss of performance","title":"Scalability"},{"location":"systems_design/scalability/#refer","text":"https://www.allthingsdistributed.com/2006/03/a_word_on_scalability.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-akf-scale-cube","text":"The Scale Cube is a model for segmenting services, defining microservices, and scaling products. It also creates a common language for teams to discuss scale related options in designing solutions. Following section talks about certain scaling patterns based on our inferences from AKF cube","title":"Scalability - AKF Scale Cube"},{"location":"systems_design/scalability/#scalability-horizontal-scaling","text":"Horizontal scaling stands for cloning of an application or service such that work can easily be distributed across instances with absolutely no bias. Lets see how our monolithic application improves with this principle Here DB is scaled separately from the application. This is to let you know each component\u2019s scaling capabilities can be different. Usually web applications can be scaled by adding resources unless there is no state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one master to make sure data is consistent. There are some DBs which support multi master writes but we are keeping them out of scope at this point. Apps should be able to differentiate between Read and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers transparently. WHAT: Duplication of services or databases to spread transaction load. WHEN TO USE: Databases with a very high read-to-write ratio (5:1 or greater\u2014the higher the better). Because only read replicas of DBs can be scaled, not the Master. HOW TO USE: Simply clone services and implement a load balancer. For databases, ensure that the accessing code understands the difference between a read and a write. WHY: Allows for fast scale of transactions at the cost of duplicated data and functionality. KEY TAKEAWAYS: This is fast to implement, is low cost from a developer effort perspective, and can scale transaction volumes nicely. However, they tend to be high cost from the perspective of the operational cost of data. Cost here means if we have 3 followers and 1 Master DB, the same database will be stored as 4 copies in the 4 servers. Hence added storage cost","title":"Scalability - Horizontal scaling"},{"location":"systems_design/scalability/#refer_1","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-pattern-load-balancing","text":"Improves the distribution of workloads across multiple computing resources, such as computers, a computer cluster, network links, central processing units, or disk drives. Commonly used technique is load balancing traffic across identical server clusters. Similar philosophy is used to load balance traffic across network links by ECMP , disk drives by RAID etc Aims to optimize resource use, maximize throughput, minimize response time, and avoid overload of any single resource. Using multiple components with load balancing instead of a single component may increase reliability and availability through redundancy. In our updated architecture diagram we have 4 servers to handle app traffic instead of a single server The device or system that performs load balancing is called a load balancer, abbreviated as LB.","title":"Scalability Pattern - Load Balancing"},{"location":"systems_design/scalability/#refer_2","text":"https://en.wikipedia.org/wiki/Load_balancing_(computing) https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236 https://learning.oreilly.com/library/view/load-balancing-in/9781492038009/ https://learning.oreilly.com/library/view/practical-load-balancing/9781430236801/ http://shop.oreilly.com/product/9780596000509.do","title":"Refer"},{"location":"systems_design/scalability/#scalability-pattern-lb-tasks","text":"What does an LB do?","title":"Scalability Pattern - LB Tasks"},{"location":"systems_design/scalability/#service-discovery","text":"What backends are available in the system? In our architecture, 4 servers are available to serve App traffic. LB acts as a single endpoint that clients can use transparently to reach one of the 4 servers.","title":"Service discovery:"},{"location":"systems_design/scalability/#health-checking","text":"What backends are currently healthy and available to accept requests? If one out of the 4 App servers turns bad, LB should automatically short circuit the path so that clients don\u2019t sense any application downtime","title":"Health checking:"},{"location":"systems_design/scalability/#load-balancing","text":"What algorithm should be used to balance individual requests across the healthy backends? There are many algorithms to distribute traffic across one of the four servers. Based on observations/experience, SRE can pick the algorithm that suits their pattern","title":"Load balancing:"},{"location":"systems_design/scalability/#scalability-pattern-lb-methods","text":"Common Load Balancing Methods","title":"Scalability Pattern - LB Methods"},{"location":"systems_design/scalability/#least-connection-method","text":"directs traffic to the server with the fewest active connections. Most useful when there are a large number of persistent connections in the traffic unevenly distributed between the servers. Works if clients maintain long lived connections","title":"Least Connection Method"},{"location":"systems_design/scalability/#least-response-time-method","text":"directs traffic to the server with the fewest active connections and the lowest average response time. Here response time is used to provide feedback of server\u2019s health","title":"Least Response Time Method"},{"location":"systems_design/scalability/#round-robin-method","text":"rotates servers by directing traffic to the first available server and then moves that server to the bottom of the queue. Most useful when servers are of equal specification and there are not many persistent connections.","title":"Round Robin Method"},{"location":"systems_design/scalability/#ip-hash","text":"the IP address of the client determines which server receives the request. This can sometimes cause skewness in distribution but is useful if apps store some state locally and need some stickiness More advanced client/server-side example techniques - https://docs.nginx.com/nginx/admin-guide/load-balancer/ - http://cbonte.github.io/haproxy-dconv/2.2/intro.html#3.3.5 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing","title":"IP Hash"},{"location":"systems_design/scalability/#scalability-pattern-caching-content-delivery-networks-cdn","text":"CDNs are added closer to the client\u2019s location. If the app has static data like images, Javascript, CSS which don\u2019t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry. WHAT: Use CDNs (content delivery networks) to offload traffic from your site. WHEN TO USE: When speed improvements and scale warrant the additional cost. HOW TO USE: Most CDNs leverage DNS to serve content on your site\u2019s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains. Eg media-exp1.licdn.com is a domain used by Linkedin to serve static content Here a CNAME points the domain to the DNS of CDN provider dig media-exp1.licdn.com +short 2-01-2c3e-005c.cdx.cedexis.net. WHY: CDNs help offload traffic spikes and are often economical ways to scale parts of a site\u2019s traffic. They also often substantially improve page download times. KEY TAKEAWAYS: CDNs are a fast and simple way to offset the spikiness of traffic as well as traffic growth in general. Make sure you perform a cost-benefit analysis and monitor the CDN usage. If CDNs have a lot of cache misses, then we don\u2019t gain much from CDN and are still serving requests using our compute resources.","title":"Scalability Pattern - Caching - Content Delivery Networks (CDN)"},{"location":"systems_design/scalability/#scalability-microservices","text":"This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times. Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application. WHAT: Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries. WHEN TO USE: Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization. HOW TO USE: Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach. WHY: Allows for efficient scaling of not only transactions but also very large data sets associated with those transactions. It also allows for the efficient scaling of teams. KEY TAKEAWAYS: Microservices allow for efficient scaling of transactions, large data sets, and can help with fault isolation. It helps reduce the communication overhead of teams. The codebase becomes less complex as disjoint features are decoupled and spun as new services thereby letting each service scale independently specific to its requirement.","title":"Scalability - Microservices"},{"location":"systems_design/scalability/#refer_3","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-sharding","text":"This pattern represents the separation of work based on attributes that are looked up or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client. Very often, a lookup service or deterministic algorithm will need to be written for these types of splits. Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This is more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers. Here the auth data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries. There can be other ways to split Here the whole data centre is split and replicated and clients are directed to a data centre based on their geography. This helps in improving performance as clients are directed to the closest Data centre and performance increases as we add more data centres. There are some replication and consistency overhead with this approach one needs to be aware of. This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography WHAT: This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on. WHEN TO USE: Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important. HOW TO USE: Identify something you know about the customer, such as customer ID, last name, geography, or device, and split or partition both data and services based on that attribute. WHY: Rapid customer growth exceeds other forms of data growth, or you have the need to perform fault isolation between certain customer groups as you scale. KEY TAKEAWAYS: Shards are effective at helping you to scale customer bases but can also be applied to other very large data sets that can\u2019t be pulled apart using the microservices methodology.","title":"Scalability - Sharding"},{"location":"systems_design/scalability/#refer_4","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#sre-use-cases","text":"SREs in coordination with the network team work on how to map users traffic to a particular site. https://engineering.linkedin.com/blog/2017/05/trafficshift--load-testing-at-scale SREs work closely with the Dev team to split monoliths to multiple microservices that are easy to run and manage SREs work on improving Load Balancers' reliability, service discovery and performance SREs work closely to split Data into shards and manage data integrity and consistency. https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store SREs work to set up, configure and improve CDN cache hit rate.","title":"SRE Use cases"}]}
\ No newline at end of file
diff --git a/sitemap.xml b/sitemap.xml
index bdda274..d63f781 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,32 +2,32 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
     <url>
      <loc>None</loc>
-     <lastmod>2020-10-29</lastmod>
+     <lastmod>2020-11-02</lastmod>
      <changefreq>daily</changefreq>
     </url>
     <url>
      <loc>None</loc>
-     <lastmod>2020-10-29</lastmod>
+     <lastmod>2020-11-02</lastmod>
      <changefreq>daily</changefreq>
     </url>
     <url>
      <loc>None</loc>
-     <lastmod>2020-10-29</lastmod>
+     <lastmod>2020-11-02</lastmod>
      <changefreq>daily</changefreq>
     </url>
     <url>
      <loc>None</loc>
-     <lastmod>2020-10-29</lastmod>
+     <lastmod>2020-11-02</lastmod>
      <changefreq>daily</changefreq>
     </url>
     <url>
      <loc>None</loc>
-     <lastmod>2020-10-29</lastmod>
+     <lastmod>2020-11-02</lastmod>
      <changefreq>daily</changefreq>
     </url>
     <url>
      <loc>None</loc>
-     <lastmod>2020-10-29</lastmod>
+     <lastmod>2020-11-02</lastmod>
      <changefreq>daily</changefreq>
     </url>
 </urlset>
\ No newline at end of file
diff --git a/sitemap.xml.gz b/sitemap.xml.gz
index 2bba0657539e2ead6a4c12f2db7bf2789786e7e9..54f6e8095ce128e8688ecdfdeb18d5ea0daad9a8 100644
GIT binary patch
literal 198
zcmV;%06G63iwFob*`Hqm|8r?{Wo=<_E_iKh0PT{o5`r)chIgK#*PW&?saMM8=%f$O
zD;0VNEjCs3?Ja_ytGik9=g)unmWcX3^yFp&TJI`aFiwea+Bep<6+IpI`G(dq6W7qA
zi6n&`R<w(8+yP9}#Lz}Fs1cbDEuikwfUugt*_O(Tq?!*biiqB8dGO8%nAO`<7zf|T
zl9xO$ikz2ey?SdzcgnTq9Lz;F%JvTdU(P~-59Sa21AhX(TKaMM1lY7=g%bk+0Lz(S
AUjP6A

literal 198
zcmV;%06G63iwFqSa++TP|8r?{Wo=<_E_iKh0PT`75`r)gMSD(>Nly}}#0jCZw9*4)
zLWInO1hY}}_69-6)}C$l@83WBn&r)7u;{J>81HIa5QdR<%D2XKH9nsX`3^TC<F{Zz
zN0h=2YTU;-?kSz7iGYcEkRuQuItr>!1JKo^j8s@;DAjymQHWcw#L+v=>8w7cggE$C
zl&oZV!Sb?7>(yH$s+X?Qm!PkrmBv0f{c#ow{bDxY2K)>7Zt2Ix3&GW@Ark`t0A;FR
AivR!s

diff --git a/systems_design/availability/index.html b/systems_design/availability/index.html
index 660f429..fb7cece 100644
--- a/systems_design/availability/index.html
+++ b/systems_design/availability/index.html
@@ -229,7 +229,7 @@
 https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear</li>
 </ol>
 <p>Post our understanding about HA, our architecture diagram looks something like this below
-<img alt="HA Block Diagram" src="https://user-images.githubusercontent.com/1917513/97536836-c21ec880-19e3-11eb-9e22-9baef14a70a4.jpg" /></p></div>
+<img alt="HA Block Diagram" src="../images/availability.jpg" /></p></div>
         </div>
 
         <footer class="col-md-12">
diff --git a/systems_design/fault-tolerance/index.html b/systems_design/fault-tolerance/index.html
index 8884779..dfe4aa3 100644
--- a/systems_design/fault-tolerance/index.html
+++ b/systems_design/fault-tolerance/index.html
@@ -135,10 +135,10 @@
 <p>Systems should have a short circuit. Say in our content sharing system, if “Notifications” is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. </p>
 <p>Swimlane is one of the commonly used fault isolation methodology. Swimlane adds a barrier to the service from other services so that failure on either of them won’t affect the other. Say we roll out a new feature ‘Advertisement’ in our content sharing app.
 We can have two architectures
-<img alt="Swimlane" src="https://user-images.githubusercontent.com/1917513/97346462-79ff8900-18b1-11eb-9fe3-5bb42e4a9630.jpg" /></p>
+<img alt="Swimlane" src="../images/swimlane-1.jpg" /></p>
 <p>If Ads are generated on the fly synchronously during each Newsfeed request, the faults in Ads feature gets propagated to Newsfeed feature. Instead if we swimlane “Generation of Ads” service and use a shared storage to populate Newsfeed App, Ads failures won’t cascade to Newsfeed and worst case if Ads don’t meet SLA , we can have Newsfeed without Ads.</p>
 <p>Let's take another example, we come up with a new model for our Content sharing App. Here we roll out enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise. </p>
-<p><img alt="Swimlane-principles" src="https://user-images.githubusercontent.com/1917513/97346569-9f8c9280-18b1-11eb-942e-9274a7ac50ef.jpg" /></p>
+<p><img alt="Swimlane-principles" src="../images/swimlane-2.jpg" /></p>
 <h3 id="swimlane-principles">Swimlane Principles</h3>
 <p><strong>Principle 1:</strong> Nothing is shared (also known as “share as little as possible”). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise usecase)</p>
 <p><strong>Principle 2:</strong> Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request—not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature)</p>
diff --git a/systems_design/images/availability.jpg b/systems_design/images/availability.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f1272283b8eeb69606393e72993c130c417319ba
GIT binary patch
literal 48556
zcmeFZ1yo#LmoIn=cY+k|kU(&E0)*hf-GjTk1q&p&1&6}jf_rdxcL;8Q;4V}D?|t3<
zb<cFaes4|p%$hZ~)}bzS4wtj<*>}rt|4zLuy!--Q$w){`03a9u06|~C%Q7GaAR!<i
zBETadA|fIqBcY(-qNAarq7h=_VB(Szk&}@Uk&sZ(Fw;^{F;bI|(DA%wWM$*z<Rqu%
z6XInTWai*x|LY<kWMpJCR5Su~bOLrt5=!>}<>RFTz(RtVfbD<<Q2{VmAXqHWOAkN}
zohLl#ZwK)A0|WyL2akY=gp7g;9Z>fQfC0h6!ob18!^6QrNBcti0XQspY)Up!1RNzp
zL@GyI_JG)IB<lB7onYn3QyLB<r$A&BJbVH|qStR|>E6<Fa&hzU^6`s(5SNgYl9o|X
zRa4i{)Y3LKF*P%{u(Wb^admU|@bn7$5*+gNTWDBZ{P%>!q~w&;oZP(pg2JNWlIoh;
zy84F3rsl5hp5DIxfx)4v>6zKN`Gv)$jm@p?o!!0tgTu4)i_5F)o7=nlzvKb|u>V6W
z=+FNl*uRkr3n~{392_hh;$L!sVBDb%77GrZk_`b{R0+}05r>LB015YfY<5*AGBt<t
zDcHzq5(STjbK~{dU!wg@vj3c5f&W{Q{j*^IBG(dt1`C2N9xN6h4BXt)<@lrg|LuS8
z9xzaA&0!=D6cd;kW+wjvX_22MOTPeuSueoP=-X-OwooToH`f^r>K6d{OXkH8=EMFA
z5cyAo9>;Gdhnc&sV^99|kZGMhcKW@+FHgvYgUp@Blq<jK%6t*EpXa0APa>^xjA4j^
ztCTgB#BqWD4>!=DNBfhF!PUq-ISD4S%rDT9-q-LKV6OKC&>eM(akQqa7{Yc8YH%Lw
zea}$}W-9B!vyV+w6qqYng5F~jwpb^#7XXq>`Z=Xc?ZV*XL^x8&C?lC=gkvRLeL7<8
zLTcwrad~mQP+2nDQb(ncN8STT=9>02Kc}C`8W-Kj3$U_Bo?%L`r%t`QH8B+_$x{23
zUMb|%Ty*0}hLq5p2W5nuU{TL4twiTACgsy=FfU~YQY8!9N3T+%!$(?o_y``DT~R_t
zw&o`KX~o5rONXlradTqL-$g}PO(DB%H0%u7`>MP7W%4mOVRXQM+%RQ;V%K7AEmob-
zK%9wBnLBDPzy`&%@ZPrHI@2?F)T2D?5JPmEqQXLfZNF#kvWP$IAib_iDgQNIw9E_e
zCFtV|kQw^|_%z%qK{XK}<pmI?e!jCmt>l$#itVb{?9b}89L_yt(?)(ASh!*<4eUz)
zF~+1X^=*r<PRZQzU;RzqJIbk!@uja%=j$8#_Pb;JiI2sEJB}eMl2gSS+8WKTjW<`D
zv<~MQ9M;~y4iwq<4udpBBaM=1n*>U#y)&2Ktw@nFj2);@Y1RIJv(;fpnX$Vn%>=(o
zDp=Fe?gf8$N1N&}VbognYh}BkSNP#k^BmOd_l!FJ0^o~~g27`?LA{xmq|-0JslMNB
z^SjQ?@q3Je7vPpf_)!mVQPmK*#>DfRa94N%Iz3;2&HV?&aN&J{!WZCI>kDw^0#bo$
z_L0#GP+`_2<+n8@bHF9XqV0<A?F>HX0|mm8O<oR;8p>L~&SR&EZ8bTEjlj{vE%@%~
zwMvq3FgTo+pMr*_JiFkEkn^DWvpruL|Iu?$&AL8=cSzaRRdA@z97$As`F+=l{BJP(
zh!?=eRrn^hwBLf6h%qW3aSirB{Zj7U=B=Bpy2mylWA2{9Sw-ZdXhC^V+88<n26TaQ
z5Y|;z&LBZ6j?^S^_2$I$p!quqPS9mR?Ky9!9fOKa@;YBL-XP2#;D_UDP2gIQJRKB#
zCoip5On6?*(R`{Tym%4lfqiy|a&UvT*}AmU-!s32KICDq*6<^3WP23h@oeGxG1BQX
z&S_;&8p}6?Bh7Y3G>lSD2G29+D41<5eX(}|Hr{pr_CAl!=AD_PF+<vy@i4Dj>gr#B
zXe#a<&AmStHx`6TO1jrU-X+|X#g<DMJ^1K0)Ng5&2+j$e2L>xb{(XawDMKej2ODx`
z|L7<D<O~ib_H=9MfZJ{G(Rl&Lq3f;N`^j%OX-m%~;b3{>;;2Q<)(z*l@@Y07zZ%Cs
zCy^_Xsk<3rlwY7R+u<x*ofHXNqv&4C>|Cfsv!gu!I#pnwLMy+{G_siutaBXwG+R1a
zq066Oxl8Xs(E$E9jHrTXU{}W$S^FL3d)<vyY~6HYzv!{v-j_W0$qq9bh8T_o4fH+e
zRK{5*RL>4?@Xqesst2+6cvZs2>fT&M*w}xqBskz(+bf#XdPmxtdLt!mZadysY`hLG
z*Zu18|CGy6K@BEJS5EApNk_T(gY6OJtNrJJSkghvM3#;hkyOH$LB?fO(zGf;dnmPK
z<xr<rn|<{udA)bnob)WSQf6KQ4TMM$v8@4h0fu5X@}>5>UN$zLJt~q!&PbNfC#JYU
zfp5k`$@TAprZZ)x<AOgtSH3fA;49uN^j25@cxh$Kt0>J2TU>CLJB-<A+vmL0h>3L@
z<!f|Y>r2_GlF6<6>lOdSf!0*Pp%6De{ahrMd(*66ms-wK>F@O=th<zcAM>NBdT<c4
z=m6K|`hub{`O*(hNE$IYgrV^CCe&<_St7cuQI!B|L|$ZEL?PdDP$I`qBa=fXedbI>
z;byX02s_M**D*$vEGI*E?;lqIG$#H6ye7JM?qv1bUo6e7aALWmo6o#P4tfD3M)gPm
zTqW_pwKwoi@0cS~cX+#!&mgn&(=?$p1g>a8NCj!~`^wU#9K&EY?E!Yosp5I9%_21x
z?hgT?5e~WFp=$PYtWhss?a+elabjZeLV`|<*oFOS>Vue)AB?$h=K0DkkqA|9Q4j|(
zW%jaDtv%sl1*kE8%@(@~gyvgHfrf%<FlBs-rE70!A<BXBEbrF}4w>BIc(8fP^e=bK
zowPz}ZaDo(=7y9aY@Lzc=M`i!2xP*&00Zx~o||6)QN4Ev&bs}9?OR=c|6Sapf08M%
zX&vm>-~aUm_{~869PrvjZS1!6`JJFJbb&QrfJ<aLf>e#isMJ3XF@F2t$$7qfzk!2_
z7oZ98IpCje%6GFOtJFMx+Zt(VnEsPWCo5XsE@ovf5ZCHcU7THGiZNn=_msAkdc%-h
z>(K3?z_VIsaN8M1K15zYf8ebhQ>BkkQ7HrYwXTbyzT|a+?1MO_b5myRku9b;Ze2>=
z;pw5<ayNX8@AhRm<*3)?p+uf)&LyYzArr2WI!GK>5hQvbjtlDXDA%e(09-}G_7-Ip
zW4w0T_;<VJ{vdd$4eZM~tWnj4&7DY<Zz1`k(UtFyu1b#V^eF3A_}Z9c-ky<bm#Pm?
z4ZsM@%3tj(F5W{V7(6OzTt1UeUEXaYT#aYU8an#>^)(NV3MfFvhaq%xTqI;^pA(`<
z^LW%>g{tt12Cev_o65XN^<*k+O4Q8eRWqJHI?{~~FJ@Rbu20{RA!%)BN+{ORSzf7L
z8ZrAS>`nT_u~r;aS6Wh}<1s4&>n^G#R_^9E+~7Q3SIVL?Dfs#Ypx}A|d`sPawEoL^
ztMdU&7+uzXdrKa##g+oRrV_j2q+p<qvgapF<1Dj|<mA}Kcp7~=45GfT(9vI}!^Bv-
zx{$cKJwj05jNNj{C$oh_njY$#e_U4x$fruN#A&9NR!A9YM1L(1L>+#=ck45L6rl!7
zl89dp?!t}5AXKnADg9j-RIGr`Y^inJHjbB9(p=&Sj;fLW>A5BmN9^X>M?9$e0?==@
zTDmeePhu?I;m);1H5D##=2-g|MzP8{H@B`YH}5~7*;B^AiT5*F@7)@sh82c8SK{Tw
zudI`5bL8aWyE`2xMbyzuwpY`n-ysH2K6LuEWXdGTL8MreHFZn<r3}?1gDT%Y-l$vB
z-k>!JXZ1=Ft?V~!&MQU~5~`1hB4#5tR_6D~MEY=Pdq||0UFxK>UQc}2(^(`P%ka8L
zvZQQaZtV7y&D_y7h^R10(sgyCMag?O(^2O?$*|rHt$=~>c5;m##%1{F_eLmCOMi)U
z9Dc>HduxmymLK-lRFhO1$hC2DauMB~t4_(I<%*+aW?zrc9EX?*J1;zFlv95tgu_|}
zU!0!0?h{zI(D<DYDv(F9=|z8O)p5<%D+sQ9EOFfaI2r@m=UDNcZwm`XnR4!y=9#5B
z^$7buRj8-s;+K7>s-kog5%J1%pim>-YvZqn3EB|(@E^Zhk3Yb5z5uyq6;VwC?c2Hf
zehY6fpNP3!T>hT#5JD3l35zV0q*UATGlWf{9tR{|F3D#sU)pEi@uzERv#L5h1R>=O
zQ|lD!r51-aI@px6go2dZgA!Ym{Apg0yB+VJ&I<eo`Mrl>Xiyw>xqB*?>om_!UWB`T
zD_YjRxA6k}i4}R}p(8WRC5K12hswAoaC+N$kFpF6rVXTonEv`NTs~l{Os7M&dw{`S
zW;#i>fwioXf+@WY(5$Tv9HIob8oqJ^8%0ctz&rnhDq?gr<_oZ(F8l-|vtOEVrt#?G
z;rHBC^#bf;E5cYBoby|^pNPHySsIeMy9qA<bwSJXHu*g~RA^=8S#$-JuX6S5GNSey
z`r9+|R#?07)gUf8c~b7hyqG}0VDET+Z$CfoY$vmn8c6s8O5&k+o4!^>I(8AeFRqsw
z%AL(;Zr2^tJU<TPp*@|Aa(PTXMx*)#sn_ZC(p<u!by8Hu=0Xk0gzk2$5$f(=8BOaO
z<=#70i3Wn4Bc^UE#&oV9Ow(v4sWz^;r7HG^U;V&PpP$aUYg;DiA^JY2QR-;Z>jptI
z5;~f4(X&I>p5cF0UAZp*Yd*oH^t#+TKbZ?DK-IY0?OoP<Lekcu;r5?0uUKTx$7mfy
z&box0BSow0&WYey$+0iz=vJ_)_xG;U%JfR^9}nd3!^Lsc{r~cS;DjOz^_%m%va#q0
z?80)ZNf9#Ja_!e&rgU;S=wpXn%dGxf*<;H3xlH#`p?Ak@Rx1Ra431}FZd+G`yjF=!
z6?~M(P%9kCh<Fm#Ph4Phj%H`;^A3}Cr4t|RDNe-bD0-wPb(ir)AjofYb&ai$49YGO
zK9;pVY2Q)13UhD!cAuf6lRVkj9Jlk+`8>*BmAc%8`!jA+Yi-zuS){r+G(4e##`0g7
z|2%v5-VqgsheyUy@%hYrPmdf&g8D*qzjdqC5`GB?=c*7>gB?YjLUHMAhgav{75{JE
z<iF$mZyu}v_61OebW2CkAsf`PsXH!UtVeo|#k(@)|4GB@wx!rMdF2(P-&?*vVXf`F
zG}`ZCIIB?Z3EoY67g}7`wzNg=+QNDTo>tafK&d@=bTdx~`?96aMYbM0si^?>kY`Q&
z>Ci*K<FQ%e^=9dup7usc4a3$Q%JPpHo8zq5g2oSUXYslrC3{-)JKR#|DFjF}7&@@z
zQ>{_p+;35Dl*{pQ?MhZZUZ7ODs2ZJ|m|{!QoXc5Q#1Gn+Ez9A6V~HuEvr98izga=0
z(7^ZuO+{MHN0ma}a*k@LpKyn6*=J}v@m5y%&IQ|WNlhf|m{)DTPd^xAPpvP^S=1AE
z=O8RAU-Tb)za{)tW=GJKL$*{z2S5S<G=SZsT#rNThcqeVkc-$mwQGKtXtxH}%c=JG
z2L%d$dVH^sFuHQDB<ZL&lQ^w+DcKl*nfcdhciZ%{awY^%rn*wg9HVM#Y|LL)>yK1K
zKi97mPoDQ6Y3+=&#4hn4XVvVsEK<2CXTMU1Jw)hPXmqPZBI~Pr+gELMWyrWvzb$2e
zgqu2pS1L@a8yEpT)QD$NhWN9dQRXTfZr(2d&;d)EZ+(zj9w-=bqg2#!Xw9HlAK&|#
zDr{XAL6<_^$4~<zeO(!{QDkJf<$3fbC%(n1zbYc#N^vK=#pd9VbW64r6HSjeocLJs
zcLW%|+TJ$LMew?;9DhsixnYafC4a&+a3O?+3{~ENA8>&8au0qKu-|B7vZWGO{b^|;
zq*d~8z|G=Gx}_~*XFN7ok3O6!roTqzn4u+uD&a+7A%mMscw!Qb=Ln4;(5+tp(EJM!
zo)3K}8lJO==AU7q&j-HVs{?T(JLmS(#1~)&R{I6$aQQ14{x^fbxS%0R9*#pYj@B9Z
z3{Pu28_EE=A$Z0vY2-fS-(Ahke~&~O{}9VM#T^{jyV!Q8h_N+#Xb4EK507u?MT)u7
zu<A$)^{vytX6}jj1&XtP9iu$6D>Nrdf=w~AXQmWRBWG!h(Gl|H+gi);++;EysBQ}G
z9m)AP2*<{LM^QXr_u0m^U;EH+gLz_GW05^cjTaM#Zo}P}#<62m#z!Id1I-1k8k@iF
zw*`M`SVCC1?SQCS(1`SAxoL%6Zk=ZGhbSdIR!#T;2mW7~U6DHabGE-)>JlwBdz4ul
zvB;C}3=<FpcA|ImgdblMQLy9i8ZgOkPO=`%n3GCK;@$~L=jQa8Cc(%D<k<1`DUhI@
z#fuO$<JEb;t4QRLCq(;Dq&7$Z`^P-S^9G?tMPs)1uChTl5n<Oodh~tY`)V*&Wg+m{
zb$0nSQ#^fSVukYjd!p?Z6WE}jD9^31sO4UwkI(uCxodaSR*A5cG+R+$%K^o&YP0d(
z+9A1|vad&+cthZ#2^1YTj*c{W^x0?2YiAw6+l;>>Vz;GmVQa6)X&evqdJ9?#*2M)n
zSs9R4-|R31MC`%2^m~;&(@s){@K`!THfEjc&;ZC3#sx@xSr~S<-pVt!`R6CpA!1Zt
z>an=56puofAYX`%I8ld7OQjPp5H#(`m^R!_fKx{;+btpXx4NyGN_3$z=ukM08`MF{
zQ1l*U8_hfwaCQF7j8kIC^J+=KiKz}Q^@Bgm^83aCxTtLnX>q{wIc?Jx!Zc_4+&jDM
z)qReH@3i6lINJt=vFx8jxGEnJ6`q;np}<(|wB8Hgg!u&1%n$5ghWj1DmiztUhoUjA
zLqZSMOEGbN+>3<Q!O5Sp?llTENH>Mx8`_S43<x%3?&;f^%RA?#tNp(EAb&lvB1bgq
zl50*rOkByxpXoJffV5BwyEowAW#X*qU>)}Yn93Oou)#Y-u6V0UrObq2bVPa0XXp@z
zSg}Amvze8CTi=H5%sp)mV)ek}T$gBrN2;t&OX5C6)+JSe^O3911gHp!P<M36*hw%h
zYeY>q+*xQsyr-HX-F~sO`EqiQu*~xP$&cpO^onZW_j2bnJ=M=-9DDW&Z``w>hN+{P
zD5swCt64~)+)F&tH)NWb8k*vaY>HCgs)XJYv>*G93pzE3d>7<`TN4^Xll>d2c~2Sb
zDibPE&9CfjarA^uGDnbZhi=G1GPVrDr#%cmD&E@NOZMZeFb~xHmT<lcn>p<dfgFne
zY=x63bfP@$pP6^%D&u*TTo6k0o>gt0s^vUPjS^X2X7G1dK}HmQ*E`|HIYB;4Ki8Z?
zY&rHsV{0U~XSjN6?`Q1wdw*+#Ta3&{J)1?%<%3g3ydV8&3^&SLONbll)(f0`#jPeW
z?=NJtj~Ga-w33%A0FwBd($7-|EVfil;qP>dNS){5Ow{E3p2bHMp4*@)%mlh45ld8r
zK32eU?{h3_uT8A|!;lE^#eoP}thjSwACZmJ$gqP-Mg&eMtApFc7`m8ngzc2aEK{NF
z_)e{<h>O4v={<rhjGP~?#2Jn(q>SaU8?Yg~F96Y(+j%)X|8DnY2_@`1V|Ew^l#6NV
zHj7A+NKdF)V*!=7KJ{GQRfPdtu92AfbK4Rvkpl|NC8{8;%+tU_@{2#TPnUHQ3%9=q
ziv{uVN+@BJwb_@G%x6CBEzFDAZ=%X(P+oCL!yzGWS14>d-cKNq`kx5}m*|vHeTXo0
zKOO*2AB?-cj^o;dOMlt{hmuFR6z5z}MeTmHTf-8wS#od^?f27;TkbivB5K8}j};K3
z@LOm9#Xb4R37S;W4ZEFNTQ&E6zb1vntPRJfFVeB%v{qPWalk)0Q-@qWt1%qOg8&42
z_5ya3|K-I7=cR^kc|Y1bs3Va+nx;eY%>3>8#l)em<TP2~uZqfF#S*Blet7|)WfZ7A
zh}58I!TMWmq(b-^2l)lqODBio+C;(|teMZAqIa2Rxp8_yOWjQiO1dTx_6*5aT?$pg
zTYAj#MShkGlFl`THi1q1qIuIgk<zke`Z-~5aS`)Pj+(*sO(upZB924St8&&#^6ZZ8
zABN~<M(&1tyi8Bxi`&YVz{@uTF0NO&>*y<kmgU`?9xK_6)D(dXE02;Jr3zS<yK63>
zezqb0>`L4;na0!gZ}4sRzhMOoZZ+Mg+O!+{bzqg*Zht?UkI!|<1e<c5uAd0#&{j3O
zyZ=x;3hIfB9_H%zm{U*dK^p;{mi!Uz7;>g6nN&v28oy!iF*9I14;f(J<_=5)$q7K?
zLy16~FT+lw-fR@p5VXMgGf{wTR6Z=i)i(VngF!csveuE(C>c9A0M6u<BvqT*XX1mP
zZnKUe9@@PJ`FFO^GQzRG;hQAKjqz8+wxT|*uyrp$@K+;-Bgf={`7X6cmawta#l0ux
z0y2m6dVz50G?|Y-WzQpq5|bxdhn?k>^L)#51AM|e?lt7{*OqdIMjc;~IO(dxAAeb+
zJyU9!Mof#zYCkQ4jg#|9LT#Stl~Gess&Cdj>914%YnI9P@1oty50TBy3C)cMf9KB3
zx87QJb3;g`dtMb;>ZH7;PUM6Tp7s`g<vfF<Co=0yROT~&1~)V8S2gzQ>sC#@xh28Q
zYRW(REQ0XXBBv4a16@uS@Q;nY?J28$`oxwntn7@_^s6EP){|v(L|k{Ft}G14P;3nq
zi#i1f=#Rdqd9g>LTAV<9v6ywMaBA$XB8m&)(S><Kp%rk*B1mfMiP|@hO=pB5LYl+o
z<wY_r88m5Zf%oiaGsXB*9-p|o6erz0uD#qu5JDkxA?;e^iRnlcQx$ob<&zA!&{p26
z%6f0wzY|ZjuA)i28xrqfs&(66*~>=o=P^6|;<O@5yG(;sGf35=BvabHCK&bkYgj=$
zX4&jU%u0=*C%K^1aD&@%wp3RHWah_;H4hn<5&DdKriH48ut#As$S^kDc3gYB(GN!}
zUEJA|pRt12DbS}b!7&0uT5eq%nD;|k^i+31-d3{ZkPYrwD_dOhtw!8YTDpC=w8p27
z{@&1@J(eH6F^1%(pVZq+L)eKc?O1iK*1f8$W<w^BcnJF^0-_E0kv<`R@0)owWTb8n
z5-Slx&S--&VOrCVNTZ18n(LvzE>#Z^@C-u!PUrU)H@FXx!ufW$YPsVN=~H9FPnU?$
z);U$BTK<v^4FbZ>@ivXq?Vl8S@^h$#5CUqwpIYC(vmF!cW$`^)F17WwBe%xkwb`?u
z<$jUijRbfF(SD@@6ZSA#v}4S>a%H3n<Zsc4r<a-+o_`IFw|R~<@So%suAl}KG5)cG
zb3pQs{Hc_&_SMbz;7tEE47ch+ZZEyE-UAC`$_YWO`4dLZ=UUKyUG%1qyf3Z1PPm1#
zB}6q8YoTN(ie1k7jSSkn@D|G*g0|oMrSLr%_;gTno9<DgwP;w7QZLp@9MW;;(YdU%
zZgJ-R1Y2AAh~oGB=KmB>e4gC=bB}0gaEto_Jjzj~_2zv#Xx4a!YkvW7^hj|*dqh!R
zE09x9bQtJ14v*kQdc6Hb$^=5$&N2Jif|DF50!AIyXio<t+K%IV+DszcZon6d6?(a)
z;$FFLyGs~6nENcbSn2{EiaM1QoUHsvG)I_oTVdI3m!y7M86X~U*Uy!kJ5u#@hQGA~
z6}Re@FG&|Z#UZO}IB_(@z?%{%J&*0|&if^oHDTa2x1-&fRxH}H;J=De!aVbSqB|WA
z(f(b2ykzvs>6>5p`hng(RZg%XKnmn1?D));Ygtah^BSll1>n;A0|bCdQO?g424Z+z
zrH^RGP{+IaPmb4liS|ovF{d2AF{)>#sZz$?PlD&1X3ST6&sc3Lh={+T(a-*yMmhR!
z139v#Ed|*x5xv-wa5Z}&BBb}}#znZGIlr#A1u3mvuWd|n2nk9|wvP$7Qe{VBWiC=Z
zS99E*-~3^%q&Rugl;Wa*U4A@;T3SzFND|J1)(BuUAy(S=)%%F%uB{w!yQxF0OZtYH
zO}2L=*roSUfhN<93<ehs#oBmV%51amKNOKEScKRu=VL70wFkZ*ni22kvQ>*a)*g>}
z5*DoQH^eV2ikb}DGO`6+N3#V<_Gdk;hxR((EaBDLv3#n(STtXm8e}LK^dNVKrI*G9
zm0IUo7_`KZitZ?%P%gX2kX$VX%~gnPtnyu^mGfy!Q$pTPH6+X0-CqkaWEfx==n>je
z*Lx%DZE5}*ipfI5dzbl@t1?&9sy>nDItiUZ1SxpNzbAdW80z7GI_nK|=21I1Bjf8}
zD!KFc^mItOOk#gGH<9nXUWXZ4Kp?e@471lSmkR02c3f#|T)%_&xNan}4|7`~)NZ`*
zzMhtTl{!OjD@#%wb!6JoWe0mUva!NCkRtGLf@-{fjlOx-h*L|(Uu`id<FTX2oI#nG
z=9HCVet*4j1748j<0Bk(thRu>)=8^<P+RsXtCEWQ#r_N6-xE@hnV-HqmKp9T(l}Pu
zvY|}13{~5Ta2|h`dzOXK_g{@4L*e0GgLB-b`^x7)h6#r8M`)RxQZ};$s$*2OxsM-=
zzdhr&q46F=#L;6w#W~doY8Sd+PE<{%O=z?vgQBd!(&?t|So&W%cidf~Uw5Sw>6Y)O
z)VSN`4ce62)JW1tw|cH#m9<w1-vl$_)yUDk-(>ZwfxuhnTe67(-oBz{4)09)$P>&8
zHcl>58|lN-7HiFYBVT}4hQcYXBVSrMSx=?KAe@97uAw`Xd!9Y%?GdS=)YKn)8cyOH
zhY!MTtX`0EOLy>bwF2@G??CZU+Uaw?xn*uQ?nRj$@_?}Re(c-_j0i%h0qX1uoEg%;
z@FGop>eJc6Z?zZp{2+>5K1o%s7G3`{+uw@$v%TpCrm3EvB4eLF4Ym^^RxNm`M5JrS
zt)z5u=vFUWKoQ?fkoR`*x8BUF<=g)0a<Ax+RyOO6VGtY&k=d@6)Xw;=`n$BPNqXJ3
z-zeC0*)f6?5qDoA467yr;-^zro6ktgAxZW{GSzn~)j9t76fp|4yrlfQ%?w6|>d}n#
zd_}*Cm3$^w7W)axgt2eUrhDAb;STZCcHfHZVBV@RWD;wOkuF3Lj>N!ZXCRDo3|+jB
z!*ngQfH3mc=U<c8)E`%jQdNN6>Q`IS<Ns(%$YZ9ms1!Iv%rho_P0I`+qj+$S!6Ro7
zK596NF4VpfM)xqA?oM?G1f##*m6qCxG+Ve`d#f5g?3wNNPHHyLCj!rag<@|uNmzR(
zv!_1s-uyZ!^dp&j9Fo%DYQ(u?L{#3~Rh1fjg_e!;Wam`QU2aqDTkDjhzI#=CRJceA
zH$?^1^SBm&!M(x)ajM(7KG`>oSSu24r4n%x>>B~}9kA0tX2(3+jLW44=TEk3O`6mX
z>D}0-dsv%7D?Ux*`jQ4?DVUL$i)#cEAN4gX&VuixC|p;AX2>{1peq^XlyyHf@sBVd
zf_`1O_Ws=Ds8cojAZ;QyXddod8gRKPseh)aX>5~K3v>Lb@Yd9n7%h2hWv_zcPVHDj
zrheAeCp;uUMexoEcbuTJ*ZklfAu7Jp(?Tnb<0tDIV*(r76$Hn0_be11G8R^=X&usc
z#<-aD0(5Zoz3Kydg|y}G9{TF>Y}t`a<30owh{J#OEp3cyA|czXBksPpHc)U;dK_%9
zf7<9D$(Bd71IiX3ak5g#HpSE5t~UB+cSR1@HI6%q;4}M(!zYy2RxgiDDPSdw69o=s
z!Sq~2aj0eX@f+E@Y4yBq;Q$jOE5(7v^YvOL%2>+FH)2NXaoKY7%F1i~k!VO_MDqO5
z4zP8I-5N&3Q|kZl4ia#J;4{NGA6DtFpDAgRERbU*kPjfNQi9&IW@q{d)^5d|nD&hO
zG-eJ>ymB3{Fq~_>)br~jjp4uCdw7!ZNsd*^X#Mawlou)Cd51n(@kjemHM!|i5Ap)@
z`{RRjmrZ{Lg)OA=KQ^0jQx?kGydM%o+zlJ-R!B&8Yh8t3X&-#VvnVjb3e}a!`mOAM
zyf>Hg4tvT3b&v6a9U8iFaJ+Gxi0@-%QxlZSd3_cr=8|}}VHlf{#@rGB8wldN8rKF~
zezI1xnQ<n7m$3$E{1}rzl{X*?_42b2Sf0}x5ob)nv%M8famPkj^IH`1ecRp5PpwBl
z(lS)Kixe?>4zoB^;Q?1^FT>KxVlfw+pM1U-3^sIgyAz?grnnK@YXfX7iN5pK1+I!z
z6lqqFd<w+C1SkDN5MwaGIsQA6jF^36kzMPnle~g<_CNFjZ~n39;5zoNDiR{_;MCLt
zF4SR9K(#(nx4nq^O-*!!4c_Xm#R)D@R&rRPC-2ZrOYrL|3nMCZu<@0Ibz*$qTs5lw
zkGy!~yinQicdEh^IFQDot4aceyrVaxpQ1jfhe`<qkv?5Spm|TgY5xgY(~9g%FF|#h
z#0kh$QnG+xWZ1#ohZTwQVFjgUdbN9R$y%5~mf)G3ap=0Y&`{xNKJB&ps6<C`PI7dI
zMwA=|fYrkBXwW|02hD@`1S>HPA7p)+u?8xg3nF2dX93UzimP+1M^~Rw4)2L3{3?T|
zkJ$Vl=YILclC#?zS%}nDupLdDGz?WvDNbyRhY-VrOmBuBIM{eo)>o$Q<Z#tQtwEip
zIjZ9tQK*?j)yqBXnB~N{9+ms%HC%`w<tKJY-J1eLF>%;@Tu=rSRT*e1-h1}_8~Wg+
z?H+MlX7l^^+Ddc3O_o$-dUY1B;3wCsiWdF7?&i!VFIi~ehp1<&l__`CLfyIUyMaaG
zD#36qHbEBQu0O*I&}G$iaJ(*SYSF-%`4f)*%bJ3`$FUOhbDt2fVg8C|9M*OPF*bTj
zO-9qfZ);=8)BLF9C_Ow+-Sid;60C?%juEQRL^|A}-JI1okcF}Sw{iACe<5_Dr5<r7
z%W~C?b#<N1kqe>nXx<t^Y@;fE#C7FiX{9WeS>Jl$GJV+X2D;*Jjn67l_avdIlu-j@
zm5AW;X6D8g`A`kbw2y$VI}Ofq$GJ$6v|$H9$KF9Npiz6qc{9hKv911%sxCs1@3R3z
z3xu}>@0p{?Uz$7D48DCZB=X|N_tgmF)B{_W46;F*s5K;GX_aA9m2QClv+9D29{%uy
zp!z9$AhEfA5bR|Z+LLfkWr?N6ytMi27E!XxH4GB)05!#DE(4vpI$}Km*|<@yf@VTP
z64Ajsjt(04@*_Qb`Re+_wY5d;x1aB$9*s(Qf?eE$4Xs6tC04Sker=H`A}D*rxt{i=
z6^#?{;Ecr#lJJtV(O`}FGH8g*C20j}uzF&D=+x%6sotA;#ipJnKAk$mz+s8MxcTXT
zj8|D;`Zs4O6RQ*xg=T9PYV6EbKA`&_Gx`2!Ouzqmf2Hu5!ecP==TfN3gk8c;HI8Fh
zx^o<|55%<e-BM(Yi@@vg(T#GOYcs2^D2+lDi%jXsa+F%qnouREmubZoy)kk!_WQ3=
zSKL9rtuf)Q7HZ4ayW{*m6HX^N-=1e#ZlIy$`mwvyw=5NENQastyGX_G$0mLnBfjJB
zU4A>Q*5i*z>a)g3Ow?}9iWxF-H+fTR_Ace>eUyw<C-3>*j;)uQ`IZ>``JAx6<`FVP
zAQJJEzv5Gr{`@(i=P)4EPbepf`i(+jP=MCN&E<DFN4e?SH;YR7o=7Xs`tciG@<CS8
z&*Vq?X6;^W9Nm8B02GjbLTMbDMw_{>jVnQX@)_HsP~u>d{01^?aT&oQZGK+M!Z=mw
zzya|{FIJ|&H{D<4$<MC%5lmOar3@Cex7u=3nVh)^^xWxWxq@5e&J&hov`Gp$(yx28
z{o}acMiWr4ZOa^|pUgQy6U(>e($cSkneB*NLX8I-jV246fJ;R3NNrnUxoG)@$uCnM
z{P7|`<Z*!JAzQoT$z{Tr2dQ5$OQnVCM#x-S9sBfc$22L?ME6J_4D6(^+KtrXQ9C~0
znAHi1lu2r6bT|S<?h=|E`y54x>wh9mXG4xnEQyvh5O}{tzyzT5jtizE?5$NUSrEy`
zdV_lyCuL3!n_@PGAA5}3S7|RQ-XAHPnKUF}{1}6nD1XqR{S_Ewj0R~!EMUtlmoDDt
zKWL9+oZ5(RN04GB^U1TkHWxvntxR4#So7zx7bG=FY{)c?jg!tz06`>NzDX^o7mXuQ
z3oFuJYMVjsnIIV?CqHbIP$enh{YjnIn&>X=U%f8;qkgTrvi$4fI&MuL78a6Lv%Xe-
zsI3mg(vjA}t&LtsZK5j2fAMX!EkP6x$U<N6A<kV+IR7w^4Z~hG`W56BxpL8qo@1fm
z9#imZdg=Y#P$}h|1_4F1A~94mZ%Q03ms+*CYpjXo+6qPsOz*;Ml|}4wX&oxu*1PWy
z*YpQTc<Sq?IipHy5PWt?n+ErS9WO@#*U}AJ!ic$^5v3UWFCRO-4XYsSbbCwRZw+K2
z;Cjy!6HQ$Xgp4S8F|_A|!KLM+_(M5xk2?!4GG->6$}0tI7n-XbWWr}PL4NX38e$gH
z^v%_3<K)OGPqqMPp*|!FQ~Z7MLIlPd5@J4oQzr7kO+EG@lTQ>4#F5Tv5e+5!5Zz_w
zAGz0{&`lld;WSw#t2n9H6+{T#y0KK6<|p!Em0JzcLJxa`sIj#rwG5Ix3lfDM)aZ1q
zmCTE&Huf;!!v41b?npIqswp-#-y+Yd>zyiQ$;DOqKyA4UI=OmX_~>vW_j2A~A3m>8
z)2M5$A|mz1s<3L!tljfeJh2<0M(W3mML{$&$tJ?GZ$3g5oz@ol6((dK&CbyF*ngM}
z1!cZ(Pw-;G1@(Kl%gp?Cm9}G{bl%m0mtePB4B=JwiVx%~667$g)V9J`wt6M#Ad5*o
zvI6Iy9=jeJ1r7Z2Ojqb&hih$Vb!J?i*bT4q0u^3Y$jUpv;n`^mK?zHJ0lHIvpAz__
z<bh_!)1t3>q>va6&gb*#;Wj+Tz8?bTcY=JIVlEf`B*j>fD(0z#k5x30HMGT`#7gLs
zrsny{I>nxV;ln%2JLK9wh$LPpmqc{1EZuWAZq2V-dGaInkp!X?^!ZBOvA+N@riD*_
zV$foVhPdvZi1uwl%NM|40-D;X0{;<D%xL{!$z$f-ywJ*zLDq$V*Ywq(g{Vh$!_)PU
zlQ)|1)3y8EpYUm_ZO4cBexX5xj)*lUxt25ZwWz|}O;a_Z>;<-wB!{xh1L<3C6*R)E
z)53Yz1ior?-=(KF(vt01z!n8{5^>eMH{wC5VsA7M`XTc)CE?kt`}1@yvuIUXa9sEg
z_uaR+1dZis3XQj9Un}ccgUwnb@s794;<l{u1s(iarowG8b-90&>GZ<9)#kKxth-&F
zfa<tiWxyphUy9FGh%jA7eUvCQ;T7(Y0h~pB1KT(`M4uhyB;^|cO+dso&75ykbcyIj
zx%O<LX=`JXCDxq0Obu-3IEh(}UF|q_e;Ln0cE%^5hkTp{yxh5cH43=&cYD$6BXtkN
z4WJ6jvcZVP--LLQ%+&wHn`V5hAx!?3E@-$z^9F%c2;S-3VrhQa#?CgYF^o<%bSrhs
zd4OX8QJAIN+CrTuU8CV_CBJ_W!m-nOZrXtD@oS6VkG}=1Ouxj`M&dnhfu~8MT#eoL
zDilfZ>xQqj!}y`OXa#&|p-tm!)ZqSwTW`%;F+nBh)A?Ds=%Ufa+|6@a#pW{lRoicS
zPg}=rrXCgWMNJ?oLZ7^M)FtS^xDZ#FWfiv;lv(LF&;kWR=JVR`K?S#eK~6l+ZMo1|
zkGOz7w6N!{@&Z&!`(47yokGF4@MilbZ^^$LCNKr{&oFh5n9jz6NWDZ-i((i(5oV2=
zKBPruYtGAB$BIF}H^vs-Dp1+_^{@6_6cIBT0$p8^ch+bJvMQtrjJuzS<%Ln^Cj}Ya
zBoyhaz+|?>DIdotssnUS4CVig8)={%<t)s1XSist4E~=L4IF6PdQHaItO;%^RpO9#
zb|!TW8OE*_#;=3Bs7_xCV$8M?MW?cP>u&c<$z#W9*BWECVz#+Y43eBOP%{*hN^*4^
zQ(TtfH6-ELH{(;!xN)s&Bw9;&dVKb>*KFZ1!c~LpSp|e9qp6{5%|f`)kO{}@L~f?r
zQ=*ebjQYv0R0HMZcpD4ddU;3t6F%UVdzpv40NWtz=Ywan)=AM(FN3cjBJ>KsmM80Y
ze46btFJ7d^Y0F&oFuDq{)_+3lC3p!dByRet`qn%%6$GeLEoKNmTjDXEe1ge@!ilau
zCPvj2t$YRg@Hk826dLZtNiDvA#@hfxD}DA9mxt0)Yxeqy1cO?9xIL#6Vm3&G)o5iz
zqIuP5I1PS))*DaWyEMRomG~zzspF_6CYmL^6Js_a6r)=(CLj2$y0J0J_%ZG&PH5nv
z50P-pIl7V)R1O7LVAWvaL<of}XOu*s=;nW}Isg1m+bd^-_NE_E15150o_6Z&U$z`5
zAZ^WRLJZH6a_&z9!j~wkkR^s7!UR}?OfT~qujg9OkZ`nN<Z=9On$`uh9C@WE2Y%y*
zq8xkjjvQgC-W^K-1(v)$B4I;8RQu0{9+~u)abr-dW61KplQ4ZO)TVM`f~ujI2wI-)
zGxf{_JTyMUCU9Bi%c+SO_lOuI&S>GTkauE;OM_BQwZvcNA)VmX=BH?6WJRDC&b4?S
zbI7)YF)$Qmn?xsX8S#?MqFCHhi3}xP9|i?Qd~zY5P()zV7qmFuQJ*$T$%5CK{Xy6X
zL>zYz3O`w;JbLa7vvVh~or`$}6U3C^^Ny_;uL}no)K9w*H%erays~K`_jzn-f^LIQ
zJ>S3QSgAc11tor<45i*BI1(X@^{C(7)2)JTu&7Do{vQ9vbZqhmFLkt-%9=-~js0Fj
zYHxy(uy0=9&K4sAtH^k{#S36=>1QdMNlz|>ME@%y5FhrkC{uc}!j8;6Y)ujxx=INI
z9Ep%T%}4kAV9;3@ph0s&jWFKr^VoOWElldYnL1FB!%GF{eBl_}4FnG$f~2;+=Wb6=
z64}Mmh1rxp>$gZC?pv{K_|mZ2SBb~8@VjNfPt<*#rB384AK~b%<y~zgsSq7wFe=s2
zTwao<?k38Wj@-s*Bp}b%f+jQG{{WNobiV-S%m?jP$K=m}Z<lVM7VDp~LVGAfdRuSW
z?`TQ*2~H6q;XkW{|F?}(#s&tn;B(SijXARd+37&m?~cT)T4M$|DXI=dsk!{9zC%+p
zv5ip@SAWdX)Qv}zYcJc?R(@kT+q@yf5yZl)ilIN<tZS>o4)e~%F@Mn!N;2UV*>*RT
zeLJ!+*`BAHpU+=_b*eV~X|YM#y08zbG3-H&!rJA~5R)nC@h1M9d_$Qf@OZ+|ZqJ~A
z4(9yUTxKJ<QTUWvdr~5%rz$5{oB(hGlV&v5)`qRH84?A<U2zHhGix4KNlG3bU;>Zc
zM)$hiV<UB3ROrMK2q6}i*%EIOG`DJU5h#P51E_HPeJ^w*F_jhfWW|t;Ec<*S58Z23
zl!CHM`4F=U)!%IVJM26dvV;z+`-C3%3p0(ra{xU;BTFO2I`iy-=gGxtE<&{+p0#I8
zF>i;o&(C`N=}!1hvvA#>a6j$Sm7=GjM3~8#RIzQvr@HU51bW>CJ7dE92iy7fZcOR)
zuG2CqQgL!JCsc3{Cv0|hse%{a?^meuEaSTLW+o(Yy920dUVuqobh<9Qnjn%wHDR}$
zDu%;`j}n7<x_))~;d!z&_j<L}+<O+Cv@`S2h%F~tdpf+Qp?*>ly)|e!0stvZRh25}
z^f6HvVrt0BOV><Vlw7N%rSTR}!_RQj_kMB>{!5kq7i`-9C0F0^9p&j-Rk4S^-m<LS
z56br`0y_R;umR(`Gw8pD2hdw%P(9%+(l*>EO$^iH@525#(DeciJpAa#1pynQoE=H*
zI%9C9V<U#mnevuZw{I?OLZm5OKcy9{xJ!Vg=yNA_TOQRv7ng_@i0(=`^`8_STG1-A
zhJS~A!(e%SWvef>jp;{J8#c0S@_a$TvQcY%R(enV#m=VA+WIJy1q=C|+|G}F0&0JH
zO+l00U&z0du!L048A=-<49SU_$?U8HR8`sG`3Ap?logDu=yIAR{-UIsAFZD=ANpM#
zusr)){v`h^?2v<o9Z<t_i6uYZzO6R{HDyx<Pr$SfbXNn_N!kmb59KiIQ~7fi{hKQF
zKl#A_s`s}Q?6rqcp4bFrS{PWkH6-Q%B4mc9-W7F;NuSPFlfn)en%>y#N<qY7*!|Wl
zc`rq^>mk&0CngO6C`p-v><uv@^=6Dj!aks9A#3+%><pa23$)vA_Js3grv%V9YEmdZ
z!-<JySzfBMpo7I2KctkR>YqpXxv`VCe@}#D=6<e`g~<fIyR<~MUJ&^kJ_T$)P))ll
zRI-!UR<6Icq$AGjv6G6!)ENXIM5%jpT*2d-KUHc^+k-79R;;jAB_?`JdA|%P#`I7)
zd5{1E&KkB{7R;{3hG-TJ6%R9K=LuvPpS^&+M==NLxvTf{Nil<@Uzp5dIGo?IUn+I-
zp{CD?*X>paD#ytQW{2byGt!?(i(v=CJgsI&IUnog=~GTtRDiKJv?V@$lfi1C2?&&=
zrii$IvdryiCSSr5AF_A$@5JC3Amsg1yXjAN=#^NTx*lsupWl#y#>-~6F&ob9`-AO%
zj`a*uk+kIFlnwgw)&Y%%S(j&omBZidhTuR?X}*m3<5%U-?qxZu5<X=f^K4kcceA94
zP1erYOI9^Hf=aq{6mZN+3KZ#R*Oyrsnzxy{Y~t)K!;A>;&-w`#Ign)OVFNl1qxvci
znort%8Kw8Ss!}vtAxcKL6h?&s>(Pa6mYKMkepXLW@bwmM$bv5bFIph-odn;(k(%%Z
zXG4hKaG@aMBvX%-rq3j++v;zJuhF`S@K92X)qHbC?dIK$98O81T331zt!2l+-Za<L
z+`EKQtwVf#EbU|{Pwv5kn(5H-0K#Ad-8z>?g90GKmOH<Dd-hSAsVR(#?5uyNef5UZ
zqp+9FqJEd|n|D7sl=kkvG9RzIGV1PdF}AbqoM^1K@R7RcZl`L`m@O=`34Qd58Oc@Z
zgvBmwWvw<{k}*w`;OLJ=Unu+tJ8?KcIao0vj*oBLj@?;zC$xw5NRRVF2B-6QqF;i~
zoB&Uc@(3v}_jkSW3Dvh<E|oN58^WaJkyDoZU-CLLszwx6-hEwali|UpFr^5Z2)pwP
zUHe?O{}c9XON-M>y_nf{a2a>>k*t5|XFI<Cjc>VdD&G&y2ie7$&tEGiKSuV15lT^9
zQf2D%9skV&{>`D{gnd1BTkKz=8h8P06yau6g{`4m4l}>C|EZE(I&R<FWO?}g?|wYH
ztG)O5dGrO)BWfdA(*Z$u6Jq(T8?|ofP*%Q%&XKYcTu*-cZMXLYKoFO$Y$Bfuu;LD!
z`jpE2yzQcQ8GWGV;ItEAbnKlDrpB-wlew-kni9}7#bgil-_QR+KbOswun*4^he+NN
z`NV+H%tYHYy;cGx5vWSWAgajc^I&?Zyh%_KcETNrt}cAM!bLSfe6pyBRyp-lW7ll@
z<yUG9-GCX_cRDaRfYO})%3BHUu=H)PG(EQ5G=GadIGmTV;T*OE$P3v6FLYBR;>LQh
z!fC`*YX3QD)yTFWQe`PVOoVdWFy?$36hucI)eC>`3`NUgYR!ISn^e*yBRva=-Soz5
zo37x1X^M79){Wg4VlY2;TfaENf4XL%&Pr`sC-fU&pMGx7h9+{Q&i~w%aTYn-Vp;F6
zfF*4E<#g*|2E_cYsuiOa=QI$Gc`Z^cH_@T=7XaR+_HXcvvXa()K`BO>-IP>E)kE=0
zYFGj_Qj_#PsO0d+LH({YF{9*A#$d&3?3*6`P$TKR_(gG*pFh(Sn=A`#;wRi-!o8Q%
z>=Ox7K!V4-l_@>Ob5tb}KQTu-hg0rIO>cs;tl?$t6J1Df9u2g+r>;UT1rkHH9Kv~B
zgu71|^5!dE2Z>4>#m0TC9KjS~7-zBDX-RUa(2ZiZx<L8SH4{-(Dtk(@&M<K`Y@J+@
zt!3!2-%Syg+S=XyOqnE|HXM^!?|i{><J;>cS2v=eSXRaBVi+UtbxY#Hrr5k*!Wq#N
z%Z00?w?laU?}m#ib${;gU4`#2lU@K3&UH*^RiXtNMa<Xw-6Lh8)BksGzb-CbEXXa;
zU8s#FfN)1Nldx|aQ?HfJzuhdZ<7Hu7SHNe?b-T^cr{UA}S^Y+M$m*GeVEK$v{{ynA
z<jGm!@DN1rk17!x$12=HG&84<9Wo4Ml0}`^Gb0nJ`3Enz<u3H|j>~_p`x4ZPGwKqj
ztJ^h7r(8_f^|nzFrQY$m(p_{NVr9L4D?NSeHaF^^JXl}WAI~pMl^*3u7w~mUgh;zG
z(AL$`j!brN(vBu}TdfbtV~U-R>>I0BL~2W(hZht5u^oI*jTE)X>kh)z2HNNw#68_h
zERQf*%RKMpUbWgcR8$lv>^}x|w__Urq&v@5wyi;7dL+Z|I;*}lql+=}PY^Sn`z?Fk
zqc9+&72nEMALPl4il1O30cs%bj%;-jqrbX@E>IU{A=9>VFLf3&5j$8Ny~?e4kdQQ*
zEMb&Xrw2<%oOFAhbtNQ>R|Bvg9aLvT9(-E-=qsm_;G>v0=h4`#LKnMujnBY*3YLQN
z$(H=gKY^%4`?Y*sylUEK9&0f<jI~dGETynNdohw~UdA)eA}dk@MlQdD;I3*${Y~Kg
zC4?&T;k~pv<!(syumD^8jS0!t$%C&o%Y(3H;Fcm}O?HD3TBft(TU&G6h7}UkU%LcN
z>UqeFd2S+8i<=X^XTs7jQ`~lri1Nj>3R&+`pSzy!7y3PoAIy{+C(;zgMQcIgdKWEZ
zo!XMtqv4*UG>DN+nwv=T#wqyCd+zibx&COotGZ1chNBGSiDlv+ktEjNcT__s;v_3p
zGQ0e_UH)KdAEc(Oc8tKj=?#aqLZgFHaes>2?Q!k#nD?T(Fy$uh*iK1m7Mu^)WO5#_
z2C{Q+RknGNh<qVD62Yu6?|nxX{-NP~t9!Na4*vm4Ih51q+p_ll)++085vcx=({`bP
zp%hVu%Sv1F4R>v^N~@&iLP4?Zn_SmjecjeCoL0B=LJH2esuvco<je(grgS*4@zu=-
zj08SiXwESX1N1#4*IZM&Qu6WC0yy8Kw;wbDLdU9bFA!yz@-oWvqr6m$#}c;ds(QK3
zs=q-nyf9UyX~XU13S&te`_GS8__)HI1r**2ck!cqO?@zr|8=N(Jxh@ujdP@CeA2t`
z0wI_vceOY%Z)BnT=Kq5lo&|DOes$^^d18#mv3S<g_c7oKvD_I#LL<fo7u3=))e=rf
zTDG+^^10xrFwZy}CkL|fmsBNh7a<!mvhVwauZzVx$@pyf9di$zPJ-M93hX!ja+{VU
zyaN<L2L^0I5jRmKs2qF%M&53lfad9XwEd&7C0^tv(lOyD#na^LD&FVY-Je0^5^PFE
z4N33Mmo73km|_n$5<)=%)D`GVo;=-tXdcVb)Al(tuH-fH^YAtF$gQ0L18-XFe~;rp
zE&XTmM>y?^Xx07w3g-uo9%%SX4o!MNc+vmR4eUoDRnT^QCYp4`#1wONFIXNGjM~|D
z9Ta9O=brXa2!fL8Zv9TNti`&QbS#z_@mP4$C->Nmi9`7gM8Hs<EBfi)6X;m@Pnht(
zoUY{fv;GHN<3T=rP{ZkM@UU63ax3%3h$;V7@8jDBO5b3Y8M5!79qm9*JL)mFIF64k
z2jo-DOk&*{)w+C9T(Q!x<$r4kdF9I#AM#c#;mGv~Me~5A`#3TsjRZKgSSTe3m49LB
zeX({gF#Vmkj<nrL`7F^m@cNvYI*D+hW3z==PJQW~x~l#spTv>QCe>=DSTxdRWqAtx
zT%Bie5td)B*u<}$NaxfDYj6iDB!%XtoWMK^Rng=VA6Js61GD*BE`a8&CPPvwo((>9
zmN@r{VbR{dvJd`=cP12}vbvCbqRp0)ZB(A_dQ;)*HD7uFg&!~)px-@Ve5XOia{ILq
z>M-E8TA5DU-=ChO&ME8UpI)Gr#b>R6j(hF>x`;Q%?_rnx*1=8UP8ogVkCZ=2px~-d
z;nSJa8tUmXhKn^6s0YfIpx;|^;rCTh+;WSYNJk`)*QibH11YZUKEo8lSgUZhRpx2T
zZIaS-op}9&eAdR61?+jNE7zo-nMdYx5EQrlMKysaDej!P2%&{u{!#cAsrDcH5Fn)`
z;srW{G!#`E8ckfiz2LoXSJ=PhSI$?zdn;RC^Y^xmI3402xnk+Q)qMZy89Z@o_B<ua
zRsVl*_m)w0ty{L}0umrN1lQmM2@>2TcyM=j3-0a&*Wm6J+}+(JxVyWq+`0FWI;U<`
zy?X7QTd%eEYYNP^7L7T^H%1@5_wS49p4=e#zRl%F@NKwCRcfuumho*u@_;r!-8p%n
zoggD*t-}~6l=Z^GsPbEOB?8q2A=}DBlnF9B!G2+V>_^>eMaPyOl{X=0ma~tHO$d$s
zd~mAV9mup&X){-hrDwuJ=99~nD5^SNXe-Kh#H2yGt2~HyOZ7jNtS0%Ld$%2Ij;Q%k
z)EFRWr9l|Wh$=GEv{rO===2QX_-_!yZfaUvkg3h(Jt~{V0?Vlv6b@&1YPHCYre#pb
z4HZ{{>&?%i%CuaZ9?Pv0TGKY8e}j-4D_X?oYsUngCE16WDpcd)`|R33&03y+N~Cc>
zBr`#z0xNAu1ai}1sK>wVK0FdcQd1vh_}bVLjDDoG#=$p4l|R>7c1CzIZe20W_|$r_
zD21mk#gj^ov4LO<zL!(weRB~Nb<=@zB!84run@}v{|!jED*IUz5>K4(9Y2cL6jwW|
z@aX(kz<Yo56t|442}^DJ2mg^2)`%+8rY>w|byF{j>e`?sdK7`(USBNM?`aTWizX_<
z_By{ZfaW3FZyk7#=7Btb;XT=9^Bd%2!A}4{Ilx;`3J!wzet}ZwtKnAq4HA0W0fs0C
zIn=7Kye4l|K4H@VbO%IJ@aUz=D*`59!UA0jF+HWZaAy+Mai9yl=$$ON&!78rZWsU`
zjSbvM7|H*Mk1RX2ZI#P8WLmGUvtjC0VSJ58?EFdKjSD($o{|y>KtK8?;`+Y=3fR3R
zLS0uk$88K+dPi5=xSc3FD%4z^$j-wKby-sH#gwwI6ErA*<EK$<b%o(i(J7`su*=cU
zz_C|P@4;BOzBXacmYy1sVMm)s=IaJc0Gq>yuqf*GDL6$eZH3lYP|lEJ<n7_g<QujO
znueM=+|FOCBOl@gahcyr{uuSO&ph-0gQH?mkosNK@2l4ww#%TbTfZU5$3DHpT{-R`
zF;?p}Kl-uVrEy$l9o7H_{79y3^73JcFC&inYbB0|RQ1m;#YN-=8zKo%F6DRT(x8Tx
z*lv+fgG7bTfujN#s+SoZ4A{4&cf6mgX6cD*{owtXD-I*F0+-NZ#n}7t6&AWuWYJ*6
z$*$qC=!wbwspOH1I*AfAeqP)rX42aAl9`dN*QJl3wpe@Lpz@<va4T5p6-nA~+qJm%
zlP_jLT#@R=@=uI20<Kf}moTAm5<#lle&W`cP`r@4a`rwN8Ob*{rC4iNKWA|j*izn%
zYx7s5;BSiZ`Gsl8^eA)Ilxl`TlU|Jv&@|a0A#sL>Prm(fnV7jJ62vh_7CnHUFET*f
zYZ&PUttZ#Doz8o(T;7T$-?|SQmbSm&@4C&ap;YWanm<aZ5-~hn(c+v&afJi)nhvoL
zTlw_>WyQ?NS})iz!!*h78#b}PgKp-y5B=f7l)0N@+YNDmLO+>o&l||kW9mh;Wm`XM
z!lofYa%4l^jf090KxGlmLiO`y;qSv4cFCX;SSp3thx%6EQx(&E?xjEdREt+w+Z5$v
zSN<!ws00g4=UnHm`au@%<dd|!O0`RH&)w2p+TDytnds1mqk>i}jVXF&I^ok#lYSg3
z1o&=Yr`@^?>?v#Wc|5;CqnC_f^#tn3tHznZtsF?DdMr0r67p=ncKIRfY|~z8<XZ8}
z91#kZPZO_5FrmM};Ufk6s<q=KidnAopA?SrAaTK+^z}|3{)!c`?6;3Q)&8WHxn;VC
z6i=SxR3G%ik`8A|T2h11#Gt4>LrV}^-W9rm<kF*imG1NuBL1R~V~BTd)Y6P%(WmCK
zE{I9IQu~6^r#~aK_{bFZ;2Pf~hNxq{{X0?8?wO8SIs6!yk`Q@$TzfpV8mklh2GiY9
zOHN3uVKfG{*A-lMpsVl0@X=zdSYC;IjP!tNDuU{&7YNeP+5ad~g(er$%sGuF(l)c=
zqX+O*I4Z^R*pHQP*jsWa-?Cqg7z}&Y*zoNy**tH|GLdSC*9+=<i)<{o(|>nZOpY(>
zi{A#6PR9!w53#PdZE6*{0ixKlCGYm3=IfsNr1$s~a~Ho+?@&cEazmulyrw$;2Jy~#
zuS5SlDYvGx(QTx{7A0xYyzQ!#{oapjpK~5*2uP3l=A+6K&*+P%PHd+Rohvq#=QT5x
zNZL5ZKVzgZHmoUvW<!K>8V^K-IjiGW(tova+WOTBhEWyM0&Yk-KI~&$^378=j;8sO
zx8l7G)n8*Z`oqieE{F8g`7RQMeuD(pfXR&)DWK*(&dKrNSbvb%0W!Fa=5J63>K_JI
z-rXvcukddBuMbgxEVv>p476)~d+7=##1>T7uYBvr2maJVN<NqWX!vuM4ntaAGNc=f
z|6aRN>FkuGwZWx8cCfp#%7uL)Vm?-b$p|k)i@BV8g64IPgSlS4_wIcRCN9NhOf!qx
z!cB2)veQQGCodInf=<tq-BC&j|2{0Q@jYa_l1M8fHN3dyeob3shq8thr8sV2T^@<k
zvY$$Ug>O?+;?-th`UsaJMVo@c3`xff?o>58a{LqObZd_3=x1(|k}8b#49;=6J+Jd4
z#jV^by1JeD?^J=q$yjEj6*L8a22yII{PZXWdlv=JIydD3HxNhYcDJ^Ohl#=T_F6|-
z{D6xjW1qH4l7zTYdBYb);yJ$${GbgazjR@Yn^4t7;9b)Fo8ixYbi^2UIR}3^K7W7#
z2hikJ*bjJLQR;Yi^4$>g6QI3L-Q?%#H1o#)1^)P-vU>VaCWHE5J=4qSuCYRe#1YBQ
zA*2x>V4P;S^_aLb4rgl{bA3CC<%QmsB-7>-(_+_n&@-zv@gS+VR9;t?+dA3;En|PG
z-BID<)YFUEE_@>J(=L+T=m~dl5=>;KPO#C;KQr3ln9s3%Q<8xPp>Ex#>i!$#Z<2hg
z`GtH)>bWB(VZ#QZBBSakB^J7cI}eCz0BCP}C-N4gtDl&zUS0ah?DJ%<2y^ZTN=_Kf
zXW9RPq6gVjRYw+QLn!l15_f{xaea>UdPO~k4x#b43##Y0l`qc#Lgx`y155xkEm9oQ
zmwt`0i#Os4#)aPuK|x&>6VF-h(^icK##<XvzCl({<?IhFS~*5^G{Bc@u_Q8mkHP-N
zkn_g+p^WH3pw4A7!Bky@YMLSL?Oo!do5PNmBE-73xpE?=m9rz$0AzR)4|T6R?NnKa
zT^SQ{QH9lw<X|iMlA@d_-N+XO%h-#&-=JDi^VJ!7mzx99#t4H1SsLp44F(=l$hm(v
z1H`Db%x-URG2tKVX>;9OO;``CQ*8Xc_nnW%iF9(IK*?f+%0}1JB%G6B2X~`iH^Fg?
zfUMqdn2o)q5}&(1pSb=b4T3dY^ha*C&B9h&Pq&Vi@f{K1wboz-Bg||xy(hQ=*`Y>3
zHZ$}4y#0f3yPNA*uAGxWx3)~8sNoz<0{Fgyps>-8s49(UaQ|D=bo&f0V5-9T3<j{$
zY`BBtw9ECE(1rC2<X2c(m@gd;o*&Jy&Z6?^{$bkp7q6`UD0Ke+aPMCg{>su#TT(PV
z(Rt13lL2Di{Bh_Wl<Qo6gZk0cJcKt7(yT?0unD*A0OaU52wtH(^ZMmC=>7y4Uj5s}
z42&=LXMit<_TBq=FA0nyg8;PhB<tYEl3io3DI`EgTD&Rq2=;!y0|sJ$KR4^R@N+Q%
z`vOJz{g~_=H_Ij>$%>SHzJT91bb5*crvTTy6aOVrQ7~p<Am9EYV8rt)p9uYhN{q<b
z7J%HxRO&Bm0zaKjyEwEsMf5A4mJt!S$Oz4Nkh?mX6bd06Hdqwx*nP}*bYNkgkgsWN
zn583au1hfTQ(B2^gDpOec`*77B6|k>FdYGy;j@+_N%#L%RT4E`i?4+l?T(55J~{*o
z#z4dOLgfzwD0dt{)CP2Wp9ww9*^N{o<zb$j*bCcsTqJ#!SqZ+)a%tClK>^p=N&ajr
z<4RA!=m*MZ9kzSoS93{vEJ>ahS?-Tji=TFn#rw)9=foNe$D6~b@>Ks7`Cf%%yW{bF
zWyc256G}y7qfN+C@5N#Dp>nfFgZvmwh7(b9Ne{OpGsH4!HV7IAs=(|QVcni`VsrUu
z^iip)o_HnhSD!WWaF4A0h`eW|V<}1PFjH-%mRQixUF_6VnKUfav=7&7&#XL_5{@y{
zk;Q1lKq%>FO(>UgwnPnT>E4yjXc(b;i@e6_#@SYk`lru4`|)C266vdvJhuD<Vvc$V
zx}sHiW(G2?M;!`b8wFAdl71)ZqIUIDJ=RryC}0X0cel$vgCT?RV<Mx*7OW8_)b|k4
zaF4lZ?&To2>gJ!rKS^hCp^C|%VF+9gHKjvYOByajU95ApWBOwd!<#G<d0Lb{8qd?#
zy-J-Lw8lA(u*JULVLTyXplmmVnquNHUE#49-JEOvVx`)#G@F+lj~!_!-^S)nBqv{Y
zAGYM)4{7>KZZLRw91F^fpeAh+CKpCz92?)UD}V5|f>Z`Ptp%l#vZ$H7wo!{nt@q2R
z@`IP7s-{bja_UgxiH1llH_}iLK<(TI=&@PI{Ipqy(Nw@EMqVP=4Y?OeIa`s<YYSNm
z%PSePcj<Brs1H5Mgv_e;SiMR7cJc__uRGR}eID)xeCm$dRLrrqD{FowzgnJq4B^(N
z<Y)-2a|Twom$X^sl*A66gw>72Gu50(87dMV&GQdLow6`_)`Ydbb3sbJPq^2xbrUG!
z?6poU;?p11$*-ECgQNoX>)(~y);Hz<YU@l?!YfSJj`qj}v~>47Ud#{&s}_S^pMVj=
z#OA~U7C4};agD2OI+m<)+PWfRlXntFpqu7>or}UG#N)!dZ5=eWkQbqxmPIL3J$=Rx
ze5`72hR70_TPC&0&AbVT;15+%D!3Nnp)$%R$ob}f+#7zV>?t@!$~JCnlvWeHgm|^!
z);yXi9Fx*se!}0E;l5nvzn17S5Qvp>J%17nX8{UP4Y7&WtBx)6vZwj{vZduiRq}f)
zGDq*P3!XV<sHRVD-B~!uOl-xKJW|_xxda~?u04I)0BbY;=-zAtfk4P6?@*#E(sl1n
z?;Bz*BRg+2z8%qa0E7TW_=0VzWMx4O%<VYdLwqxQtKP2&3tE~{J@k*1PbSZR{3AQ%
zxRf;OKk5wrRrjbPs{o&!)XaPHTe*3@9SnQ$DabXwJE>`jGexJW<35n1WBbvZV+3ar
z(ktOmP~J@B(-I+_SQm%1#M9#B%;|}~)qU7i#&98IPFrm~pnAnp<m-Md$xL9&^>WNE
zJp4J4*wTtpc`r&)Ak}wmpMZf=AuJW&-oL(v!ILJkbcXZ8548t{r?|mM=1q(KkFV*;
zQYu#kH#XyGmGZ210?@_MN2yH*m|m2%t*shHBFfefJfAfZ_Hfx*pYmI)Uy90OWz27A
zJe7x!bg1zHTp900)i=^y4X2J~lDHMi^-s}}gfYnfZSwk`aPNd{?J>$k)P7JS6%>@&
zy!Rd?1E47?NSOz*+VjUF@AH&@JG(BXNE+2GbDMUJdurI#vVa8!smMflwK)?aKr;R=
z4cJ8&f**6iXmng)x6J3g#uhs2t1D9C#z^u3ycNSant<l|`2L+8XN72UOv1C3!NTzB
zy>CuD@PB!t;q_WU?U+?%20JVMvu}EyO0sKQ%v=Zc!bOj(+pHDwQi}{-A9XxF#+eqr
zeCa0*)f;tcs=_dZkR9a#t@4z_pPYXGxD++DWIj?Q65SyKP^=Kfv<jO&;1Y_~1MULI
zQV04zoD%=V^p2#lA?ye<$WSGsxfH=)^3PYgJ1i!vyCfV!UXC9X&n058k*eKP%lC4S
z!1hVb)(T_Pm?N5#u%w41KgS2R1XVE7uQh6G|0Ns@AiKWa2a?*&(h!tcm8oFThk)Y@
zn)u#FznObE6!*x&Yp^23x&I$km`B@dc@f}Cdpq&^!t8Bfu5<kgd}(h)9mb>@-l&Gj
zlX6E6o2~G7nhqz(b~F<0Zo%T0+!uMp_N)tdK_;YOrA0kkh}0~xM`z!{zrl^lurSE_
z)hhY_$`oCoyd(vGaX)`R2D+Z^j=EbSpfUj3&5oetPr2^g#vB!UF~~|LWVnUIB_>lk
z2pv0_hnZ&`;2?{NN~#BrEn=R4C9<*SLF8m4_u?ZyzJ2XVS<`=gJ*e7F-QGM?3!hrb
zfkCN&o6EF=I9{3t<i<K-d$R(UglM7%v1mgRF!yx&Ytoj^6ZQ-MZ%+GgQq!b^M=t4K
z5dcoRkD2J5PN?^Rfy@h(1n8jT&nPd=ya&c_^t~N7jD=u`d{N$*EiB)8Ek_DLj;NEO
zmbRKDANFm4PH+r%mjirf>byLukKS<~((ORFRUJ?VzqBt{aTL>Wl8zNibsf(O8D$73
z#Iu2BcxUMEi)#Sb-@9CE>QsAcHy!e`a1h)!acRCFTuPiMLWxp>3I=79fz0$RkFaEa
zivp4B!<a%#<Xyi4K{pe_Ek5oU9n11JZa@f5Tf)h<$|t1eR$rD9%hFa0cX`7!$d_O*
zC^bF~H=rdZtk9g=H1t}a@S>EzIZvrsPj;mWm}w3>E}papW4Mcm=gnqIx(0k^BqpP2
zF&ofSZu|i}BI1G@m!Kh@kugncE{Os<5<ird$A;v@y@<klK;Dvi9Y{$zoVD^d8IEWz
zL%w&zy?Lgi>>V<I%tRqU#q}!~Lt;PFHakg|!WaiUm|T*;LCgU5%Ut0$p>+9S%HdVr
zQ~e{FMSSQc<}f=QVBdA%@K>+h|LEPoh}g1ud;>h+XF1On+OhNgHwX$HqO%jC+08<$
zQ6GeUz_)#Pn0Qe6`3$Gejqr3iwmsx>CX+gxpkmRpT1G(mbaVDo4&cv88^$C}-H{2)
ze)XgjFi#O7m={YO>4Pi(-D1^OE<LkDv1~y;7sCh?nH6T%8hwYsrRAAb8-d3`pn-w4
zL=2=UM{&y5cYDCgg8u6wpz^gUVgMnSbiU<MTZI4+N-S@_B_a@Z(0)H#aYny}Q(z+4
z;$x78yIm|T=WITBV>%zOK<#W|1Q;ud{GHUOxjOL@FNypNGXgAKVTUxSKybx|>iq`k
zK6>9U@)MB%yH@gl@80BDo$wt2-QO%-UQ1O5Y(67*Ogs`_K+Jq=XgjRdXEetjp**9;
z_4}8~l>{;M@4fS1%LWaXr&l<L#%v$LYP~*;E)*=m5=XZdMW;o>euf=)Jq3!V&%Z%%
zyvJaFfG3kH`a<<w`Gg=0piB{tSiF3(b6eti-`xh4HwCy6pP2yLkQx{89u^#(UfihE
zRDef3uU$Wso9D?S3^y;r5x=g*2J*eei&^D`I#?ihK`A(wm~Xz}yw#w1NFS0+IW~&6
zipgUlnf0ah3CXLjrd($NvzQ4{<3t>>FfD5v;nx|mI%tz`Q*_mPQlI|$=8vX^2xuY%
z0PfFJMb5+kZp7>m(Ve*;sSX3z3Gt}j_0VBlWP;L*z58ovVFikf8fgk+48Bc#m;C`7
zE-1Kr9qz1^t8&>~XK8qg#F>N`FF4=L^Bd~Jj9k#KC5JkvkkRvN6g6deUqx?se6Uh}
zwoAdb(rn_IShk`!pLIWZ(r`QgkUmYqX#6M4)PEF{|8M7N>X{+Tt7L&KO|bjXxp9w5
z^zU6V2;i2@QSPOAzuerj?AIJtuW_y&B^~28!0$oSRxP=C(wKIq8JyCLBvO)Feu>-3
ztC&!pxz&)8N9G)NjN#fYdYapuZgm^gc5#T1@8314M?&L=Ao9gHbo<m~QU2@Qso|SQ
zg3rU5LSGICl9m)araVQ3P$$mD)J2Nf%i3gmIjv&_S6ANJPr*>syvS_1)Jodp{{8D*
zAIh&ZuO2xc<JT0$y_Li#j2A)QCNcv&fGFyT3x}k%GAi{-)Xl$zT2ZR0EZ1of&<t9F
z7d8vD<cD{y>6}lZK_Z?Zl@e2qEn4Qin(D*YH;xn3o`@f3qUdW29&?_O1UvXzc*xAB
z#E{G^Nb~+yrO{+uHoSy2@ZC-$zv3rMF7RyIJYraTALkK0aZo{d(cenmpdVT493>rm
z{JSI!BC}jXN4ya>uYRiYX(7E<*xH})wMx5ypT~k!Cy0DH-zY-Jb`bxzBz(n2pHljB
z-4mfb-_!lmd_yorBu%kUqx>*v!fmuMBA~4Io0O0rN2QzuTH)}o%|^ut6>`Ety^4}_
zZZrs9{cFV$TC+rAMYw+OWRrzXO^eM}zt6M!*(t6j9Co&cOF7gZ)oR3>8XPg1<Z)F<
zqovFq?7>2b9p^;5YO1^m<(r+}^`|ai(wAa=6D;YWC@5+3azLD+3~?$s?K>TIEn`YE
zz5yfx?>xW<$NPz4Ax9;>3+SJJgTw%y>jBU~>t!K-`5T;8AWkBZpYB(5Bt=$TCN_S8
zp%N?g?P;%xBA@M7x&6*QzN5Y7k1|bDk#nz*WO35Ms9s!$nn#*%Y$l+LpgIhH1pgRq
zZ`;k(M&{clqR)|9FtWf1Ft}CFVA;fJ#X*#BaDg1b0~ol%Ei6j7{Yp<j59<mN7|gF!
z{rR_V@RtJc@<qSiEcQzru{b(YM%E-uk}w{5&-+MoE}Pp4t*DSPIyx)VO<&Xz-DsMq
z26+k(KbjH@j`)giih0>oRQE>8&jZIQ4kN0RX)Mc}8vcG8wwc}%dFvjp7Wo&`rAyLf
z5O14_@||ZrYR_C1v&WPNRE$jYFn&n7Y%?<KMA~acg;+8#=247YvU-`$MDukQbOe@V
zFxRDs<tB$1DhzBYEs=%2gNz)YY^souwM}9ff4W8A9vZ2dP?6kNe}pG`+OtThNb2gi
z!sNRho!jPpW0d$Cg!)8qiY}*Zd;0gpYwyf=B}dD5LPQS^qRFeU-UmyN2fzC70w7Eu
z$RYl}SjYZc+Z+J`a)qUpjD}0I!C7ST#PwdT7NxW(QoSrRV#~L16OM6j&L&}yLY%}5
zK&DaSAM<09C9IQ}=~2d9aK=I;N|}Mo6ZeCRi-p;a8m<S-n1dyMk}z0qknlBKAtxP5
zr^?hc#TaHReIyWp;`H}b27Y6#P>p-deyMxf051$-D<wtCkD{+8;1g_r*W@i&$vO;F
z<S>Hoe<x=5PS*(uxm>v5;4a0`NH<gn%juKos57I%#B9ps|67Sw)=d`Zf+qcvK6G>P
zw7wYGVS7hL#$IyE=Dkq%GKN;=U#_+7ZS&W3zFODe4dx`uwV<&96Vg*H^lWLGC6y#v
zkEb-3lq>CBa_2`JENA<5EuOxfq?mDWmNtW;6<S$AHEmvyitINUif8eRe)1pH;_w7H
zV&fv7RKfBM4Oih~KOt$7LW-4oHxFA$_OwOQ1LN}9P6?75wpyA*d_TOQ4$`C!hudP7
z@_H6%dzMQ3L8do*qj#?1MRNHz;VjL{>O0qGNY!wNu(9fkw$;@#XL%{aTBh*q_^X};
z!i44Mfuly4+jXb&;zTC-(h&KqbEC-=EkP-1mF7gjD~=H~i@d5?Ye)fjrXlQ3hy`|x
zk(C3sC8ee|agvNxF{CM0+l*ukw;9!1r66%4(>KPA53vbfrEu-LJ{e{TUc@;R%xU4Y
zY%Mp5_;sR`w(3%KR<QM~5w~94<uoXdO2mbdQU+s`Z}Fk1tpf##Q9bR6Dq62Dg0g2+
z;MrL@X;Y%9RZhGSLiq@?EKLn*@SNRURr~3>ysdr0SHT2C%VxseY>WAnyR-(USg6d_
z;F3%s^{l;Cdg&;Y3x^(sx<s1qvR%fg^#U-nPEQM!2b`w`ZH48lrQw7)$V$9HIc?Yj
z>v@k^PZ@y!!I687a!k1}g_%X#$)7t~?YCM1y!-NrR|kL|BuehUGU2ie7S_moI)nj7
zN`ThCzskS9<xItT%721${40hm9&^kO|1}Xk8BQ!a{z9PePaK6GhsniT;(5ZlL*Bft
zKQ2q7ds^aWNzoAbu{?Orrkrp!Ez2w4ZT`Ir=TtxLp7PT*KcN9{HbaKMd#`ib<%Cm>
zc4T+=SEa4lWLC>ZDBCzK=NDpDqU$-ppGblmLm%nOI3EN*E_{}0xzEpj@f-6xi(FMT
z@jU^^(x*8*A|xR_r=)kbH0TFqF6E=X{P4m!gtf8|+RiX9aj&G{j$A+i64Zv)dWH<3
z52CN$qJViiBFOE}noX3f6zy}%Te%^ML~&)ZPrYxU$Wk_M+sw7(y{ng?uWG`PDga4d
zSOo0q`PBQ5s@5HqEH6Q@?^GdnqP9wKwX-qP8I#L<tG(Y*<|{V(o))?oVmq>v6#Sgo
zpC$hV+lgO8=+~|_Un$?gw#3+Cz3=K=jOU51{is)+bqXwfM-5e)npi=o@2pj!`Yjq-
zS?|^P?f}!R$1XrqCsxVRT9+}to82f_jXd8{lcY{fEh*_mT1<1|=!JdBA(hA$H6XSF
z<bCThY(xBo$R)Kgm+_yU_Jvn{7ck~sOnS#~H1Oun1DsAz%&$iK@`~q|bMYys()<2g
z8K4u}L;e`2{Yk1QcQ-=3f&S=AS~Ot3>sXG7$cmmwX*c@K8TaIvPi3Z~)+&+VSxs6X
zi*O)`ZH-U8&ZtO6|1q>(VNOO!3-5t-bD7U99Qoe7Zatu&t~POFMWmaBmY={D@Q>B_
zu55bcU9*=zny1_{PuzlerdUdf)^kyU#Tg!Fq_8V9JI{AlMzmtSdIA37A%H&tA2LsZ
zenw!fOaY&5*QJ<v^%+=MY+eGRUhP@<UWgTd4tm!6eyH3Exo1G4(JU`sY)2Qw@K)GE
zu%s-e0t@zFsD2!P3Mv#D|Mu7YyK-HN{2vzwDyY1_t&jgVk44ry48O*x!{Y@z-8K|w
z!`VK<v_ZNP!g#v!-0mc?A*qY%i?d9rn<Ibj!RVEfhDOKIO!G9K2<Il7M{9cxOKdPm
z5_o}mp+Orzdz(UG0td0rQ<@o)pnhY<&1pq<;_~2dFc(`iM*n{0&9t0To-J+iQZ7`!
z>s;?CcYc&~cXJf_F{X2(nUxj&kFI+(PGzOSAQrqv%x^J$@56H?o}H29v<HwIf;vCy
zx2<YF;s1D^uQYdi!k$|<eG2!Nto2jfPGONn7i(JLDUF|H#(QNYPjTrAjC>QaoWz?@
zSYYl{Y=vMah8hjB*Ibb;(P#LXh_$9Nzw{mAxujf1sPK|D+k?d!UoKCq%MQhWkD-#O
zV!Ic2H{j`O{p2WF>{p0}h7a?Im4UZ3MQENeJ$T{83EgLeSxOhP`9WO`VfT*HPZ&Q6
z)l2Tw4=4M_oS#JUKg`g5NMtXFP!bHq;u5X1Q;+ob&hM{Y5ka8+Mkcb-bTejtn37&1
z04e@K<SQhiNgs6qCHy-*&s|TeqMyi%v*vE54jELbHbK@ok?dRHr{r?BnLkwMH`3LQ
zzg}Ye^l1_OY#B@Z!v7njK6{B&XXKbaWM)I3N*e$|F==yH16?py{VF-4`JQG>HF1Hg
zaIUr!smOFlD>(PZxS`6i%GM#{dvV~lPB>@3KUuW;gZ>d3`}@`6<=d?mEuy~r1~-=U
z(PrpEve@p5F?=C2GDrNIiju8q_{LFZlmS|klI9?ya$c%f*jTDbk`Dkf1)`QQ>;!<g
zjD2w6m=5?A`4WKQ+%uoBSiGNa`1+fvsi4yT>BnUqDCS8^{n2*}58eu*iDHq5q!9dQ
zG-$3j&@JXv5HThrvLdjMnSXJvg^*GH#OywU>Cpw1u)M$}&8TfvaFmjmj4?WVHCXxP
z1MFO~f!(71a<HajrBa#X#CtPktT6)`wlrAzQXEn;L*!z>l3ev6Nu?uDcqCPxlqRYs
z*4Sz^&;1+3i+O%Sh=-6(&a%i9Gn#+h_X4L6nx$x>TpiL0i^!OVnuA6N!DjqnY9Z8k
z>`%D%E)AlDy4N`MTq2z!GBo!cpKc(=d0V!`Hr)Mj#fHJEfqI)Ab~+r#_d$HPIV@x9
zYwpjD6-!^}2~|4<Y*rx!{TS2skF_da$T<bfd>S<c*|-dRXF9g1F)qErE{oCj$#$LW
zTHN9e!zZC_LUv~Znyq$I#UupCf=H6zwrh*sy}3M<J5;ZzaW5CLG+8%ftC6|$Y&V7Y
z#?wURh0(+oTDw?5CXy@`71T+#Kj}7&jB!Zlff8Cp*0_`}M#=*LcoW#)w-e82E!YsF
z2G;v~E#4WW3+^y%XPBo~hB<zZmRCbSEemFYUU$YrFX|*1(tA)bvfo1FoW49Q@Q}i_
zv2EZ|d2{^$mreh@_DWX6XCtoV+j6ZgitT|tKRP#;V+lnu?$?vM1vacNLE(Nas#Y8~
z94t%9PH`nYr5d#t{YNDynG6FTHs&Kh#2YG!S~@yr8JIt3Dww7Cx!H;&1MoEV0dJ@_
zxBP$BEXqOvN++I)SNN2U*C(QF(HF9NzMD_xz#Q_xJHkOx76ziy#qa2Pq>j_^G~N=P
zF&#4KZezY7u=ZIFW~t#F1&{Y)xs`!LltSIraxi|b8}3$i$~FJ2*oSbUWOs&2WVF|y
zkIF@rM1$k%5+{ITELWlCsyK5^f-?u{w-WXIGIi;w-Cs=~Nng&>7C4I5JWIf4Q$J|x
z`Nt#;O1scy3_Ng7clN&>1<xm9G4_a}rTS?bD-khk$|aNK4JD8nWLNYPP%LOppMIjx
z`$%1|`m0M%alI!Ivwqz=<#cHlv<N>`hNz>=Hj~qdpnQo~Rm9U~F*{y^&um6jH|7;g
zff;_ty64QP5?sc-oXgVMw`|RzN(gkfk?AHD)S7~u6wxnJk>J~yT=UZc&DPVV@$Qnm
z`@*HAwTCDL+EHm~tqEa_>zUr^N&)$NnKc{X#Zx;eHIgHj`R6Yehsh2ar&76G0zQTi
z=c<G#4=v>`-}~%;$z%;ji=yhif&J>UUp!7TU%Sdn$2vu~Nkm29DO1kF{491BF|8q3
z6BETK3r%{gBN`M?JQZ$yHdU=G!uC)9AEJx66`-?e0^}6y*<h9_IgRk4DS&)KxW{N_
zYeiQR5X-RuxDsHLYr7(cbX2#Kn9s}ib{PFAZT+<iD-E;lubyHOF>N74zM2-Y`Qv9)
zbWBjE0pM2F9=5xC8CaUl*uxa*#6>^+po>IRcbVTBO&g~!LnK5DMZzEsMY-m~%Hq@^
z>B#9;D%q00mM~_HnL$2lm9nNuX4UhibFiGlLxTL`H|VasttNmeKq+1~rp4MkD)dFc
zKHL1G%^OsSf|XGrXtI~Z&H<U?EF^m{3eEZBmiKwd%rrBB^A{6V15@wTG6CpjEw0|g
z`}_Ve{TL%91o3`OlPI}!r3w$T!lgA$4YAmykoQ*`XI-G}>nwOT$zw#W2w_wMsNE&T
zG0O!?=WPqehIGBUw3S}$R?CiWkkB#>EWFuUADLf8rZF2<p_Xf}hBAJfP(kJAG%;TW
zu+<3M2|r)Ku4>v9Iw7;n|G5LtpFq+7IU4w%Ol$rt6cHn{^aw_}_F74ZQ8x=0u;Z_Q
z=u#~%YN%q0H)!GFqzMO-f4lctkLU~e%#*NGw^r!g&$Gz!ux-9g`poB_lO8(kILjD(
zCcuuVX7{2d!uIM|Av?2`DNCkvcKPv@bq;lJ3q66lDa(M6B?d=L=p*)r$hw_&o{RV;
zbC$ETz;f)pF9Zev=}x6$*6vGn{}4%#GWLgXe~r!K;ef{+`>k)6l}O4SZDBW3e6ng~
zCtJ<+kyceDG=#8(30RS>2ulj>xrM|QtQ;-_s(^E*Q?jR}K?AhWTS32f{WO_j)Y9#k
zX%~lep57Z7B1maJZ;jp^SU!|b^C3zipwh}EV}uZlx%Pk7nh0aTQ@g3LKo}t#KMs_(
z$hzS3!Gw*Io6A9@K^TBXLUGG<JKTKv@^cY}`dFidc&mt8nq>B_YG;*Zs>~6ivA#C)
zXo;gfC(EF#Pw8^PcU?T@7Lf;Dt!gCe7!^QM3k!5KFd7K${8|LwY-5b{VVLM3ODkf`
z-Tnso(Gsu)mr_j#Y4nYUZr1x@CsMV}>BHEMxlSrO!)3)vg9re#O_5v++k)?^6l%uK
z*ou42GLSB?>a=bJ#n=}9qqb~c?s;$LqE!;{=-V7itq04LU_yJB@Kj|W9uU+^%u`aJ
zzPW}`5ZSLhFXR>Vfpq0(mCLE8_hXJHv*8$bL*#@pVt)R68iVqeb|OD5smkz(J?2AJ
zE+g5jS48`i*ZmNZO9osIHjyP(fvc-<xM*<#c6~nTFznl3W7U23#o2gEHtarZf!IW6
zXIY3A-fuOQtlTYzwvzdkVr-*X14*wS3*x#Nm<`Eirv?oZM*WM?JU2CWVqHQs#H*#m
zs80;`kdyOztmPuV-&-h%XR7fML+)s$I!Dn~<I|czMG1|YLiVn`tx8L9%|{7otrOme
z{4sPMj#Nk95lCw(;99VTAoD&ELI~y<j1j|A86wqpGvw;Uv>=5BjVChyIteuiu9JUx
z2)bHPYh|-}K7^0um2cNa2R$Q9LZ5h{{fwl_(kT8q<+t@UV)?uE>f_8zx6?#P{`Q(U
zUH8dno32kP*>@FE-t{+kwV`XTq@SuJdXgv|0s{HIDkVnsUiR(z+7(E(TYk^{4B>LP
zKJUZnY2O2-kSH1R?f64P0y>CEBAUr<J0sx@FT8J-a${4%9u;~+795BupLdH+TZ4{R
zs;@Ifz#@)lSTk^g=xfT}=_ik`V13O95iVmxW7EeN5m?>4=Pe(ua!Q$~ui|uDKL*<k
zc#)MT)07ij7r*O#mu>Y}Bd?u``Z(!zJ-WzY3nsYM5)C46OZrM=trn2I2=#GDF9Q)|
zO_;FPd{$g(o?<?RfC+C!SoE`C&vU1A<NZ<_O`Yrd%P_D+6WF}snnLBQZzDf$1MTj*
zyj({=(e(h(>9*(nK_%UHe&_+a9IW5ZCZv`edQr`8E|cMMHa=J2ehoXNDk_#{A=xH(
zz--!SP`>B%KC76e?X+*m=ABcXUeY+O^&?Kk-%u$yPNC&&D^`Xu(rE-IbgSZU^HmZz
zherhX57@}*P=4=p$30Hnu(8jOtywUrpRFA-x%gEb?oX0MBu_J{h0A8B7o^}vGi!25
zn2eDfubFEbom*T1HzAX$J!i=HY1Wx`)QzhATHWDT8ZNH2{t+ohsubmr^XpUjWEgP(
z%)Zw!%}nhoD<adJZXiEY@tG8^aWZtO`A<O~h}nC}*||;a3Z0|@M7%b`F=8ayJ^&3&
z))Ph#&Ij2lFA)TlZh51!tO!peqd5-X*{ff>=zL8o;Y3L9(t+r=_djByN%H)3Eqm!z
zT|YeavoUJ43C-Z$Ze|j}xUINz_CxI1+D9YjHMK;sn63{H0eS$Jobwkm0kcL<tDz_g
znf**!=B{GaB(vIT>_>v$FE%m^8`q7{gtIBu5$-kx=3s-td;4?L&+XEzn_g)%%ye*j
z6XG3Vrle+PWGg~VJsw$h-khMeA~iEvGx$O+shwrUM_vzBfeDynMdO)TvoltilJV;@
zavjHs(W#7YYjc_2n-S79suB}Cvj^k)sKe+2F+R|uG_rl05hCuHHQLKr3S62zTMR?P
zQAq@DQTZSTCtQ*ElyEGk>BMLekA!QcY+FD6B8@ILzGd~}k+{)M6FnF3cHRj_X3fx*
zg-5J$dF2gUn%3BgE7FW-JRcp?DK#?Hnv<kW<d}`VM844D1Hcg+XtCv@BH5KTmOVjT
znL;quYCZNH%rZ&Y5hr3$F}7qL8SG1TP(O^$p=N$k5Q{i2S+nc(2Qsd&KbD@q6-IfP
z)1<@nHZTe?U)A3kqxIoMB|*XV@TG$s=C$8XTT-ke*tEEK>F}}IXO1^hUmw13mB6#c
ze4So>&HwS9@~x8(6CZEFs#+-KJbBWqE<aw{b)+ez+ux@CduQG|IjY`^ygIK4D&qgV
zV1o|-1`PZwkKKUpq(2aQ6}gYN*O#b?#!#~hSuTZOfhj;yEcX)et$zJ@w<3)@O)-VN
z>YGA5$sOJuD;Qwjq^WDl{%i^pH`ELF_u)+lgKCLxqR8ACJ6KP57!og)FhL-HvmC({
zH)fn+fsOy@+2B|N?q6S5pRSv>%2=%H&q9;uRl@hZE&Ek&6sat`+<7qU!opazmbNP$
zD{+>(FgiVDqV?%TbLg5%9+vQS@sRVjy_BX8x4Ic&;~rz5_sd%Fb@>GRXd>?S5xZrS
zUKPp(lBQ!|`@yD4`xaz%`Fl;vm;-br4JpC-2ew~(D$BD-bLLIse@qo1IY`9iV!t4i
zF(_Uky6S{_VQbcHYnrwoNZaW-_0ODm(zMMv(uojgul2};t)_?(8h=LPJ(Tl}x-U(R
z+d>>ld5@SUf~5*iW4*#wg*dnY5qVpOd!2I*1^3{htek?gaUN_Sk)~trOWsIyw2fcl
z{+x2d&<I)O(19XUyr#L_A4}{TmcETc9CG-egnn6GT4Gt>Xp(6A#uRIhR)|p48fA8_
zl(Tv-l{x}jE{Ya)S_)DIPm}~&1e;p)jY`5p)TZZ*c3po&RknQ`JS!ZLjrm&Az^1yH
zUcd-kk!c*Z@gqhE?~hgWr-sl}@zz>#y1dwrR{4!dx<e5P#^QGnB}EJAST65@3Zc4o
z${!d71^bI9+te|{u0%EZC&+l)Yy0FvVMOR{aaoBR(rq9ak_ZYAIqN}XR=AYdY)fKK
zD;vgR#0!>)()MOBE}z9ID3_ItqzKF90*k#LryEUDaDQSF+84C7?GZg3GdMkiPko9+
zz4|Hbj6veCK{y5UQPk`+d$xX($d<^n%EpCC!gkXxYh9nngGbVS_@8x~?8(J80+kEg
z(zK)4t%ZOsT7tY-7ik?x=O3Z20*Pmo25y8)nSw@TdA#f_ByD<}r4><}uz9CMQR*07
zYjzxtn_@>k)YnYOy4Ko;&vetDKT_g-3v7A;=qv&D!q1XDP2kzZB<JMoqFoo>bYWAO
z9J2*X%sVT>McpkHk$z~{fgLH3ArW@h+wW4g7SzMO;zB-RG%chTrL2VHepl<Vtqj#_
zOCO>o)6TV0hX$te+b-H;ikO%$(G)-^iyMfIFO7v}OP}HlY-}wo19}gLV_EeDAZ(*X
z!azA|48De{UVV1fL<!%a$gEb7cctrqw#~Ju#{^ESUl7ZQU74l@=AyJ7j6Z!^pq7AB
zpt-p^#NN+%Gk`wm!INipAL@$sNc)4x8%~<x-Tf&)#<_=-#hV4&w!El2ab=zX5Ed!7
z7lyhFP8V+~&wQp0?Fd0fisABA_QxiH7aIBdo@TAPbKcKQd+%e*{X4KHc9pg+f+F6K
zz-~DN8~0#GZw4`ZKKAVcaZdEkH*mrqEo&}k5it;XT(G}LQ)geMXD6x#mJg&NZBtwA
zV(<^WT1ZI2^)Zi>;u)%LXFj+U*~s$dvP2kcwo%jZs?l33t9)ilrDg=}1X6o8!+|`!
znCt1Nu8d*~^ws8El&;|*y>X{zxFxNM%~6+y5lYBJVmYuqDzY{*$J5&JrwzpCh(TW&
zww>i#ysueQL@$;OmuA*oiwu_Jv1d`M#D}twGXJrvu$baf0dS>JfU{>i4*=-}KEO`R
zG+b)4I#P9Eiu}8KVuO@b>{*DoG{~}-__&^j4Y3@mpC*`ubrN|7;4}M+D<f#v%s!~*
zoB31cP`zmvha!r}LP`stm#)k1DP2y`#gw}znyx15Q=!>3y%m6ar|nH+;U9<>G6a<|
zhfx_BZD!%@X;am@5E0-NX4?Xj;Yq_8pDq81N#!eUQ!<gCBSq6M;s}F@Pe?8m+fp+h
zW~?w_Wf2^$cb*pbh$6D1oR^|~?~+2*xTvg3#EKXC6M>bB)|yxExiaZhZ?ysHvci%T
zGLoR-Z84)?<bX6)g|-duFO8M_*2xvokNr0vM_mt794o`=&W!6KtoC(kBc_rx4GjUW
zk$eIcjEQxZST6WSD|HU?XkBWN*4Nekddsuiwwka#+LIU|gxjol2LQr;{hWzX;ah1@
zVW5VyC$gjg15YSTJqqT8EhSSH-ZVB+*aL|xA-KGl_eCZd6+gu3JR4O@?M@Jmt=15+
z*m@8ZMo3wQ>-J`y`rAN}5|~0UyKGL|<2SpP^k<FA)zl`eKI)erf~itvryb#oPDZ6{
zkW&e_d;D4gt?EMy>INHGZIcC0S0fh(t_sx;Sutft5ZkIn@jC!|0Y83z<@a+^=h!E7
z)}4Mf8eL-3doRUTzJ9wSw}`ef*2{?L)9A!)Gp)|B`Id%BS~MC_KM;A0lEIO^AH={6
z^RpFY&(G>18^j{haUq&3I51BU6ybfZTN>_4;*`MqKK!y4d%sSKv$hf`zJ80MBU|+z
zBg(`b(sr+7)Xd@forWo|MQcOMbyHoY-5@biqT#&nUuH;}B#X+n)#CNETspJh=!&H~
zmUWo+=IpWXU#GnZEogdh&x+mcZJ~3-`<f?ET>>mSZ#SIA9287BHSZ&w>2jD)7$)Kd
z`#Es>ct?b1YB##4=SWr<Y~x}MC(J?n4mucZw|(WU_0O2LSHmZ~_HmsrrB(ejoCNTa
z4H+C;H4$V{XQ-J;7v;Er*PH%-FhGEU@8i2diUK!B?N|iX175ClZZIKq6s=Y7;LeP`
zE#7W54ly5|q_zI!)@yv*k}{t*EyY{NV{R9pOFo%zai3Qd(VP2FBB|3xuFPZ6o~Bqx
zQ!$XBY!^s%)xMLnWz7C2)*V6v#Z<knuQ*-B#!-2rjw0~QRCZes`!03gS8FcYnYHGk
zR$)UullUKoGHrNB-pK01t!1aMxt2_OnsXH6(8kRT(F0V5wzH^msi9(B<_9dP^K-ez
z8jfMiZ~cEhj?<)6gvo{Ho{K6Z)`@p3ho_1vZNz%l0$TM7o%xoq%~pUQMvMah3Q4yW
zd#%MUU+;@sy56EI=r|`X1A&fnTTDAP>)_5Ky~VMcXc)_EdM`||Qrz_cELf!ZVE?7z
zU0Vh=fr0;!8bc(+qhjQ%Me+<YGD_X-M^AY2nj!SK5~+T{L4073H*#-k4{gHvmt%}3
z-vY)l>uv=;)Ev*v$bIff7%j}0g2N;>+{8U31Fm1|#3)9QJf%$A-MF5k^9xSb!(}yP
zW5jWL)TrG)?gpb2#V*0Zb2coJNi`8`A5Yg<*D27AS)pvQhw!~vBxNt|n(&b=3{Wkc
zjkrgK8xq39Gtce$35YL(f_D?HVDVVLy+TiR48nPif6uq5pPxx4OHjrPB_Qj6SjGcf
zDNM)gWe?P6gzj2eTn*DJ49q@YVXxwLVu5acgVe^9W?JdDsJw>oM#y+I#fqjHNk~xq
zkc(Dd4xmb=YnQe7)Mn2Rs#25vKIb6c+WH6rdn8M6)8uL<rG*mgE{za-Co{&fJ~{HG
z8y%?g=2||b4w+8kl;sApNw(Jd@JhSeb;n6g)@f*@!Y7Z^mfAmW8Iieai(?NwZ{UI!
zo2Hp1B`IsuP9ygi->vN1zkM6T)Bo<}qw&RE)J{LYi(tSPmz82!=t-CjTg~y7%~#`d
zxfDrvXOnA6mox4Y5H6;oY}-#MCM`bIs#g6q{Q>UFKqsrQ#=$};0uhK~fa4kUAj%x_
ziO}d8Wh`N-!nQF|W+Af9UFv7m)W#LvGNC~t`7-T^D@#AHeRi3Kfl5e7_fT?!YwVk7
zEW%{kIxB7tccdCU_Ruw06LCC;ytGFnRj^AI(pH%8b50`Q$MsiUgr!gX2ggD=enJc6
zAeL<By|!FEQsLBB($uui?<XvGh`RH<kseZ*p<(*xuD69)od)sXf@dwcpBHlF`0+)O
zHpfKz@7A2m2og^)jpH*{U0q0t&h>L<9eB*8lr?^!uHeN^`BM)4JU!xaU|9nmiEPO+
z$6E5&6li&8gZ&*1<&EFhxTt#zTpNUA`F^NQwdm5XUmu@^-a$d~utT>IhJm&`<nk?&
zn$ydgEro_dW&JzeFnGi~+KN}InzMmP;jQokzN>~c#+in;c8d>qu~)36phMHG`Eb8H
zn5aaKqma5<<FdXD-*L4|9Q5{L9H<jQ4!q4v<o~evb(*_6*^UBQ*l4>R#Fy?S3~aEa
z?1eR-oNl8o@^(_}%MW1lHt~)9d@C1=FRjy+82QSudP~2e8;B!0pHa26&_Pa>fY>Zq
z2fSSl%+ICVD9x`s9ut0p&N$bfm?vR!ln9iEm%xL4PNOl!$W0n%@*LylxAtCiKU>>_
zR@A!}U|V{+t1X9U0y*xOA>Jfr5Tpt7j9m}sA*YB-lfz#lt~DOZ)L$6;L5|t%g%?pB
ze|&?mV{pxvZl?@>H<w?Fx~35XtZ+D9=kEp%%pWes8}3reh8UCw1tTHj$@JXzeGoy8
z>laaGBl#35L0<xiM&+wLx@yw)iZxxh1e@XFLJ1a|XpJ88CNwi{eQh_}OwF;h6>DhS
zRr!ZLV9PV0@9foD-r$W$xy^46o79Kz7|Tn<`n;cb=AV4~iyJws>FstL&qVS<`U;qZ
z8%!{zTcg8_9{J`2hX=-+eU95PJ@X~ZDymis)6pnfhtoLv)hMD*(4OWEcbILq2DHw~
zXZJQBr5_Vlg~JeU-LC<U>BG%*^8Cmh9C#n5HDiwn!L{0v2zcR$vS}4V6bw`m!;Q2Z
zLr;tJD8U8&pdpFY1{7Yh=%Fj|L9VLhu;~Q{_y|$$FbAI>;kKoX9tH^Fe^ga|QY76P
zGfv0JQ3@@~M8jpjgl*oI*=nHZ3j}tJx!$e?ZV6|gH$*XZK1KwroUX?r$=q91UW~;z
zdqpSC2<?i6|H5l9q2$OyECJ$$V+;l?q60vp3oacue`pIQy?2Z*iC&$*1D-Dxk$=V%
zdz(pjQgdW6Z51~>dNo;)$i$By@(g_3b1D~FFQwpSSR^zO5*P#@z0iA-mLn=)d)>|j
zDl)VEFmZLZ2vz^9@R!W!inS%yuz9M*-5AKYBmQF3EXaSP`TueLe?s;Dd*uHu1N?W7
zotIy&@4i(R6YHcoZ8aRiA~5ii0&!MN75;VO{;ou{+*z9@RGv#eq%`)|2ZQNG=ZNT+
z?v{%=1*@S9X;yy;#)6h~%Aoxab#C&`I9D$5Q(t)t>H_fKhT-|du4Z+j2tuA8C#v$!
zthLeA*KnMi@oBefbrwP|!%_VsJ39&5+2$CuC8<$pMc+pi9(l1ViRJWA-kVX}`S$_J
zdn_O4QXkZ2T`0kV00Ve|{#a}58~7c}v!ECIRn^mit@c+ih5OB1Rx|(@|6L=3oig6K
zq;y-}=&NNEW|n97{KbrLCG*9tiq6C3K5w~8zub8bRARUk=wvf4(||F*qN<_A?wT#C
z8-Y#x`Kq1`IU6XHcs%HG$*gb}zhG2lv~IKSUou1Znr%z^Qxt>hK98B6^g#>^Yf?cy
zFYcsys~<U7i91@ca@E1Hp}{Joq1ejR`xdkdsef_18_<0J61=N?a<cKWUc=p`*S11T
zjvw=5nQsVXgM=gcKkgpzZ|5Sm;*D-$AoY(-JOITf#|Ja)Ym}UbXc1t)8@`|aZx8)H
zWGWS?LYKWQ0w#)%K*ZiEn}`NozHt@o)9IF@k+_~_#VRrzqjz7lN*E_ixB+c~FLG3F
z;xDpi95gYQMBnzicZiQxEbbzgdUJZs$z>T-Ip4>X$DQf9JzdJFY7v<*BXVj2aY_1M
zb(%FQ_a!mY3(XitFZ<A8Uk1fH0d&h2D}!Y=Nly3Y0B$Sw<p<rB1p8~E2iRgdZoQIU
zXIN9Bj-T<rR3Uaa3g~+^RU|M+ApxS8hFWBL(!Jg0oBfqZy~#>?4Vf#wSS20yz|--y
z+(Ukx8W+Iine?koiVihx2QB~5L_S#tOS7qw!wej?PgBez!l0_{VV{+_S<Z?Er&#?M
ziq+UP0u&$@mU;dZKhj{-grE{0DFzrXgJhd8(Vv{Y8@ZBK56<`)Qm<13HWbv~A8ygS
zDNm9uQ4>5OenE(Cr_J})r||UEIz`egQ6<?8beu&^<V#^j<x7R;*7;TsZ^oODi$J`*
z1=%a}(zn}rPm#vtQN?`pEVO--K9Gg4w2X|l##*G`SSR-;2_Ej}H>WDi?a17<`qZ8$
zgO3Vkgs>nV#?C|efxKT|(8*iPQT;1mM4&*EZ#M^Xd^`Vpx#>TR{QqfaFtybh=>5a^
z?U<-&vC2V0_GXAnmdQ|+*=2{!1msBCtI+O=eHQ*137Ms4G3KH8c7q2fv2c^n$RTvh
z8i<5@il}+Z$Vqk8&Q4pcGtYv@3pbStHZZDHj|K6s{CR|MGZQbhaaZUN{u_CKGlVsC
zmRuq7RVlunt(Li|`j=pM8=NOr^XLnuu(Z%TB7PcC$tk^Qqgb)sn0p_jBT$1`;j*e9
zUAAi1apbMJkKJE)j{h?UQzzyYYaAxpX|4=nVBOxKlPy=jH>0UO#n`iZ5o><dHmH-S
z**}ZBM%C(%C|5sbHDhV9e-U#lzG12R$|GTZCBl5ke8eT35-&?tCe{7#)B0bpk!<?d
z(0ZdwxTrWNVQ?yhp5<-Mhkk=RQ;uG=rjc`1@N94yjBTT73IcSuR;K#G(uJw|Q|o}=
zs51t?WZwTOR=&H;WuhLHb<~xn{t0ZsHeGA5kRL`wP6o+sU@8zcEgSXApD}#@u7o7%
zu55ih4*bj<Q6eqS8w&+~END%fX0&UKTU2mXe^R1S0E>v$0_6=K>Z}XrnQK0P%Bsy$
z>0<9gx4>P)YkfWJOPLC*K_H~5xM(l6FB)KP)a`@qs^I9Bb1Nl`;H*lib~X_bMpwiQ
z1SYvK|5zX`<ot6|`YZj=@PD;;ok2}?>pFl4B2|nO5fD&OK%@i^gdivckRrV!1cU?-
z=|PZC1OyC`s&o+PO$fb8@1UVaLFr9Oq(i{FJ?A_3`@S>h+#lbaJNMohe`IFw?7e69
zto^Kaz3W-;^DGorvv#Pg5jS3kJhsA}k`|44Q@)tS039UJp(&#?`+6Bf3lL|+lX46O
zd_y?&gM+5>`>q|Ug<>i`I?f8m&@ae@ejYy<wG6w#PtosId<rRQXspTesg=ls#Z^hg
z1j9EEHxG0Rzp5+Ke6(nNkz)#?KWFZTeNboMB_2v6R!x&;9c`Mt9zOAihR~V?fqK=B
zLVWbDo&I87eW^NS5>(CHOW9rasIcV4GcX^VwS$*fG~GPxQ1GBaD^1DY*F1?PJ!9qN
za^zQ1G<^;_(>`n@*>DIee&NGlRoVT!b~gZ?k>Z~+hw48k7K<R@o`3uMbK$mIY#&hO
z&~@kC570ZG#sgr_@u+`;D)PVjf7QSlGbFobD11mr8(|qX2$!!W%#8&>wVI&h_P7F*
zFN{kS#^FYvRrR$_@fCAi^|2kbyX+@5A*?-GmPlPNm!gbH(G;w+AuRQM&g)5e&#f(+
zNGLmhf7Hm4v~cFs7zefU+-j8`mqjdYPrr-!@THYt@kN)%CHuC{-Rmb9?ztw|lK8@p
z;?vEJ;;}ogm853xWQkqmJ0z3mI8H6Lk2EpL(7?lZD#;}R<14LIRleyi9PjTIp05pG
zBAtS}=Jd}`BZS^2wP(`g!!m=Zq$nVlGiESygl4rw2N-d^SA(YHBE`&i?vdf0O3SPs
z4oMBYanF}57g?k}PX>yUH7|>r-pZ-KbsfbBSG4X5PN9b+)|C4yJw(<`Dp;h;d};A_
zTw%iOc3-0q%+3Oh2!|((q5}Gw%m~I74vfT|z-#22yA^QG>duamTtH05gs92He==6Z
z!>pJYS%S1xHy2$BpfsSlS>nk?8@u3TrO3=XN7M3DaX$F$n=_R12fF%`S4JO2^}@at
ziz`WBF7A)Wo1Wv|nR?<@^h%vbj(k!!BBEH$6Vm4;FQan38w4zIs*4`B0hK;3u;=Q%
z8etnS3F$Ql>xFWVt2Fw#j{+zDi|?Evd>*#{YS-lTk)rdS_egRuuJCRyLd*QKSC8vi
zN1nH=7hj9q+*y>`%2%JB+vGiEGvAueR26sg?DJ<4_nlV;FDJui)C96B8CaseOP!Em
zh@?45t4X4!eX;<|T?tpoPFTBT0+}liF>^jGRbXA6x$ju?9?~ErzC9zTeuD_9ez{lX
zoft~agKbT{ZEoZZ1es=)Vg+HdHzgB(ep{T|nyqpdt45tpms}-Jo#;qOS(wBLp=YK9
zKE_f7w`kz@q8vFPJ{ILU>0H4J<~2yMvmxrGs6z=7al4>UQ5&G)p(aLU3*DkuQI*zQ
z_kpA^-&pftTrQv*%a*#A1S|xbhHOGM>!7do+NLM26_yRw_c<q(Egr%I#0X^!j7BR5
zE~bR8xW&aM>06K@X@h?DlZ{?et9P##T0}%CJ(1cfMt!(-8&SN}<8IGAKuo^{MEQ02
zW9^pil_`lPINZ#Lq||oSZ$7R{W8*(Nbb7)XVa#8)^*-~UchJDXeKZoNf!{m=C|L9>
zk{$U3Sm#hj6Yz&#aXKV5&M5C>r2?^c<jd|py4_FcqaL&zK+yg%z<xFM9E<<?VSpc-
z;68x3ocjS<wjtT)5@m<$J3~5Cu6hLbchF(GtL@R-KrsQA|3OAL6Up#El;3ib?9w|*
zRiWw5-gwTKm*|eVSpC{FNweQp;r-Fs8cdHQt3MPTMG>ARe!BtQo)}m#(sVjyrGJmU
z<z^f79{v$T#iPY9V_ig6AeWQA{E%}%q;7qG2{1n^xPsL9{B1D=f|}6LSLWTZYg{Nq
zE*V$uT<eCPzD#n5q~<P3vYVzqY|_~^<SbVxi{(NV&AIYh)xSv4!pRCNj6lo3dWw8=
zlj6MzE;iK!ieQCA+t=(@avY~=<q#bFOPcTYQm3Bkw4TlwTRtt`X7nQP`FpNa_RW-q
zvgG0Z{;(W~I+Tm}k9IvC8vFrTIQVo7NL}~vY)*fo^Q)z^Qn7o#wJBs_$;<Id$O(iq
zGt9kNA>>5le992nlG|_U81Pwq0Y4yA(zTAhQ~I}~pOU4TojSs^U{)0qXJ9ih15PnE
z+FRFm7eiyBE)=e~EV~{heDaJ=qIGvQu2Bx2iujm7RP5nyht>#SB9ud0GQgG}!d7ox
zafS3{HYMo0aDhs8idiW1rCun;+Ia5qO3B&g2Ieg7N`sesm@mY4OC2lKU{0Hd=swTC
zVG=YIJ^I;zDSw$o=+=j_{%%v!+pT$=P|?G(WZR(bnxp^$>W8Q4%<}9fzNw}P48q6n
z3R&8*lZ?w)Jx)E&nAfy$Hu0NpcoS=<7m##eP*P)g5!flOoUPvu`dxGndt3|H7Nr>|
zo6ZLU+?numfSIhbIG}WM`+WlP_gdLMo&S^Yyhinp>7^Ex%3l#5{uj@HG^9tb<e{z)
z=nQ8M@zqorMBTnT%uD0bC^$1#gxcmCIWEG<MS4_xTM-Ej5T$+Rz`-bMACP!_Ce$+M
zzA(>oudq`7OW|`8BCMTU-o^DGH=RAzNu!Zznb7ojUfA#`$F+3D{lEjg;ElO_yAgKV
zME<aDhD)pxtXTez(NU_+f~y52WhaM0McJXj2{TiZQVy%LUepotGL%5f!Rp;~tkWGd
zZ@*M)K;KP+ePx?cOOpiWx#7AkPKG`P_oqxg@U9I$b9rQG^kFYhrXoek_tf1uswlj^
z|1eIL=yj&RmK?U3#MQB%(1*7g`bv~-6-}%zsHhmf)Oi}?NB{cKGhmMy@Z6VBt07^&
z8xx9l?RPy^%1%X7s<6%ri)Fj;Q)IkqN^mRmXnQ;1EPbzTR!KJs#Q6+&21<Z<D}NAj
z3(tMT<6#>`J>}phrR17KKig@K!O8J7svRZ@gjc}u3*TxxTW&-n13UPxJFjcR-_mk~
zf1j;mEJ>uY++=D{k7w;-+hh<Y8(pfol!Ae@_K1-QTC&!{K{Az_FOOrEd}QG}o+chB
zTMvCn(3;Eb0lpnT+`xiJ2%3$XR50yiZ%3JQA2wKu#PU6*@P#DjW0^ml4!37rzf7}v
z-pe&Q`MDMcz0&m2QxW;|U0-`x%_Sn1-R1SN&03hjuG~UDK;&04)t#rFif#_rJSY@=
zTdM?mPtYo^JaK%vG_FVcRdd2OZ{fQ`xE?-aYcRp&@oB&)c!sl1Pxu`wxF3%YpK{|%
zF{$`IdkhvOf94%og#}z+1mV=6#jC?XQ+f?%qMDWBt?{qhFQ2$!q2aZXFd@rNo|2x^
zltqvoZdt{gRQGc4FYwVTdh4nE+M(TpTWYmq+P-iv&{4Mi8HQT01ja5eD>72oK5#5Y
zg|C@GN~yknPErx;Y1eyIj*+aKcNfS|=$oTs+gVr-ttPEd7?fkxhHZk`BzYbLcw5_o
zYv0y7#ypamsdw=etm4&+0&kghY!qJ!!Lg5hzLPWTsV>_~d>15r%~{`*jVtWBkTv?U
zI5#m`7mt9fKALcPNPX#X(EBNUoQz(w<gvmHbiIZ42CD<z)zOxwtAH+(w_7hy56SGQ
z3^=4wm%p&>#=@f97cXsA%aQaQhe}Z_7L}>$kzs1AUJpD5e039s@yQJzTAbS_<BPo8
zzYu?boPdF}vCt>wZlXauTo!|n$b8DSVwKyR%!N=l$`~)BdopS<sQrC>@0Msv-cvdx
z8(g2JKRq$+O0@ayuXJ2SwRi~2y9UQws=CS|SQMYF6xH(0ymM#<Ic^iw_ZF?XQT5>(
z8D<yyDNbGgLmW2qNmauAOuc5|JDyWW)yzv*A9-WI{b)EU{5Tj0zd!fBZM%PjnHD}^
z>o^7p{{VpvFZ|6Dcx;jfP^u@Pzmfyqg1Wyy0N|lbi}I;{^T2)L+%w5I;sEQr*nrMz
zw#mAYY!Xim!x6b4U@G+?FTvOU>B*X!<l_P-YuG*hMq4JoQ&hK@m(0K*Yjm?f+D|j9
zf#V|@=oI(^dXdQ%P@M<af0SqA+6Y^OZc*caF<Sw<ch`;U;Dpi7qGaPOt&?Yu!Gj)F
z{R9F1H7j|s?IKqLd}C?<7fIjkD_J7u{)SI>q9xwI?L4B=fSOQ5_QQJ_ZXcTfK`rO^
zVI3368V3Th%r!69rjy3iaAIYsrB9_Bwn2=UfUq`n=wyyl0sDorv9s;(k2a1J_7x+w
z(CKB)@x)Zg3R!2P1UVcn<E640y9-?9YEK0n^Fk>C8Z=Eu9wjfV^BNATCOo#0*&AP-
zP4HqjLf3U<<4f!{4vzRR=`U<$jd2252}tQAcXrngz?7Xrm3T7Q-7#<ct~;Zp-%R#}
zJUYp*UxMAROhx&Kvx(%TiHOIGu3u7OabL09EEekwb7nTE0oTQujSLQy!R-!Gz~5Rp
z6Uf;NZUZCE-PEH4aPeK97wA7Um#J{;h4boz5H6Z}OpL@D;Z3ke8XI_7uXS%%#nD!K
zW3|*Y(bfcaO_foCrbzjupA1qU>9`%(D1vqd@XTQO0Se1FJl|@uC59z|ERL`FNlQnl
zoa4LROCF&D@&6NGbhp)6TGg|=p;J7YN}}*X_M)k!<Y8uya62|N;}M(TN0fzWP6ARO
zcUL`kA-1g*6PJC2b=LzKZ|y~v4~X3_OCs3Bxk+?z&4i`_t^}51y?IWvM!wI7bak*z
zC)OB0`dvgV-Yf|coGP?UXeQJ0ddQnrxVN1s1m-*qQ_F#hMekxPDo4J#Q+eB?dR?R$
z-{xG%53MuetwO!k&eWiWe6t>-mDW(%6pIGy>slqz(P^}gYU84{2V1Cg4i~XfyWk+&
z>zh0=4(C8bGtJ=7h@DD<UG8un5E&P0Bmjj|Mu6|)tdkgC8pOxXjTuh6C14{9&n@3p
zH5Q}L#ut&Gt`{b7k}+QT7wRz{oLr+B!(W@4`vVs&mahpjAxGj8oFnv%IQ917$K~yN
zzAg9b>s~JHD)j{<_06qQ$i71&fB>$$SeyH(_I$C2zH*LuNxSG;o~+??YSL)n-m9sB
zR<%Oy)2XYQIiCu;Kj~FCkcG%RVc%xmvN%IMgl@i<5s_*Me4+-wp=gDf)&`*877@{l
z;E$tRPE%$sBWugcP-fqqxj>kD)C~6n_<TNkY!V1%>B;B~GW1>^Xvwa~9{AR&TVln3
z4*|+MlA+K=TZ`Ymys<z6fQ&0gv@1Zs_}Tw|1`N#uw$a~!l13jFHs4rMrve!1NCS4y
z|A-jT$HDG^n+GLe6qWO{B)<5Y(;4)K{>D8}BT0|zf8!mBkiV(8XMd`=|NIJOGA+9s
z_FZ{M_Uih`i#OhcJF|k4qMO9Y@c&#d{og&;e^`ljhTD^s8xo9)c%OO2zyJJ%XzZ?|
zHJCP(#yC)mtcp}kVr)t81G&8Ny*}hPXD?<?MVOACep$4j-)hgzO_rkQzo(yM&JW$d
zE=dQDmqjmAGFb-sx0J^5UU^4AHt(5eMDX1)Vu~baidf6UzkU$qy#XRonuIIif=BQK
zsem@SrYVcHm(&BxK;39-NXNNBW3Oqvo?xU3d#A$snR66N-IDtd+6Kwe+VWlrC($0;
zogjL7dKw%&rO_?W7>80*Nno|Iqh@^GYGW8sE9nRXS^vs~d*MxlI|Af<!gKP}5j?Yb
zvrL1FtpEic%N60a!sv*JZnb(5&x>WnkcuUpxW4T!MH_oITs)LZ&YtXYx+c_9xmK~}
zazYz+QWmDUq{+#I_eW32af+SCEYQ<9bZyI^3Qs3r9$91Mi50DweZ2v@rYeeF6jYv(
zXWKx%A*j<hYPC1>N6-YYMz@1HhV*sKAtIlVr=4xCAKFGHh_`F=<0Y&#eJv`DCqh~(
z7{^S<pZ6%bv}JvEF?@N_b>%%Nub6bPMycy;+r>?`1SL_9hOZRl-T`3LP8!Wjhs4RR
z@)uwAa=(D@)qN2Z9!l|zb-hCrlpYETbrh6Y#m|fG?MIf1?FVYgvEVVI1mE5UC&Iaf
zo6r@|d+0*FQOU=Gt)0-qH)B>o4>X?eEKqEx(f#C@+4xj=V%=%qJ_wK=jYs7-mm*vx
z(zCNxtbE<LfMy*j*2+>j(;dW0{_~FEc6|+D-CeU@`}-KZqJ?Jw3jiayloniDI|^Mg
z(r+TEO!H?{#afD0oc7S70;GpEshp_G>T(E(tgO*0pupgGJ+NoM_SQL1aU0rQPb1~P
z$v~$A4#K>RzD3htT&|n9>iSNOdGI5txa3O-hf`<QZkubuPK=LCf#Cg~c~CyjIgS@Q
za@&L@Nu4-%v71^{=P@q6;tPf^QZ!?r@x?3``&MS0HG&Z4qMEMxY$2I6w>E%G3o)JR
zXjomL&j&AjWG4+?$84XiZ@_j9PS4C8LoJUXicKlBsjZS~vhVG-wxDA0b%5jeVrxqm
zn`iRr&0E-wyo}5z?vKZA(J5~m63h-6PAL_lvW*VwgG$Q+y2pi9KkxzfP^p&4v%aa?
z9Zu<15#R<m1lE7iQ^|T!Z@RtX;iwr~vs#UhNd}h*cjr;%iJU9u*+x%NDxEUBBYPv-
z+Lb;gRO!aZowLz?am@#|nOksOC__}8HZpCkg*@LY^an_mYQc;l46>QOl+}$N_j5Td
zbHJcFjV>)}tbs~50!Glb+p4mdMZrhc;hWsSD$G)!Gk7wOy8wT?RHMfAgyD^bh8m@q
zI0K1+7%RnW?%7ex%;k5>k##Tg{X(c7w{aQfewNEs-oIB&J@(n?(>>c4Sv%(y-HW2a
z1entWe!5gNS2r?e5|He&bLBCk_Ksp@p)980Hn$ipDqxxYl+Zfh1)X~I9omlFQ*lBs
znhXJ1S>#V;mpsQhiLbJ8OK2Ir+xY{;t~jlRht8V*<N8N=PUpg>S<8yfR3Y2ciTMG6
zRFgR>?&5L8rmHgW!}J;~a$CE)$e`7ni@w;?E>()n?ZR;^P!M!-FjsB<#R7fK^yE~U
zjony*-z*cM7D}(iS&QI%_2JI<)+W!@S>j~XmCx2PRW~~z%hD%bolDH(N$-JC$UI4y
z>M}Dhs;a$Ioeb&Smb&1ioAQ0Cuzx7v@<sS<e<QoL3#RTm2@}MJ@tmo-!Ouz2<a=8X
zWf=a-aM3g80A8-Ahh*j+JjsaZB+k-mA(^p+_V&$IX@9}iVq)hL{$d!g6Sep!n_$Xj
z|E@L7LUxbjlZg)R<kR>$Qf3c^2?t5^l$N97<<S#~?Giw*tUuHIR|(+%!RM&o`r9Z(
zPzca6dYv$c+-qqnwKGU19GIG{l3j*%kbs<d#o*nLjslLCH^;^@fWg^VC%4OOTT`hv
zBb7-3l3`mjw&4v0cOXs6aU#4NOvVJ3kToBtJdDDc*vV8*mI>mRfvs?hERD%}*}luQ
z=;$+*J!UqAZ}mO8oKDzt*xksh2faz=I0xRGx`>dgucuc<8RI>Q)?OMLE7~ICb{0!o
z1Ce<V0ofGfKds!w@G3$9Kyv^xir=+we>}e5bwc~4HHI}JC>W{APtH*C3DD+KH?I3D
zkF5d>)H93S_qmH{)N&obtmzhz*ECS7aEP>0W58r9Wmc*G#)&w{RqZawx#7yjKw`~K
zmoxX=2Q*7n!78*}Y}`29>+2>BUD^T_u~>l@67+ORUGCs(e|Kj`+?aF1cM(?hlEi#q
z`P%j7-AUq2O0_TNkm;S{>>HZa;6?UF0Ai5bLGt$jwa7>^JlkYxWcoa+xp)~lR=9x@
zhI{o*I(bO76SjZChy4E{e8~SYG&}2wl$n@4+{=5Lj`Yp^Jq{<nGDpNL`rOV|apn_p
z3*|!^#YWty=7qjaqcgr1b5K~I&*fkscE`E0%WST}PiO0J(OrPACeSnPDE_f>$yqYw
zUw)N8t}p)IKc<J9Z5&PJdd)X~P*U(Kec24#aBaHa8(f;TAv9R_%&gsWF5)(u99(Lk
zvTp!i+s#jrfK_ZL-Dp7^_`GX!>oshYQPMEEuwnr#kL$S?JZTeZc9J?=25pYq{=Hn`
rUkr19q8NW&|J7E%Fz^clzcBC%1HUlv3j@C}@CyU~4=_OXWBfk=KnwYn

literal 0
HcmV?d00001

diff --git a/systems_design/images/cdn.jpg b/systems_design/images/cdn.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ece4402d521224cbc57cb9fd1c678d7a07192cf6
GIT binary patch
literal 33651
zcmeFZ1zc6zx;{MVQV^w6X<2j$(kiKRH%NnYgRlqzMM7E{>Fy3erMp48ySvunKi%i<
zv)%igeZLd;e*f=&zq|ZR<`^^9aEv*|`@YZfK6Bkn+{^=aq{XGg0R%(<Kmh*%H&eh<
z038(-4HX3)4Gj$g10C}g-tAjhShtAp-owEoC!wSuCm|!dPs2igpNff^jEv#YLnbzM
zE-o%gdOks34gnTUE{-2xf`Ea6aSQ7f(e2wr91qAIaQxGsn`QtP9dQ7u83}<3K*U8r
z!bP}g0Vu)$CknzZAK*Ve2#83?D5z-Y7?@b#1(kOIL<A%xL}Vls6l7%ZYESSyfQ*ZB
z_W`>o>OBPmG%7nh4xjK(=+sY2zu+ql?$dC-wD-lpBp@UrCZVOHXL!iS#m)1Gm+$e@
zXJX<Kl2X!2$||aA>KdAcM#d(lX66<Sj!w=lu5RvrZ~OxS-@Xfqh>VJkiTxNCpO&7H
znU$TBn^#s|QCU@8Q(O1-TT5$Odq-#2(D2CU*!aZv$%VzG<(1X7^^MJg!=vMq)3fu7
z%OCwh0FeIDE%5JOI`)Tt;e!1_L`FtJM*Gn(1Vk5bL&8NydBBc(S5yJb!0sLuhYvd5
zlkiWaUofaS75DL9+7Dt9&~Po#9{lLqFFpImI_CQ?_3W=5`>kJ-z%3*M@Zllh0>Z%A
zB}1Aw=KpU0I|lzd2mW^s{O=t2zdHvWat1YzHYlJbt`d#+eRKl$g|hP4qLR|y<|=ZH
zbHxoPXg~9MRC6TkW=Sk}Dur6-$*JO}?APmm>A4~(roG;Wc_{8!%C%W97LTVOW@HWi
z0scpB<F=_0B1pBF+->LIl#QLr{5zI7^x@Ht^J^^1#+rGV*d{ie#T%uc#~Q+fleDWE
ze0K%+r6XAL;tw@zvo?n}hRdfqa7=X54~jbVE6z05o^rgNJsddE9@KRseD6dP>k#F*
zTW_b69GNGUr}-{z{@7Shv`90`R7NLh#7=p${@Gw!5QI9FAuR~_v+Yy<3@I~@dAo{I
zSfQIkz2x?`eUH72yGaw4w%Is)PPbJD{wnvnenh#z>(0-Pbto3+?kC$Pu9Eadfrgk}
z`I7>-?eev#g0JUO40N3C+Pd&EROLae-BUNjkW$kco^E^%Vn{{&FWcVj8iZ7JGCnvq
zK}<NE(z`f+55K}g5X48DvVyKHvR-W~{N1C9g){XvV(~nN1E|RHKztBFFCL&E_FuiJ
zHEK+D*;#xsWv`Br6PZ{#NyRvP_$Xweh{VH&5Z9VHBicFl=vG<2wZJ7#*5e_eq(xDh
zYJ%bCWW6MGG~w!rPV|6-2>Gl;;iDd%DUb079+r#dTsz$N>%!@k;2-95XpEe;rnpsS
zyIU2eX~G`R)EuE3lLj<%xSph9kFBmkT;rv*85x!%bxjLq+CB1m1)fD2e&M!Mh*b@I
z9x$wIKSXFU-5X<&%(-zf#_didt*X5i@=?`Vx4+c7U$*XZXVsgIJJ%D`L5nuKyN)yN
zdj^xwGB_v#8g0H%pQ-67T<3SZmbn3_dD3qHovDj)FYNRrbJ1<Pmk${fg2%SkkGBS)
zW^@?UNf{pFR`Y>271Qn4q@vfB{Q|s_LwZQ`J-n3uvY+pdb9D!6(SIMDK&4*o=r6YT
zMsAe&%G_HmC&MENKM>`#W<UKl<7ipx@@z8nko@^+uM6CVAmyA4dOqX2Hb`=;Dlx@9
zcZsYCowvIImK;6Hb#8!Ev1~XRCH#@d|EEvK6{J*IHXWl^+yKo>H$dAKzv2OQb{6uZ
z$4(6%msT|#rZ)gNQC_fiQaC={Ckpddjs^7r*ld>X$F3n9J;M_@j)svGwh}{;@OvI9
z7bowJxChMKyDUz7T2P|pdVH%D@}JI@b}~k>>#m&enjJICN=z^<qm2fjI15qkpAX;Z
zWxs9vEoVJ_Ky{CND{izw^%bj3W5aWnS)$0fq1@4Yy=lph1L*;0%YErwwMCS_v~mo#
zGPW_!>}HJr4agkl#ecIQi+Ly^!zA{&XwbNhA+7w;e;#%JSZU&Bz5kH?w)LV7Pam}=
zE#g@c7FE}?io8mzYEZcW9zasgaSrkOsba(Bon8V(*WA3)gb@M-R_-5iqIBNd_S@Mp
zw&HorgaTy4yYahydW?&A!}ezDlI|{c^~MZY8dy3EGj~AKRYII^06F#eN%fdTXCn1>
zh4a&bsW8DPN0w2+6wc&qoYQgmdcLMW=;dhoU5C};qk@ZccIl30L>!CyG-!uOKfJE^
zsIV086N!uDHw@j3yu;4qG+w+4zf5Mg_OgH5Ly<5x&P=O*;3}(8(Ou0_R8Z4@p^cq^
z`BIK75QD0EV71{$bu4?tT0Or^1gFb;=_n72wza}1I^$iPUq>;8TZ3{T(F{wLbyjx%
zYS7v-xflQX7)FPdKhfHG{%f-FeDMm1MEtFaU1mH5&EOyIfL)_{jwLhOTe7<f$~aW8
zbpu>rn9uE1AEw^Eg^5m-ndZ%BLp0GaW;dM{@lu#a@V4#fHg?eF(_4NcB;5($;<a~m
zc9ieIh9nM)>WETIDKx12TIQ2999lmnW845LE+>>-4Sp?ihnyC|Co@e+o=C=-ljdEE
zV}d>x0+G5{MH<t(=XG!_bzKcj=dY=qTRL%`>UBd2gX&A|3Q-JCNXwsogC1hqTy8?6
zttY1hXL@X@Vpt{?>u}J{AHH(*j4zNr;@_Jr@Y1u`dUgCBaxcLZAE#JJ;cc5}mo)Xa
zl_Lulv3y7NuWzCLBDv-$%x<PN6@NNcm#*#LMZ=qxB}KyRl$$$3S=Ha5_+&M6^W`D=
zld|b_ajzpE^1Jh%;EM;HWa87ByuPMcqNN=;)-luy8kWBIbs^c{Ex4o`cH)w{OKCqY
zN6MO$52}2O*2TLw6sMt(mP`Fw{K1&Hzk5L74RGH>?{XE=y*0ume1SB11B|n)8+ze6
z88_YI%1H}43N!lISwkLs>hfBXAXn8UjUdh{BBFYB;-{-vq3u~WZB@g&7!a#ZJ3$L*
zbpybz^x%wPJCQel$kYvRb=q{TVm>HBoH9iZ_o==C&UT>ZdBRn4FeIBBU=M8eKqXrY
zFoC{GxkR120p==ifW>^Q7R}E&ZM|GmS`!)>Hk^!k>d1y8yGS1(B^mcA(!6=87kf?E
z*{lTa2EQl9<(q4#3G=esP(7YeQyirqJ&UcDT!3|`cQAZOgc2%>C~b5UwZFUp9KDq5
zB~nwd(a!@lhmY51B{f&7o=BOgmviQtT-5-#471&{xSQ@yX;+j*+7X#dku-N-TcgRQ
zqYFPiPI?a;yillw)(JBLEoEcImPY1GyC(L0t}nkPd!X{+n_d~+00TTX0323)1K?}w
zBMb!rJ@D_s$G4kqfF{cupj81@23;qG-T+?XH$YI~V+JJ7-`^zhyAiBdPrcRuyHTY4
zc?5^kyg7e2ipswqLD~Q7%^x-4%ACIMTsh2m?>rYHf<T7ZR&@h}<uuJv_Ek41a^`9;
z!BUnXNvn-aw6(-bhQp`1=?x7*d{#!-K@*DN5>JD^l#3CppI>};vtG^BvV0^jKFG(>
zrd&jtbE%AasrP_NE{fp`b#69^m03rUF@!5X58A%nq_?58zEiGJ>6uy8fsLl5EGyNk
zHz>T!33@dhwTt1FsqgCQG_b~P8ywP}S=vAucw2o4rL(5!Q5AwP!^YHD9p&!^-E3R&
zOOUU`)6l5R!+yvAe?3w9UnZRKe=ONbhE&W`wQxPHcWKk8k`DsV@6Y=RTC|$1&)FZr
zKd*q(JH%WbK@9KDH_;64r%I#uhpl=ds(Y^?)A2!(!PLFXzRT5T`|4U1<vhSTf26KQ
zo<-!Q+O6FdiIiy0=A4t;;-2F3-JE2mE4tk(;ggSUWh0aM>9L0NkehasQyK8h8RiTK
z2$Z4JHE8>Fi9_QGVb3M2nyM$(kr4b1M${l_o7KacRr{UxJEUazf{)cC7N5rzay4;a
z5L3Dm<8K%k2VRz2JZA2t?lugpuSk)pXPD1_*j2K(rz7OE_;y#aqE4TV43ZoI8o;9G
z@*}%N@=Qm>IIm6%nx#whZACk{7nRyQbqhCM3kKH~91CX3ikpwNx;nIqbxrCu^$yYq
z!a|%anu9~5Ph4NA2t4CU?OhyJdkR|64I)*i8{qm)#opP}g=&bY-VM<4T=oX=Y>EcV
z2En*r1=6V6)ny#8xX8O~@S&jjF5}M2O%kS9mmzI2$Cnx}50`a(%J|waHpaZ^Np=%>
z@L3-)Irub~`b4%5rI!qIO-W_cSNU>BI5cLE#q_@((@wr~G}V*56K_BnOPYrAy$yi^
zj7=4F&yDv?{9a$F5<N5Uy>7Vy0&}vR-z+AtiLDmnQ<WHmYrk}T7(5img7--#|Im{k
z+b=YFWTPsp>no{={VF$BO|Z#_ZpZ%w{NlHtFTr%ON5&1bo8A|&6e~_^JsGm1=iSjV
zm{hrE%ESIhEW@@!HTD!W_XZGB^ooM&TcjMV&~NBwR|YzKIpr3Pj;l}&`^#y2uc)R8
zlI-gXsY|8P54)^}N*5Xlx}QFQgGVtAuML`qmT>D`97Y}&iw;q_a@D&oD;DMY;#e%T
z$#Mjh3o?Da8=N%g6~s`4H1<0;n{N&;+k)3ax6=w$wB$}=^-e(VWQ>Pk@h_pm$BNd9
z?m<A?$ZJ7zShw7oz^i6cvN7|0Wx+j~8{o5;lSg1q0r^w8Q5G8-53A>${-u?uu8T<%
z@p2CD4`lLO-920vBl|dVnMi$W+8`8PuV*a?#(MI6%~d(RZ$t)<>p9K46=j$gu@Y#o
zck_W?`8d~j-ng#3x=t!xl*y7R)SiQLOKifvy|hXIAMF}0bpyN(Dm7eSU}mMRxq8}R
z$nV`uHX?6U*IT1PQp->?AK`kvm8HlAP`xjadhjii`GG!vki3JW!Jn;X2@8hQTQiiq
zy3q0Irc2yH#-72BDR<6}`dDf>il*a#;8tR^#=i}z-z>(Ia~Dcn@w8?Eg!C4ETMCL6
zxb~iab#cMBtS3_ZnZizJ?(@4W)|Fbl{c$vg{_>9%OY2AX>N`18y6SaEpS_oT!wH<-
z;)AY3zC`AKl<k(JW;VGFMU<R;NWyc~WouqJJbf;E>XB=#L4`08o;bYynx5&=JKEv4
z16EqKM%x>}WZa=F^o>17Q{b`3C#Ty-K4jANk0>Nt9Usq>j&hCp&Pw)p2LSP_+)2_J
zyUXv4AjqZ`IrDbvzPo0tcg3iwvEPtfPV>kS$vf`Vb_+P_UnoL!wdBn02em&*AuN*=
z>vVu&%A4$`YWiu1)D?UMd*`B+I2U_3TYA*Nom)eBODK+xVh${3+kLK@y{8I}cP_N5
zcF9AWC@2oJ!yjwT)f(|Ce>kDkoF3$&D;=gSZ}`sOOtX{)i9SFJSQ#ek2UuUpEv9Hr
z@@k7?GFAwgeO4n^*g#)szQ0W3X-k2BaO+@3!qEO|(F-?BMJRf_s4}}MwF=^LPrHP^
zTeXwuq+R;*79AsR{Obem;M(Y3%swy(`4E!?zk)IjObd#c=<z--O7=dg?Gr535hIEE
zv9=Wn00)iXtvaWM1e&^FwoNqNtVoZ058L?5rGr&GEIU}1=8$u#E^~Y3Qrw@)a67Uv
zWT3|Q_~R*vp#0fJ1fIZiVix6E_DLdc_#X2hwB;->yG8ZRY^S;Hc0~TR{GC#3&SZq<
z%aO~zkK9@h(Bk*&Y9jdVASwht?bVl=Z?6d^K0%9E$l{b@f9H^LYIkOaq^XC${-Hd7
zRzDXDp4%tIyA+m?@?u1@>Fu~oO(@ZhaSa`-kW2w#cNp)C-+1Iuc|pT%OJiFjjpryI
zB;($>+~RS2Wpt8H2*>eVT<a~1EAYz=wIe}VePGq%FtFALICgZ?SZvx8A>L*|p)sQl
zQ4mM;2D1Ow=c!l;kLf_iZD3I<dB2$!Z{~l6&-sojAGA2)8Ug8;E(l;)WEVnzdEv;v
z@5)?JvUZg{R&OB#Vj#NO1CqAjeP0Y4HmY1k1by~?z6*z)_;fNMn!8ltjKy)u==T?v
z1g;D{T|6W*9fa<WI57*$zuVsF8F(AIJR#X>3`FqF-)l}qKh6)a>4D^EaZsbZx{qwi
zJhDc8ZWpH6K4kq`EL&Y&Yx~~&!Vs)ATNQTpNr#YBE8XO*BH?#V<~Eu$T&H4clNxES
z$soR*!+XeIc1aI?zqLG$HygA2l2s9cU(#o2vmnKWu$T01`05zJMS7%iDx)M`5<S3x
zRO;i1le|_FV6+sREP?kup+&W9nz>Bivr*AtEans69yBjN{^MohXd^`Pb8S<V?_#ea
zpZtfx^y>_Qtq*MISm!A(NH$6Y8IWSeX~u6K^Hj0bYehY!NheE8yz*sh(iyEyqd8c2
zmU2{|W@4b7ws$d1Oexg4Pom3!V3yI#Vg{rIG5oy^Nyw9+YjGjl(SX`>F;q=h+bIjG
zuYL(~Owg2T%U|N?=F;N?_zfU@J_z$M+;{|oLl5$YwZ8$V8h6>;3H2F;cSu<;u0e3q
zln>`ZP`g5GAF{c+27Rwa$+_3pEyd5FPSHd3Vj{-Y9Nx+BtZLzkS50e&b8vX^`IuGc
zCsSB%E_<Cf5|w@&nlRM>!VQ3)90q#I9q_-Pb!`S(8aas@AO&O%nhN3EnXq&)WD|}7
zq0|YqE$nwqC;Sh;)skO*-zhleh1CP&IBbbMqP3|)N9ZJv-q8gJ7NKg_=GdQ%pez3|
za!&WN2?<9Y3DkWjm1)p0oQ?RjOduRy{A}>#V<p7ap1_!rLshpn+x%>KTGY)taw+>`
zjm=msFMZ6=+G`F3DzdxT)El~pNv}|zKUXhj*6)j7YaM6P?!Hs~_RY)G2=h}4CXa-U
z#hM`AC9g-=ZM9NHoG%U^sq%3nmu-`IZZ5lJnsvut;`USPwGb$2>UKEa!%FH}$~2<l
z3dYAPrvQ-Xs;>o$wY9asWKE~ZkS2XfH1Y{rcZ&6UIy|{KIYfTt3!8Q-F8pT7wHD}f
zcVaOaMOM3W-BbeP6Va=DGn*~rWEY4FZh&*yJ>j)6%ARpSPpDnaG;tAGsUVucabD%2
zde35|bdmB*_&8x#lws+{B}L6-Xaeob*9;FLKfg9e)B)PN<q?-Dt=BOZUj!#h#jdyX
zUk!G(XgMHEUyWt?EOb_CAeXK3>$@+-oZ{P%>Jg$mNrq|2TI+7!`=&{{8S5)$cms&Z
zHOPsdW^KmPy-zz|dR`qs0C7m+ChkNMWY-M{G0pr!Mw{j%w2At_LBl=x(ojcplT|RE
zMyu1RIr8|V)nkH;>YLJv)(KCrn@aG6BR}P|AAz0wK3VCC+t!6@d!XZ%mIrqXud+1O
zgV**VLY246#UA<@x7^a**}a2-sv+x+qidl>F5T7E(M~&4&+8B^g&>e3*H$n6$c$Uc
z={fy<<`LwWN%s3!vniU%T5lKpGs1n-f+IZSZ%--39XJ=#))huEsU#YA2sT3A2_(jk
zjPIq5aH}QXZDj-cD^<&ei=0rMs>0kvBl{p@=|scX&aY4D?DI7;bId0bFRi{rpb?XC
z-1~AlmUrHyaMzlOs%d6Q*Qroj$J~pi9@Dw3irC#x^HTQ{EFFnYCO8`nEoeR0|Gl)8
zS&!knT(pkl_CmAxE{m}%-<@z*r{hA4`37R@+tSKtD@L6~rwtYZ@(Ge>C6zkT7IL;f
zvLqQllP>>EnXxeYvb*>av>9bV74E8xT6(>1jxRs6wa_l8a?|rmD4HQz1od2@f`PQC
zThrbU)Sps+M0lO`5$sZKKlS!w2<J9QAPi*{G%`|fJWoG)kj-hBJKGTc>dm!Y&|hLf
zc}$o9htZ!aoZfy4_dSBnW!wOmK)FZGr1@Y$Y%IG-uya7TudgRx?%l;lAv$CnY+WDh
z(NFOEw}go6Mwfi~Dy1-6>Eq7uDBjqL3tB#CKyh2?3*VGXex=X~FMKOs&*@VSiwt`)
zfM&{)Zi&Rv{rG`02YEY@!U&8nZCIh=b6{UZZK!K`$U%ug{F<W;miC0jJss_tcHuZI
zaj3H>?OQ&Y$YG*9#q+z)Wv(wjKMOBh^cIftk}v3yB;K?KiJL7#)iO&z#A)gm7^DcD
z9c|E$*PD|i*3sX@<{uimMCpo0*4PfwsPmbs_Bp^iDMPHy<C$S0@gmiW<W1jhiLj2Z
zcEZe%y#5<TaX779=t~ZCK-cE#IAuX%f*a=&s~2R7BCi>cWdGl8??Vn4A;Nx|0Aas9
ze0h`$+}Bm}j@(bhiS|#E?fSoi7GeN}<N0k7@wo$@j|Vq^K;$)JOt`U^BNl;<tQhJf
z2cGyxB(tSVz~RWU+UzQ%#m|LTcclMZvgig_+qLN{w-H`R85m&`r;S!gu($#48S+aM
zx(t2$s(cZ*qSiX%FM*ywx&L7%<-$GTC>?&6wCUn9;ixD<eDHY7L;qkWDbeA<8n^$V
z3`JYdMa<Bf=&(zlKCk5HC_{0jm2$3J#fFDRGx&0Ei`iR8T40uzU*ijBc8&+NUkuUp
zeseJlhjX{8-T(n&3pKR_w=w&due0POHw7Oqnu*8DpyJ$nTxKEh$;cG1vUB}|YZd?0
zaIUu2<D_JTN$Imbpp9R3l^c4o0g_8zAe;;;dOFC(P;d?Q;%KNJ4g(_seDR;pr{2bd
z2$M8jAD4s6%<2az7@`Mv*8pixkQ!UeL3$F@-v;uBf=nPaIt4vYHdMO-l4GD}J5A?#
zz(890LH-TU|6KU$bnaS(XcQd3%oNy_4V=;Y-)R-GrYdMlx9(_3L!joveY+2}eRgV1
z<zR#|M0qu@%tPRE2h40ZF-kFI;DkH-%kz@UHJZtz=xtB2UK|I)&+(Itvo(^`6j8^h
z2%a@h@Lmv9ZSl0jpG>B}9OYmH6$pk`Jl$~52Oum)q5NK@ceH^6+h-ib1LLIs_T%mU
z(XO$@EJ<}km}gxEN2tFz!sQt30Wp5GrhGnyMj`TOKYe}B^M|^8v6i2{;3sbDyyM=O
zg!`f9zf!-Byx&y=uUw53rL9K^mz+j=c!GaO9DwTTrt_L!U~$ng8F$bmc~ej<v?JXn
z$}py=T6dUId1!KmjM|8eelo{Z=oF*k<Gd=OWQ}qEmJV`RhFy#^f=DOLc$4oZF#|r;
zUJEO{S~=2qdSBCbZNyT@N{qY3k991nIVH}>`ykM7a6FGl@|nGELX|MG>aouz$=E9S
zyh@`)3^U*Hk8!ZNbE0c%du&Y~cz^&;vk{x<F8V07d|o<$>1bDAfiD8w0v?{6ObFl$
za50njy=|2+B-I#bsx%ESu-$L4=)laeCMDkF6>uu@e2tHikL5g)Wyos~DE8`%cPUiH
zg*)N3@S;^VOz#47hheRtf!n|`|C?8=J%Lm*cW_v&vsCkOJ6CqIbBmES@5?S16yo{S
z3Mxu2=;=KuEWQqR$eWKr0FOB{RC3Rlj<2VS#~Y2Py(H_rY;_YtG#}fIDBh<em|s%l
z&{~D#lKqZKu@|=wE!%zUz3!m)TI<8da#8b;ynVUr*E7&MNOV#07s`VpC-{7^1pYOh
z>jdjkde3VxDx?nhkqBml-h#G+4rwoJMc#D|E^%7|UZ)Hv0{Lc;8QDsOtE?BFnO%qS
zK`Hb&^M)$<9P7Vu=;tm(o#Ahc9lo2FB1{Lw+yw4O*>OB2iP*ITid9Ozr@pu13Z(hy
zvT%!U6!x1kM->cDl#Ai1;cosZ;{7uu{OfTQFzKoRl7c!-rz-g>s>3kjaTplZe^>p-
zfTJ>}&eYUWe=<Y)u!n#DnvyE?`~3u!q?LDMZ$I4r#=DY(sJFw9a{&j9$qys~HJ^a?
zpH#zOdI#B1)9;|^sL(rWPQMcBhkK^|SdM^7<9NjtzjItsnv)_2wbM%k-abzC{G}Zs
z?F%;TDpXl{Al<%L;Iig=D>X&3q}FF4VvL$JSCv%a{=S$f7^j}b1yC9XqZ08_EHuUY
zoy(&z)3;W+Hx5<>JdDuy@2cB>Y!^O<OxYIyS_@e$#=~4CTIcN(A_F~x<)wUEi0t^Y
z;q4-s*2W6Eu4dmZ_AgnzsT<?yTg+u_An&>rJ9h(oau6W{IaK=n%Kn%-&-N(EmX;#6
zXQsS;(3Lzdr$*DFNu6gj<^(9hjxWAE#|9z%Fm!=*$ouQ}7Bqb{xmqw6HVnVO7yKMz
z_$t$|D$JZ_zQ_&Ce90rHOgd8@!9WuXq6#zka0!U7wrs90o0eqZ{h)D9F>BiMkvR2C
zxxNwusWnU>R7Un&x6SdCb;{8wv@K`-G9>8St5x%GnyoVUj<L31iO1NRc+c#px%ELu
z_<SA-w}0;bi65!!ds6j2=g@jFz*ep4%lQo;UAZuio$HH0q2-iU{g)%5eY?*g(a8eV
zWcp|Ln+h_6QWONVIg47Ra&CC>7F?&CTn{=_!}5;WMDm0rpM`%9j`-lhZ!aUXrCHTj
ziqT__s;CUJ6xvcmk$yUtPa^Mk5t=D^>`oj#;tGL3ae$6fZbD*<(!U5F-b;Yj+yDwn
z!RHEYHf?>IK@7#br%(Pf{<HiQbeS0>ZO5P80E3pADhZ&se_$mCucL>**93<C1W_aM
z-2fv^S6L;(rB)|4*poDVchLjdkv`aI-JALLZgKWeTb$iGdY-%3N!|Ks-mp04*9_k!
z9|grk3yGNLBBn{Y8nf#ztyo;vLfb)hH6BXzqpZ8b-SL|mgjbn$<Ee9V>(x@2I%SW0
z5Q57R?QOB`+67cRJo!b+>MjT#+$SyD`@q+()V$h2yn?S>DC_(#GV4<CRzHrb{BGzj
zOq6Ik92(-h?xPH_p{Np$Ers#0At3FAHu|%k`d4w7zNe^fbwAf;77*amH%p6Y&3l-$
zFb?u=PENNVJXfGwa{>MCheF2Q&)}{q=>)pWfcQqwUHA&43Ery%Y-nHqR1v|FF-DQh
zRuCa3q#zr%He#i%x#b?s3s+$d2r<v%tSrN4VY6=;sdmpSj5_!x;G-*7$0oPviK0wF
zJ+x}{Rwu^|`wknU)<$^0boN7T%eXvw*$oTV_V>&ztPOUaC<Uxcg)E4voke?JW>Gvy
ziJ_IzFCt2epBWw=%+|e!=uly0kK9*p8JDp8kgT^6KSVe-jmz~6_k&B&R(?ogZl2vB
zb!dzpdhbX~rUx@YyWGpMeSgDiiAc@+N-v}7MApAV9sgh)?W$%Ac7v5wB0xetT=dTv
z<Nv4Qe`U;~Ek=K~gQ-}`|4DA)S2+W|D(eM?Hguc|Zl#)6pm%r|oXJJz*OPzWaDEpa
ztsWS?O=SA5&h-Y!R&P4SRa?FRROg;5I|^R_=5r@ogm7;Lqz|?Gr>WCeR?D_TY^^FF
z(PF6#u6@00SGDvebXyLQc{OI1>LL#O_s=Iir6XY$qf)d+JuBjOUCb6)GD5pHpIe4S
zDDxU0=W-pxM{2JGKOWIeYT3v>w7%xd*PZEh5U{T(D>dQgA1x#mALEh{vtizuNqneS
zka!15;x*>kdD+Oi!VLY&od@j)SJ`KO8&@sK`r$pgm{nFLyh&7tWCs}IX<VL#nwl>p
zABUDr>NUx9^Hxxttl~^8rd{Ay|Fj^+=f6vH{84k-Tl!;~W`i#09th<N%~h?!uKg>8
zFV|Bpnaz--|77vsB3BYi-qh;6yT}#bI>He}<J%DGFg#g11Nrg@#|oum#OIbz3{My%
zXT=inMl{T_F#-1U2B@>h3IUC)rSRo40}`qpY8-WmT*ap=CMk-=Kt9!(@P5idB`AV+
zT_1MQ_m79pWJ}1n<8$283L<2$b<xcf$*Y6<-r`rce`u$tC*JC1@<PXqu&z}NkIH#T
zv=rX2XE0QE$$&_zu8C!~=rY@tO3<zu4^nysQ+pR!=5uQBCl&d>Eznd<T+j6zV4Dt<
zAaFY(WjY-Et_pzi6A@yyc;zDtOE(+)(nz8pF{7DiGy!)C8N)EtPRQ4BwLJJUaRy(B
zV22OxC%sM;@@No;1veJv9j4j&R{_i+EOQ@|-QAt?mcATuW$G>p*7QBO!`Y9NjK=-_
zWiTd?o-y$`DO=3q$gRMSv~;ZaADH8K3i5JJx626QRm8|A7JYbP3X+3*!gPm?J>R)e
z?0G>%^=v!%C@Ll`?ZoY3dOYzIBvb!rf%B?Twpe~qWK>$@O+pLmz*RDL#W;YH_s5Cx
z_v-nS*Kdl1x8k8Z`6}Vu#{(8e?f6mUDGxCiL;&MPGbG)hZuoHH520H-?6he~;xuUw
zhR7nkS9t@F03&@5AK_?r)Qqss5~v^74t6}yh?7JcInr+YT)pVAM8tzSgCS&c9%@%Q
z71k*+GJpoHaUZO4AIHhENT#}SPC-8XUj4zu)O7-XDa$k9@ky_clvBQp;>M?|XC(>M
zfMjO#TM^2Y%g<^;=c(A^wkN4<g4mWl84U+A2cawey|t4*3z8jZx7lG&BvQ`uGX^Sk
zbatk8;$Ih2?NcjHRT%knQzqO;Iv+q&5d-;C^H~tLQZ2!+^bXRmWY6F}gp_BX7$pSY
z*ZmwRJ49Ri4ymk+WjOgMo6_)>c1-vZeZ@fJj;a+rj0h8Nz6|*Vg?nWEKK^h&)Psr1
zPcnf%>rC6U$}M-hq9e7W%J-R?S(<X+Y>hnUr93M6T(Cek!Ink0aC~V}4;zMyt{`+Y
zB}+_6k3^ePsz|8!DyJ|w!!I%^N0fRFDmPY7Q2wUsh$My_1F?3gcw=xzSF7J@<$|Td
zHg#7_;fV5;FWQhdoy}dYc%7M^J1->@x<jO9YTsKCBZc=XY$ykYEMnZTG~u9RCbPk+
zlHhH_xsQ|>A1{oz@zO*AFQ|c2=*wC8{rgM9T^6BB3Iid%ed{Dr$azK&9+#CHZut=l
zxXU9Aw{|;Nx}Kgc%b?_IGxB?GGYHljE$!zP2*{4B9ZYcNyDdlC6B#(~BB#j8&$}S2
z?C`91!7}bVLy!wUtl_-@upy#WFQte_0mBiW&Qxqw8{)mOrt(5V#lenz>U+tzwg}g{
zy`m?O!c|&B>N>Qa`Mm4om(X6j82!Nh=Lw}BVYJBvm<iTW0_XL+8z5~AT=PF;&CEaX
zLP($;02!^__}p}82T4D?7PI=%Wgw^t8kHf1i;O`}I^<C{e_j&5xp#<kxlPkDbG9c4
zgMd$jvtjVBAnYht6M3vA{Bunn@kdVopUD3p-0s=3vOePbno2YNaWg*gGJ04FLLPUa
zR)Rl!9w|Jb#_zsU%vE$vc28C!^5aPK2*DQ}34f<t>RK)0=?a@OjBQUyY`(k6-VVQ2
zlSdCxQC^9n-;4QgBeps5g4&L0J_8E6?8l$}I3oY1A65kY@HBKBe8dSVb@_zXZ+3;Z
z5~000h@;@sL0FA60|k5c%+mj|O9dX9{Z)63OihiSWcSIuT9GSK^U3a1nTA8sH?*Td
zMg}BCVeAb%2&2Z6Pd>L0ozTGeaUkJ{Yj68DfA=B06Ftn<>J$HRBHRe>1Zu^UDu=BK
zGF+<PDP-^`=3KQEfu<Edve2S8i%IJaKcAon7^IGCj&`3n?P_^aUMflNevK@vCA_AM
z1Q8HX6Q=}Ng8nFIt9ov!Ne=9Ct4(8fh<<T^LCVzC+aA3-G7L*x=_X1-`}M-V+=1T2
zDbuv??wKT$_(n4Q!&*Sm6IbJ^xKDA?btkA<(df#PVq>i%nFr6dj1HnoOHgMyw|w2z
zG;A1>XK2aEpW=KfrqMmwoV2<2V}@=;+yIPimBOYhO4&GCQ%~btK?7a(dlBou=DJa3
z;2_02!>uF^I)3gHm_5F=%?S>CBQO5ZwGWt1*!qx)HS&`)!cXx05!3T;g3C%Z+GGye
zp(T6Sbcl!Wgtd_p_6EdYCPm(kMP5JGQc*H`CAbd0kV;Xbh!NAA7HRIag||P{GP@Nd
z{4SJJ4bwj5YjB>bzwo;xXR{)k=LgD!N9ZPUbWexr?~jYF-RGU<+=y3vleRsupn6a3
zJx$t&JMM}j@qYuW@ijf4^nLf8)_ICW;VXp*svyFy3}1l$CnOto1Lz&3VpXWH?u2l{
zeR)#OU_X*!zm>gN29=wtxcV>AC!upEpo0?rxdPOSDZ(d)h1aRgK?pbwLcpIZh&%Yt
zf7eh}Rdr_Zb<<S!RRk(rnbz}8f|O2-b>Z0Nq@><%&HeG%O-;v1t6?$5MAH@P7BvuD
z+n7U-uE+%=x>c&tUOBY5-{pX$g=i?a7h(&D5xpd=JCTSUms!vuk=pg&&QoQ$coEiM
znHBb}PTQK?>Q4ApuX=)fX(<G+oQ9t4;c;Q!%i3`!+<pn9?UjCoZC!GPg1Ma?RydS8
ze^7?(pdh@&$l!y7`=TAFFb-Z~j-&l!Xz=fa1-ZC4z`LY&m_yh_rB;F4tK=<>8ez+1
z8g;{qm!7qJUNXQd1&x%6HMlR~+!>f74TY{h04EhR1Tbp|@?#Pq=gXmKs($Cf)g5MS
z$#DaGo3kvB!P&uT*0IHiO3E&6Fa1)Gu}@pzaVp0m*-W3*#8FLo)+bB?Y^K-ys$X}k
zsA-!rI<$&f<!k6ZaAm<Cxr?!^AKGY1DYl>Zm?!N_L5|vwSR@z~xB;l*To%xa{8kr6
z%4(1qmK;ADfV`?#6hhJD>Bm^{k(p14JYT)<I(U0{;9iU#M{6&rlew#rB_mXZw7loP
z@D58c>qo>*x%LBzBa*Sw{ez14U4+$`_3tROUTvfCZn|!XkdCODo`MD{)&C3zQY?lk
zm*{%Xxg`-2$N%QzPQMy7)#AUl&+W7LT)2!zc;jAg&7;e4=Fp^v?T#<t1a>Fm-!*$t
zk{VlsKPzV<7zsPU(`qrd96c2=cG9a2%ar9)@11>)-W->UR^Kn_eOMn>JGQqw()|AP
zWfM~YwybA<;>ZV@O%C<wPMYQTQ5W@H8{!T?+8qX=xLjbNyA}5}*yt=%9FtX~_z~?M
zN8MSm@^Ip9j)@51F!n+%y4Zcwrh(QWuhrNAyV&Wj59!C}cN6swHnd%v7Aazo&KY)m
z&@!2gi$ZOM7Y%-yDXhPBsmD3~ziKGm3Z{^fev1_%uRtzo;K>!3$|or|H6)KH39jc%
ztgp8=5nBEGIP!-#?`#?ozRJoon>$1WiJ_t=g}r|;uy_dWKf|csqJ^QqK$9B)#3tSh
zVrS_$Kna+k-yR)sE^?=Obie<)<%fAKeBYh3T}YEG4yw;TLEcqFfA2l-J6H;WD8E9x
zNSIb5)O`FopRUkp^|8Oog2-|Dv*AeP5uu*l4jzK8E44ytp|0rV*D$xoCx!P&p08W&
zsm{z9`9FOq$hbC1$6V8Oanftx3U76syYt@BS-+G8Bj@!a2d*~P<?uLMQF#wF)3V?V
z#<wf>QFQa}fp1RUWhE8t(y+G4NA?fZlN`z2zQf&tp`U7+TP(>z_0U8=?{S1((1D%2
zLhh$MeMY{av%o>gf}&5+K1u_AV==XT1HVF&^h!K=RP0D&D;Jhef-M+KO_q++O9I%w
zAO%{sExgu;b2YCbh!)i(e0;@vROk-m!eYV2Dr5_tLk!!l$GJH219J=3LI2M2S~+6P
zFV-=$FCJ1z^^LY!R{cd*@0C^c4b05^MOR<+{_A9IMeP+$;oD4sdlTdQ(iq5hY{lFw
zL3IIvt8(6B2StheS)F!Mv!jj)W#UUPRC`orL0G0O>2)ygjw4;2V;M{0A51W0OHIk%
zKP#BeSn^H&)V<pwn>gsSN?`)>i@aX*2B`U+)LtRvT%kzofD=UEe<b04!fm6!X^Zkj
z2tZBgpT0o%YpR$rQST7H7M!OFH^8I(Xj#?^%xN$jVgSRn0hF$vBiuhLuL@{q4ov||
zYshew;bC2FFJe)OMgP?J&w&vF{OaCP6g64fkUq&`=@HiB8TN2%L!gGnO2qR0fpsxz
zt|@s@%Byc{*h6;+vs@{Y96e349bz|?Z9Iry^epe%gCBEbqf5BT`%}{X-IS}%M#85D
z*h$!tRyHoyom`T*p#!4LTk%5WN;RI+VTRG_6D61#kpl?2`Pun&Db~Sk-6X!kn8pd3
zvs#%wxJ7L%QraXns1V}b-dXYEjkZKL!x9BCd^(>$#=L)0{})ifn(FZ9;%k3%Rj0jc
z|B5{@ANN26--%fWzpgU;R(M71{m<=?$cm$O_w>bl2kZz9nz*w0J41Kb&&S%b;Z@(@
zpC#bFBQWV!ZY*Nv=_T9wOOhHXaj9~~L3_U-fuic`2jCZexdF5jE>)dY!##}IrS97!
zEJPWR4DUyAWL3w6jJR2KDhfh|3VFK{$^`@j`NYd)$O2m_FG%HJcAB00)t6JnXKEMm
zW9Oi`p$1n}(Q^$iJaM-oUkLkT148m@BPKHwNt0oGoy|R(`XnM+Nk-|CbqR~=99PR0
z-TTATb%CnpBVi|Z?=}juw=yS3yLmirCu89pjk85@S4}dh;!)7benxaT9v&Q}6ES_l
zu`a_i+a{ZoVG(XVc2HHw^eP8IfrQNNIA8C3d@Kw#>lZ-*ezBNsa%ng$E*Cmr@s}j`
zsYxa%Maca{ieL%8AVT@m<#<pN3%z5KU-Sm5jd%z@-zYkCa+l31ci)prZokl-0kJ5>
zkRZvd>VQBW1AOD9R8T5k`45^zJ2;3|)GSZ9C)CK7peN2vN?Hp|L802F`x@=wblFM~
zGy!Qw1QYyC63T0zLg?1VV%B1Xfg51?wk3SNh{@(_m>lzYTsoNhN%TPYc`p5%SnAi+
z`2$RicD2VGx^gGHT_}&RHwcbE2khY$2&F%`3Nz444A9A4T~<JUD<b4dg=<%p7FZ5^
z{M?#_TW_o1@<_D4x`cXDOfgd705T;Z9Hl5uTEzr)^x8h!^fJB9L8|Vh6X(>9pWPbQ
zB^jkl=Ctv|{V>J!Gy=GgXyR77(rSs>z=XwR-L~&&?_PdJE-v>Oi}I^Czy5rpQhq<v
zUV{=6e;4h?9leG`1_;7SH2X*0U~WWB4K*`|h?-s|x>F%$noz*q8KgW~@nd1>Q1BI?
zIN`m`!QYAlsG0wLX9k=|4~3WU>0vNUAi(C{#@N}OIiyT7@~xI_GjbN}JA9Y_a%8E6
zM4|oim3}l60`EMSw|^%bUf?pwRO$I-e)fCst;1X<tYD7tiute?UX?H9&?kC&4&4f=
z*<Mc7c3>mi0PX!C-=7I@OzY0&twA&n1(bLC<a#72Zh(i^c|D4*?oU!^OK`j!oM@IP
zGv({{cOxxx3F_j-JbWtHZ5np<gg;r-OqzsQ@qN~+4Dp^;mu9b~77h?e#aM+mSJ%f(
zx;_X=4>4luY{O{2wwG9a_}M1FE^+c0&A(5y{XDEMb%g6S$E9f_Ar^VJbipthnm?m6
zOi1*F-t7&e$E2xUEonvjwz6L(#u;t{<}B5j6WX4EuKo)6U#PJHW`ZftF@#2Kw+N_E
z5_TT0lz;q&o#69@GRbtt)naT1aG-k~j-fvtJ*h?+N%FiO^SiG3pay&N%ivlBEn+5n
zxit|IP1Q_-eDl+{Pf@1TRw<(0bIc#VdaUxX%Fnr3>LOG|@2^-N@#l!>@09;(l$zx6
z8%hl^)&0Q%{Q^^gy4cGpoXZQ!ODvUr-aL}uY6nB!h<Wbb<~$6`3}_n~?nRk`iTk29
zBvMRMZ?UhGQHTZL+~E$3`P~M!1>vI^t|K%lkGgC<99j_!BM(vnxpD5e&UID1eRCM=
zSRkZQ)bw@sR>l5gthl)~jXaI>x|eUE#3H&^=V{x!I8AXe_W6Bm4(Q{T=XITtt^sSN
z^3FJQc7Eg8+=EOqQld(q->wAQO|*ENq%rVDVNm4y;pkK8QT<V?*XvJnZYk#n-;t=)
zD{{#B)r<exo-t`P#nKB;`)e7>M)IhAu#!xne7uat$Guc@TyNbm+Ro;F2T3mS2k#Ka
zsMLJXENtE_B+Cd9GcUNsW4(!LOL2>$u+wfFw!GUjep+=lP*6=%fW)ZdO8gS1`+Ql&
zL&}AEVt6~W7>*00hkH_A=Z2)2btnr~Fsjd+2FEWK7GBFZ*l*bhZqxLn$;V+5Lielo
z<U}BPIswZvnVoiK<M%|}gNv=-YzI5_$!Q8^)CZPke<y|Rhi*WR)+kpr<war+m=to9
z6}-_b+!J$z(qb|@8^0^OF)YLUV`k~!v8+<@EQn($p|u7si<VOi#>@_67Q{TsJTd)8
zlu0%O`2N}J3L35nileclMT4k<?BhpYhgL;w6r^etz#H*ULwu9O*hothN|bU^QMd6@
zU&j3Xuq*#QXgv}sPrBq*qb>3}!THH6ycLzw%Qy<y&ocOqZ5sQonp2^2sHBqx=NH3!
z<JXplj@NL*s{3$}5HszGs_fl_mJSP{gb~#TAKdOhm9&c|jo~LY(r@x0=`o)fxil3Y
z8CMR|N~T{a=ie1N6(zdplUh5<Su7hiNR*C^rO>b8M7tm9`=#n+qYWa|MY?s-Q156W
z*vCt$*_g9F8Iv3Y(mnEFA5*U?W+{fs&7y;41-e+;)jw00V1@L9rh7m@CfhA2KwPn%
z7}Dyt_M>%94?fyZ8NP)~^dokqwyzmcih^#k3-OwvI42nJ^<2ou9q>{8LqF?5{0D+n
zrS=a%%A56Pvh=5bN|XDi)h>^?skik?cxxHD&aBoh{V5k(2qx=`!$AaIsYlL$Sh$;D
znZux!qpG6xfyj|tR}f7m$bm!i84W#u)!C1?EZHj{NMv?ct}T))E&6sfiQov{0H8?V
zx_NQv0hq^WxTkq6kD|paH2Ib1xmgUi2}oGTX#NAC_K!vSgj0O*xfnn<_{;9sWaZC$
z{GU`FKfigT2~_?ZN&K-a!|EeF19@*lB#~|D67#654KH%pY1zl;OE!@-6eCHxG~3$5
zeD?gkVTJQXL^f%B*~-`+sDFu>lDHC3sj412dEIN^b|<{H%>xDzvbnv5oWkgee!BSC
zhFFeG$z!VH^~PoZ_sMW##UbT6{-Yfi;iFl(tId3=g&8-ktUV|9U{|OvJxmK!rh&Lq
zy{|_bF7CTYXa}2mhqk1eHg5B>O`G@FK*P?}LDvRUNVsi1nfvCRO1*QhnXrkNyOKo1
zA2!mKVPhUYIotKX5%Pe{on&Gfk`O8bd4ej%g47?{P8TaVuBAFg^Gxvr%`<QJ$naiI
z*}KUP6dSENol-N>J!K<;(4-*_^1tHAKkN|;QV#F=!E2?ihYD3lJ9gpY$fsRlr5YOA
zOMLBo*AE3|<lvtAVDOm@YA6#9!mgnbU|21jTlAzZ1&{liF6$)KGa(5CEf)vvN_SpX
z|70HHgO=^%+Lb{oc>yX*=WjN_2C+ivjoS4G%=Ncp?BZqumA)2_rI#i{-t+cY6QKZC
zWU5^E(NX|_&Sp)+gZm**uV=w0e4@r%o+51ZCZ6>vs}ID1yzYU~LaEW+PE}+84PV2Z
zWV7)4UgT}~ewg+f_=@lhKCRtl$aqlt2s6P@AJR*mr)5=IHm}#R7j)1Q6x*-eK`a23
zJ6DVFSh-{jOaPO_{RNa~$2WjKg>^QFmP?>>!*DzVub@w>o6w^zG#E^HLE`7j0KK#v
zx4M+;%fEb)!f%&}5U%I_{3SnKC6Dqyp)sul*t3+~`21fpI-#bcx`bj?KF<*mI3mM_
z3N^G~F<nHQDa?qg-c0`mrUt<*?c*WiLzDXqn=$}Dmq`iBYmIEJE_u$*&`dOZ7uj*9
zN-9-iA-hp6Kh=$1NQF_pXg!_zpv)~na|d~g9|`BbA-MmUV?S#q{t4|^h%V=1*afjo
z(^mE|{&p`|gZ^6k?yHvLR-3Xvo*Pxv@m-wJQ?ymDdc5+vKC;>{z)#RCW}Y!O_spoO
zGC~;*CCUYyd<*2G&HWQ}*ZG5y8E^>23l-&J(wN~k&Ba?-CD2(B%O}IFlP#qLZsUCI
zm!;aRz0tktRyDqoVOP(C>a(aNeYsHLQUL6=pg{3RH7SDpG1=a7w`-}qCanmeAQYtp
z#m1T&K+A#JgCG}L>co0+6nU7lGPJj#IHcK;$G?*slvY)$=rlRD@<fV{o~}+01=^u#
zbGZopSY+`_MHc#_lG{=|!@eLKT;x)rAm&Ct_@9kBna%qzmgmiz`tYpUyP$f%&|POY
z!6wIoH%V&hP8&9Vd@g-Jg<1cekka^SBz_~~ZhRS^<$|F`Rv*FG=3<}Bey!59Ggp~T
z|9!ipPZOm`BcpSKSqWKRFgMBqYFLlFr%J#ckt{b=ST{<*j?_-7Jto>WaVv{@L$ac7
zA?YM1WSBjwy3<3aY9gX__HnHVKNBZ_E7Lffnh6d3T^g>um&Uw@WgGgRWThp?{6*h!
zPGCmeQe<duWp*I{o5bE9UC5u+HO89`34UQQ%*K9VF|dB`Ss4TV%2$lOc1%SPghU*K
zrVV_JQHZ#e!bxedv1@Hu>9ZRB<7ErWK5m$_pq%_snj)^68GWOpLGF<(44ceJSK3)l
z)mU+AHo<bHq`Pd9jTEU+Yq;Y3312(|=B`4@$8pNVn(X0*=S;>`T|o`Gr^PShL!_?w
zlgXk!QJN3z1T^Npdju<bap`=WU$TE%=Oo!<?@cFLvny!X#U=AZYh7C!!R+7&`{cXp
zbC=VJc9}r#&Y*8??Cut!4HR@<gOK%pv9u44nZ*oeU;hpY`5j6L_K}oCq8TSGbS-)o
zSGaA9m`IGncd0U*%@{h!QK*TR?nWLXQOIK1lYT&vOO^m1>D`_V+U8>R<W}#o2V${C
zJw02^m2e(gY`2B-Bx%?e64#3%W#apc{TvPaDF15_0V2sk3Ldnh8>Gv1gj0)6EPk#Q
zP2(KkJmQ3tobcNOHXR})!0RcOA#`W$YGd)yEr{qE)X`B+oxoW2x48=de6c_$>=3`%
zQuvVMGsq9^U2krD<t(J7CW)q(!$Bi(H;K%hI4^2@7BS<(dRKgUNwC!cD-&vXo`waI
z5z5xMOJLqSToq0}DV<_jYiu0in->AfH8jUeL-mN%^VsMfg=mq7Zu;*kM^TsB!&Vsj
zEVUB6sG4eqUm3<sAg+8(3_kFCF;GdGBt0hH5NJK@J<-f9RGrHbYZ58&MEmnJCFt2S
z^UO6{Ki8E_R?txq(jbkfJ(l}EJI9&Z>0#;cI#jNOYTA<1GsU`(vpUOTEX=oQ`Jph(
zPPj(}=Z^WiEDH+lXCG%=SmdaR&p{0&nD-sOcirkDlN~r*x;iBDvU2wq(-2tq$4B#P
z{Q)m=4#DY6;{AAz)*yr$Q`=3UN`CvSn)-fBy~ZgS8{2R{JLYy|zgX<YS0R2!sn`W<
z@Ii+g-~~v$b&VchG0S=$>0F58R(cz>dqI)ZpD)blT}i86>EgAq6MnQS?_n+%`bgBv
zqldo9VRK}y5F8j>+W{NvYwTF`<_h#HNP2tq%s+4_Pu<m|Yk&G-Qgth5n@F1ovbWrd
z>cYSYx)THKk>3~6&!Zf;6@(o^=eq0~%;}qSr-z3_N;EEyGEMyWT{U=@o!hntP`l1K
zMnzkD(l>%;$_@+XpL2QkA~GhsZM0d2g^7%l5K@{8Sy;*IJ`L0_c!ayrf6;2Lw@x^0
z5#naU_{l|aj-9AE7-=u0fE_*xIMI3|#~a;iw<C(6yA_!Ju!Fl(dtGy2m@D7XGLu7#
zF>YoeVkeqD#g@p6yMEyc!?BkFODZUi8jaT7DfPDWKL{ND24M6x{wlSEh?f_GiqyYo
zG2$-=W}bZ_Yo}r}vgPzs5z8t-6|OJ@BR;B1GcJU-^Yoq5Q_RSjf?R5S|6pdjlMP*}
z604`r9fM88_@mSkrSLw~O5uhFnh+H~N2BdD{MKX0YVH*%Hs61N0rFbfTR!LSK?XHx
z?ke{>zj5F6`ppWsSe(AR2E*O(zCG9oTxIah4dCGw015}E$8+_*&N;8ak#qzLN2*+~
zxR_K%#@QF_4ng+4*)qGjDrVC-2+#DTUGs+4qE*kX{ov|wtiy=oRk(}ct)=r3l4=#M
zDVs9&r)Xz*nALhhJDxbX{ue5s)yk0nId=I&86mEyZ){Sq=iN7yX6{vT_wn2<f~=$G
z$@rUHb|=NmPDb_xY|ZmQ$F`~~p8cd8O&r^_dV@tIQ>xWY!fgm=_)jX1u^u&yE?{Dh
zSoL@UMR`@rF1%)0o8mM5a^wuDj(_*J^Zum-g?KUXfy8xi_1wwuCFZH2F85+IbxZYk
zq6-kn74?ATi=R`kPB&Y0{sy>XKB*f?L+J3z;h{d891*@#B`X@&4nK_*_1%__ot@lk
z%4$X>rS|rp*OJIyrK6BCW1lG=%rx+{-KImtW+M+kgrPWGG7rKB0(KWVspk1h*J|iW
z@}<AQL~j81LW2eLin?%t7i%<gPX~)Dld$C9h}p5MpxxI$$+0>~!jgXXxh<pIX|f@u
zttK9VlP5m*Iq+$_^jTRgRCOdprIE8_lHFfVRC5*+oRuKtI%&B9*tJI;XED*PWbM%?
zR5{OsoEFo?T5$s+lOOQ7M9Du^&{a789dG;x*NkESk_VtdsR(l23!2$(#X5pA^T4x#
zSc916PDM~6<MZ2jjZ|#x=X&^3v=y(6*!-VTL-dy=3%6hc-{yi$VsYMTAY&fBx_W+b
zxNN%D9)2lxF%H$JV}p&(!8}2`|0y2$I{fK?$>Dp#80*y#oyvlp{~F&(pHO3d5nhEn
zLeRguM1S1(C(9K4@ka&(Hg=Vj(yEj=eF>oqmH7UqQT>t_-j%zYooA}t({|G^zE5U!
zk<;-IQcDxoTj+tK;*i#BtL&LgU4dHPzM0hzZx$qE`NzQs^s8D{7{sHKr0a{J=@X=T
z8#}574a3fbtLsag$>cT6p^$W(x6#D4g?+DN@l}HYI##do=To+|%xOk=o^wrf89rdw
ziQ-W`y#Y22p7o!JGa}?~oP){!n!50_ywS#<M+zAF;kulIv7ZVyRidT%q;}1v-#ly;
zhrASFe=dd}2d0;P)_958u~k>byyT#Ma(;Ph0J%c-cAlk6Ri^_i{r|Lg-BC?t`#J~$
z0%9X5B1Hiy5l|`8Ly;1Y-h1yb^dcYu1reloLKEqPBA6J8$RLAsgH-9#iGcJT;yup1
z>)^Z3nKkdOS@*rQ{O|0ub5>UN+55MD-}n3W7n&>T)pE~>QH&Xg^d*Cd!{fc5K|}*V
zf*hsrN=NwSc~v}_fkbl|K<pbsR~hVxEh1VDXo2%$Ql3D(@X9^<2xpBz!Zx=H;Xdv&
zC}>d+u{BVce@zz6#CI3!eZ3lAl0zoUkt>1*3)S#FW4$=<1*eiNQt18pHK(eHkN^<L
zUdxvNu(4NHeKOOzV#<!kl&?^juv#7_mk)lM_NJ1?jd!Sx?#%AZ&FWM9iuJ8?wNVh*
z1H~{amTQ3<Sp}#QMDD8KrbQFBnp;cBnl#}OMln<T3CKqQ7%sJ(ke%h?(V5=huDjWI
zR=*1Tp@7f+9jrteNtNKd6-l;11d2`hY8Qt^uKqAby)2Cm`!~Vth!Kkc`gg|9?pH0@
z_tJJ!NY)^p+p&zp<Df3MN0uQF-Q9DhS<7nb)1wR)few~7mzU>|24^iJjo2;e=GRO0
zQ3tKmZ0IzJBFFyn0A)wVqWZ+Rwz+F<w33U}wos|@a53dv^mFBgE{Y4WMX>3L4e;P4
z&w+)F`D7_PPfKi)^+)pkfv7ONKOigZ`Oxo4f6!1RJJSK}S|{Jw@$09&XDJtLSX|CM
zFwQ2+;&+UEblQjM6QXyKAO|0E*^3rqxizK{c)wJp(B!RT#DEU=K&ZU=rF`z~c(5b`
z<;nExDg#_@i{1SVyD-$FpT~quQ@kl+-Ku#BA(BPDgYUqX&|bCz)|2!@t+$Swt4tS{
zw<z_LZPvkgz%%QeehDyZ<ok(HB^Q_L_D?B{MT7iwqCB+9MA9=+u6?)w4uGU;UHF$B
z^~f@ZoZ35a>(I?~&Y??(Y5gn!ry4r@5g^DdKtHDK1E{P#;0rb=<TuTrF9vacT8jQ2
ziT&k1L}cgdQHqPd2M!Kmxi4vYk*WRl300ad*2*?UNxKny<}I>y<fa-ag|9~Qoj^+^
zu9nP*mDnfqVuAcIlaJ+4=t^GB7eQxGl^v&~;S>{qTSns~<g$cPyH>Q+PkB_QT6JEe
z6v*TaQ`%9|j2g}f&-8b`s|NI%Fa)0@<<VHI?FHRC4p`oh0qauPpakGe?pHt;AAANa
zTn(ZJVtwn?UP5)nIx<NW1_XcQLSWoxb$@r2D2KiQ0?Tq>K^?_Eo&20`t*LiJ5-5d+
zvwA)%i5AU2nv9)aR8u#pgCY6m`w%|z_NBYg!u+WNLk)L@<{7kn%6THVI5naKtQ-wq
zmejTWrXK*L$%8jcOpo{=&Aq{MEOi84wFfGg^Ng)W<I<lmtE-brdJ{Gg2fB4iu_i+C
z;*YaPeXIzHM3r%JvbLW==JpdCpP+p5+q9Vg$27gcPn7fbcYr#g&c2zmMJRytJmSX=
z;A>Zq?4hXEUW>+H>>A?-;(dym!_Y!Fwi@5X^xn@0e-P8zO?+)r2|^e7OuA&(JljGF
zS_C-p$Zd9{BU2eqFMw4jZRsZBHuqu}w~7zLetT3OU4^NVGxQBHk5&;yfZ8Nzdi8fu
zbY?Izw+|WfpFz_6)056Zm6l|0WsZ$R-xY?Yfd*!2h%(J{hjHa^hA%UIAZkGa?p^<C
zdvruo`2|KCSxlwS8P<udW_TKsAEfhB6rp5=@M;d2VO{p$v_QbCJi593_3Ljq^z`2<
zW{d2Amh-DDS_&sCkV@3n4D!fg8#Gnb#$cH5OtS)bPWRF<`ap2nhX+1h>@^g*-`_zy
zN*sF%trq2@@MQC9y#c@Fg{$vASUA4*Vo2+;BXA{;R+;j(rtTS5ml?t@3@P!nomFTQ
zyD_61*Hn%=U)AK194Sl`rrzZu%cXoFUXUs*2khl~qkclee)=Pu)wcLUP7S^OcMl*`
z_eJ}X+I?^0X3+>Ti`&jgSTjc?cvj_7yqkEt09b)@2Z&xz`o07Wu5thvG9$73K#sV7
z0;#R52`obG`9oLuAxSr}XZ9Y+Fnkb9&~`7zLDx?JIwK&TDw+NIrob(}6NknXeS?;I
z5?9{Y_79w)ELma~1@;Q{qIBUkwM3jyi^toA@@&HC^ohNd^Rx2!%eNXf#(CT8c}sgf
z`DSaC;R|ob0vq&d$T+a0`ZjPuCr<#_Bx@~D>z+-D>wdn=tZ>BE$y0!$yx|kYY{MkQ
zZ@t=sxB;xaITf{(mC;#93Rs6vDJgT8LV&Za267(wWmDpkK$7&;oaPVInz=$iiM2v}
zhIaa9D{@O9ll{^1xlroeO)ypyteD-*EO^pwn7j`g<&{{Ii5R$EM=CO(gs&;1U6Zz*
z#R%>9aZYhe$Bj8(Ux{iFcQabyYl2^A5C>z~BUqq*V`1I>)i0%NIYE`u@Rtw;%LU~j
zg_90k9JbL`WAw;VY7Rz&2JsFH0Bch4N7?Kj^&QQ0^-G!v(#inR0zmU~K-j-9@e!~D
zSp4L2NHvgjwAD?T^jC<||LL>V4w2o)`eRPE(O1n5<P=D}S|$xpYNUFDOLYJM*_i~g
zq?7}{7D75u@CXBZEq=Av#FWBu4Trn%)!grQmBW9jUG>$Vl#lZ{Tvsb@nKn+t89}4W
z%)Ll<_Y{}$j!q&fPis0N6O-86-3t>E+R8g#3$At*zU`4Km04B5I!rsh0I=nQa_9sh
zX)L0LEa5(^zi;iNYLvzTb(SMs<Rd@R9<eN811>VV1>K`C1~vj4f>-YXbe;6^;T*y1
zV?TjLRRa2pt>YxO9K`SiCf2M|Zjg{PaZKE?g<>34`IsT=t~ti1%+a1{H4XTkniu-`
zFqX~}3FmPpq&%D|3;UN|{iL<D&zLC-fM)>A45|W0(M-Si4uu0tC>y8~HtY^^jytLA
z0cNexEg+FyN%^9uo`Np|>v4h?uso{#X5$2;XTLw$r%PKqHX}E#Upf^bg&r2L7*RE{
z>L!g&0G4vPDv)iomutC7zgT63?Wjw~yw3YZLO|8!sFtGgaA<1epd&FH<9Dvh%GeiO
zil!?YABCO8&YmDP*NmPgLoB!~ac@C%Uerd4Dfj7E>?$c3dW9Hf26tqqela}s9|*ds
z*;34(&)i#($RB*gOo3X-`J>!%lUHj_I#o^){qrM?dkUi7phi`7tU(>wLsZ9IgkIU}
z_{PeFASo;{M!;qs_PoxbSDG$Otm>YwaLc^pdF=;J%)29ddbmQ>a-UqFLH*0okMC~7
zZ8)v6Epi@f#Dy7Bg>=UXR|g!<1X@0ZwVp~Ja?ZCKh4rh5QVd6(*RIY@KWF+rpQW^)
zo2O?EW~JlF8rzfwIjby9-bUsfm}ua;Pq^^fNaoV+N;d*P4=1t`+@U?2ISGA1Cw+a(
zFCjUFrP5mH6^)&28FVDxq1m^AlZJeI1F8KlS$Me}a7*XFVjjCHvZJvzOfn|^lcO5e
zrMIDJ7pAoz*Iq}SHkNg5v>esj9x<@kXu7_hEQ_t3%MjDHCBysS+F#8dL+3Z8hC}a$
zPuaKJy(q$vG^)8*Q7cs0p0)J?vs%A0q~4@J^PFh7+7Syj9nHBtLe8=)(jP-wdC$bg
z0(K)KVGF#e7f>^4H&p*9T9B_Ohq(S}1Sdn|(TwabT>qzH%h7nF-skyV0OCQl823K<
zX@$D9vuKVYmtyDC>?&;hj;@T0S%;wrPwc*IUL}9<4#N;JxJqC4#*iYT-#}HFFa(w=
ze^TWX0-`xrrkbg<0PocycrA>dUd``c37blmyKbFMvDikpXo!F|Ez*n286Lbiukk!t
z)_lEOHQ&3aBmyve@CHwWw`@pBXUkxltOpX3G_!lexT&*+vh=B{V(MCs)iQIs$=<EX
zC|F_XD^%g{e|kTHqnQ7X0K#|skhcHjsEO2xQG8>pA*xhYogd+{l}1&h$CT*S401xO
z!OsCnbKAXNIqUMd>6UH5;l|z>bPYQwOpCn&WAFhl!<=GL7biuO&B8+V<O`3@lrv`o
zZ!#&c29Nrhz8>~2%cVrdv8TO^rf1+>&hxzuFvpYnG|S929|kR(8(~OBzs9a+#YN4K
zGEt`8ZM?GAtw5stdI4i18_bbG_y@ZKv?(?n{tTI~lUzhCW8NTsk+w(OS?y=;xhJP?
zjNS>`G?uu`-K0>Y!dJajl(YINu2>Rl?Yei#>e7dU0SNfyat@}?f!z_A;pLe{2_zh)
z4O^`M<D*v_8j0|l9#N2jjQW6cCOdXf9gowCljUwdif1uyDO%PxF4k~9_waF)XBv)1
zmpj*YyhD#K5mOyy&g>qNkZs<BZooK0>!62w4(qBpUp$tUM^rxnvW!53n6FpAdM|x#
z{oVIVK1y79IH6jdMLuV58I`8})a(Q?3qMhvtn0o{RC)T++Bohl8$vp-kO(x?2T0x|
z0`F%#PiHUFakIQY*>(2HMa?mG&Rhy4hCTxR3nF5+0kcwuHhjc$B|<@Cap|KbbMVYw
zT}%ZXlR*cgVEwBzUA8vGC*J2Ns4S)Ft1g5Pt^|n=Lo#~BG{K|R`Jvs><e=wXEUZL7
zPobdy94ZiCmGrgo_2O^1Tl3|`fKXpkcY$<UZ(iQKq$^35<Rx^2KdHc`H_N#GZk+rL
zh8724yRfp(pk|6jtzFM-QY`sJVeb<B%NZZx5+<`jnl|o+VG_l34LYkfr=U~fH8Z*%
z!E(nz?ie4DsR@*zLqJ|Ato;F&u2FoyU%P%yRIK9}VOi^5^IJFkhH;vtikqaQs2YiP
z8O!jSUY;R}sHX0|zW;sEnh2+VvWP9J{}&Hg9tI4Oi<T@%^d7_{wrKMSHJ8izg@M|G
zk@}D>_eKw{rex?qb;aq{=Z=H!Jkrl+tjvH?wRHQ~PZvK(F=dRNA8Erowu%9%A`9Ej
zp(o*foh#EXfnjL~_({Lam0;+M0n^qyWY?DJ9>o}tzSt6M>REn<uX6*esq)2|5iIe?
z6p@g1r1Y5?8xo9#15PWFt0T1?&8d}hoW^+9-(M`-9_7t_7SxeFS&UBA;H4b_|IE|c
z6=O8;FvZq<l0jg2ZZcqi&Rbmd8MsTPIMeW#8^#%-d_h6mYQ9BES?(F$T&nSjoNbF9
zn8DI34OM#i8NfltQ3nPV)v!Cy)0f;S!<piJyjrAG))+$eqqAa1f{cX3GTgKRM01UC
z32g$M5k<Q6GCGvI{`lxZyi3@edu`JgthjwJyh<Z*<;k+aI292Z7CduTelH@d*(Z6&
zFa8m^3%B=k>bZhd^EXJ|Lw9JWuG5IG|ND(%q{XuTNAH1co$VeN>-DGn*#RZf0v4%N
zkQ-`JEJawwdw0K6_ZpPCl4M3ME(O?CoTgWJp3TjdF>jYg>v}9t_5!3k^pdu{SC<5X
zq#n$bb|zNPY)hQf&qGII%*mBxEne#xQ5dt&6S8zq?mCBgVcf(8g4R1*ip?kxfGxG@
z0_5|X>=}ATE$CS7-o1{eBpsG#T6WX9I&h5{b9c5j-17F#8`p%?`?`;(eux&lR`et*
zk4g)jW?g|p1bH}nMi;pn3emM)!1i72A!FeOq5d1z{%6?^oSq9WsRPtuH4U452J*rB
z2+q!1R&ea-#6BHhad(9E`tGLoANb7a!ARe9f}H5eKJM_izc9|kd<si#T8<Q0I>X=H
z?sGPm4WPbFs2v0Z#PDx23SovhSVM>X&<qLf`o6dV540-y#u{}+?=oP?r;X4mz8p;A
zMH*kPYD-oY1J){L;Ayk1MojK>L0ZR4Jq#{-pj?qTmy@c<m-V#^frOuNBD`R#%t9;k
zlM~$80lKlnJFnhRJaH$KwKgtsdrX_7v_3=h;(`9F979IN=kfbfQ{$p(&O=XGI%A4v
zbhO-HkdP?4_uIq*!@j!m)m1*V)y9z>XsxYg%W#C&@U6z)gp$0t^I<Pp{PSSmHvNUM
zcYa24Hm(c`)E%Zk4@o`&Xd=hJQ#bJ*QQGe}<hPAJgEr3rukuysuYVpf<N@#{Dl3G2
z8n`vEMM{Y_94zQ$()|6;RQ&cmt;V|?#ttriJMpN}1)m%9MEa`J8?OFl+E;h)0ap1b
z8c7-)7taJA&c*@6U~Afb8Bq2i6J-k1_k`RN&L?U1#<1Q0aF%_;m8{UAvoC;Zu&a6U
z_JOF(GhU{f)s}m&;1tVtPpEmI#Hm)g5eu9rWAkq|_-VL9mn#S&kerKJyG(00YZ*uW
z!-MhXgC3@saUY8M1Yl}AZ6v+Wl5@zJc{|pbjCfVn?0|m6?;OWbzT^MGbwMooe7?xj
zS{;9Vb%~A3#ETK2w=cUlk*fy&zUhZKjrc`c7Z8r`WOv6kvwcBX9T7ncX||&yRS02H
zd;3K<ebh+3Z<j1}=9Hry_;Os;gV37+d2Z{69$604I&MR$Z$pLg3NVRFZ=n4X82kxY
zC6^B_Y+?-<PGRg=0jzKr>A^c}N_rEVtP(Z{98#PvsBpMwz2Q*7hN5cOkuYvdpqGx<
zvmABX9mv*4j$%J*`5*JW%1Aj@vrnXJwwj!p%3W)UbTe8X+AULR)$WWuMl`=k#|||C
zl;*2LyUFBZmtlhR4+Hq|McgcI%k6F&i(39wxuH*Agby3OH!z5lp<wUUes;siI<p~M
zV#JBvW}Q}NJOG;-S$+b4i(;uov8(RWPfwE{8E`y}ef?)jn*YcB#K#hddjP$+a&AxL
zDMbSgBEc9%!5FDuCB8VNf0Lg5cj?_9&;NBw{KuI67_%R9;Kv;JF$aFkfgf|=#~k=E
M2maPMK=gU&ADA}FXaE2J

literal 0
HcmV?d00001

diff --git a/systems_design/images/first-architecture.jpg b/systems_design/images/first-architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2772b559b4fec46fac21f906ade410a29dd9c83f
GIT binary patch
literal 23340
zcmeHv2UHYWwsti+BS}&dBnZ-=WF#X>60`xyL2{OyMUnz)lR-e6oFr!unk-pz1__cS
zi3pNI_v<@z$9dj0@Bi=o>;7}!%%WJEf~vEs&;DwkbN2rBK8>10%>$S2$}7nOAPfKi
zp??6>G;kZh!@<GD!N$YI#l^?RBOszACL$yxq9vywrDULEVq~BLgPGZ`b1<`Tvx32#
zBG<Ti`2+<8nK(oxZ}LlA7ZBwC<sl$^e0(B8A{t_18vZNbEBycTfocZG@Gu53n=wHw
z00tQdlMIAv1DMeL#0LH40De6{7?@btIJkKD1cc}YRhIw^5GE!D7A7_}78bg-FZw=!
zMTSj&h3^&)g_;R2i!&vEV01bjt8CeOD)pgnYyze(Pw@#ZQ`6AWv0vrjyv8LcBrI}M
zRP6R0Ie7&|rMnL_G_|yKboI>4EiA39ZERiL+&w(KydOUc3J!Vx;w3C5_ElVb!s|Ei
zjLfX;w>i0a`Q;UrRqv{65Vb9>ZS5VMT_3uKM@GlSCni5mEi5iAuY6uzTi@8({l2$<
zaCmfl@{3*|0Q0YEp@08XvES%LhSm!M3kwqq_ZPiD7@lasB*VhK!iPhCOAXh=nSzBs
z5RXzeI=$>YKC6KGH!4$?A%e?nf(z_Bzo_;X&3>O^Pye4Z`=Qw1^_l{RFhS^-he-xV
z1BWM^836<r@*j@@E%(rSiXKQl3r26R6R=<GkEDnsU5?xWCU17PwJ{ARbTaK;Ga`z@
zlW|_t(OSNwK*aR|MkWJ*0<ZxS6wu<luzidIqz_lne@7nOmyksNvx+=xI?}#f=3gt#
zC4A#hVMPXfc*eoVhyqf-qX0jnGfor`wA4EH9qGT_g93ux#Hmj+cQZ{<fSaENXu$vC
zp%<85nAF9H`iB$Bz0mWaV^y5{sf)g>8i-S&<PC|*{+4Vd#*dgnWd;MGSMDUp*JxsB
zG=)JxUAWA!_2+j1&J5U}CaX`JQ2<Na_L%e@pCQ5d&|b06FH`En^9Ly4Hq~IsEYn>;
z?_apkiVjfw7YzG<xkCNDII_w$<vI$`&O!l`vNu)@nQZ?wn0|Rh7f}6f_%EQkfa;H*
z(=M#)!m2K;>cUz05%pd;3qPRvzmXvqP+dUv$5Un(R&`-j7glu<F8?D2<HB3N@YXN9
z^$TzP#|ruH?kqqOccjX^vu16=9kjcwJP=ss$9C0hz5=N&xwA**c1C0dA<XL@<K+VO
zv{rG#6p^Q2NQ(du4Q&qTu&fH*%iGFu@!;LNvS2><=mQMWvQ2e#PD+>A)pqL1Qxvep
zWOezplf&|Sy4H*mG~z&Mu1)H@_#rI1HY<J;EaGn+bV*0T0vC5jI+?u_CUjf8li@9v
zSdvFKRUm&}s0V3|s;dmcgdRjdVN5>H4)PjKYZ8|pBP=@A?c}|!qh|%PtlOb)`7Zm&
zflhHtHoDI33AtZ=^j;cC3v6kAr}K?H!)WcJA^kpZIAH>=vmCd)xH+cwUMhKGrZ-jP
zIKSST`O`b>uNgLzJl4D^L4(5%RQ(2C<q)5^Y9AYs#EM6)tSjpwQk^bH_cuOEv~k%n
z{U2v?Lv8DTLORPxr<0{)Roq8-g67&xW{Y-RB@QuP$EHAj_Ce_(mr|ZFAgip}#2QvY
zO5V0JeX#A}o*=^epaCofhy}RHxp*)N!oHQB@)^z0F15itL6hh_+}@@dbV&(5Y-Vry
zcJW$<JXDZ(YME#mot~Q<(qZ}*lk-u_%wb8y-+a2p=_9N3eTX!Y!pYwF^<*vm8(L;k
zmVoz<V|)mJ&9!0`uW=FB$Bar#0UQpuKp8G4c_`L+NOj@N`uOFM>FJk@HZlB#&1UX^
zgPK9NS7Af9Ww%^~-Lps6MZz2zXPu+N#=_0o6qM?o&VBi;6{n10z_K&V(NqOEsu`R$
zazxPEt;1(gz!05~Mc0S9$Q5{QBcItdo}BJ?1uph*-z89IbvEGcrp-<o{wnLi%=+$o
zJAMRA%h;1@gHQQJINj98mD-W3FOD(1V!f`)apTT=r;(JyRx2A^kf*ve6)A1{o#1QC
zS7j6jiXqaP<L>nK4;Mup`oi$5zkD5ZjDQ;UO$CU9hYSji-lWyWe7gB?V<lT>h%7+;
z?s63LmRjqQ(sjL?X~UmwW><{3Yv`XeA_PGbYB~=#?L~sw#)?8Z_^4H9=2xj03yKVM
z-o~*+X+3!(FBXtklSUE(`@9!P#c+RdSk&#<K4w=q2G<kULu{EO&cBWNyUmI6jEs!a
z29EsWBvqUus<;9>Toq;a2%MUfg*IpTETYuBbzQr~gShxlJW|>XpElX(n|BY~MYl&)
zan(|6?81!bIAU(d6)p>c+UTFFpGu2;8g};_wLm=8x2#T?4REt0eou?b5+Gz<7=Bwd
zWv-1*GlQ4Rz`N0y^)z3xaC(5^o=NVfHe(TxWeAO#EU0HSFO4LVCB6pn#E^58r@jmR
z(bPL;gZwtQ&?kg+McZ^oe_?zH8iOx2aPVR*%P85eA(ACP?6J(PVm)cvPHu-h+dj7n
zZU{ja$zm((=k*6({@S$-p<3`QBFj%J(PlT<Wi)RN`0as))eIVfI}mxgxANLO3Al5d
z-tn!-TAj|i!i<iT{f9;9uVE)lN%dYAA);O%DHdo)8?!cxgavne0snfrd<EOv+2qdt
zE_~(_H=#>A6LEG9mX$bWb_{LZ?3mV$P$L6XTq`-3oDSWTCCgOE)N~J69a;nW9?Tp#
zaTIKAO;<IZN7XZ<|Kdr(^OsH^XDAl~gme2LsXO;eq>}9&v0s%bc)MTino=>5p*8gf
zY-_#pin-kms@{oEi>OuxlLg>chpbNS$S}xT;|jItdo}Lf!>aTcHZbI=m{FV$Tq*vH
z8L=9XGB#oTy`ewUOd^M08Oxz_G!APJ2O8Qmwk~~eDfD<kVG8k68V8_Mll#-ewecnj
zh`xKck$OT?9PGDtqAj@;c}!X2mxlt<VQbo7BeMb3QNb5NkWg<9wijA*A3r`T#uJK9
zAuPSDHdQ|&R#aaqz;~S5%N)-!!3D|62oNn>z*~vx^Y)kQJx!lx<)qgV`9zI5x-TTO
z8oYq0kKYx~GpV(SH;<MPr@7jn{GO^o4sa!%FHmCs$UfS~%C^b&oYwW4dLIgifK{LX
zym}^kyFh2=2QCQ@AL5AQKid4tcdWIqHEM2MIh{xLuJ%rE&R~EwMpa`({JZMGcJaKr
zcqQdSd4FiOIwScAYgHu-uZ>@?R!k+$vHK*|@7BqLc=pC{YZmc+<*oaly^0tY(&L;d
zE(I+K*{-(7PNvm1R8DT$mS@>rVg2lzPuj#P2%>r(bbX}NIzgNKgM{!1w{R!Dx`Mjc
z;ikSG^>cctk554&!U_&C!Lpt=71~f}8m}<h32uviq%Y*%*DaIn$tAqcc1dw7!q)5T
zo-g;#q=E%)6Mql=(<2!QTISPbRqWFNLcNDZ4-G4aAv0~PEqn4ytLS<QE~F+=3Q2|6
z9XpA<P_HyCnx!6>jX48&>qxz>4@rXM$eo;ia&cvG1_X(GZ^U!Ps!uYWcZxPZ^Mg2I
zN46l$jtO!;pE8fWz{9|PsW>auA^UyE>#NC$WD0CPxbh@`=vl$5dmhMPVoiq}({kUm
zk9{L%S4=AQur&IXlvwNR+yd^F3Oavir8aFg4<mAh1H+N;OL>CE9lcpwc8(RXY_oA(
zN8QhC`Q~$h*XOl{-?<!&VSu@)I<D=@CuZ;LyjH3w3)#L;d!A&}l^t&hMjhpURh~4C
z8RnE|4t_Gu>bH>kYHw*cfTuc$)h^gI7rI>3jM$Z-nVT6|`4(QGqdVOxo)sU~N12W3
zzJVt}w`wn;<e!64trBZ6YoOAl`#OUKY!(QwmX4Tv!~&5lr}vi}mif3LKNL6-u?H&i
zT(GDuQ@-uX9Ck$;M@anp=u+7smB-<oknhSNJ$+tn>~tdFDDCuOE6p9b{r*I6_TcIS
zN{lP46(;X}a{|8*dkmU42PMU%Azy(4nSwHuv(0=3^a@dc_2o9=Myuk-OA?F4c62mj
z31)_Z&T(AprM$*|4Wtd~BPBTrEfby<UBeQlW=Zo4u7M|7Qi+Q;_v?6`evPqd<DqmB
z!AsHMc9o&4mLh)Y$VYy%$jP?b8y&{b&i5>}C12-A%Tl0ftgV20+Pp^DIlO3~+x47t
zq~3DkB#D>Maps=Do$T9}4XomqXckL0$Y&pJZf3W-9h7l1y4L&qMmPs<$<UrapM~n`
zzs+%l6xuG>_wxqVCXEdo-8PN6s$3-NJrG|euLD|1Gj`q{DPl{Q3P}`dOa$lodI}&E
zqP7U0r6w|Lz`fobtj9y_@Oq!(vnTj`%f`nd?G6xQ8@?=QxQ~_mKIRI2XJAO@ZH?_S
zQT8vf`5Osj`Ud_*&#aAoouGGHV>_rlw%py>)Xw9KUoJ)_Pp6KK<}DE-SjpI98d?pq
z2yR)(&)|2ld9(x2+#{<mJB25na4RLv5j#Kwd%ENC4)oh<$W%YxYOR(2)9<3{uE>hf
zQQ;|MwtIoDULkMi>AGnRR%}d~3*@b@>^ObR7Nd#^3UGJwP9qpx^BA&LP_ncN$h^Xl
zhqZb#u6@SxDDa{0-No-+!NXIc0EoY4YjiY)b?4fUB|#oxAZ>Kq>#rR?pmRGOcb|gP
zOKs$y`rcO0@lzMf*<e6bwwK;wf5(*44GX(OA6GEmWZRv6(QSQC_yb!#=JJ~4c-ewl
zP4HI+6d;zFXXmK}N0dJuV~Y@Xm532A13dDpk=#DwH{U9&u6zj}G@RYVk=6t1q@P>X
z24kHR_6go+3sIwcMtkB}SbzeE`b<j)j1MUcx1)OaOSOELlAd+kq&z;;^tUw+(Z>?e
z&zOXrU0P-El@mQvxcR!>*@1lVlcj>r%+}3&EddlN-)yhHaikjU=g@h2^P%(eIlWyQ
z_4ZsPcN-_QRk-jg#zgI0CN-UB?T1<iEk1RWP_gN)OI%V)%S255Rc^_qU$-A1%Id2W
zEuON)x(MGQmbqLNPUWsu9p_;F4pD77q|At~E>DV^Td2HEa5uiJkov(rcb+e<eJ*V{
z^iWkX=XIzf<t)C+VxM#ca_m6uD!OXS!#U}(Wooup%-55}o`Fimt!>6T;m=kARrXI7
z1K5plrlc4bKkKeoMz6RA*4J)Hs}O|OQxSbrV)&Hq?9_3E=utB%&n?^>zo%JaLYsAV
zn~8SfIxCl>@ITwogTeEpe#GjI)P}t9&*JRDs;{fXrD&c5-y|z!C?c_BOV~c-sw9xC
zGe@h*Pdp4FNxs=`yLJM8tU}Fqo}nCqc-6!DVKfGi?k=6*NrV;<y1yd^A%sx?r|JCO
zj8}(%9^KbEsW^8mB?51kYgcWQ2=I{Lh@jI!5L0lNxN)ckLK!%1FYORprLSF@it@V4
zRJpoUK@XMQ!kEUi_BYty?1u=ib`&wDbCc;qvT%f=uIs)o#a(Icq@^+?r8KDTV|!;E
z5Ai;Da2@G72!3o10|uq2tAxi@Y0a<Me6~jcc8^O%Q9xt3h7rzf`a45&ip5cdBppKR
zV}9Fcbp$kuCG1&LO55#e_-S=%drYE9W_D(h#?B#a+H}R)4D}v<21b@jD>fvwE{Yve
z838;^Aw?;KlTX$$W_x2r?h^z9q^Ha3w=(aUc)cCpLiQi>2$q#H;E7`Hye}#njt}53
zcB5CGRdXzUo}|u7C%?pn5arlxE?k<QWJ&ESZ-5UytK*cz;;Ny4MXC}uaZe6#dDi?*
z!J$-tgPJ!zV7jN0s4FOTAbt6}A$wf@N1gY!LFKJ<9rznEG{`tfN>IO7-TA{<6kvka
zl<ekPkhJ4@(!haiA@dhoJ5>eAQT}OyEB;#_$o122+$2?uAvsDw4J{g;mx|i!qnc);
z@1~|Nq8%X4;sgglv$w|QNiD{k{WE4I!}$-rT)L0^j%kp~vb>YcxK6AyjCPhVpaV)O
zL(a!NK~d?-{XQ#}!-<9|gqVM|^>P9Qe%$8}6G%5(__tfen55~=Mctg3NsOfB`q<?W
z`a$pT%&gmz#A1|izY7)QOg1D{v-J*u!y5G{+Kf4AnBx8E&`y=<?2&EDp>hHgF3kG@
za@T3{%1gE=e+oqjkw*!Zi`T3|y|rQlV+mGdfaoKF>5Ks0>k{lahQ8Ik3MfFu-J5r|
zGbhKtcQk<!{0@=KsF2vBrM>HUmY9&<xuEZ+io=#dSLsZq0H-zebc+#bCGO;wdKK$s
z`$>s4`YHl;C$yWN?X{JWtk3ugC1~KGmwd;8F2kn<EyI*Yc2_UU*1VTGBN#2Mj33LH
z6HqKZjiNZj5!0OF#Ke&%x<#%`ZfN*|eXf>CVCA?XMVd}}fofzlUc>pS8P`Ii1t%}B
zUmRLNGhHt~Lc%~cf%~jPh9+~n*Cg+A*+b=?sl%`J^bohn<o6KT8<RR_+YHHoQNS5X
zyx$$`@)_=-x|>N#r@bi%A)%6xLVMxkyYnyfFqEyhI@wbF>}+8`b8L$T`4tsK%C@pg
zOyx;=Cos4)scZ%X_ek%KN(DsmSUjNlOtc8jiOGZ{+tjSpf8G0%t9JxP>+7t-aMjZr
zSh+l#_cH?c+@*;>Zg}2vz5%CGtk1)c!YoODJMCrKKc$n6Bk%P_S6SFw4ecDD@kzZN
zhcyxDvY`@*AB>nUvWUc4KQi8SW_kT2icw`tWfi0LE+;0-QtN@Ii0o%Mf8IxHb2Flp
zAD@U?@bp%cHy#_*J()e&LTXmX0mepNmg9?kW;%z0TA%S+`7m)OcJq<oK}W&U>4Kh$
z=Wob)-`-m#oPn>er4dmq*s*$9%?b~Q^zVuwxBU;xw0QRD^(`uN#>%Ywhb-#exu*7x
zS5bmObB|mm)NAdYduMn;uS2gL9EYyi=(on-bChfxCsR=^4_U7cL^A~ed}-hIE>DCz
z6IEnXh8VF)f2cWZSIS$9wzWDe?}ce(aytfe`;h5Xs^SoMnU2#(^5b&^6Qo%$#S)y#
z<Jfw9J5PdJjD;3>YhNFhqL1pVkt}!!16mVWg(Kn{AKb&7R#;(eJ2K75l|mH6>&Z1F
zPtUyl&U&Yeye}z#l_^pv{pU#Pw-s`$5{AeUB@|E^WYk|PHTswF`^y;q69m+Mw1kv{
z%;o#9nbuOBX096?Mo2HKH=N`kLm=r!wNkHu%70;8c!AXKjlwUGx<KmpBJg|LUD(tG
zQok30-`nm##HQ3K0_EqeLDpF_oHLyN+fLVR_5EOO|1<D*Wn{HWY|vL8HbunXIjBTJ
z+ML=r!I;xUiV_Sqfhd527>WWgphs%?{#~o-{uAi%G^#ivKom_b6-lpML9@p5X#a{p
zdV!=81*C=KpnyP*Ge{<y7QSe4fycjteefu^GMS95)|HR$W7h-|rh6Y=SCELjJ2zB3
zg#zR&YMr0Qvs<1-_gybT0nB!DCyR641zu)Ixo{C=&5hkOV%uN$1O2-v^#7(t-vgwA
zBq0(pa2D+5-fx?_E4pU1-|xQ+$xOq5asJ^#px1d8SmM7K>d#fQ5P5uAaPDNjsk?BK
zX&0vf1r+m~<yVJDFYAo>Z=&l0xPb8t7$<-h%%9jJZPCT;{m0PrAQq(i(7_+x$A3m|
z63^f67+bCX&8D(6>>o;uNiVw&Hf<)MfG%wXgU{&clr<$71sJR%WoyNLcg55{DmeR}
zu4NbcchMapYpQqiKhdC5foAv6C=;IL_g|Rz-(NFV<>TP2@=7IVdc_><+e9#+LQd0O
zeu!iD;Uas&X>fp$`6YQdfQK?Mm_8Wbp#sNt5;#P+6w7>&?33U{zus8E!1rvP4A!7g
zbq7iZN}%%BlZG=C{Gm~pq=8?Qa(+XJcG*1*S4~aHnNkJzl@c+PmgFGyG{sQEd=GtD
zk%kOzHUPG`U8=rH7&|(M^-A4=3Y@^(lART;rl8(Q3Hs&pX_o}iPqz$j3AhZq*AfOp
zZ%^bvU;fcI$~Tmif1^7<$~x%PTWI^-*>Od)o)5j#u_F;}Yt+Y@$!18IiKhMbrZ}x{
zooAtRj^|EBD>8JWzY-GvA+8QQ=Pcqe^|@>6F~Qnq(oaKA2AfjtF9KSBXe}R>LOUAD
zO_*QR*BqFs%E9j)UV-I0!4&-1P+Ol+E}>7~I_P=w0wA3Xc!%#JVhnwY@58GB1w`?K
z!={Y~;`C*Ehs8ar2n2fPygDt<b*T>!ZXcC4%m{u2^L%uNo%0tSwuC+(YdCcK6&BL%
zuo|Y=>%#0NL1hwUjoH64Aw;XyJp~DUB@fq#S7HypztTY|MG!r(r1fadaJ0nqov&sl
z>wSKQXEwUvI&4$tFJjsbZl|~Lf~N17GO%(AN48`sTW5-DsLD*?VFs?FtD5jO;USqI
zM1+>&))b*Ph4p9kC4aTaOV`#5Klxi4e7c^yl^dLRj%ylK=ZnM7H<9$YF17sqQ!GW0
z_=_n~sU|(S@^?yln!#9+he@0tPT;_b1jIWJ>e1rU4#x>JvQsI3|8jFTFmOxvP=sR2
zRwTMOQvxEDQPy|G<TST?*^D(TiD<%;IJu$m$!oJn=MR%<R=Zg~5O3u-SHi2qgjaB#
z4)@bYd~P=)5|u{3yG=kG*<NC|nq3E$qIjL`UOzV+T^vb6yc=V$uZ8z3U48j9nx4ow
z0GDR9B>S;a<qLg5vW!kz^*U7m5W)_Lwab}iQ<Fz%Oc~_Pw9Xu+k&w9)yBA)ycE6+<
z#3lld5xe||ocAWp7u)l({jbSI`O3L{k~LmSAO?{<*5oz$`;V8k&Etj3uIX$o%5ku9
z0r>mbb`Z-qme#ENC7^DM)}1s`N#w+6Oh0`{qcb@q0e1CH>~`vF92%1dKK)O$9==d*
z&l<SAjb<F1BxNr1V(rz^O5eJzMf)5G0yO2Df6I})%UnZs*|-!OEyL(E^(uk-#G<bw
zn=Q6zFL4V{zr=a78B@AMNOylrcD29y)bM@8Mz^k%m2CH|C6Ge5^R&=<M#t#g;TJ6A
z)$A=qsU6YWJP*E3x7Du(F`&(-ium!@{@Kgj2lI*gUL=NtkoXR-4*jqb)7l1)1C8nt
z_Uc$1-H=5<lwPT*<jd*3=JOQpz{)4j0@u}j;SBkWdRs=dd?V{JV2|gXc|4z^Ca6d5
zR}bB_P#_G3jL=X)+nf=j?&j1n1?A0VVbK8sA26vtg?c48u&Pymop(D?mn<Z|>G_hj
zlOFce8Z&ToUsC@*+zxO1YRnZ^a@v{v@`CG%vtcAYi?zfUi|2d#vF;u*{NgWGJ~7!Y
zg|`9tRP_f@cZ<vKgfVU7sCxR^n7xB>wmD~HkigOaX#(K;(f;YQIDO668xEE=yMekU
z*0Ut~v=0KS*G7BpSv{z=Dy0j0A-AXY5)<;S101%5y9wK#fL6-6>sxC`&w+s1{rzlZ
zdUNJNvZwVJl+H3>HtnhQv<Sy7{IB|3F4He&wXtQo`f-gOmo3~=(5h>E7qj?9nX*ja
z9({M%ZI6}!yiOImt;RmQ&aV^CYMx}46bXxqdl{y1nuSltTd3ln4B}oX-0+Nld~D{!
zsuvP|hnL?$7P@nd*4Q`Pa?*BctbMb4!bAtkB|*ydE%PRbFKJKGZt!9E$IrSccvG6E
z#j51ebkNdi?+z0pQ!Se7ln$($GGGa@x7k_ibbfiBzLLX+ce*z=c*~g(0k|bh;TkC@
zzzBAttb3y#QM3^Lsy-LiI}>w@)?^yCXJ$_*U-o)1V^2L3BauD1zMMPeHhrz{xCK^Z
zdK%FUk`KP_xf|uPhF$AaopE4h;(Xz2OJONW#W8QdN{n0iAhX!OFu3oJcvpQ~dYRY<
zy<X@aYdRA7ca^<G0Tb9rO{@Q5QBlRI`gKkPul^esL-G7giQhP9t3uFY@ZOD+Rq0)-
zp~3$j*-LDmf3zxVxknyjK14%*8L6q?%CyUE)3pEIKMt__HK*~Pk!1z_6nGT7YM?#U
z0a>)C>WTuc7&81Y%HK<l{hoFg2L4m@abe*9?4bT<$_PMx8(E~ZYr4|Azl7FVT|(hS
zYgQV<Bk01eYL8yMYjL;DByTai&wqA*M;`YK%H#iy0tJ-FFtAhg`&%AmBA>-K9pR&A
zfy`5pcBVaW6$)sEA{ziVH*L}L#Kp)H5<N6C$AJPKMt+&2^dEGYKmj1>lRePTkiqJK
zBTRZt)D8s%q@F*Pu6Uw`0&evfonfJX%|ToRIoH&Wjp#3ZN?R#GV)*Z`A^Ua|&T)Tq
zfZ?J87YO{H5wP7P!U^~3LILV%s_f_oRaV#&PH5QlvZ$o0?NnfgrS%cjYfst%s$sqN
z3`K=nJ46a}L27G2JD~h)B@pgUq)xGG``pG}>M5Sw*=FX}k9h5GaofN04Bq}Zb00V0
z^>b=phVWll%ya?M@2VU7Uk+2_d=i#fq)baSbBbu1605tpF+r&W88n^^E*x=3TOM0i
z$DC~4;OLuFaEx3gGl#g@n^DqcI$*7uRPA`E=5b^{V*5x|@W$~Wn$f{vLjmX#D!jp_
z)lZIRc(G^JnCUZ;3aj!98`5H{P5=D{nxSAtyH%;)P2X6cJ82}(o%WfM>7VDGZK4B<
z|9&eIc`2L_>H8VI&b*ZF2oPgv9rbf_V9fkp?DNx|$e()wta)B^@UP%rAb4SezYd>2
zb&!z$eH63on0F1Y9c<isv%O?-Ycw$Cp4(EknawAf;mW$yO1&xURGRM$J*A9ov9OPS
XYEtFz%={mpfVz10pNA<a>f?U_@Y#yM

literal 0
HcmV?d00001

diff --git a/systems_design/images/horizontal-scaling.jpg b/systems_design/images/horizontal-scaling.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9462401803c55c1f4bdd2625a20f9da55d534c2a
GIT binary patch
literal 28643
zcmeIa1z1(<wmv>-2|*B~LqKVeR%!uCi-d%<h_rM_2n#_3N$HU8M!E%2x?8$ix?#m{
zy6?T`=)UfK_Br>Q`@iS;Z+PZ<=2|np`F(TDG2ZdM<D1AY$T{GOytJG&fPxADDBwSU
zoCNLymoPE0FflG+VPRooU&6s7zKn;9i$_j$m4KL<f|iDwf{Kcck&}szo}Gb;idm3_
z{T4SLA0I8#9nsr7BAmQ@Jl{@&f{l%hhl@vc`7#;Lb*k$;fA=4<2_U?L+K<+RhC&aZ
z5~83Hq98v5wBU7Op#1U&{O2DEDjGTlCe|fv99(dRiYovr3K|+JIvNHBIy$(w2e=(T
zC&VDS&Mkp?RmBjC-j0~(WmxJZ2Fa3-B&q|ujJ!|my|Hnwk&=;9+_=fa%)-jYFCcjP
zj?mqEQqnTAa`F$=)HO68X=xihH8wFdGq-SXbaH;~;_Bw}%J;RO|C@mDh{&kunAo`Z
zwDgS3tn8fJywbAripr|$n%d@1pIchn+B-T2hlWQ+$G(hD%r7i1Ew8Mut#9n@9~>SX
zpPZhZf9n?tfc78V0zdzwW54PbA=ocebaXUytZ)57L46J`XoTn(*SRr?Bvh~r?XJ@E
zyu3s#8J1e|5u1Tmb(iFc{Q%B2M!xwQd*8bDOV9pT$Grccp8cg`f9=-<fQN<x-aIry
z00NwxGpBjs{JH!&2ESngXoJ;teT1`ZPRv@PeE5<@O>Q1i&QZ$~jW7=g+|g!LTh%*Z
zSS#2qBvFvRe*_7<N<#t&C@JF9U^g8>6o>@QU<McS(B_&9jpu4A(MDdPiq38_uT+Q?
za|~yx?h&AExQ|KciV9iIn37QGx%CbNFe8Cx6(|ybfCs<eI#qt5;)w<GD2DGg&dU{^
zYJDBpem406En3o51uo^FuC_b8!PXL?NvR!KV@&LvM7wu+>o||2h+1DzRi+aK-C?43
z<DeKD+U`kkqH{)ZsJ)or`gBl~)qd4GVuM&kO3qM<SQ+Jiw2&8gnCkn;E5{x%S>JoS
zNV7Uvma9RWwk-Jc=GSK?0SohciA|BN#{;nkz0DG|i+aYHOM;c_d;~RQP6f87o$5R7
zpEHtL0+`ck1O7EnV%~&r-<R^q{FJ&NZoYROw%9FzR$8fQmj*NLMrVPWZ>26l)&uid
z!x88j7ZM2X5~qmNF!<tRaE^-vmP!YXsWlPa;EiN2N6D2khWn`_fs{ss0taTBdK=6a
z3G8c`p*D>?(>^QE*hX`1cuaJ8F$g}>a3}xioJn<HAI7ZijGitMFfWOI{?^Ak^|^S7
z9{?pqce65@NfE;txmQv<+iE1M!En|3Q_kZSY&2o}I?o^%>Ly`q{staK-{r>2U{fTZ
zrms$kh}+b#=1eWGvV5~7yP#CRZHu+|$aw;Ncb$SiU5?zHT(AzXovm|PY}BNUG9*CJ
zyH*vV5KA*E>|*GmB{y3U78~xi92E*9sJa7e6&7z53wp#qjl9m<LP>W;wr%CIRuM(l
zM?q&^$tOv(UBRC&z5l4TD%?bN=4U;XFec0Hq)Tx6?%R;`V-}Lc{B>A7{xT$hg^CvR
zFXJflmoe<e%=|xifU9#c5};K=0(z8ZV{Xr!?nB!Rkid=TYHDSYI3Ix({H6pWv7--^
zr#UOFP}IAQ{tPw4=>h6^L6i);{KGf4R$eFHvCO|d#IzbZw80iNSY%W_{3KrY6*>CL
zA^KVm4YhYt@v>7qS8hq1kc{i;%ZY~aUS^Z1Zcur!y|JU=F?O%bX5{h1HW=<`O*WY`
zT9%?CPahTGcG!DixA@gZ+x8xcmQp%aL3TuSigjhrn+^79ec+=A=?0?up-%%n0y$xm
zeM|D~7f-)XntxoyDzr31Q15YM)j2r07M=~%>!_;M)%gVb`NG(`^7qQ7J|O`dG5;;I
zg2wk7jfbR2pu;%*t57i<<C_Ir@*1fIbY0-*BLN90ELvOaQyvoN|7A41_?drth#A`d
z(h&mxb&=54?7{5#h4zZpAyzrY`^t~GHP{lIdwIo4&C&t@=HFX-umW1foW2~k-#4$=
z)_su=pLNh0$;VN4cvmWEJ^7|+vt&KY)oy<K(Jz~HnMo;pXT;32qZ*0Kiy5mlF_t_A
zWv9xh9Q3k$%(Kng8`qup^*TP%i$hTiZm){8R=g`GJvxcg>xp#>eQnMDOm&{Jht5PD
zZTlirMV-$>-->n7emT|Xplx$obaTMOW#LVdrkeO2c3ZYrV}}>F6Q&<cH4Q`@NSC6j
zoxfbyUc3d>u&BVYbi|gPNUtfcdwo33^zsvfqgc|2sH;gtaZjfHwr)cmm5Aqu#hC`y
z&STt*r%BVFq(AxSN2Af=skzHp2Q%ED?;%#ve<|@l^6fu~4O$Z?u)v8>xLXJ42jd3{
zw%id?TQZ1-r=Y<o0%ikJ#DK~_u+T)UP^9rrwQH6KC-*i$3XP{up$}@qGQ!cK?+EL9
zDeB&w=X`3a5ub~7%{6*RHRC`A_jAZSo0FK5VsSCjfnlP@k0G1s&|uf9H=L;zV@y7Z
zQHrIH@u)xDUQI4^6nQ#(H`sW1v?ro{U;ZLtX-FVG^ivGBYq5^bY<t>t7iM2qMERWQ
zX24<csnnr2?~=eTC!^Jkg_=Ix?lowBVYv&fo$YKOD*MW(b6MyvM?Ix(kTttp+oCo}
z7mI^%Vt+u8nx=SK01Gh~Re_%^B+2PWpsfH29GyTA!4~}ma9V^Y=-G>Fkiem(GNv!F
zia5q^E*hM5MQxcar92eNew`nZR?70h7`rN%@~$%V7waV(BC!3mY@p<zi#{YL(!*Y)
z_hqSM=b;SsXs)~OH2Z!+I5c@M&dJ)!I`gGJ2PFxkyJp9t9X~fgV!ll3tBjcpeg`=u
z@U|ft?rgBCwwW==cg?SJ*d|NIQ5rvQ>S{>bVZnPxR`t9{lCO*vLbOECcGS%^$l-N;
zQ@fj(ABT^MW$Ql-IVotCUf8q5c)2+wyUiUH5^c&RxMs**O%7LI^JoZm)7qvf9JyEi
zer32qTHRvJZRwnUbh)dk?Idiqxca0ZufaT1*FZ~GS0{J{Rgi8&qK{#}80|7^NlvDM
zqh!OOs0L{2n`+hG;%lG0h1KKt6A5&arEA)6Y)v8dAqI9k`tOY0FT-n<Z0KC3o)W_H
zzuJ<WK1rWYaCDTkkcwwcYanV4U`|2(XDwwFJ7=U7wC6_=pxfk6|MAHH2GRnUfxmz0
z8Qa?CJQU7%*SZm6u0~(4SP{ec)Mo?J3{5^@&T6v7+<vHoq?z)K51%+2>tdI3{i?+l
z(bXV_&{V4~mx==8mmdZg>cu&~3_QOUEV#{(g&kqd-Ttx9_OebWX2s`HVGAt$mde<J
zAOyc868LDR^{B_;_!X4nxz)aS-=@lh&S@C`9TN`6d`ejroLtG*vhN#&eeK=hyj>|m
ztFY^10~@Gj+b!X&44?CfZK`Nl^p&i}dxhPUF_KTkpCEzcawO1*2D8}mdo|IzPu{X;
z99;Em+zYC`!ZiFsDPzK5d?)JZP(e`MUG{dhH=Sj&bKFgjT4l*u9rUh62-KeE$vi(!
zx7h1=?J^)RKWQX@#aJ}M!@cIvgrzBE8~@Cc+4t+$?kdSE3<nu5i^9?jOjuMUHy?Z4
z60%hg5udqHKfF`OvBmkJWw|kOLldLEqzWC7RuEKmrLI-R^7uVhs8!3G>%Gh)$T2nP
zm!%taeg#S~m`6&%nfUxp{6a7J4F-(Pea|c}t|hmDuuZMx-H>(KLjoVfSvrDnngQ{0
z7dp#_k{z}wEmLR$Z5Gae_KOi*tc0G*IEJ2MeFTwwKjs@JtZ?Q7(u+?AMb@*Q-1vLb
zbFdFLU9YjI6YB90yPCPc<nohu{ZHKyUZVylOUjsSv5hmdi8SD-x_CN;B7sYxevNCF
zjgf$-6z%_k{V)=ZR4F_Y88^M>45i&7^xfV#<<35~j&{`vhxW;D@*7~9?SGMFKkRyx
zjmF$ThQ&}}yEl;;)$jO9hEFl9jn2ma@(wa1^#GQoE;xLcNGatf?-L}_E%yBAm}Vr(
zb)Lm~$F!Q%B29+FJFXQ<G1PxlT_G!wz|l;QDC*Hx@zlVjXl3-=<=PB=NsY3c$U<$t
z2<iJ!!B71*(G#I%yDz=>S&XZ-2r2CpV|z?az0bBQSd7^3DOa}Wk5en^mG8YMoo=E2
z%$;%niwXMPj@ArwN%ZL1iuz6L-mS$H(H1vy-sZ}YtD)pDE(hx@;?RcbH6cx{G@s%%
zL2ak5<+LUlYx&jeC5fWDh0YZEJNPc13y66;zR%BstC{*eGsf~`FK+n7lz&-ha&Xr<
z+|U4XLrj}9B%pM03~jA?A)F%S&xzJsdRFJg$sL3Qf*l%nlV*@WUj}VlAriQ}d0?qv
zKO{xvsWD~6l&}h8TY7K9b=>u(*nP#FaOuNqnE(;)Di3&o-RPr8&vY0Y>8JSaTK!ZC
z>zgwgxb(;5iwrXrFO(Lb<u)ZH&}qkTWzUoM#|4U53Na6d7t|guGhjy5p&)M7!|tUX
zjT|ZN44q%JJFlK7X;QP8lV);w*bDvB+~hZR`**p@`#v*X*8*5j(B~)sZDuC4n{ThU
zDWm=YWP#E)eVVqTw8vO!V;$Z!RA84lFHrO)(21(jxR-apWAoZ(TZBdYi}lNibqvyK
zuVTX=knD@;ztc$tRtFo%Q{IHgv)t)pXuLmaU15ptc4J&NN;YT_jVuM<S&3?glt{uD
zFHE`wb!9Pl5QC12OCowzRQzbsMsg2rlT`3Z$FsL0vZ3V)D^vn*Zv~FfZRL*8f@bR<
z6*`_RKT_V3bdDl}XfL(-7o~>9X``EL?gNT^@4hHz)=aDD%D`@DHXcmSUM#5~0c`ah
z*s&ktjQDm}iP#`@?@Yh~WS+GF2_*F+fm!-^1bc%zqXM?rODQoqX99ElRR<}<Q_Dxm
z8s5-yjM=OBYDRQO;5^?x<Na?%pLCIhfHwErM;uSqIfDwRu*vReX#tExN}bY54?aYq
zlt_U-43Y&JBMWqwUJ1bp`mw{=vt=#>I*1Wkl+g+xOE<s-Vay2$49IEo_l}!syIW9%
z$1XSDPw_-3ovrv?%p5@xgm6KGs{#^uNd(<fL&^RdXT?k;i36P+0!%SQGLb;j8^~!M
zWS({ix*FMdO2~u+NW>`|HB4a)=QgnY7$ktohy)gLz{d)z2o8-Z5}3P}3{wZp2SD!}
zy54xuX#l$f2Ic_JL;rXkx+nf3VpSW~9K*P8?;P6g>}WRr&<xneAFrab;*y5Xt5I)@
zjkcr~_G3+n{_=;?p08--72+l~R^+CDLGC9QPUlsxwk9xRl!7uA!^yjBU>z&fZ5qMj
zx+KQ8>GlH7*i9(1$S(xoGp~sPLwp$RC`|VY3$Z>soV{JIQsL<4xfOJ6qvkeD%0abb
zMa&&PDt|s7H?YTKI`w`5XQ^yk3NR*yU-4*xK38;{yWvncQIhg9MXSzf`6=#a6cjc5
zY-+m}*W<zhJ&S`kOpggYmn;XM=SS-lM;T)i96j}P<mA#QqP7x<sAbMz%2J^y@S=_|
z8+6YrjG0?^qKZG~1;$9dpQy6Q>9aHyE$1jPZ9S%zC0{(si%QK{7o=$T@|w_>s@^Xx
zV3(OS#Qfp(+v0w{VERSPx+~3>B)ZyVaM*?prv+veDiquun?o{=j5f@M9J@StdaSmF
z0FMQ?k|TcS4{cms>As<S6%j($@s-m8*oN4DH*5R7jP57f*aSag+4%7@c-vWWDV->q
zYuNZhmh^|An-fZK^nNte15HOfzG^kXw=|pR9^w!C79U(ZC_w_^T~HV<1SVy!B2M0D
zJ_=bQw*gHS1m^zfTS9GcG!7)N%Z>#0NHV1W6L|I`FzqpJL|`N%=tIjlX%F$LKwB+C
z0-rUah*91hCmJDMMk9gKYtYkxrJb+!_h+uhs8j~0eMDi98;=otxachz#Z`4j_gvFM
z?&TUYTHnk`YZnz86|d~f-LsIcD_yj_=9BRGS35pQQ7_C%W0I&!b)xDo<Tq~2o~#J&
zYtKd08KImAJ8$WQ46L!(iZY}17DMNGqCau~wNQbMSG^xpx59kp@bJ7ZNhBZv(nZyY
ziPM<-;p(sSM67tN-?A%RH{kI|v2JP=NjPj0F{*-sSJ8Axj1tdT5d>`)n7V+2tjPP!
zfAP?W4HZE9d1k?<xDN>sYO5(@+Dtfwo@45OkFgf`Tr>Yu+gBgwq<=F)J)%`se%0G<
zj9AI;a=EnDvTQn8R~-i09v_Or4|kf_<NLc@+`{+p^NrW{!Uf3jgDye*bFL3RTaCR-
z(#>@p-B$}mgh<Fk0u~Ht{&2;#KNwOWD>Itl4^5EV)v6wO5bR9*ph|teSGKknayhDh
z)Uyr=&<XdQub81mr;FuGIBs&h!Y0346TNDOwq9;hO<8=jy2dtCVRMGA2OZ<pH+qh!
zhhsQB25r^W1k!xwo0)MkhKo^4`u6ycCaaE82}_6L9mlZms@=)kIi{hpy#i{?9_xEw
z8C|l1azpOjW_1Oj#;GjlSB6{qljJ5MQjDg!Ok;z!+(bFcU6}TU*X6laa;okW8r-WL
zG~n`kmB1c2w0FoKqf;9(HPdpV<!fCmUWSFI+PMaajbcaJ%+yjLS?<L<>T7=amBCrF
zx`n|bGdQs5_397;0}1UJs=XJrqscdh<MlchOr#!Zx&SD{2@ZXkydTlHXW$Rd$23aP
ztiJ@*g*?FI@vv-jPnM$wk<pe9_>A`4MZiM$(l5ZS_VX%(IR*pFQa<1=FSL>Xj>b=L
zu@7kt{cgu!2K@V-%@AK8hj_z~opvNZF_`A{FFEkmCKm1f<^ODiuTMxPzpLhPI0`TG
zy$H(p`9TR+L*!uj4}yN-+cBN|V6Q3+&bJ%SS=gk@evGJmKc!Fz<5yq`^RruI+V0BN
zmZfFa7-^EV*I6$080o)a``BzL!53d9q8^z~V(5*3iGR%#i|{gW>0&oe<-u$vL_XbV
zzGAqX%{^cF+LqCh^IJC$kIjU^BljMhby&rQ9itKmE?ySLWh*Yn7Foo%9C0gzYbU+8
z(>GdJe)HlkB<f|9>M7zF0$0zrTkJ?eeXmtuPZ->N;RU<JhNU#LeKalZCCC0;fz46(
z1PN?vj7Re%adM~Mov{kBR~@)K$oDQ-|LfgL%^~`C2c+CQ-(~5nI|tfWSF3awjfCc=
z-yh;QtdpvGDUKFC{pCEqPCr^NMh2I%ON(dzmq;=EPmL7cq7E1>X!p4+AV*tF2yaXI
zvKJCafc_YyX!Hl6Yd5|4a()tF{#&#X!C_9p({bgu+&#IXJ0XGXtR_=sj!)v>A>5|x
zrZ#IjiUigejF5mA2vOQt&S_!ZLx@@sU!+!;^<x^0A2ps|`T}~qtI)m9j?qKW=PDs|
z@fkQ9Z8w=`xMIi=dwt!x>#aN58#yTi5F3n*a2=i=*Hz*7rUZ63N1J85L@|#XKo<&Q
z)9Cv&;cX@~9Xvfy9epTE&(o==Y5$ghRp5xqVX(HA8O^_bx3XZ+udMb_<6yY1>pt_P
z94}_HAR@*-+LmOCY^ymd=?<B3YoeRnc^}57Y?}9ZzYr;jmc<_mF{2R;_Gtx--X7c@
zB)NxXbeFNkWxc)~*F!cJ(FeMZe(5$O0Dzz^L?e?JCFa<}2H`CLIYpm^+2?HDvP6@v
z<1rZLaW$pWzQwe6z?N13e~u7;o_y5Zk3lUttDz_4zz<Jvy|S%VVa(`;wnF8p{!tGk
z#UK*;@A7F+BSGZ^baduUl&+a2`+Gf(^NdjnWr4Kh@=<BE@t#z5udz)+G%pPrS-Vl0
zlvjkFo|Ym3*TyLOM`BT?TUFAx!xG;6hsP}i1!?L=Qk_MH3gM?^w=eW?NSY0f54>A7
z^kTzLm`n`hW=zV6zfUVa$n#2L<)N=!C#+yggaA==vXMMmJF!&%m({(Q)d3D~Fs1oD
z;p`uHxK*T{Sj11P$Bf}JNNWf)*ilJ&mj~h6@`91s@-FS(jS3{-a30^iNAQ|{L}`L!
z{7EepksD+TW|{c@)GIn#AiB}yWwMdCVk<z`<&#*Sy&WREzTPIl4<WX=WmXw8dLT|C
zUHjzu^&tN#U-Bn4x^6GpDvY#!h5BuCie3%6@l-T=JKed7%N@Xc&}H36(_B|5c)x0J
z>)On;Ef%|yhFDhhW~e`4@$lXoK*1c(l!r<#hP%j9H+L$#^3G<6g*%j1&cOz6-Oz^W
zVT##|Wno_Sv-@`wv(4b!ynPInF00MUhqronwF9_SzHF@(vAl4yV~;2hdWJ{uO3LL-
z`idwbA%w?hQN*w;i7k7OpD=H|M9(X~@eYn0;4QI%Ww)-^Li&fE$UpMbez(s*#S4Jv
z>jk~%(zWEHK_&R*eCe`s$Qed9+!0Ja?ph4|cfzskX!Z<c28`g^B*{fcpdJ4JQ4<f;
zG0O2NQU%tKJq}fQRO<3j@$K@fS@EM<A$9jJG%KBE3=v(=Ra4=jYiLADxMsVpgR+D4
z%pE2XfM&EpZg<)3;K&rC^2MAj{Xjt<&LYxh=l)?H)N-`BV5YWP><2pmfodZkO2k~9
zrIo$H=MOgVw_fw#Er06}0m}y=-zyn~!*_^_f>;>(z-^c9RB39QHg7f?>4Bp1@#)nD
zL7c8~mOiSBc%U)cJbL2kP2s1kWXo^vFphNoZAKMuli&>7qVZ@NdZ?-qZ2Ab=t^lg2
zMVm+<Exg?9rzB~X2*_F{lEgYP+Or%gW9kRmTs0fbOjmU_3fs0o0^{?|p&YjL#nh}>
zejsMjF*tz~nkl18Ph3rCtv^~U<O;jSU1ICDr>Y`Oc*eby=)+V@ZQem4ovI?4GY8xz
z-uOqT*}r{E!R!@idjpu1j+G~$V;8da>|y;PmbimHKP4U*{H=uiSHGhP-vzmNZRnUB
z<WQiHV%6~tzjF!1^mWe@qE6y225W|HYZoeY_{0wEV5o5iystRGP+FOwW#d8L10?Wa
z7RCm7<nuX3$W=k3BEYJvA~o#g(%cc*9Fb>=GS<CrVu!=bBD4#v7Sc<t+uKiCo+zi;
zRmi%c-8vM0Q5H58Ke&4wSI{E*S*VV$lFK@bktmGrBJYw2m`+@C7-J}Yj9(eA%cUyH
z*0;F3(rA<s%QrPC`}hqBLnQqh!J6l{H|&;!&P|KuUqf&#EpskQ-Q}3<d}<Q@_@kU7
z<DyvLWIqmY7{Hc1m_C;BK15J9Ftpx!mGkU8Z;>YIxig4>MGki^w!kU~FTTyly}=FB
z2fl}cORc)?am_+eldq2{s|cJ(O6tHMk>vIqevAa>m8Y~f#s=U?OXF>5VJl=+yd=G{
z<gL6zd?>w-^jy-&=1Sl8cH`NV4~jqf+HIII<-*Zj?~H>l`Z!r-PpYTfeQWjLp43vv
zZ7p@3PD*ixqDPg|F05G8a6CL5>5D8ckuy#amCLzd8Y?R@wQuAV$W?DWnHnc+-dzkK
zV2U4XOxCa6U9NY=eEuO`Qd=`<k{AaU&nI~S=fhllq48pFOC4@L2``4Ko|d<by|1P)
z0a=tQ`5ml~SK~u4>#^$CFKH8X(i#TBQCb34?QOa>I}=_!jC(TvHwZiM>{H@h)71og
z14y(2=vG%4TT>fuxoLFv70jBS^mmRC%EyGUir7VVo2XRddAaCkCo3yi9MABE7@F*v
zqZfRA8fv-pa^HJ=(#zp`uk75_BymxJ;9MkNY2M}dWIwiyO(xv=tt{OV+GM{nCXJ6r
z@$__PReA>Y)oVSC(fW!duyj!$J})<4s-$d)<cB@X^ulok4;xoJ78ZOO0V!5PqXRsY
zPYI4+?}#e7{#^9>UI_cub8jj12_dOn41aC_Cyq-0P3emqL`^TPpi_v7RIR_R{^st#
zt)Ts$y7sGWCZ|6CA!=rP6E%NDBw$AUrbzeWX~=6yVcs!_T95%trzp=C1of7;AWbzU
z2R$^>i2A8UNK6<eMU0|&n2*i-p?A7872oLLzRz1B$962@%d9ObZ?z=}OKR>JVUe{;
zi~22VGN<4)j#oYk@`$FAmQ$JzjZ9h$VbyUrv$}p|@^jcdA$n$I;av=c|F|`eEkV7_
zY48({%*k`2x#WXE5Gl>G*B@5GLQjWYfLcFo8=^XN#WK7op3F&I(7}%+(2+4*QwYou
z6}Ut>8W|9L&}J>yb*nSly@Ep8PgUBfL{-}$0{kGuaY#E_!EbQsS!nlAY<T+0n?9x~
ziW}0ArkzX73zqU!8x*)8t!ccPS+xXh1xY^asEOW}=`SN7V*L)G)|OF@F4JMd`79sN
z9|v45)Vt66imFJ8$}vw(*{<X(T9_2w8jEGn;WyBQ`rYym1QpQDqCvj7R*vF}<k51r
z@7DjeZ~v8#{%O?ut$qGkap6}s<luIDl%_qFu{4BBNI6Y*{7Wcz4dX3X{@t!I=;|UE
z3K|JOzV?^uo8`^MgS~9%EEp{pHkovWUdXvpNlq$zGvVDO!)@7L6oIutcyi8pm9ZWS
zrU|9r!kfl)g~)4$G3fPv)ErLGL}Bu+Sl^1(HRxlj!*miXMez#T<sMokay%l*wMw-p
zb8*)x9nR9Jv3`{#9xb_njb%<w%iMc=D})&>UsF@BQ{v$i4J%(=Rk#F2w{Nd)>T75p
zW_4FG!R7!@u+U;>kRF47%TQW@g}*>vF>sCOsZoN@VY=zuw2=}@A(P8gYd+KY(_{gZ
zcJzp#@Triv9>7hM<c&Fgb#w_>gdmVYX+pq;FZ^M?`eGq_A4FHDU|jqJl6H>YYPQbY
zc3?2`*^_zDlxsyAo+CW@b}n|208H;&!IGyw7;_*L&*7&~1ZOB07*~>mg%L0aNS^&t
z2^Iq)w7%9vP<Eq50)gqjKeTIqPvZ_VTu2~v5eewZ9PoE&DlACV>O_-<;&v_LKaor)
z7k$IuqnYV_O1`*a@LAu_5~Y5i$x?D?;>gljr1&EHTvgvCz;a~2eAz5ANMsOS<~>b?
z#l#9*&NW$Gp~WhTj};3{Ajk@a^_Y@L)m7x$C!~{*iIPX;$ShA2*2IQ|ciYPy<*knv
zSP(H*-AlIyP{P!Q3LP~OxOZ$T&pW{<FD0!y@xg3sVbMfAsYcs_tGULnteRI(Ki**&
zM$;qxaa@WSPkQ9pxPBO&f$xoO?OVOj52NGy{cQn;(@J6A-x`|lZ_6)5NI%>fnID@^
z!TRz8sI-VqH08+aKIks(6G?g+lwaZCm4Xt{O8h*({HNRsSh9kWoC-qmYh&=fO%Rs<
zb^RZ!X8}+6TMhm2`wt}bXw;992QdGGr$LEJ0k53}x>?Y8&Yl0DjF0vVgA48yg9N1c
z&HMjIeJ2*l!kmtB)6yBkS^QEbPXeKjesa!Q<wRh9r=BjJwImiv{0qwL)i`U&PAY<A
zK<3JNKBN7UTVVx5&laq#v&&+-Uv?%fmYfgDIq>;Eysaun_q?OW?DRwPq`3EZ;SJMh
z4Z4C?G{9ynTR37g`Jx0NUA$?1QWARXXk~3;`S|?d+s9)z1g{*|4P~zOPDWC_CWB-u
z5xnACTh_w8KmWkF43Bm&>b_bwjYeSR%iue?*(Lq>-q9hEnk-Y_V~oGGZn_5D$M_|e
z9`*fx{pZp6H!6AlRwKXOPV#Pn;Fm&?V=y6<;Lp_hK!*gv+(D_Y*c@_rRh&ZY4>n|C
z2HD3kIN#(#1X&Cf^k5+*Ky0B0Rs;+LYdeBwC4LgUS0fY8Z#aAn0D&>#SwH%rI!d8=
ztJ5pJmWG$Cf&}l-m}si0&AFWFs3Gka_rg(Z?FeO)#M{VQ)d+`}cEuu5Ql(7wEaR;b
z)2EeOulN#k8(U3Xed%>aWUtMQ{isJ+Ik2aqMl%!|O_^fSK}NpWf0%Na;-|&a#Sp89
zpWo|S;o1(|wG+^rXD_6znXs)-W@od-SL)gnr+KM6nrWQ7q216tVNg+To5wl8z$r)G
zM-rPvw|CWeX57gCz2eHCq_XEK4+!Y5FA2K^H@NTzTIRWgTRk}P*3~KRvwlQIH5bWb
zV-Sf7Nd>hKeH+y2srIKy3*=8lwYs<=Z@^S+-ar9<VF2>JzIuZdiPl!?bM<~5p<5i}
z&@%aEWg;=P?axLxLfmZKm*Qjeua6ZR3BMLNkg;?U>(Y!yV@=CienNu3^KSVuzHmQA
z9TaEdILv?R2*QFTC8vvWs;Og1*<wj-FL0uU^6pMY+s$ePD2a==4)pd!&Lp=SgU+2t
zMKn?q__p27#kN=sxg?n$Ih)Sfhs`ABRvBR=#FKS%C^TwUY<WN2tqz_0n1Wv$u*h`;
zx9^i5pf1!_$gdvR{;W}?Args)iOnkREV3$0ki}-&9IoFrzecOfOBvo**NZM7m|!aQ
zCFOG7Pw&IeCphpPLe5YpkU$OGQnKv3^?&V5fFJYW!5?8!%4OC+)PcN{p$@C;DJ8ro
zT1IaY8JH;j$x*#-9a;&ve#J|khzY}tf5xbTnsY!oB3DT8^-bd%H)sX3U<UqKL(|L2
zwIUc}HGE1kP$VGs*>=a2(#jVYTW$(o<Bxkv&3ZG`kAx!><>x!gpJ_;;mpnXp8ssr|
z#SuZVv6h0*ji8z2PtfRcEitOPVr+<ZTRh`vkr5S2ILluk!WWpiUddut@hsWpIzHu+
zaVz%Ri?a<kjV)r77HD&wmz=f6Df(-&)Gr*Z<jSdcR%^teSI2^suwEKfMw2r%=zbnY
zDI9st8{zc;&GF+_kJGR+ror*O*+a5n=nj~YEHES5-ywV`Lg9zWFewXAw}g&gh4veP
z4&?*rVf@oC=xxsNEFdR?&^?k|DFAd3PeB4&B3K4-t^~@KKlbz+YYPt(gk$p4UaUh-
z10bb0L9(JX9SL}V_<>M6^6zUrbEtmJrl=sZ+TAypA&l|u<u6vBuz=?e&qfnXLFmnJ
zc?a$eQthb<;uN=OqS`mkzs7S`v0Nd45*E`vfo)TZ>PwRu=i$;vGNwscU?78E<Bk{Y
ze1fBnau8wrQD0_11)H|*R-7u?;ri#o<?zxgb@qE~Xlvqe4}>pJu^n70N1e(K_&VxW
z-x3E05cv^Ot%|<-l%0Cqt6ck@2#exoG!+JlZ|xFB>%gg%uG?cbwZPoT!lr5p{iK@!
z3R9%uV<W1gMYMgI$geGq7VG+~l{Eq-Etyl3Qcet3&&B-}fU`dPNhCl-NnVsr($tcp
zEx~AiH^Y3O{+Sl}bs$$%woTIVE`q45_-qkt6Tw%|ytY{)Wq-@1*|a`@h0Z_y7Fe?!
zG^Wc;_6H;TH?Z(;h)k~EPQl1%&*9>X9vzhXLUhFxwMID6{&+4yZkfyY0YrPgWpUl`
zS!Nwt=}dY)PH>Ucu0)c^`8ATJ`fyqM?QZDAovg7K_KP#a)0bmw(a}OT<EVqKwk)S}
z)85+tj0Chth|=-$y+wmvr<tE*)4lb`Wj{OeTfj<t>NYrri<$3kEurAYFc30-KBkzy
z;inROk~MynyzOrMp>13u`~8}0L6_xOcvvh4e>00KSc5JZHh>Y@406a~DP0EQ!LZjS
zhz1a6^=E=1@1XB0h`5}Q0Q^hiA;qE458ny3RZj<^pz{j-O@)bIrYw|7B=Dqad&z!Q
z0&Yovi$dyQ|68_7@0A0oX4sepLlvw%2&$r==-SCTFtxi|zR05Q&LFJ08(G=ZV^sU7
zX@&R1Z)mh8{L*bYZ?=jLdsJ1>+98R15Vv_hr4uQ8!QAEP+HDh21?~>UBmUd2iuv~o
zbj`Efpu4DD2(fuE2MC01j{3>(>u{Z3_#tY!4vMv@+5E1;G~BAW=I()_R@25Goq6-`
z7dA5U%5KKEw6|zIw!ie%IlfNK33`SO7TS%0S>M{t_^G%T?8}EXl;iq3fmWJVx}^t~
zOawtfwNcE+#)I@-)=ZvHI|F`WZ+%*(_lmpeEc)QRnVc4-b-md7wATy^GJy&_3F=uz
z&q-;B$54bh>EA+2mzDPOIOc<0OySh;rsNwJwQijj>v|dTlPg`!K@Knri$f|#$awF~
ztX$V;Kh=nMt_TMSdVJr|w38Y$7gK#vj${O)_;e)a1zRx@PY3PA{wi&>IcdvznRG_S
zHCZh9qnwOAfnvIkb*zwaDcZp-5e_*~oeNM#B-kw17!&*o;}S7)I@&KixfBamI#sW6
z3TC?J)q;l2h*&aZOm@%}IT?En+1xgc7*7aO-yCjUDrXkX%#A!?vXr0+o^Oz}dN8`M
z@(k6K4rM@kq^YoTMFcc;y12&88qoGNYTeYsADYvIP&`nJ05vcTllh;O)oN8~ROROI
zF9(XZ%8uS)ct`gl)1NN%B$Vv%n>5e+3(X6b3SXRqS-7H|&|bAr#mU4gNnM#R!W(Yx
z0f+GivsY0kj!uDyN=~ec3daw8#(MgZ4R~bjTFOZ;U-Hi~mh_OuQTj>VrmsfLpt>S)
zuAa|!5lA|Hl{$Op`kLiXAqjuF$bFGz#qx!(Jqlc>2X~JUP7$7)Hx^5;$WVo5@^2fP
zX;95$8P24BJj@S{sC%juFW+%hYjsP-s0iG3P`7K*a6#C3e+ybxm2k$m#ehZGLFqTg
zt-G8|Y73f=6vAnfA=9<m&n@WK);y2<e)se@qJRT}Kr|wOs|vpm)Y?!u9E!MEzE*&r
z{;N(?R)7_C*&r|(0|UC{g8<;i<E6KrBV5gqz{wFvTEq{56${_!{VpYt(*ebr&jUZ6
zJ_WA_6a)5$kiZTos_gMugZxi)G7^9qAb~f9poaTz)VS<}T4{7Q`_;zSRod5VssTW;
zq2)2#C61~c?iAH8t&3A5-;sdd6N3M=^<UKjfYj}Gr2^mT@P8yCe`q&n1DsEV{Vi}j
z|Hd8b=Lt2!yltSH)8HhJtBTh55!YNih&4;C%ir&w>nl79D$&V*e~HIaMSsK%(K(^N
z+H3fJX5xIJEqFjb0xPIq)OmsB>%<LfK?R&BICid6Bi8zPaD?u9SO)LbOp?J=#3VI@
zPz!DoHIebm@`%%HCNeUFlj}$hv6ihVF_#ln!K8JCN@Bq8ZkQfsS%J1WsX5v>w&2aL
zUbk04&*AbqyMt_sWnL}UT~5CJ;GAusB`L0GJ^yx<aw%FxrLVE5u=`kIXOdbUjYCDi
z>KKV*K5L9d*}W&Xwu2M5<EC7g5E8u5F$WMY7CIhv|M+!96Tu#8g9{@AC$?x&|0V~a
zyWARhExXX5PJXY{zg3fVx+o+^8``d;a^41>wjYywS3Ucoli)gnq}!#km5YE<!iFU(
zYf8%?2aQa`LupyhGe3LtxnRMuW<D`GK-@0T=jmN@k&Lz>7(rfS>}^h<5pK$Kri?{-
zEtfHZo>-jRt1r_{33lBXdT{dXti2Pb6qa32tAnk)Z?{ivB`@nJo6*o$`paBPOC|Nf
z>$W=!02(akafRJuS9ld}Hj}ZmVxKJ33OzH7X2i2^0+bqr{<S&NAIgcoOY;6FIaYc;
z2x@MEFlY7~QQ`J0W9F~nJ=K~&+MLLSy#YhQ*jv!TrChO#jgtmJ9s(CvHXy&pA_vzI
zJ!extnt%Lb5~qGqR*X?={-_86W4Mbp0WTxlZQXN|noR>gL1~rax-Zcp`}F7$XNx5L
z8?`NdzU5IBJ~j!tm1Ghf=gAfcijPL+uZ+Y$UhDL6VqGgx-Q87Ln7+p~jd~wC`=r7t
zUys7QeNr_}RXG;t>10?0SSsR8oiSqk{6<^~W5m>wM)n&%wjNc)okCbcAk9!sNv~W%
z9%H^%otdRvm0xY}(d3HR)Lq`S1yQ0$gaY%jtD#0;#uB<HTiDv@qnsFTi3YoI20nIF
z<QQBqX0mg>bEX-JsIYY_?9{i25hNrCn~FN2smLO^7*tT7YNKjs?^wH_hI&Jnt_s4R
zL(Xx=lyuvE_!b4y#|#6_NC5LX7&m3af0hBL(nOXkV<k<Th8oCm_<k}}ojuv_!oTX?
zL5^>Wg-sdq3NO0v0e!`ub>Z=3oc<uCQ|xuqDB3Fv{E%CVcR0!&SI08l1h7)_u6aQ%
zEky9a^42vzl-9compv_G7tueibbD&0G5Q>rD>u|i>ujK$k4F0}D9We|6H(@*S81Vs
z7}K0O3$?@kg24c)y)KSB*+r)>`GhysqNkI{pE%!;?Y-L?kk07DgYSW%{H{%djXqCn
z3es6L>v$y-H;FeP=&_Ga5Aay~G+BG_*^3%F43ntf^!q94(nK0K@9^br-bS3<iQH=<
z$;JxeC+8&Q(^z1zr+<>y62l{8^^t+YS7R{&GR+Y0;rHgS{V<U`yF4*NGb(0D_wz#+
zXOTVM>7feqwHf-MZBy^gnO;i=Zf7NKb+x2NUJeH|8C$))J%EXY{`FDEI=DE7g8%2_
zwY^w>c7eA2T&x6Z6UJk#Y~wxJHx(SL6NBhM{5>r-JbZRkY=mBF5##<}-A$=4?i0x0
z62$;a*Bq4WG7DnZd$`^)cj1Bc@dW)i;B>CvpJV#Jxcz@pwZa+#;s?6G+4DJYk^px8
zi2gB}ld)*^?E{9VeOb~hg&onkNmsSsEQmhgQ&W_lSC<AZ_p2*xQYH$m7jCDSEj{c%
zIiVTRZa5+9xp^d}6Yn@3QIdtAA7zvb&DDMD!AM`G6*pB@Vj>d$KrSOK!H^8bteTLy
zC!B~8HQf@c#j$Lbkb<7Or3tBWQaVGtL!1|UX&hm?NK4d`C$!!or3jbrh_<%b-fki#
z<!Q$<c^2B4uOd%ef+E4V3uJ|BU%zul)JeD){hOb%Ip2mJk`yJqhjAG4zmBSOV%@(J
zVUD2k;y%|{b{UCxqLdk!Pg|5{`4)lRfge9tjg>(l`nEFtC=~R0`A3pN2+4`iQ3xE<
zi?Lyd{pbqDFg7P~&Xf>dzTIhFa+5m4ya#cov5+H;A=z|Qf?eAhq@xhj6%z;eIJgTQ
z*9zFieIe>qCUSTSm4xzcYHOU|Otj?V`D78WyK0Eo24iK5;EGv);}WhFVjW>p{;w4t
ze@l@3z2ARi<^Jv>7SzP!7}H!yqq<5t&C2=qbDEJZ{TD)|QGwdJT_}*|+1s@3h>CG}
z`Olx7(D+wNz@k!I=51>uZ}G|$*+xG1ZA{$9^Y1fp-uD%2SF0z8T{BYk6-p*z>)G9W
zc>hdOU=V-&2AE*k%qco4UHLq-$&9GzS6FP*A`hQHBO-!~MYCgHr@U_G<1LH+7Nw8A
zi0O@u4WGi~@M|^+ytkjj$zL=*|H?iMG!cC46Kz`8!=+TG>f=niNPs85c2Wp@>N2lb
zU!)L{GKWYjmYHjiLtHfZOus=ysS;3iWj*o;l0q*FEhmo3U@k20?)=g!kj&zTRa~KO
zLsK$r{F-blj${0@*A(Fj^AzS(*7Ie2QnEW#gD#z3r5kKD_5^5N64iB#Zqn6YUZ!#M
z+Sf4KFxAU7dDbXGw;p<BF-%{oTqZ!!m^~s~b|NT)v*&Z-=@LrVSePD@-;v3v<ALK|
zfvKx5<GbO-YH$=acnj~q?yqIP&QyAou7-!B&0Nsa{JYrnuefUDJQYkXu3O1$(jt7s
zN!LK<)%RDMWP^OGRp6+)$Uckj|3P&B0qg!=TmQ;!e;A*$6xjy%-cG?OwWxie%4a{T
z!;t$?BTj<$wRz*DkO3Us3bF$xpuw60>{}0fAGcl#<geu=@(P#tmOEh_K>{V(U_w`K
zaMF}=2~z0@*6L0`XTfxg;)gHEUo{#Jc1Yp7%oilZu!|OOt|t!Qb72Z1qLkolFts-T
z%htdDmWybyL;_-a&{@>b|L<A|+R$dhqwGSxJ=dAM_!Yuhb<AdPb`pp<CH4pyLwGEJ
zR5Awekm9vJ3hJg3urD5VXOXrmKx2f@5chfmSc%(tmK)^3tMPqbbnv712u^_%93hT!
zj*O-rRKqGBYl*i7pF^|J?KBZxHVJ2hrgwTjj*Vtf;V`3Kx3ng^<xSVLbj1gh!@|wi
zDel!7Nl6{5ynOH-n*A;G`<?k}Zun-yd@E=Rpy!tX1JJXfeQ&-6a9o6V<?MFyilyZL
zEuj9bYkvr=i>O`I*O?6J;b9sc?v!WUdMRq+;%oix(@ATmM!>S6NpMV&crS$N$vY;0
z_A7Jpz0mQ8%CuLt5<)qjK&ELIbqCuF)6?Tol5ljw<~i<cFPq<R@p*du@I(fF5HMRn
zRxf3QCr51C8J2>RNBkINs6i|AvjD+Kh9g)>O>mfY8^%`|kERh&h;dZWcOEwYf4RD!
zPhV?vyF;II4wO2T|KXCW-weE51HX{o(DrMS@F7@_nTDtDw<1rQ6Qu+G)Sn0O-wN*k
z8^8Z3+W)t5F&-^dvhMI(>gagM4gnrUF2x8bcMyB6!liEKm%mA<c`|OP5kAj%VySzU
zG%dapu%Oq)ZTdvXzBP9ZAzWV~<$VmPxL1$aOGQxZHe=<`Tnox}nNOG?2Ltl7-FD|=
z$?;D|HpR>uJ}ky3@kB|bmvK+5pl`BzI?+yUL05BN!B(M{UEB`d>B*3PjbMWcJ)9G^
z=ZW`Ogf~G8UmTXccxur6;lSGDxWw=H!r*KJ!l0y+Lz&TWwoobKRoFH&Op7?BU6dEO
zk*4Ed=h-%%p-!A0vB-!ZIq~DGjkB0~{qT@(%s5TK;fB9u_;_EtPOf%a$mS;@F~w>b
zJ9xh?!Ze_7xZY5-IksSNpLnl6p=y3zAE6bYna*hr+2_p-%v7{E+82&pmXlx}2cjS<
zN(D;T;S=bL;c}*oNl1XZu=eN%jTWEPgBQE1+n~YyWACg|<A5x2<iL%<oYeyUz2&9g
z9)j|_>6*blMkNvejs9CzcIsbj@0Zy+zsX+wjQjjo|EBe0`GB_i59I}XD4CCD*g&<y
zKpABIp~D)j^FgZtt$SKn%_paj{l4>noENgaRlCb;eUxcYYGoK`j0rd(AO4C>AFO=h
zg84Tt>K|s4!5*}AOD3%D=EoAxeZBOF@N{%IiC`>Eul1up5-=VHC7Aa38B4ADeE%dC
zEOjS3M0sQ?M`9bZn&0Pm0bFhb!`YyE7d7XODklg10iMhB0ZP!}<{|ikgFuiVJJ<y4
zo{CRLAJ_(#nN<(w-*9{<ElOg)Bmdz&Wsy}P>BY3n3TvWvxLek}w1ur3Mg#RXz{xp>
zv^x;QD@*(Lu$y-CYmgZz{L<*$9deRI_0!qh!&vCNOh2e)bbkRq{(GjDH&*ML^zKsp
z@jPA7d*xnRY|%#f7lO_wR~UEusKSK&WHj21MK6K%5BwzBIv0;j_MgUSC~;&?K&z`e
zU_1~ZtE60`97&V%+7PpktXc%*#3<GQDHEd!RVHIw@}>muTl3_wmir_o-ByR_i?KA;
zB+h?6V_h9r=?vEb0?r~mq-fLvr+MG}&t!w|+hzYdVK8wtm*=WjsTGmX#jNr?wtUCB
z^7skm7d0wjC2P``fv37_V}03O=x#mZmnrGf3+~a}LJ{UYJu1?5F;(w}v3MMBS?Ijl
zf6ozVOd2*_11r%}9EmRHJ4*{yeJ#B|t_dgeGYZu^?fbwMO<@zjUeDwKugH_()7QLG
zx?|VA0fTD)mmT-sBse__h3~;OzlbR2=$gBspEzgU%TYu9#1M^kJ{I~BENvwO@eCx<
ztuYv!rlDGk1l%BSJk88NxnXbUXj|w@YrZ^wxV61A^okSNib16m-hk=KMBO6~VNJvQ
z^~xm1{?B2)CT6g9#x}Y|`g)%R_nSUf%@Jf33SsZt@K^hGPgcrW9tJa!-<7uX&KK%b
z&duYlzl<oo5PO3J%2X|DS2B$YMH>nl>2M^UVcj9#L4R+4gh`G6>AXUJL`3mgTn>Mk
zHlMG!un)@EZox9t8a^2>*>#z+b7I>}iKp_Faif%C|B9688)~+0%YmB}WqZ=G5p42_
z&ak#+vBlJ4vFMwxP2YUj=YDuZQiR_X=X9%^^UUDEssydyk*H1cF30N%{@AmR{&)<q
zwp`j<aL=fIbM2eyrWq4Da)r9-Ekx<;=7h@PU*(^M7DB)mjd4jJ4nXEex{58JxD~GS
zkO0PfPM$m-GkZu4GTV*H(7jqn8CT<)Fc`-?K}B@Y37p*j%miv;0PS}^LBK(MzjY1K
z{Q-o)TRZS`9}r`YCK98>!Q(u@9D8#1;s^@~P^Mq-Tp)a^8c#L|5Q5r{%9y6d#wTzr
z8|cn3EzCOfYuC;>KIoWcb0DYF<^$q?>jHqk*?#YaCuPlWIQl!SddC36>+=jEsJEZ0
z(;aL+@|mAX6I6j>?a&2aPNNuBh}7@ukcsKLJ-sG!egYD5Y@mvYJ!LkLJjqlaFn5MY
z-%MZh`RqjryF+jS{&?P)C#Ge-Y0&iDhO|dM^_06G9Au}i&f3!YIy)+3;UyDD)~mkr
z7wazwI$$SrzCQQFAz|qZEXeRcxKn8QSszYb+Dae6L%}2%w^~%U2Bz-577pQgV3`Vv
zK0gk#;}0Xe`AszXag+ys9N}M-pYKOm=KB#YUrWL3`(c!6f4IfpM5n*ie%FufkG!KK
ze9Cy!oGDskma)``-4^RHFo)8V@Ayj;#rz(|X`PdTb^VRgknU06e`)m{h#3B%^OFQG
zG@g+h5qtw`&qf6UAxoOWkj>;H66MpdM4S1pfh19E)CHagfMLYxSdoQb{I&eY$1y^Q
z#gR)y*XAYWR!8eS1CA|~j|+t-+WHLlI0G!kYSx{PJ@E$<bU8-KLlV4)Twi$rkiim|
z;v)Yroq&+7@yqIP4Khwq;452DiWA9|=1fj=;nLOMh)_nN0FTgnyH?W;1u@BHNw<B_
zCmWhqcicv!;ICii%<vCSgxfqu!4*Pju`O3qB5*y(eU$U$%skJUCFA*!W$lCD$8@Dm
zkvYwbrVL^kV_1yA?8OWTWhGBMdISOnqsWFDs(6e2qb!-yWGvG+C-ej7t0|Qm0%&x7
znb<vz24rql74j#F?e|i~Zl__hVkvK<d_1DgN0Zq_#1y(%V+^yW#V$A5-}<y7O6H(5
z8c*}i)ckU}vu)|Um&CQ0Pq1>^_?N#$=^aC`43Ac_ZSrg5>Ndf}DL8ApY8=`(MSHRf
z4HmrM`Gj~;*tj$JZKv^Q+Jj{)(7(jM*mw<RZNS+I$<>e@khP=`n*}SHAhyuij|jfm
zuU!OZ`yg;@R6r0zO&&q}qN?EM2D>R(9v`|8p5X3{J}|Qjj~Eyni~~@t(;;XXJ7l$U
z5&`ErRe{HW7bK=Jd$JB~_M$$%;5xhTK_CeB(zlKc4o<M(Fxo{$ME85JX*QdS!^U~=
z`SF9D=|E>Qzs<RN{`Yl*8RZ}9Mc;q*!ZI>&fjTAW$hxq;+G;wYJ4AAv{vjC_9iW3A
zq6D04KK#Bnxs9*O-;i2r6^U5~N%LIv-Gy&^)G1@CuZHq{F|517ST-g3E}BjZp)%!x
zNm!OZBSZtf0&<UULa(JJx`Sd+L9@nH<6(okz&47&zNcM?>q>#bJT;EP^$4Y)IBa%%
zX@`Up@SUcOJLwx1Tdko+&csT9Z5SUbwg`g}!`=jh6=)iM;bdd+G+?IHwTM1U<53`M
zBnEZI<{07oww%L{`9hFDhGF>@(Xvl=L7n*rj12Ist#C3=5+@i}y6ESKig4FbUg1im
z8&#%_7oZh*&}zH6ILOJ38XD8aX1sl%#8e~!g2=HH+~oiNTE;(a-&q~GU)m^zXC{4B
z!tdv|ZT?`_nD3rkqVJs|?Dvle9rU{1|B>QGsxhm)^+&SXA_4s=czD0TqyKND+P~L^
zMq_yhqS;-}VY$=yfzU`ibHl5Vk+{X$HeV+Wdg+@C{MGAxMhrBI6^3IU1O|pRjJN$V
z45+3aHFZP%IY%M>D-Ad<$5C0KtVNIBH3+y=FmJF8XYJw#vYessxiiKgT=RN%SCx7-
z_LpTo48hr)LNa<yV>I+aqyx4|KMLGCaJoYSPUgo+6rs&*>xu*GG+p;#CCYn|t)=IE
zB~2P3iD?EF4@7bTTHV?gaUiV?sAKnrtZbi@`4bMrT0`OrffPrw0@Gldc^O6a%H9KG
zJ%JX!O|n8G##huz4pSqw%thC>xBFBWquzqbA>L23oS$Vr|7O2^+QW<y$hONqvwSwt
z!cd-U=GP;!Klh?8CgG&VK{H<SO_2$wAZcK1lFWT<krAs-ta}srUaoU{n`?X^*5ZI^
z9s7T_zh7Bk_r~}xy?2WoqpdBaZQF@>z8Fo#9$k&hD5uF&La{?($+%0QS!Cfnj11ZO
zJ^^2uQwVMcKG-7(d3R-q{br@{YxHn#))#|mVymrR4c|y4EG;rpJd37bWuq=@aXIcB
z*r9i1ckT|+lC#Dq@mj22eSa7azRX8U#JE<<xCVEL8G|usxe0uG$qOS$Jr?!Z*=t};
zL@0h@X121BA<_gscqLPO>U84nQ&=5JXE8(L&05y~dqU9fi9~;H`}2PNX#;=Sz@Iko
jrw#mR1Ap4UpEmHP4g6^Xf7-yGHt?qn{EiKvA;<q8?rIwA

literal 0
HcmV?d00001

diff --git a/systems_design/images/microservices.jpg b/systems_design/images/microservices.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1e5cd67c3f7bf50ac37a83328cc32cd2b010e802
GIT binary patch
literal 40884
zcmeFZ1yo#LvoF}V1VYf@5;V9wG=yLwxVvlP?(V@oxCXbNjT79x2{aJg-JQq(yYGKz
zzPaD5HFjs-eQQpyI(x0%r+1&KEmifa+WY1A%PQdA7YS(z01PYu0Q33*yg&hB0Axf&
zBt!&cBqSsh6l7F19CWldZ_o&^urY8*2+2rE2#JZwshDZWKQK}f6Vvg0WMpOI<m4oy
z<rCs%7i8w(WdExX7!(u~v^Qw@=;-+D6vPzl|EI5)E&wJn>?B+l9Lxs*EG7&bCd^AO
zfb8`>5n%pt0si|10}BU_fQW>Qg8Jt5frfVgSQt1sSa>)D1bFz@r+r?(2f$+@U{SD%
zB4R5VB7JbcVGoGUL#F&x+l{L<bxOry<QRy8iuWF$fRLJomhK}xCl@ylFCV|yXK@Kh
zDd{iDDynMg8k$<hCZ=ZQ7M4~{&MvNQ?jD{&!6Bhx;SrGuiAl*RscGNS^9u@#eiWCK
zmi?@&Z)j|42Dkj`>Fw(u7#td&o|&D4%>Q0kTwCAR+}hsR-P=Dqzqq`*zPY`-|BEje
z0NlT^^?Ls|#{M^aVZQPO3l9$mkMtK`FtBc~1cwQaK*5HHC8~&I=z#r!JpdW!Q+!@+
zHwq<((kZTy;}j|$73UiD*<Y;vgR}o*j0OH*;_TlU`(OB41fapeymlTOCIASyxu?tb
zNB#fl{~;L^Z~_#?asH<#1t}5>S`tuN^IUbqNU60mYy|vQB_G*&M@qQi-gc5OryJ2L
zK?TJAqKdu6&mXiO25shI-g`OjOi3#FgqUGq{#m&wy!AbI7NTkWuz<1p2ly<YR^N$k
zd2jM#Q{ska6zJjMykau(0)Q1ldY}Zj;#L7j=-_hRtUttjZD9%*3RYT*zdeoxCX+4b
zQF*^Vqx#~vmy((5w=p_!RTUZu*zx-*_!*h9ci|d@e0Gm1b8Uy$laT%+(Ov+B^X}cV
zk@91CUcNuyn%8;>aNgqHW%wSd_p|l|;NJrC0*F=OiHxp!0Ys!klxuo6Ej(U5uCv_F
zi;HgivtPadFn8|@4(n!*%;H=kOkf7)<SEZ91!J`e{POoa%Z_F_A3(YM9#ae(7r1FF
zxDOQQ`TI@x4rJ#eqZezyQxqNpzZNxretL$i2fK*+liP<Gn+D!6P3N2Q!WTfN60xtG
zZ?aKOAHVG5`uqe4)bj#hZgQw+&&jVLxQ~hiEau0t3hh|{@+0Z~C!)afeFlb)$Hn$>
zJw(!!WNQlS@|$#UaN5~B>T^h8)<qU^xhc=?<Aih(UE)IDPdyHEvzsd)1O&W@G%Ans
zGz_C*sVrD=-gc=;1|M#JlX~!3x9OP8T+xA>lX;qb?N#Qv*Bj&tfTJk>9|%|J1@N_Y
z_DHtjs*r~@XEhlP15!C9LOlOSxfqisW1&?a-_Ni42ipN-63eal=~CpfNFJ9fD7;O~
zm?mXmAg6V#(XKETz4Mf{VOm)iv-@pc06uw4zCRY9@ps&H7iYs{Q$Bbf%d4@GHT~MJ
z^Q5G$HuOr4hN^$8cb-b>0<M&P#0$!Df2RxTP02AlWHB<PF3)l6V#_fHxWZ2&$%u1N
zN#knbv)2rgZ(_>j!bZ~l*QP{H>^{d1iZhJVmhrJ?-vlX)<!jQbiSXV}!F-!Eht4Ao
z*nHygGBIVyV}`dwZAb7L7tc9P2nAjRgLwl_XD#3e&UT4mh>#>&<_`Je$gZr8kF{0P
z3UO2Fw~$#k-oq}@j}tqQ+dallg-=;h=S@xD>D67$T|1qXrr~7tA`HcG6kz`MNY;J&
zvx&2s8a_p+D9%0|-1pQTr@hxMBWl6(;NxcBs?6DKH@>eX&7F%D=&hA?Zt*RGPj@Yp
z#JhO+x%q@BhS-OXq^okjxYW|svmrxk1u8B`wF8O?t3|3MEl3A|#T_daJ3|JSY`JX6
z9pY14nn<6v6kh;7vDf8!HM2}yGQ7u!#W7wUh-#m$gPwipV8?J2MG*cg5{(5d?(l6;
zFO3jHP4;1?XRx#9Q0M?n;sXxF1O<-?>4!6n<k$Xx0eDPHBb`2Acy8A}G*=u4pF<;t
z&vP3A!u6?**uN`;-51ZRPTRXCJaq-+5*5A&{v5zUpO#w2Q6HJB46hE?0!`s_Lj}Ga
zeHG0e@SbFdz?F{57Ph+h22C3~pRgfIF!niH-Rxf(IOAH-UD=y&(eeDEcV`QmFE!|z
zz!2W?Ge^G73l!2D?gw|wP|mLr&dXiVdKamzbgQ|mM|4JLRU1z8OE-7Zc|}OvnS8q~
z0n&eQ$W*$R(u)zwFy~49#NZ_IAW`vy_DrG{VfbRJw23_S+6faF3aVxvC7v$UmbmsA
zGZfgJ5XlFxtsP00oSD`5qzf1UFJ*am`Af)XBO8cc01XJ>7r>%Xdx4m5<jxD=r=S@A
z)1Qc-oO?Ti=odh4a^VBZw|Cwxjfo#$0Cw{6en~(4`3V`aFCI0KR%)i1MUGP)Kg+Kg
z+wF+VH-!6b9Q?WoBhi{(|0uZzPI^v)nVix&J4?xU|LEIYqVf7~PNwuF_svS3l@@#V
z+sWnT4?v~*7Rr)9Q%B)kQaZR#|7wK+Ltg+GG6>LpEt~^$-yP?v8k#qWF92B_XS?eG
zVKA|}xH!Pbl9WQ`Akomn_L@JRd8Z+1$MFT=%e{MW%<l#`({{<KuxLylYbhFZagVt*
zi)b8r^V<DHCBTWi!HRMcqZ{egFq!$`rc5Z43oen8(*m)xG*IFws1M*gs|1&>1)$51
z{4Yh7-qhU6;XufpP2E8ZL(u8tb;^ASPx*y8^4OI2O8a}<k=wAI{7tUqbl(R8XR?7~
zp@Y$Z$qa`|bRADj&KvPDqaCSG_x?P>*5u)YjOGgHPzAHIOkNSWLXnoL%A(X&m7Z6`
z4~=OvrY-dH>|9S3Rx39`pUH%UF2f#Jc6?7vJ!cO0nck1h<(^i?N;*RWU?R5od+clg
z?!tsqzP2RjZ7rd+YYn;MR0?Ix&P7qDJEI^FuhP!cI#uZdw|56l%???Xz0(BK=mh7u
zo+O`{(81KWQ+N@+1drFg(`4@HQR9izjPpo4@!o}u5oP28{#}^a)XYlrrx9TIT)q3K
zN0Nug<wTVLhTWG^JL=_LhGJ20f;5i@=u!4WFKq1(hInE3wiMiQ^IgtE$FH_U<<c}>
z3AQc8xz2O`8K+vzmNVVlKQuW%^mF$cF9ca`5#h0~47K<r8f+>=DSN3RHS|Z)S4^Q)
zEKx^>m*j!G<bf!-`G^cz+0^xCN13(WowhaKY2j|8<U&yHQHXuHF2jHC?&e1t{AC4D
z5a4rVmALy!&Pnmyn-=xFji#d4^y%&wy;n=dff;WKNuSxC=E{=mjft=SWAW|zF4Yz3
zXY!A4o!EN?PqcCkb4Da4KmBOF`pxt3z5oVZ0H}L(xo9@P-bL2}r)%-}$`gk~OXtv!
z4*R$*u@3Rt1f=<;`~2de)pncui{cKXj_{FhF-n9)Z-^nZzq#50Co?pODmBCz3}7dA
zjC=Es4}T;l9)9`rM>23o%~v#p#C<v<>6OIR{#ryG{sO2k&Kbx%l(n4vCsn3ucgW<z
zAZ=quE`7A6TTK)difa`K*vxBhJuTd`EdO#tsLZPE^GQw%%N>R73GQasWAn-innWBm
zV;;zmW)kWSkt$TGih)7HP!Qc`NRHk-HC@ymouCcdGKl+n)V#p9N{RgfV4N`W-CI42
z1RRtUD#xKS{Re~UUm02d!_=j%r$hp_yrtJR>|@=GaysFdgKnP&+8xrxE8INC8XCG8
zh=lP;ffxftp4*5F31=*!(cL`vo=464->3Xym%Ls8{HJwjU_ScGxuce2Q(hNIQ8z=7
z%a8WL62YuAfI|}r+g{|kd*x>KmO;SRn6VI4en=jKYvhX1FM~4W4wW7-@H@L<;nuBZ
zYL7L-6y`Y7du%~6w}QUgO!Y$^5#8~hP1=WkmN0K2yhP*#1=78N(WlhkYS(NMbk)Am
z_=<tSc;Ryl7P#XHw$J2%wyK;TS-<yMJP?8J$bmO=&Qu`;w6Nem$S;5&+WMfcd~?iN
z786fw3Y6bY=>s}f%^C=%rv9UQ3iGYf0(0LEcdRYiyj1i#|C}vF|60Qji*(;lERb@V
zYpAHzhD9yFhD$2dL7Xqfnb;$~cAwvbR3($N_e4#uJ^x3wMG+ON9<=E@$gv<TXMTw^
z*bUL2D`0Ri|ED*wJWH)BV&k0U2s+f-^a99Mf=P^3B@e`~7YF^bEvBf`jXPH#CyynA
z6REi2kZj;i9<yHb>Zj=nd$h6n;l+AUN*8~Hay}IE(RqpN%=*1?BPNxQSK)&#v+{K5
zC@&r}b$ORSAc2n^n}<}36z7GhN%*$F#m0?0s9a`SPn-GH7I|PXZ<p+8?MC|#lK<=c
zqW>?1d@$(i^%XB>MAU7CstQQRX$Hp5Mp`cxMZI@e9CJf+!$K>xUghvXTJ@v<rdcoZ
z#4Y1NdybQA#}S)Uj);`wpyP5h9`EAndf-MFJ%iu2TR$iWF~&}frG`NX^cVuHDj+F3
ztY_ho2+K?y5xGT(85Bm!ylbuD+uX?MRn>Lt=hqLz;+~BfB96bym=i?>!~JlSlUjuZ
z1?2SHT)QTYIQcw9g9Oc1q_5sf7ss*FvuY$#Iw8n!&{7ujmNTsqwCUT^&eC><4)$!J
z*nP_Q9=hsS8r^s>Ai_hs>IRrObqhbbl8M&VZ>Au<-e>UgQgyMU3}%fc@E2PCom1`0
zP)$lbh0vV2-)O`b-!__S&+ajihqO0lOzWQ;^SD%%=ZHg=08B;B{~SlhI}Rg)l)JH#
z(9^}L$&otC%>3q;kukYWg7Nu?Il=gnFHlQO#7?-gP?Bn@qrkcvQE-ku>W8O^vU~)m
z>bQ%xFl_D9`K9SnakazXbp^PM00;5{Fn@6Vg_Aacilc-%f@kDD0xP{C^qdBA|M1&#
zT1(9F%+A^8fH1Jg2y@FGaV8)$${<JXV*scxRqp<iCFCcjQ<)SKrKw<94fT@GJHAH*
z8z{67WP{s=j71msfo>Oo4+|dSrz~}ETwksAviU$^j?E*mZ9u5@_<ls^J{5QNpQp;-
zE{rGvKBuAx@pwhC#2LwtIx@T)Q${-#ubgG+E3_|9WQ#4Te2SX)*Xb>dAznuAmiZL;
zF6#RgLfwF89E<lms;AdkzDrzvEmA#Gkx{V|oG=A{H~e?0u|htTq0|@&lEy>-GWQ78
z99-q*Q@c_l#@stbu$~ejNXM&a=}&JW)eJQ;#yMph5u?v!f7MRM$U^9r^DLzd?p}Jb
zhP*YMCV`I_tA4G-oh1_2i+-Uk{{tFxg=WY_Y5qt`Ai|x#6_PqXW*<9wO~0MEW~H6o
z+|5bEIowx7>X)G*IhjfQoE^txPw`0o6G0Nof%Fr&Vxq4)<XC-jMOXaYt3e=>GyRv5
zo`uxcMAlQFiQ$^E`T{si>inI)x$0BgdqG=LS0BUniZz7+D*?`2T008$KVyBCM_Fla
zisHy0$4vZwQJAwl`dSgTFPv;!VU+++ap-|)Dv%DW)2qyE6GE==)Mrml)YljCc_)7$
z@-BzS-Mv=ZN8C=s4?Wn<*^e$r$?un}6A(|Bc<$Ayu$7udc=Ya9d!m2NtFk1d``p>t
z&`5hMaSj+eET4Ubt(%Bou9o1;LVR8&P1LDgFn;CX*>4CPKxTEOJCC{7Vj2hR6M_!+
z?3elbZOjhUkLmQzSowbRa`zv3!%G<;a$~;YrznRfOw$S6)2eLDA~+xk7B-H3u%sos
z-I9JER3FP`)*dM<=fa0&g+*}c^QmdL^Yk4ZTo&*&LZ0QAsoGoKu{erjMFQjD*gN^L
z&qfR>ygDEAQ;HUP8vYx6?6Fu|Sc(@w$H5O36@{`q6*K@M0H+=%y4c-Ve&)F2_vcjg
z-`%aPe(d_Wv>~L!fa}Uk)c+2Z)Lpg9a@r6cD7dg}=Ftb0H;F4AO9OmBpTLy{B=WtB
zwn==U&}W+Wlut9^Nl*GrF97RZII*4<<2`=r_WE(s)gY$cpxbRnP3V~sNG;}H%|u*;
zxmj1&b9uI23wBvp+u_6P$gQwwCPIa8Hb7cHrs|V+FY6wMBu>rX*1SEvxaDE7bA?eY
zXS!oY_)L3(hIMfQa@$_~8!E5H69Zm?qx1{?pbqwyGx3gMt3`|Y`r713wxrt81cBgP
z;oXh%s`Yuj&<pA24h<bDsx4^(Ucd`LYg>?r`Fp|2AE*XYs#v)*;V{u3r-qDW(%{*-
zJ@abD@X07U{iJpmM_s7o_QxN&j)b|REwiuQ!xC>Lta@7>*(|2^B?!=L9qKXT$ALwp
z<DLSxq$^pA9ncI;b)ez;h`>Q%)A?rf(wdAh{Jq+35#1N&Y4Mp-!pJi>yhyrI#=qUO
z@{-?TWtQ`JJa1YEHY}FBFeArL8!m6Ol(qG^4<1m^i>83R2T{OBlrNoA<+k9~x#yv?
zkmU7D(K40=TDanL|9aUwJLQA(dj%xvzZaqZPf8lek_sQOK0>n`XX{4@xE&5?QZL5Y
z8Cm5T>l7eD#Hr3}*Ct<rajDBZFB^WD@GQ?R|8PS_cKh^ZZ3NokBLB{c0}jIQiHY)Y
z=5+!N?84a|Uqkw_xn3u^1b^F41hVfH#v8Jj<BU5gk1v3k=(be2=X-I6``POi%t<C1
zY{|mKwvA`)(QNC^8|YT2)`BW3D<T5G=>>3_pfCFZAoV4fGbKs4qsM$*MubnMgPhh|
zW3N2TQq6$vT+m_3M+5~7NDCnyTsEP3ge`FX;Cd26MgV}ZL&<ZV>#j2F<WUV$7cMx`
z6L|p)iZc9#ho7zHyv0JhS9x#!R!q-q_1O`Rs}^JoGRk0L$_oItVj+;lmH&mG;o|m<
za@VxYe2MQPOmTDVQs7T`MXR(%=UkpRB+en%dsv#lxnH?$34Sf#QtZ0aMB3)s<Zv&y
zeK@|@wYn-09KVNf83rpaq+xl%bXWRt^xWGfOi))gUu?brv>hl|7>l2Zt!p1;0p=vi
z`mX@)CQ%_%l4Rk1;#x;O_0IFXDQ7_sk9vV?b=9AxAPAA!1Ec=!&cq$KDkc&zHp7X|
zAj#<bB)qtsank1CfAW0c0*to&7tk*SFYfrQ!BfkD8YCm$&3W>d-(D0|fAcjXmEA3_
zg?pF+zj{~$(bm>#lbh&%7fHbxZ}G0D;~qb5Xm&BstVt^3ib90;OmGr0<X>TQrXa}q
z^6vaQk&sP$?vj%W)VYdE*L9E(;krASNhBhqi}x<9QiWx-!dz`B=0RhpULK8uv$9m=
zEScW;ZlJ@{7q_-V%c3Q7gnDk&bkYVt3AJdgQtm>rspCPV|5GG)R<1GmJ?a)Ud&9^F
zHUNg!ZbB)2%<&kpf^(iYZ~tD_SbO6)n^%*VWYmbDu9-l>1K{#V|3;TZqz)Xj&X9yf
zF-T)QPXRAC10&Qe^^i;eOlBITHU*l2Eh!ImY&ab`k0!u6XFq)>jH}yboQVz^o3pn$
z7=z&={Eq^(uq;v>Eh7wuS3VI3wB}5lRr9ls_S)L}t*Y+wyMoPq=o-U2(@Qhiulh`d
zEf(~)XOn0$w(88;-UfKtR7+B+ja_RT!>BO|@7lKeFtll{6KTy#M)(dg%g0~mW^h+8
zFGraZRIOPZfLr-oDUox*V1aMqIO=@A|8^vCgEo*&{Lq&sP*bu;D>p@4n6QxsHtJ*h
zn@X$7c2&FRC6I-7VN&KXm$k(mun}Wa-bM)ovZKrByZ{2zVo?^l#!?#ofaY_S1teb)
zw|UY3_hD8V$x5}^VvsKXx-)^rh8dXx!+3rt#E#mIX8l-V|FgCGBLYb7TS-QHg_C-3
znXJUT_2p3yBtE=*8|;UPE`JCC8a>E86_1`rjN7wi`f{eDTG<ruzj3#1`;`_oD0dw8
z!w*$&VtKpysq=)7(c=XW_9(yZM|69jGNT~p&4jxYIRmW;Nq+C&VL(8>!K*}+o$H|2
z{$nqNQ1xfGAqc(R_|{l~-ABIkhO28=%dDtKD7mPzVXi&Nk>z-nRe@vNuhPan-o@^S
z>j7i&v6|6*h$(7wr+7_e_hDFYFeI`~2do!n7=IukS?M?#E&q&35cE`hl+mHH<F`T<
z`(>xHL04@=G1|Pjc?lmWMva#IfzUp8%S$Lk&?t;){Yr>A5=m6t!1dqYZ&e!!*M=Ee
zbH$VxZo@0sboEKu1)bV|H0}|lzBqRny}6`2{3I0}OXgpd+AF5a{qN$b%MPjn5-z&C
zq0lutis2W(r+%L|yXiR}?X5C-rH}I{dU_mRBuhoE-PXkMQNTFX^Sq~%p-V{CEgdlX
z+~;#WQGb`==eC`g{g*)dYQwY%3$cb%o0$U^njCX4g_m;16AE1CAVKcsbRFuYD~saS
zUK)9pddh?d?9$O=0a2L_iORO54Fk7vRy!(Wh7bD5TTyq^wV63zvN22jeo=Fu)IT-3
zjbxrY^qlR<EIgE{FI87~jSE(bl@4ANRdY7ZHE1(QaAmKr{;a_uu8=1aJJL%kW)Rns
z%c`DrW<zZ_tTeR9j~v|n_aOe)SS{u0W(-WL`9Dx4Xtx8EB>`$VkujCOmk;QR^Rl!i
z{(MEr!1scV!K(uMt14|t!tav}81=8cL!>=?!O<$<-tTk3@|E!9x~M7V`h<3r=q9CK
zXumz?z7lPPLF%DenQ|jL#I3>|B$q1x)^@#9DvqN2gM2F44P^0>2~I{9TeNm2c!EQ_
ztG50p8{;7oqx2OY*Vt_gla{V#-_K=Ez(<Ae(D*+G=`B6VFMwcCz=J&0&1v43=h^3@
z7ZY~J#{EP)-Ff@lVoFF<tk#A%FPB4EY~xei&~HCTO27M6#j@UpdP8Tk6W5XgL7Idc
ztB%PAS%^~Z(w*{W8G@0wZg`$_eEGGHTwYwyF$v?)LN$8rhu<gKxJmizOPX^irG3&a
zuhJ^a{X2?UMp&OxyEomw|Go)-CD&!sPpeb2rLQnOG?lADTx`hyjq^S_FZ8=kWa^eH
z-R=#c&gt?Cz)U;MU$K*tV0EJt(p>NYAmi`@>!t+c>+C5m7fxUkh(K$y7p_RJMwTt-
z)vV7a-sIOn6L=@)Ppg90iy4I8>S+!q*;b5}Ocli|!Y~d1P!BmL-tKW|v`X`(fAv0m
z`-kyKz?W-SW4K0Nlp*s2FV#jPsAx92z1Q{PvtrLs!*{PJ?4Uc;gWiwa39f=mEc9}+
zIy+ZH8aB+DHaiz<6C>pK6HV<_?!afUZ!Z9y#kwoLg1G+p8Uc<>XI#HuWamWs_uF&4
zv8(%_;3kMOx7Nw0XXtr!xli3VwA1cvr&?cYUk!|Sy1X{u@n^ed>#1O@U(O-(-leJ?
z6j{xjS+!FTwsQkcZg@5SDq`aPlI39Gk`PEhrzK%Ts<}CQU0gru9?KyI(yT4eZgy^9
zlzpy%Z~J>xWazrGbjs;l@-<(%k?Kb}t)uMJ_yYw!ZE-J4uKJ=t86pX&+*{-UBnY?~
z8(sOx-p7C0`uy3BD$`u(OnwHj_yvHxe3NsX(_q@xe)s1_g6(!Y_2-RB6`97(5}#(@
zBhG2xN(4^??JTKemR)oLXK;d=U_y^jTFqnmyrU2(Xvzp;JePX`IWx56pgDrdlgRHW
zg9@~se`hZG)D7Ob-kCN&O=V|a=?$!Gwa^~u?Eo1BtYfv<g+M7_!kotsDbM<gz6;H^
z{ccylXd_Gh#v;Tzc#fs7YlWC?j<rH^0+*Z;K?ycOf$q(}q@`^=nQ-Qg<SO3Q{5{<M
zlS|mD+?w{N5&J$vwi-tPX1)p^)IXA;+sZ$dI1_MsV5PezrW+bG^ftbNL#dZ3dxr~V
z<NKUe@TOUu4~ACuF_^Rj;hKpv9|$3M*N(GWrG7SKuFpQ9OYSXF%p`*0UGM>!iIK6-
z*sqE+o6T2N<Gn?7X|rMcm>9{Z{U8YiOwuOy#6@L+1hWA5sFjg9fsm5=1;5w^AIv~J
z{v%=f3TKiJ)IH)6MAg1hGx`EB@d_0kp(7i8YZc)>6<H6@Dj4X2Gl$#&61dOzZJ?TQ
zRJ$}U)f#2CUd<u${ylfL7oWc4!k~+A<w3f?m2lv=B`Rdk2A#ppS$nd&)>T@Z9D0tC
z=n8%dP>$V_hj0pg+Udnw>alCVGoffI*#!taMVrbob6Cms&+UJlQ3~8v7ciVun&d}i
zfUEh-g`scEt?9_IZ$fXxCU`4pI>2RCW);_VuR6=dyhlo-O3*Kj1KFHdGm{9iDd=<h
zIAcpFjq2T%V9#+`rcTP7fU*Ll5rh>Pm+k}pYLPw8@e)i`@UWU%lUwzesI4+P!oA`_
zV`ulva^~%ub#s#>wvyvij;sT>zW`7&b1wQ>hDwAv;)sdd1MUg83&2t)SXAWfm$W%M
z>TY@<#_2bb%_hV@OP&o>TTle*kM^TdXdI`c^{3L0HZ&d1p}q3OToA3X>kMA={y*GY
z-kv6AZOv^KeOj>i_M(E3yMn;Vm61}Y76EYTtcC*4|9$M1CM18o8aJ;U?Mud%4bP^9
z6?e;<{b`}O5o*ZR(rcCl{?TPsp74=_R!3OLGU)s-L1GPx*(pw<-CS2Kc&ey0F}i@A
zS;iRp7oXOr#Bt-N|F+O5c0nl}4U_unZeXx!3v*!!ZS`M`6<%`nTBVZ~III&e=Qk~*
z#7o)i^8&mevo@p0hmPyj!<9t)HXu)^r92^{Rd=cb(^W<Ftt{EId*2-wZ8UIR{B<cC
zxZoNCCgaVq*;2t}&P^8)NE{!<>$R;hFi>wh5A-`43xC#6RF;o^{gwDVgwZqU;!~qy
zUk685go?{!%PfxqSK?uFoyG5{=z&VDJfel-n*!R%tg6C}Z8t5%`o&(S?;kMJ!uw~s
zk$`LR^LaBx_0cW_Umfg*;~d5@UI2Q{+Ok^fy{vV{Zy#;@-#T2~&#P8I^+3X8HSWe(
zU!f)j$RsNF59uQd%_`Enwg(bLcpIhVd6K4hIZg6$Lx>j_WO`S{8Y=`pvwNh^ZH*Ub
z(*_8TVt+M)_;au!+n0W!^)-s(xQGFNyS*CERA%2q!R`ym{yMn4l-szqDqNs$;~yiA
zQz)N|>Et*DaTRalv-AU&e|Md#oR3|1a;tme^l!grXn}NQOlJ=vbl=4oZ0}<Ake?fr
zKS9=KNBeA2pd-+!faS~wj4w;<`I#IrS7l{?1g85nY*nQhmez>6)BS00QZ}HkmLuwR
zHM8-|2~Axx)LTxq@tmDu`s8wfrPxwgr8$rt@R7*7bG#NKz<Gf<(OENXGa)y@kKcE(
z*x^Yp?7V<h?sOSaYKXgu_31;BsTdnll@NoU=;;<D)z{WM;X@v(e{h2I<Hze2B0OY@
zrnzH^XgSx9U5|CT1o5!28pgA;!-bm_3kn5a-kwPl!!7Ih{nFmLJ3o9dAactzcKfQH
zhq~prM)~c*{P0sZ%0;lR?b$)p<#WRvYRmle{vv^)(oH49J`;|jM%G`s9|$D6OeQmC
zG6NrN9ooZeC9f)u-ZIgz2&Bx=TDl{CO&rj1y`O9MTm+4gt|Mc6#~{uP5^Q=x<U{L6
z#`sqrj_mJDXKn5R#$hh+A!RE=2j_eyf1318Mgty=KkzBTi#*e0yiVm;n!xX*sj^Ad
z+L!GiXLk7f{+kV50$pJ9t~>AJfy*amewu~gT8^j&ONK0hvqJyX?)T3^Qr?zylz3B3
zg6HDK$*ps6OHUEo(3>pvM<g!Ev2e00e9DzrL%fQ_&a(HA&2*b`PmZ~y<0zhzF(+A@
z+!uh&UG!_f-TI;%ns{?DQ(UQby3*j~ReFal(?Ut`D~`AC^F3+4x9oLio$toc2ib@D
z<KuCM^x;eoousVj1KBTZN$Tv@M@g5(%IcN;HT=K+RUW{9LLI7BeKlgT3!}B_G>s``
z?Q8T3)he~=rjB~_=tG4EAfS89xh1HFBx-`+F2dO8V4rR9RiE8_0fUpB55(XD*n3L|
z2(Gy*{KA;tYDGL)JV4Hm9eK#kas2vAKId(V3laENjc83V9ocNQM(6mRw8qECPd86w
z^B}>q@)4`+5nBF;VRWHMKX82kh=F6CbxD7JK4q*yqvv#2L#m-H-nds6sFI<EzWJWQ
z<!FzKBzo+bu0F4|Jt;1z&)?FxbrQ6vdE=I#ON_hdzlmC=pqRX}?NY|qlT2%L66&{U
zQ2zpOe*x^$)HhTbD>R;=K~9(1dr1HaNCba@c4Ma#q~r}7ulXO7vd&s5dHLeyL%4H^
z(vAdfydsYFY~#MkQR&yy(>tGyo-1+3hF#!tiwa2)m>jax{z@}d6;hK7lWtAnrr*P6
zuQ?PcPu6={kNM@6#q+B~rivpzMw|=GajQA%F0b6)(UE0aMX0KA4g*&O%5HuE#1%XP
z$6JnIFQi*uW%(cxD)QZo9#O(4S`Bi^0Fp6pi!S`rdYr&Ev8Fw4DZ6K!lFUOd&8IiI
zzOHcbfi$X%Y`iu6WNWH2*ba6KaHlX3V&DbK?@M`JMYJ8=y~)alTXlb+qlH`?dlR`2
zP0j1RtQxLWZZaP08CE$ys?G%^47sXpn?~zo<taFm?zHpt0ME%9?sJ~t=NMXtn41|I
zU<PsBdh}l_U-LvdFR_)ihNG)2!?xW+Xrf8XHD{UHM48%n7~?`kaA20uuB+Dg6m>cZ
zN-W~7CUEDzy^7Fr4Q8lofbU*iA;-0OUps|g<C2c1SYY`6si!1AvUmR<4%7H-!x4*=
z3eQdauW7&XsLa+EKuf{4T^C_N)qbizsA;PHhw7}Y%HRy|F!a+~v|u;BHFfYcVx=W1
zS?$!#5Sp2Gso%WrsN2|Ua*kyz?=|t;E(HYn+b>an&bD$vZZZoUqc!HwF93GJohon9
zGT|!q_jpz&3N}A}Yx3KFNg;j2hO`3$g8Cfi7egcPs!o?Q>XyP3bjbMxjWeGZthifS
zz$1~eeOhX><r~1OTEBU=$1$h(Kp)^T?(SktEaDHvALeR`{wmjxpa~b`w$>C?__8c8
zPz(Bo%LUIc=EsswYJBV3T>9dqF0{gSRLaC5DqwfH%tuDWM-4H;P-At6y335p)0IrC
zcZTb`HO}Xu4&ogW<a-rID@MwXSeOaY#>cWYgPBls`jQQ4Q5ppjQ2iW>t+h8((GZ9&
zVmLnmuxVYz=(4AKc*BjiLNt@1;6Fy%iwYYQ)Km?OmY}Exk^X4bX!ry&%8p%U`l{)@
zNLpG-GH`Q!Wcz;aVz@ZA$bt+<D(9e0pmN}K`JzmG0f@Mkx8Pj6@%ujDe`P(Pv;;V<
z)Yk|x#1!{l*6t}j6GFCO&Qg+c4%X(F&SuAomgr+|@y0qUHR{jw!%m9MD;qKhX!f>H
zW_g7(q$l>Y@kx`lF64jCeqhtn(q8I!hjNMzY>JEK@i*Hh?eEA3UY5ih0gw2Nueo_J
zuwrik0vPKb(PJa(ub4pP+E$9Occy+ADLc=Lk^|4Y7H|dm;M(<WBiDl#o0ab|b@4me
zPu{)bQ^#u{Pss7gH9|JTVmqW?O=^j~=9)4{1Y4Cvsdt~y`MNtWRSzSNIFc(`nlp=L
z|8A=A+?cU8cSOJsHDD>xAE~rT7&^eCs1e-KfVI+1(zA?+VRPPBv!yuiz!-y!M0|51
zD<F{fh5pNEgdlC%0DmI!X9l>q^+rM2{FQw-dui*);fVUJ+HorzvfcsZ7I&>VBi*{6
z>|>oDK7KWKgR_-_cl5ef)4n}}aH0PoYrr-0a-dAeQ^k+Eb01n^_1zm-sm%Uh`$gW_
zv4Vu_J%Sg9r0i5RQyZU`DLq}f5)@#|rvNN6bhnew)^$}ADYU#17Vkzn?&!0|&?5oq
z$$BZLioA~(vrTOLVZ%xsNBJI6@bcj|+593H80O2AsyN#a%OKyI9$H09vAOsm;;0*m
zm(N;kW-g42zP{n&<C@{|9SJjd?da2kM)o@LWdDP`Ou!_J+6iZQ_3dY)y5Akn=1%BK
z23QvSeY5Ee_Zbf|QjAqbL4(Qc=b<XrJNDhw;W}`GCzIy7?u%+Qyfca3jejf@uXB=(
zEehjo1>CJai{cAOa(Y>6GIw8T(9%{F>Jd%avJeiaP^-<&F~8f{HV`o!*wVeN<~e-<
ze6y_|d-HYX#|%U>ze$Bux#_-MV;<-n-P`#|WTTp^)@~g-Qhq?>QWMG5{9QuNQ9k8s
znf#j`GggruzN0Ti(kgE8&K430^>Y2MzVTS#tJ*}Xey1a2S)d~imlW^N5N0cG;%=<i
z+8Ow8q+Fk&Vlzl=LbyCv)EFe2F4G)UgJ$>DTyPE@_26rpc0loBnn;&-2~k~+*i~hs
z-q79!pGi*Bx9vM((O2aEyWdiY^}6PXVZ=||CAi3au4TMG@{QP^rtw^%q1_}Xm)BKF
zJP9Z%pNCtBV+7{)NG*#eSNoM5l01*y$QBd#;uzVXg$2i-r`BMEqXc|$M-IMT$TeXF
zV@YR*&jb8oAwM#7cvwGCheuHQ^j1r(#vW)ksVnKSG6EDQQOj5rlZUF6lw;{zB|3wF
zo7|mOV`U>Ce*ZI`g^&>spcP6T9R6~YbJ@ykP&97x1yE(9%~WDxtbLCD&8K<-x@}G7
zC*+i)wPWKYEuga}{eTKeA5f^@x5`f1-xMPMPj;05&Y*{_DuC0qynyDx6h+5jPhzoY
zbdXLmbABr|P1jiBw}Ejw&}tbnELct+KcPO0EwcAyZn@X(O&F}^HC=@9&72pflT+Cm
zwqK`L4zU0iOce$4t+NdWOkTmOAr@wn&d_KaTlZh<_E;qj+~Jz5o}un3K&2r4@`Bj@
zzX#;)JUKhxRTbMfu{N@WBid{8t>(yEjVz3$X5`Hr?OizPD~~mJ(B>$o%kopAmr@!L
zd%9GfVCY)1S>_Ar{cf0alsOutZ2Gd)c$TlDD~9~j^nyfL*!*jzr)s5s?_QDK8`lO)
z6cK39MwL%{S$opSh>es+x=xk)6d|6cSq|PvhPK7jcgG4OUapYRTeIyO&4e?Wa7y+}
z;vIja%SyV(Pt|$SrB7-8VWfJ;Z2|M7SAEO-j{E%G%~3;yg9qU^i7|oo1#<Z|m5hdw
zmD2qm51eKOM8(N>KZ4Ru{-I$jOS<N@T>4t#2sIX9gb*d@$CMyEe#Uw>uhOiIY5zFj
zXnxxIU6^FjmNNrvnlAM!aUzZb?F&(oUI{)0e$w3e%-xoQJ#{P@`nI)H3xu=CgDd@a
zRjKIp(bgu|f%ZiBdq*d_xTPvP^V*s2R+q_4oVD7D@)(wN$j233u7AlreU;0Drg@Gg
zQ7*j4O6qqQY4RSSez>}F6F5y9|1lu*{kS{r%wmbQ`xG;Cey}F{T@3a=M5y*9>1xK<
zExa(n=Ge&H^+5WY?D>_K(Y)xyL=$<;GDCgcjPq`z&LUJIB$d9)DM-b|54$SSlWB3T
za2RokjKt~aNM8OOit|S<U|rn1jgjT~IR1^5)Vi$1#*ORC<GCvd*P^wIjAb*K*>q|N
zQvo@rF1UMjjdq67sw+MhbmNJClW`9zKk8-gLtsNSL7%u(4+^iGvc0b4tBW}9`d8$M
z_#{;Q$gO3(VuQ)S9deeqNGBbI@nenBud6)2%CGy?{0uguT$-@gKG^B-)7qtj!4T8Q
z&RfeUZ?`;AvIyiTx8a)r_=UKH<yG^|+nNRSI>jC1>T27r!{Fm~kg_{kvE&UzB~ij}
zSC{VktC<xT7Iwp@rn;7>dKkeRJItJwIKKeiF&%$*ac3HSV=p(oupE%{rPy=>r>!k?
zNt69MKJx~R!@UZ<^1N)cZ|#>6-D|#1EL{zG8yruj(iq)454M0P=j}RY6g0y0j!Mjw
z*;07GTMT2}?eg`)8J6_fMa~crfuN1*HRYUlWxEVzK50j^q<SaUwevV$d<z1$Ks&i3
zeHHOyEerm90jOpkvc20!;@OtxSehbZ^!8RsvXr$@cl>VrCo3k}zBgqnPv336`hB$N
zyO=qx0Ad|%AEgiTuFwP;y$O5xJy>4+CBM`Z9BnO5E8RZB9}Op$C^O?b!BEb9zMz*0
zDKc;u&8n9jf6Z+&s2#I|xUh^L+kILY=YAdPxwC%(NDQz$zqru_mMu@1Q{8uHK$JCX
zSI!TyuUnZAn|5>G3ZLk7OlskKi(92OR{f#g%KRLsf;ZALg#RY9)HVx2S34Hn>ZWmi
z&%xM<CGLdCPHh+#Y}ZwGu~^}rDE7SEAcdCCg~Fa$br=@0@x-%pTBWagYmUBM>QJJg
zTN!-8z5XFQ#M{GE)t{0af9TNnHQ|k%L^o4QIF%^Ftub8sd-kV;6tuo3>?P9}0Vi3o
zEbOn@@9Q&pfgIOS?BuF^aK6IL+s)r}83q#{SQOYS(=(5-`Y0Ks(FdhTKT*at9?R_5
zilI5gtJ@0F;zh6Br7Fx?cTAA9<h7*Fuv4gDmMFLKQmAhcC&=+nBF=}~t$mZx*5w(J
zS(aGsgF}D=U3A#_lvONT!9hxHZG~t>!1L<?Mlv$es|E_T&@{?eLAN_Od2odfOIMRt
z<<k91{vLcP^AWr}3On?diQAj3-%5Q$w(Llx4W*X375wAi{Qjvv-2NQX4>+*^T;}M3
zr#ks@e}0WB&TkK$4alpYG@=o#A^f+6RgbU|zIzk6@$1cpNFlV5!vY2_AMqAxBh<G&
z(j+u6|DbtX;z~Z_K6p5l%w}*%7#SE3htTIZn+GKkbZ<$M2CKDB+Uh-sPgXJ;Nn0Ol
zYi7$<4aMDlCa(punG1R5al$~PpQ2K~!KYl0(8IB^yd!c&Ao?i*1CyF_TK<-^hG-No
zEh35gsFTv19wTpP@TTI;1j^E%eb{Hvtah*;C%uIC&z_MkQ`+RGd3hz|ZrC!()%TGr
zCNj+{N~;4L6&YQm=2R#Be(s)Vq>jS20D)XLv`DSMalFR5NIah-LIkFI=5<7lfUbL$
z%fEIX!sJwFcI5q#2NBV?rFGk8zOxDo<J7DVu%}7jx!~R~bMN=-uW(Ol+2#2f910)~
z8r)Q;%sn{z(e{nX4w$Y2tABj;0wCNCrlprp-nEC6%HeK|HypcNK*e0hQaP>mGFKya
zswcuYAA%72(k=kwxYFZRkh*oQX_`pxM)nik1@tK2qyyl)Z|xtpAGLAcVR74z+ru2h
zdX6lNFF_`EuP^U1S;_?apQ>p(vt>TBY1btZ5_^{~wp6}7`K-%~f5o6=+b>qDbG%cH
zTW7cd-_a5JTk|KuTOPY{;1}QG^}ZPw6eigMzOUZhXPHs=s$PVtTaEemW6XM>U69sZ
zikh`aV^a(_B>`Oe4z!1dR`0<*orUFy)ON)wY6rK7Cmh}r$1`;y0*lysc_!0kpuypK
zen!tdhCnq-O*;<Cg9TXDQVhNViREBxrM6@j7gp=cl$Og?nYjJSSpUC@|Nq~q6K5KI
z#|h$`>NoXcW<5r{?&c-fw?`RhkkP4*@D?aJaGM%K*mT_k;T;$l|M`A{xa7lDD?*v`
zy#%hrpo-OA@)HBaBU?c$9(OMG?jh19y2Dr==%)lTAs$h6#^|>rEHhIcs~$Hp`Z5NX
zs6gVg$i<G+>r!CoVMT!pXpkfmFYS;34OdPjRdor;xL*`rSqWtJIgh~m%l6Z8a<QJ|
zyH=5r_ru>E*)q}WeUnKlLsQKeA!<<EWjN{gX)-o^fYr<Z2-y78x14MAd})lN{~&FL
zX#0-pjeUX*Lmj2nM+F(uj<9d{#i7TxT;QuW?nj%N-npl3m1JqSRAd|gd4$=3=ZO-W
zyR1t4Yy0-2k`Y}F*~T-oBH}!w#`=aPa8!LTJay4hZ{p0RUYmn1!gg4({=|;1ScgcS
zQ(FuWPKW>2^Lbu**7@!@_$D0^%?N8rP%}aJ0d8V>C_V-W(saedpgDVD2xjZH9mZ98
zQ*1{SrnUl5Y>q=+-8cxe*hxNd@S@X#NVHnEIOB=Q)8V0L!?N#e3wd50rOVi1SgQT3
zn9`<;_kgeEeH?RmcWbBH!GlTlv&%TZ(9$GD^`Z!czdnfEAYr#RMhK<P*^M7BH=Q}p
z+-!=Bf6p|6$|-<U;pb*hp#765@i_*k(@67E66cI@$skFeB+l9Jc|L#LXQ&R`jT}t(
zBQh}BKIIu>9x)wD`!sbBk9S9Uxsm(=QKXAt@c?@36XGn4H(hnve1*}_heor$W+Juz
zy%05@Zl)Y&Hcv=kHpT9*ly4O_9c|s-F|;XJ()Hj1L;@suhoyI-IM6GwjqsXv<eLH_
z<gYo-!o0LluC5&9{T7oHSGD6Nhz<8Od_AwB-3O8f(bae&^H%c?bbw3cS~S5@Z37^C
z_^-jG**eY0l0XHH_3UL0^1y$LZEzAMoV)_*${w>&yJ8BKOt(d8t-ka3E;L|P%^<(I
z;nLdpmA=_&p|KSuazkpDU@L6NPBqB174NT$Je+ubwPpq0TAEl8)5R-R#f?cWTwJO*
z<24|^8=bZXkPHdhgW$f*)bE^Sms*sk9UdK-1=|4`*y0j1FK*Ow$bxsC`{p?B)IOpw
z_d4DsaBq;m!MAw<(CyH94DcQ4m<8o6clPRjmKT1|{{Dw{%zBt<!Clbx!XauSkRL`;
zur=&wn2D!cIVg9?>-}{mWY38Xg>Xo?-`5i+K3i5>m$Z-bx>n=NdVrcIN9SrBM1LVY
z`(CTHrKzbF9D0tw?$^ME$Q06wAdqxC&dzs#mhnEMfxA;8-IRNMwe5G-h)&hDfrbH0
z2!+ESWsJY#7*iF{{LRXMm`$!F-b{o+fMBnXOv<7kw$^KE#<l^X!%(%59RdjU&xqy*
zbs)i)an&M2<S48@qT~2Dhis>AI3C*5kjDVcBAL(&J!w1-jR>S1;&2Rnd{x7))!Hl0
z3_FK@%-CNQZaB&chJgN$vyp$<<b1CY)U0%$tJ1Z~2BIX&NdnFJ7XXR9AK@;C&T)$G
zzy`YG=xNhO^mDI-AKU{oBd<|<*qibWiudOhGd(}@c${FcxE;2R$=^@d<R;!KApQ_V
zir2hJXU-~-q5=o#4iE*s^ZT-nbDJvP8YUSoOBRolW3Hh|LX1L5r<rNHSk{Ljc7DI!
z;LYSvxw0@OG~2|^p#2#8K{8grDNq5;#Mpf0Rry#pl+h?EsU?7?pu5+vdQMx6^tUNI
z|1m8e{z1-{P>i>G+!s`n(4+XbTXt+Q7&|)oe!t8PEHaK&;gT)CI;1!~wBhM-SKp6D
zWk2SmRJ{O9_h)wTSb>X#$8UDxM@NyZ2~e^3!M`mpM!>?ugqF4Def%!v@;?T#pFZqA
z;}bNIedja7e*w72z78J~4eo44G{4=h9kY#tZ19BE+T~e=l^(}Th26?!PjSDUiREX}
z;HW^>w^KLL>>ImYMpgU#dhLkC4no0>Be-+-QiIbDq+QJp6U)5xl0VNNF_vy*bs;Cl
zrFE0_2PlsR7T#c13Ae<7b*qowJcVNdBh(#xB;VLBh!Xq=w?4%7zW|JtcjV0C8(9<R
z!jfFe@osd=S>|q6(cY^))3-Hd6NvB0v}&S+e6}DrQ#Z({aWhDk%RS4CPv_h6TGAWN
zsx)zHJQcG+?L#e-XhYBoEF2tXXP8)I!T)8u5j3Vz;1i$UM+&d!ctqzkKa3t9Q#^~B
zumbH(*w>Qo)E;`>ELlWrA{CiI%;xRXhJ^?-AjdzOt~KEGcZljAB?Y<52k^rLR(+F_
z<sx;>EXzy;GH)o{>pnrU*S+;7rtPhh2sxNzg_4C|xr!oXXn)}^yAj}DswxgyU&3Wx
zR=p9QX1+weeA4eN_wld`U>Fe^O(6Qn=5G>Jt6Lz*O7JyvC#C9-%;|cMGZ&MRYv&vv
ztOp_%x!32ccV6cMV6J8bc3evGD;&UYYH34hN*5Cc@R!U$3<nK2VDs5?_7lQ*mIDFs
z=r!aGr131Gu77^}y~^6iqn?KPN4+Arl4EY2WM)plMgL2x4mecu^t!>0T^dy{|1Q2!
zwcz_#<LnJ5ibp!Qq7?B^n)u)Jbku2=aFAE%9)(i3&#h{>f_irAf^vyfZQ1byX^-95
zm6O7O-2HQjARh|QROIKr<HtRMhngpSB;iPmn-J&SvhcE81USIkK!1|IrKl+F1g|WP
zme`*#lEXyMW!^Q^brPU7|FP2DO?lSkYL22clEZ@Xfl-_zlej~>?3j#&;C0)E{0B)!
z>jWDU!$6Er3=Geh(ZswC)-dA|RCZ@o{PR8OlR;lSjLg+cG%HuOMW}k6ObdDMe9xKr
z9ttMaj;@2shD-}2iPu5pRN^U?rWCrNOSQU%39gB8Dp6P6oU`c*@$?R<y;YdM7p*#&
zAb5{<GR{q*xXdC1YDVsYiLIBowIIWy!uMJ(VA=0akDoq$Ng=r#9PIPB2^M54k$2#(
zbK-47FS{F|O312XG+e*Hb$u+(BhK7tg1;n;4XMt4Py*Lk;H-Q(1Sc2#?#GWe<watQ
zCW-?>4<tDnsz}G*w>L1l`+cc<UY-ZKy{5hL43U7Be8ss>!6Y7cS+T+m4KBHssZAI{
zy+m8yCMSlOXs%pC7K`XTO_9zE=1hz&y>4GujGc&(Gi*I$lcfgMrVDd^@mIKpu0Sjz
zrMjekejT7ERcdCe;8l-u#CQ|a6*j@JvVN^{WUJy*U8pf+)W}3?Gr38#F|d(2!{jW)
z{!3nXWm!#h>Kop`3~l7*%&(UFy`qkJY^$$DBrBGvKcBLUDU027mxb=i%thxbshS#7
zy<3kdS?iU+@5r06c$P)l3T((%4G}pq;nLL_1`gM}eqXwq##ki0g2t?a<X5;fq9=O3
zE7%aG%b)8<(bJ`Ghd6^<d@?CS|D@`iP58E{i>)zug*z{#uYaVtur*EKU1}N(=}_PS
zh;*&K6Amn_^Zic<)WQCXHsSt?_M0C>v+t&^e4Z9%iCd$N;h>ao=s_UPbm^)h6|z&U
zOU7G48U3QG<v|Dv?_#m#VLqzpLW*1aDXJV46?qwDmY)rIlcq<oCT-*pDoFtE6$v<R
zSMI%EXo}U#Ugq9Y2U5h$4Ww05owD)S;?NghLLrUJkLDE_K_o>jRW_R`6x2zD!w1A)
z-=W1+9fFT$DqW}d8XYaGi!<Dx2hZ@M$PHaF1KIY1G_vt2;xCUxP+Ww_Gwiqq#?M$0
zsF0o--sD^-#mvG?mktMd#>+^4`R9W*D#m=DbveYduSr_-=|?q85SDnbFLiQ$)$dhB
z?yJtSXXjpW!t`5p@bTLmoqtYgdM8o^UG!r_k4M2bfoop9tWuVQR59Ar%S3;oD@dQd
zTe+4<1o;(?F`BA645}|m4?Yyc%GK#jJ3q;5PdoE6<*S55FAw+U(tpB#SNN9wxJ)?m
zs=Z>DJH0>I$!tm@mQyZ*RkVfM@Fw8UX<|);I4TEo6Fgn52Z10Te`xYZUU7U!7c5n1
zD<aLe`i>)L%<a0$q#^Q?<EVd56$3_3?Qg4RvWDgi*?MW$!)#2{b-uV{m%W81zeHUC
zj0nKs?JS`Ff0Zfi)UwSeD3-S$6zoCz%NS~%i$nXoC=m(#!!@O*9)7vNWrKJ;jR)nE
zJ>|JERU#ldHTdyk%7uFF5+o}sG39^-R-Th4F1<mbJk5R62SXk|c=D-4{8tpJ79F50
zJ*B{|$Z}?7Sqcju+lkoZ32-bgBJi5G;ecDu!Z=;1n4e<q<e%#(%{97Em`y*sK3hd;
zGF6%3lgZ3#t6x6~Yyk$7-L%ue-h^7)8U=1B&A$7QS2DCSM!<KTiZ9i<%HZ#}$mj(*
zBKfByGiYB==TSXAsbsWSSwG%pa92K&W(ZNdO@BRUB{+RUQNS6U*=y2MS3bkb;g}$F
zo9wt8!xOMO0<%(c(xz&PKJ~L!noHo+9s)676MKeY;R07btNPtavRrYr>d%q7PdtJb
z%#eknL|;vqZw4;_*Cxix2O;4Fn~EdDrT|Y#ECj_{RKPDAN{xAB8^?pg#?DKOnz-nm
zX=!(}d*-QwmZpkBCg%r}#=54M736*_-X!|!Nz~eZJGX?A&M;`YEp;8CVLP5N-7KD}
zX0Iu3$cIyrjtMOumm>dpKh?w>U=KrCu3iArTH^mqm(SDOp4F(WHE^?Kw~M4S;7{Ke
zoj(RYW2KcD;Z&x}OcgIVgykB^>Pi0ido#NWpmzFs(WJ%XkAYWe+R(NxQHL3G7b~Mz
zV4*<_D<Z$Tyq@`*s~@s^m|9I{kfB3K(uEY<;o&N$SPZ;%#XDEDLcjN<Y5f1ZRZU}s
zW_D|){=c>NmQita+qP)o1Sd#vf(3%RJHdkncY;$C?(XgccXxMphv4q+8Z20DW!wGs
zd+naH-+5=>`{RB;s;yP4s#RMx*O+sT*+=hv#x^7YpAxa>OWcN5Aw9ksMb)G%8Y?M|
z2|^XKjhS&?VYfW)5H5RE9NKS1l2hXE6J@>3@q1@(XTcuhX%D349%{%YkehBf_;fWn
zbCC9dYr>Onxd2ZoBb{^Z;)QL#G$hO`t4aC+pK9L1WG1O+z8~W4ZH(sja>Ka@^_!3T
z3f7Y(9Hndo>tC^#(vP}8$7smZgEp8M(k3&S1~4(w&<9+Vv$u88-ke+BrJq;<_dm_s
z28aom(g(lk<s^aN0)!(SV9m;w!bP1%GSb&AMQ1wihWq@K*oe2se>d%o50(60Tu<oz
zTlm2vMMVId)c+a70-Cfd<oxmYReqA0Z8Lg0rTj5?<^}A7Sit#+r_r<cm8!T9;5G~4
zPPO4NAdLgOik<xIGc9`9b&af6A-gHLh5xgXRLlcmZ!D21Yq&Q0HeUSs2W0|O_RkjM
zmZW^i97!_k!x3C{Ss}P4R=_`5hh>+UH$3vE((QGFioJ{c=*TbvL<tvT0Yn95Iy#z1
zceZP5Bhf28`MWXSA$?|34(vzWqR`A^P7<$p*(Z08=3|kV{koF}O~|rd(L5x(U@lOO
z?3RW2&T}x2olZYAzu%=Krqz3-+F9MbFK>a90=u)+Qi@$U%!Ro(v}AEuyT17bLH$Yw
z`~}!>m{DN}sav{5X5@>UD$?L=2Cp88zJl|#JN<b6G4uVX;@&bdmHWG=w&p}0HT{?t
z=9ooac(PeMK>OblvEN6nb?=R(mif{gfj9de4GZgBlC*HsV6BWFoqhaw=M*lB^P4rx
z<u?>=ACa8U`<hJ};~*}1&h(;gL<9*573Lh==!hm)b-t5+4p8t_Uj%2lqZo@wDcyek
zXWKaP4=PLNy_XA4@KZu>&QUx~^k3$P6=_6dF1Iyxkj3SjK;mDziA|IA#88zZxZgk8
zy2S}%=FC{R%kVn6&Wdfw2ooW*1+S411ZEPr`Qt)$$Uzk$z%p_x`b2*F-TVBvy|F_l
zX4%FWq~w<aUh1m^?4{o;u6GehKC0+nvGrfzv4?m$^2l(%BoKf9%tUlt4!&m*zFF+5
zx&;hzB<W!n9O|gPd7PPN880xiIi<b>Ea=0|#J&f6RK+5BN_@O~MV;D7x1<Lxzizo;
z=nl<P@#i`UzXIf;i2LuHkiLjFw#@C`)<!X*mX&?-dbr}B^+m-zHegxPFhe8WtS2^2
zCBA4vD13$7&^Yv^_Qn!~%7RSrW-NQA%wN%>o4w+@T}}%NTSEGd`oz<u`v8yC1OU@s
z{%)+stezWyyQ^1}OOdn*acl~)yJ=ii?}Zj79aDHTnR=!ox|%R#O-8&C(?a@m%jZ*~
zXucd2LVnGP&HiY!b*uXM;ua0;uyB!?IO7B=rxdN3D*w!0?LM}$7e8zg|5RJO7d7ww
z@vsF$ed0rIkt_q7`oh~)bnnt%0Nx$lEuo{?Tk@1uC~)p0NRZHM0_{oRQ<3vl4ai8y
zeWY1%yLv@ziBy`YSPvBLXsT}afKrOzZ3;kK*5Y_>>p@}mTG8@eZ{zT!e@K*#Q<}5{
zZIW0jy#X!$0w5KM{8l)6mpy&c#e6UyRhU^6@=Ub^C-$!;dhk^1gZpAc{*!PrqQ-|B
zH9&52ZE99U!@SArpV=|8xTsC<UtH(o|LVrz@6BvZlUhW(8S9p;h-08VK^~5!<QnU$
z%J@Uqxhtu>?TPSB$MY$YopxmoN>R|$AatZRiYcHu{@K9s4!f*ZC?s@E3o5F<ij#?i
zxC?dN@)y9~X;2wc5(!9PS`?bCtfU9vf%sfs@B4k3#?3UA>Z^Qka1#QYAdJjkgfs-N
zolog*y@|Rv_Y|$fcRKF`9^aPRV@)`Z-n-JOdhidsfw=fXYbq|D?d!q5I{!`Hd;c{b
zL%b1OiJg=^!`jx%u;jYMyyhwOFli$k+PjW&v}4sd9xv2<hi~#QK*T3)sqZ|cT+?nY
z?`$Q4NCMO=z|A7uT+^DUc=;RxGgjW=CO+i5dryuECRd$B_2D(<J4dc4q@RM9x_nY3
z$rcri1gIAbCc1ZtWQWdK$SG7=m*6x=Bcs?PZ;5a2w1+AYiccD2N(n`h4?vKTU-A%&
z|M9ik3{lrSvNd*^Y$P%@9URY@y_BIrpC>7Ri?<+i!`4|P;*Uz`$VGg)aGj+Ya#h>j
z)XPT;9i%Nm^7A>2>V4bNGHj6&`qPr_np3U}I&!jkNDwE|e@!P~oApqGconMBTP&;T
z_ijQ@2%_}g<AMomL}%JE3UfC@Y!S?E_z^u^s`%fwq9a8<o(ci{j;SDTu>!WnRouR%
z%FH@OsPy?a4MHlD?Z%7Wt06t1_10TXf)#=>#m=dc)93u-e9QGqdmuen_0%Ig-;GEr
zD4pC4=kjc`f*7(0SoJk;1U^Z&3H%H6<H8r%9y;pPUw~1!ANx|`brRMBn=%hd(GOzN
zlCe7~O-*x!Uz%lhpzw&5gZ1GSaPPC=SNiFS2{Q<*5*2U<mluDk<Zg_SG5i7mkZ&<F
zFT=)*(HVj(BYqy!p}V&#gB{=u6Mq4G;%=}y?HoV`5DELHSplwX;aI9yyecGD8S$Jn
z1?BT4YaQKCQbDiF)_zy!fS|6!1Xtc=1Js*Vnqq?{fel-5A-&4T$N~k{X1OKw2TiFL
zdSPhJJWO8-uZDk!X*73USUf~73k)SsR8l4lBy-w=8ZTeb+K=Lg&^tlbe#4w40VeQW
z3>HD@JbkI2Az{&7*Ie%7Zo4jF*q1TL#8F?h$zL+(PClKV?-TQk?U)ttQ!XV&G)-~e
z-bQAJvK83dR@ff}i@qB)Z_C5w;W$5BX<xmpRb=K5xUyce^=00Voc*>G!_$2bqo)Te
zCuu6pRrPKoabfDbzByZsN7yUL!y2b=t&vIEQ6!{-kP6F6an?6fcr*LvGvM-ni#z}L
zlAmKsMaEl|@v^R_AuMW3i0N!8;W9XdU<)@~sQ>Yl@9|E~YR4MySm?B^%qvoJ5f9K=
z{17`K8xK-2YMs@#BaE*?r9u7j9m{L^D_pyLm`MAAw#gN~_?^T1f<z4LV4|#{RhOU@
z2=VL_O+1w_{aoRzB|)?yCuy>`(^4Djj=a_PAL^(eu#}Ym04Q(3k@VlpOB^apWXVLY
zMAws6HIDHsL44S<yt~gsHm^TiRb{{lCz$liT6O17pACH9RA(?L(H>O`sr1B@h48Lq
zo%o8D+m}GiJeIC~IuhD$2YncfZf>)je_3w{?H8-P3JMsa9<_3Lqw?iG*V5mOx#}6d
z!b|WWpm0==&Prz=BnAs~V$^60vmqtGz?ByoqF(QA=gLAkOoIfzQ@Wza_un4D*=wIo
zGon57He-6(=R^Pf=NIzj5i3s)P;@_4@hPk891Gpzs{H~W53Z_wPs~|7oMdH}r`2Dv
zj~L~Rc-c1?CAO6T7_OMU(<r;za1NE&H`Kda6qEFY<i^OnjTC4TgVW<)kb;G4|HqVw
z36Z*uh*A9Drcgud>Sji!Tl^(zK0SK_Sx&gBgZTQ&il8$@9w>MNCIoc0OlI_5T38;`
z59X9b)cyhx&<GO#RcH5q&~DDe{E;HE9#Y%|mjS~n&~z~`2F%F}qV|l>k|30*aJ0f`
zKb<h!I#DRnBEyW`tkyJ@ds6g5CtlOa)B;CzVI`0ssZp*`aCxq*2EKeh*dmDu+K1Fz
z2nTLoA%p)+(x~KwpT04otgW2BFTG|>lv|E0W>z#3?rDr!pjAV|E6}@DMqIVoLtIh#
zvn}^oD5TfHH;;Fb90b+pX3If=bo<S2FWfHnYoD$cupjz5Z>La4DYuz<&;{S!l;e$x
zH8L*sH`-anicw^!oPQro;NP!YU`%<r3+L@bTe1lD8WWyU-{e2<bQKt+d7ZOoUjWOU
z25qcZZTsJk@LJ%ix%zTXLeKtX<sGB;7!-07!ERv1cFec%{3M7}llcH?)F}m6%xP|z
zcNm=$SbBV4ANK0W#`VdWD2Hv7IGaYz>0JWL*w;CCRfnQ66udz(6+zT&wDY(h?(#65
z_!||;F8Ut%ZOjio1R}_ZDNx#CyOv^vj#2FyeQqgn(pSX64&&@x7Im7R7&32)Eq|bH
zW;?}l!Kl&0ld-OGS<;~=_P(NOvU%3(v<P*sH3T^dTmXQu7d;E$x|YM!%2V*`91Gvg
zqst<lBqdU|4=gWXWy}I<_c*}8Dobm%ZwB~y)>j>=foO0i0l24jin(=nQ^LkO2(bSK
z)JEV08#zvyu@6`@K8Z1kc`VKi@e*fqNuHOlC?;OerudKBMLD2I{7wSf37C39V{%H0
zx|DGM@~}|m8KmtvHIs@{Jd#DL0Rs1ZZnY0F609=j_mm1(m{Y|k*y)g6oigKKkQPnU
z-d-LStJANJ#$|r1OmTnDRnB=}Tj<8@4cTRRzkDuKJ{=}RdW9LV%ydCTOay-@IZ|kz
z3t}~ruNUBj5Y^j~YQ9X^K3hcAw9f;!;5tYvacp@-LN?D3wNu%7!XNmeaZ^7xyDEN2
zDG2TN3f-#t3JC_4ewW_B<@o>kl5xRiH8F-zGK_VGY;FcSe-@2fZH)@K+tpVZQh;&=
zE*zqt=skwAke^0ZfQah!6$hd4WVkNm)+M>C;8M2gT>VV#r}`(l>|cPSh*LvLqU!!`
zt5Q7=b2kPgu?6%E;5&xm4U*MB<vvE@M-yVv$F#<Fdw`xiEPe7;DINdjdaJZc5ofQC
zHsSToq$5~OV<d=G|BoBQ1)GbOdKE1lC6wEFI3U;2%uA+GJ&%9QL|;D^u?)zQu?@;!
zTL*1EhDV$|(DNNa<qehbY+#u+B+3~fN_x1rgDhsoW4zV}-`swMQPD+SKUU|yE9X6Q
zT~^;;C(iC(-w4xtR9Op5H!098Z;vQrpJb5O3MY-~l7~xMGEK>^4B<U_dJ&P<Hg?J2
zJUfSw$fR}8X`;f-?X`sBiRrKuwg1qw(W9}RN|BOub5bY6??5ZN1pAp@@*uAH&AB=s
zjh)VPqWW}x-4DEvvP8IvWs1drd4NFXjnOMF|8qL4cSEft<>%;fjIu#RkBmr#GqB#=
z<}{SO8sAb10<3s9>8AJbzY$_9QD}K^Ks~6`|C7BL)_2pv)7Otz$eDuILaw<>JJ%Dh
ze2Bz-3*uV03y&O8W#osA4R3n}Uy9an;dZYl;Y9vvHvQww`tLr+68|!HY9A(I=VlvS
zV9nuRut;@0xM(N%E@V(+V9s6Aq(HVIl)Sam23$c6Ji>9!80kD?f?6-aWxGIUIRBJF
zpSE#5^$ovS{E6C@6mE8}{oDLNVvgA(FDws_4X#~_<Qv*+j{D?D>EAPzK}AT>N#WQP
zbPtW#QGrJDqWBA2obNAyP{1v+Heq`mdo(%w6}iHDgzB6CWvD8s{ND-a7mZJ%v}0I;
z!{nO?yY*2ap4ijIPXc!->)JQi^VBA`9{f6R+oAx6F(^ndVeNJzVAI#6b&5VyvelsZ
zIUX6Q@TDng#4{J@w!rJIzC&oYH~CCQkw!PYqwrH!V3oG%(RV{i?m^gHyfpk|d7GI-
zO_jOm4)I#dYg3_dVHT24d|T!&f_#1f4-`M6KDe)~y`ohsn46w;CPsAt7uZGMzB;q8
z{i!9HX=$ama2Hm@lSnd8ks0@W7{$Vd^`Qri<7iikOr1^MnS*n6v<g@L3flW!&m+je
zg_o3sgPxdfo^?}Ix_s^G(cnqex0!d_yq?s`?T1jAPweGoNE5(vb164%sTNS>%VlO8
z*;21cc~B5rFv+!k%S@f7-Efdpt>VW0^=H4^B^7}!ik4}Ks6NLJbKHn0?!y-Ar=B-n
zmn2bl5%!F$A~tWOk&4MJIcRbX8E>KGVR0^vV?H7mg{3Pz9>_PDCBDAIRe2)NSgud6
zPg8_0<7`E^lAB|qb}7xuL&(HntEF(rkMzPw43SNzivnz2-5LYfsOmyi(@D1)z*OUj
z=)qStrkmF-Z~}dYdjcm_SbWsblJ7sCXdR*-?^qKT)koCl0Bv6eB35jfae$d*3uzm6
zj5Bgx^(cljJ|$O}bs}aw2Y{W72~GcMU0n72#lXfX@8`U9%j@v``K*`gr&rWm<ROow
z`8|?d0(lq^`zx}XOhZQlXmVAohUCJRWujf90x0x7zQP<2|G65Qqru=cx%ua;SIbZS
z?)jF#L2X&l-1B0k+dOp4h7B)!b2onACrAHNbAz}?;CJ>30KSD&gwfl0$e?I(L#BqC
zV^|0bg=GKab(ELsz@L^WXx==-mhK)nZ_JJ@{;Ea0%d_e#O?B`JnFPif1FY1|?ou4e
z92-=wR=SDTA}J8yHmRUscscA!IaB)*N%vUdXEsMxD4%-E3STY~Ut+Y$ZOEyL@d89~
zl%W6!9)FtxBqRuBjLdb&r|X(OVXT#EWwwG4l8vo$sOTQ$Ve3hZ<R$e0yRpEu*QqO_
z!hy^J(L!NYEptk{mrqn)Hy^&7Np+z6o(3&2(AS&5@oSx8L)?Tg=6SU@JxxL<5;4rQ
z?KjROfK>KmksROb!|;bclfKeYW4sGxQ%I(0n9>vIg@5-B2mE(BL<KJ2RrunYf^yWd
zLP#T=l|%ukSy*&{uWAopq-&crhe>0vAM9J&qsQNa*Zz(0eBU6>H1+hp{>^s0!a!aj
z%Q==%#<qbwL|St~V($nu=;R)Cj*q6Wq$MHKs^kdl0A$wjW{0W8FA}vd`#uYahrrB}
zxvl01HXo-gXl6`{Joox~<;wi1bmE}BB}znkv|+9I!Ti*txO%K=2jv$)EZ~0Ush6;{
zLu@tcfd2+?{70+4gEm>u35V>Bn<w^MJaBQ@SlQGoE$pYNh?)+w&;DgX-c<M~m<%Iu
zzeBQct00J9r=&7nb~iN^^pP}3HygM3f4_rzRx~w!X%X$&ZpOA!DAjE3&;df019?XL
z7*x?i=Qp#P7w8-Pq=Po1wVm)+q>a<aEbK~m5gR9$59wPEZ?E@ImMX}}HCKr5l05c*
z0rXvNY32*2pV^S}7gjFvJw(2c!5&-l3mxIzh~5!A#?9ATl!5A=B+AS6B5}UrE0AeX
zN9BtapWr!$nJ#FgpJGQdsDH4|J(~C;_zqn4u`j4CfmHVfBk?^Pk!(?DOi|q}n2Bg{
zKE>vOD=VlD#2$l_2ynemYZf8y`ju<ug4Y)1k`47l{i+F%af0vIbVED|!6sb&W~`53
zvDWkBQ4H?J71<tfNXc-~!!Lj?Sf)TnKiGR$_^PSfxlGS=Or}M}KL#wDVFhuB)oX&-
zd)BAXpV0;|J=4wam;?#FKJztn=u-yY@`-506-$SNTSJ|_)%W6EkSsKHRf&2RUvM<v
z5OM@9l{uvRNCn=@BH^!b34x2{gT#z#en5Fy)R25`kKZ_5XwaM+;j}X3wHzERfJN<b
zk_V>0#B2l8>HKxbYS@93I$fU=#?Lizqh6tzUZ*NTKW=BR#eT&8^cUZDS3g-p6=*DI
zqJicmcbYpcjf38MQ2v<get@b+UC>KW4dAi(%Y`5z1=d($NZ|~D$Tp8aRrsb(-+;8r
zV*^CgD=gsVLknj?r0Kjwx;Bmx7&s@^0C<?3;E6WW>fJR$_zaouiUfrWt~u}}5#45s
z0_+|?RN6LL<($B%D*AAcd+XEhe1{IXm}LHqU%$`rt*IY>OZRmSQ)2#JzBAd%fp{a}
zMZD-#To?seb&9RolAdDvmUA9iV@W8M?fY<CRsyqY@i}+#<{ded<KGInC|3P3?I{`$
zzGzNIwzwYvw)3Y<RL`))$G$C8YlacpYGAW@vTRI=Fj^3Pk&(V{o+0{?)_nlE8>gi`
z?qV`)F|<Ogt<GwAAGpNDFd|oi2RJ;=$S+YhV~?<NvyT2$h--OJ1yxL0MUe7+&Ryir
zt@3n@d3D1)5B6H=Oyb)w0A}U){yT8BX~up6#i9)_qmr?6_Ud|QG<b8uG%n}G#b9+3
zM%lxuPwyM^;j-DGR8;*4e^9W`{is(9&_sHQ^@RvKa%5FZ>pWIinm6M3)CDY2(*+YL
z62L%Wfh4VUwhN&GreQ4s*hU=i_@-;zuEx3JyOU|1DZPV>IPsw=lHk)wALZs7{@IP{
zhg2ovBd5DZCAe30wJ3Jo0aYAgUr$zuYOj)`NA2c}*K0)6pev~@@tG8`Jk3AyNrA$i
zj>yfQkG_%x1pjCWvvT>_ZLXcC7f&UVu}Ra4`=WhrG&x`3lASy%tE=2Q%N}eeObDek
z8|hGPtP*}(Khxb1b*P5%7o?XzzP!+M*)k42O0LFtNsex>0FhYHHSXLT%wh3{nEqQ-
z|6Qi?`v~=Ip**{Kp}f*aYw=j}CDonBed!uJL3M@5J(==R-}}>(C-yo{t}+2rndj{=
zX6rtG5r~}h!s{$Et2TcWUGrZ;<o%o)q{Nrx=I6`TZ@UgXYt-C2OO^&ou@5{Ky-9?{
z72hI<`;mpR{>O5EGMJ3|_R|j4v2ut1mm^dWK^#w{7%+>%-qMbu&3Ne-U_Cf#;<&z5
z3#@syajRIgM>D4*jk+@uO%%AF>D&e8{B`F4<4^uO&r3ISR*vTFwAV(ey5GKY!MV&*
z+6};E8__7fvdn3`4nIt=HJ)afK2{bukt_N5l-vBXvsDl#Jzye~o^-a}S%Z$79o4LG
zgi&)^GO_s_?Pa|%BONxkM9p;GR{Qv!g2sv%^Ylo!lBdT@Y5Ib@F<m`W&LO*r@&f#*
z5dK#lJ+Dxc!`zkPXLDqZuE6t0I^F)p%oV&?!l}Mq?1sT<&PU?=)D%FOyTUdDHv0s;
z8lnte)9b=)E_E5-*RTtY*-hm&hOPBvnB!xO*%@F<*1;Laf%BKwJ}(EjNl&&#>HzRo
zL`2`}06t(BL_q$3V2cjSX^A(2M)!rUu+&9fHDl&m2t1JfoIasXFH;xP0oZ5uP>qrY
z7UXy{-gLedak05WTqLiW6QrGwLr)-Hk7(h3icIg~RaxZ1E#WSRGAh#uW_XW+)hM<Z
z@4Qk=gQD~l+J_ha3lK<tU0;lMAw}>Z4-+<MQZ~2og_Xe7XV%+6Ij+Jqq_i7f{9{8$
zqZRY=5!^V&FMzx&)}g4mIO!<fP&h6QBs>@Nmm(-skp-e_b^9}6CaY4-A{JrPk&|VK
z;p3nmaDL;KDzeQv$SRx#zE(BI?0xm+)8R>rx6od1GXmUR1WD;oH8}>PX%;&sN>=o=
zG!Mw&@`AlWP*6}eT`(aU!PT%$V{b@7Tt1pHwxjclXVb^{z+xMdLd_)mqjM0JP4m)Y
z0yO&qReRUEn=eg4drR{b+jEOfDobxc&j8QK&<fHicQ5X#SKC?(id}@u4G-MqO$t?`
zM41K#Tq4dgmc$@Y(8jzsao!QOD_@fDG&2Ox+G>J}+O4s{D8?~RxZ0heNX9L<Of?+&
zCAGeMopUUt+bS1{^G;vYfly^ovYvzEo@u2Ag+pR-_!LZn(Boo-a4b6J9>~no{P`HL
zs&W+<z|4+FEXW;q%2lS|Q3(vfvxk$c5xBl}PEH>z5q%a=J$OlJFL*E>lx^Y&Cpv!)
zXWN@`iGA{xL-?Jz31Wh6{~gA)b|hwA2Q6K7%%zlKj;o@64;v$%Y_vM)^(msM>KUM~
z)^@42N#Fsx7Oe+$DAV=Onkox6&kPUxld>`ngczXk56qCi+kE`-NLV`Yo_H}6D`EAy
zTK5f-!D~y!wE&#22-ur|X7XgB<3rTx5i2no<%mUPu4L-;2R%tJ63zrhUs)jzSrr*%
z&HgDXgUSecc{g}3!Kr!1%>@?An^PJY{FEl%(?+&i-gx8)dFF9jDo7ch$Qj190Vf#3
zepgtN;L5|ldtv>L-w*E=lam7MKTGqb1k5!C(WS>+U=BNx65y2k^y=Lia|+!WJhO$l
z6tAD$gSI-~NYI{^!v{VoiT>0B7>oo}#}Sz1ya3sGMmNxOS2fHO+c;cDT^8Pj%umQE
zD!%WCq8uANYL7C%k)f2VonjqgJ>$m;T!vW=7D&FOEap3e?C{xI<LK3}u9?w;_dkyn
z<H=CrQ(wI9drX=84@QLF3Z=ilKGukl3x`8M>-lnrI$%N!OB&g2ebhLRiIk4Oj5Vne
zYA%1#L4R4_7kE0DylME&7$|dMuPJM|E^^)#iSD|`(hFZ8bHjg-ebkm+Lo}`JI5}}3
zzB(T)I}~VrxdK1d+aWk@wa5LCmpsyz`qa~w^a`2!A>5UWlHP~tO+yd(ZoqsE_b^@y
zBiJzoyh#pt5O^mHHd?Mz)C3lFj2EwLYAq*xU%fFB=nJZT=Jus7XauWsj%l*Y;#gTE
zd@ks}l-E)62^{6>1>Ef3;Z8h+06FWbJ7x;mU89?&m0H4$dZZlV2d^OeZMn$sgGei!
z+0J5@_tz4fZ<UievJ&ZubQy0bydmNMFz*eZz~%o#T3WigQFx28ZME_(?V?al$g;P9
z;UndXTSRT<0nO3jX?*8E?Zr!hiF~_KV3BkA^SIE5nHyVvY2NshUDpwD>cS_#xM%SP
zQ>e7KFLRVvb87=3Ze~`6+9M5~z#gMepnsI3E&KsYqTl>`RE<;n4WyOjHTrBfmSgS=
zft}+`$S-`k3O%UzuJ<4E7Fd;AFIQ7MV)Nd9D!FsRqze7SllvaU8;$d(RD-@CWgx<&
zNGxBpk9rSPiQKkumB8;N3-RVZ>7jq`tyrV(;?v+k;gtxO(Cx%oZx(G(D*nUgX9Z1h
zfehX_V&5??p;Q%LcNWqw0E%w<mtJn2tU)?EGt5E$GVja-4Tmvz-jN453IA#XXtC9}
z6MRg8M`Zh({|R$~6-X1#Ll%<(i%;`TD);Xnq2r~!c3OjWv;jwI>x^L&m&T36<>8Bu
z{vYaT_kNsaC3%g0Lj4*3cM$yly-(BMZ~edPh&Ar~q=LucQxDu=%%z28({oX=MMHn6
zsz_-2vNLzyZf-BF&8>LHF=OGT`%#T|=y*6S{95kwPAK4p0m3vQ&)I{bNv3fj+c=GQ
z6JJo`H8@+z1GU_NO<GcV@upO1)=1szlk`Cg{TxG7D%1>{<NvoJH!x=?K+Q-Fn&<|+
z4^hI@QX5|xG3t=qVu4DkjPWZLu_y5Zif!j<nisMITf{bq9V9OKVJ7TJ^&LCth}srz
zDiB=lDhAb$0;5pq8)QcfEG+T)<Y9*4R`sHKyjfIVDLq+ed)Zy7AjFNE9d=(7nc-gQ
z_~Ug471$!vUpn=MQA&*!NRvBu$c9Q(1i1`<*7^*Qk)=#ursp+u5co<5^smjIwEBRV
z-Q+w&&n%6HF!J>x+vyhOZzGmP{R8MQ9!!#Dkp^c!4(YmQo=?IMBX#q)JKR;Gt<m+r
zW_0uS=v^nwfA+X;4R#dhd10D_lyQQ}*9U5l&uI0RnAy^Glv?JIHLfOeC*=()^F=B1
zMs6-m-Zs^zs_Nql*&(_(u}^zE=uSR4L0gNHdb7a~RXFwTJPByb*V*-%F}61n#f(Yn
zKS<ONKcH2F6D)9*p;kQ<iq49^;gQs5y0dA2^T_H<d@%_p{;y6KLPw$`M}h<!zAKiQ
zMa#Rywa1MiJ}WFNK0i4t5}KnB_1Q8pyK*5M!2F>5S+uyv{TA1MjI+PT+tT7sl+)*1
zydfkG&)rzkJu~=GZ%lu1th-UEy*MJx=Z(F6gL8u*S*8n9EC+q)owh&nfmk>z>Hv&f
z{EJ=s|6jk5U)2%?A&%09#$=7MSOc=~8@6ohz&uRW8fq~=+A(WDCH)m@*ybD?4=#pW
zsG9vrWnI_w0qvH$&`#FR+FQUZ(Z?&Ll(mVaP1*$bRR$4~TY*XChyJ{2=&INe`0CdZ
zP3<wbW@@{ibK5iuU1H3AG|d(bzW`+4<6RcwBHkHBt_WTsH?*1@eCjsTArH<_`UOz9
z&}7?QJ}=?rDA!y)(lkiwLk!R&OG|rh_ZgJBsYG(lnCNqL&cI$`-jsgBoBf)*UKdYq
zu23nr8B>oW^)3Blrwjhg@129XPX3}p|08_#AD#ag-2|Q1cOskYHP616NPJDwmgq3q
zM9q9axUj6qu5ENVCr9t|qaB|__}Mww!9MGt8^X?H8arMHViG-I$JIsZH(ZHi+7}?0
zQ2=R^y2PK^tvxF^aW4twFAf>B&F($1%C>)1d=oR+lJ%AEF7me0$OJai06D$xD<_E%
zfhjk&k2g&$c<&ho&8rU3t)^yY)nb`EX0qDQH4`%$Tvi0P{cy#6jG&kpP3HWK`fiJi
zri5XTvXA5QAo?nJiORcscVk)Naun@~06z{eHcc7h9?wo-bvB9!w_6!uyd2^#MLn7H
zh2NZGz{@7WY-<*J8l`J2z76ru9F}-Cr?c!ik?R1jbp514GWOZtI9X&~-@>25J>Td^
zWjsedo8y8U&R|lOl~b0lR|9M&OX<M|_PS!Icr9sx06*C>t2bKp2Yz*$f#k^+`UaVb
zz77AB)ctWS`%mY2e8_Yv9qqn7^U`6-*qqUZwF(`<GI<pfG?(wfZ$X;dQNi{htVy69
z4Aw-&H@KlVb6;_G9vb{~T6J`{UhD*C+H}j!%`m6f%V~}Bjc~L}8`HqjbuYY|#a(qw
z<|;igAwp!WBiYQpGEwfy;!B>WoKR}yzf;-~H2O!DOcU?r?)4jEMQ#veM7BnaYc2=k
z%@631(-bm`1gWDU@V$a4s)=1+)yleV-*T6FN~yhKO;Yvv2qONggUEmVdqMdCQJcT;
zqHExHgqo8h0a$zdlvi{U!IVHC*v*d08KIDw_{$57<c=4*oJX-tp;$j1XaflFd_u{4
zLZG$UNtvGB7;CPl_VJn;S{{7rvza*1_{xMfT0GD$>O_|?n5vlDCo>&ZBmU91G7uVl
z7Vq$;Hnl^b#f(>#T-wYm_Iyawembocg_Cl+iR*$QR(R+<Y!YD8kCWDJa$~mO-wg5+
zxIVRhQuZy{zGZ(lJzj1jQF~kEEy#x=V{&-^m=WSely69(SQuA#s(<JqDxNb^ec~89
z`gW|8>TA@Hh3i7TrZ&ZD`TO=+w2yG3>+p{zzX0W$UuzN6+3=h{(tGf|$(GzcpdMaY
zJ#lB*c9VN+w(X2>G1^xZH$r@QU%oZn2B$E0&MJqux?z?LTIA%{c$tTW6e0?2Zxx=M
zQJ<o7fbUjL=KxW1^1(l&n5kst;>-p0(kUEoG4W5e*goW#g6#{({$i-`pK>8Y92}6-
zTPJMZN0Q?j^8s>>kMVh&nwp};-y+pwbYbm!e!Tj;eAXRGI{Y<gSN7bi&8w${@xetU
zK4FlZ5(AIv2i<W82@%zNc5Q-j!*nl!Bb~RkT!E{bagl%@?S;b=pU5dBYh%QYiDo_5
zS~$VY&i*FKZG;(^iAe*7Q>l+xGjDA@L|wS<_$v_65isi_Du1+cF<LFJe_2a&@)1kl
zj0#@vy9e$I|KMw5*-4s=Ua3BGCibb!CP}7@Fbe4%=%pU9g|AGlpZJNQ^9!(`Qc>8o
z&gFrkG;<4QGL!UNKHKB<kZJyitEY8&S&qCclRP!%<-YYrbY|#ogqqV>a!1lYZ>nje
zCe4@6T<Qm^K2NY98Ems!lCw#lq9)Ty{;|b%?-6nrOuC1kx0YMrZAC@fkL?-mL+qtk
zAwYV@r+{iQOfiQ+cO#cU&Sz7o{7c~)XMAB5e2J={D7k1G%{k;eCe5X8B=F`aJIbQO
zJz07PDgQzORkE;9rKZt7KIY3AZIm<_=SspJ+lqLyNK0q<*Qb-fws-%yd8N`2tu;3P
z=xUf_31tHnp5dLTvsA+W;fnR~b{+!k^8eKI;xW-~2*$MryB_h*i^bHm=%m2@ULO`>
zc2)YHG(yoItnSl4X&~2~qu*>{s`tt^dPnnlpl*J2=i8CEA(W{D9)%|WNhA&gu1C|r
zIdqMelnmu7-^R<uk&Z)2=0n==RtJljCL>(ZctVSlTE3k$OslFQY0cw`<+B-kFc5^1
z!m1#Fk=MzYlL6j0I}Ow7tmCr67Lt9o8C6fjcV6*s<hHcIW#PCIzc&WeP73EeluHoL
z4(uCf<BA3ov#YovBYi{r7jA0{`mx&cgb%*7e&Eprby;!lrA}em%H6(~hmlUi8;k&f
zlp8g{Jf#9XZroL@2)QYwh^V{hN0a=rc0>tn(yoE))UaZ$aXafZqi?tTz21OR09Nt8
z-!7d5%=H4e6h`tg&^o<6zBAXM{8=b8CwJeGQUCpD<`cOeGt~e~T)1j|OQ0e=G~RV4
zk+Ya4j^V6*Q%D0Pi&$II%V6X6s~mbjpb`AmiFCq*_^U~(PFyynMoOo>-8$1OT?J`l
z;QAJY(N`@pLzJXl6<&V4d6Ni38GcY1bE~&v?;;V{N35?j>H_sZCmnefFJcPV%IczK
zl&+mfd8GNZIxOh&=JMv{WJ49qIQ((+MeR5??Pl@E;@3Etxm@X?47i96qZkRY%Zdf*
z&RWsr^>Y|4l+WI-^OTW!8>JfFB_#<XC8dk7<`b72K@7Z-MPWdj28#EiOvKcvS2tK{
zV>N+xVj0|dKUqJ-t8bNZGpf!`g?(zeatb|=;oaY`{h0{uUc?CNF+qTGdkzMlQQ`}P
z3@lOO5dySs`EOA|a@7wtY}M5Vu-+vY+^5}>KhDR?NHzMKiEoA0`~tAMaau6vyL5(}
zgY!l`hk*agtbkb(Oj|JsP>A(_;m>Xfu%ycmcs&i3e}V6ZbTf4k2!57-JkN<nJ}Joa
z+l7M}aLqhYja{ENLs;@MhUXz~*li-(^_6@Erq9{CrDJ?~V(WQsttCiLx0_X|02{s$
zqrM*8Vh#3j7H_qGV?3WSe<aeuPq9m^*H|6CLeN+=w*+-a_|n)!vqait*rasfz2>FP
z)A->r9Rel}RNZx%K!yW2ASErI6Rp>tcaAerS~j{0-r3?90r{#JSRYv%#p8pEspet}
zPAex5dFcov=JR=ur6~B-4VisMJINBDV!0QLh@uL$`#cwj((d*oh>iVo{Z^nMB0Yfq
zmsiB*-%MiDJRR267&QTE-msFCjcnI0clsgO$!^p#dF4Q@8*4QG!>7^as7(QU$=o&3
z0^L?V|A=~=41EJ|=LZkjH&JL0JG~v){vDOYB2YUt0G@oS92762_#GYW%e9H%Tcc1m
z(j^?+z0=Y|zHwKv=1ZsU<>x5g22`K}$*2tIqoQ0f9NA5!7h?n)>rSgi>RwziwN<KR
zz_`eEP=G}_NsI$$1wEyx^O=5(hOC&NrFBrueQ+7jjZSsIY5V+jS%QuLWE`W8&1w54
zltK?T`4UP(5Z_trwqi!`av*VQjeCB6<olWiyb2j-0JbC}fVK}J)+QEcfYs$H46dyF
zt?mo1K>SnI_J{Y7T>H|_I_mi5qzMLxFfQ1Q+hPm1&MJB*h2**DANLY@<1V5`+Kpf5
ztjbL4?E+HRg~ctxRYQ*Pl)p!nglXn?BOx@JXx(Bh1n$YFy-v$+*c=$_v5h45&K{99
zHl{CuQl-%xmhTR%iGC`2Y3w^(fp<HId-;YLV69}*OxTIHGVL`#e1kRQT=Dhsv<L@F
zzMapSW^k)a+g*oR>4c}h&~5G280TDVN)hb0tOk6HEhTrN!>j&|iF%;Hj}<1@+|uG9
zgtZHgBtu2(6S7-HkU8JnQ-=Ar5H7pC5+!E;JIk=b3-E}=^h@_9wNg*N=uaAlYu;7X
zJ?<%Gwp$+YsWSSqd|=Vdog7^#zM2%L1%aM7&*OfvGt@xMq8xUV=iZs2UUV~WpPbN*
zK)$J9x4rF{AOt>nX1T2=(&gOu&N8u)e2dK(4Ks-yzx3SIg^=Edkgrv9o;BwQ3m27k
z(|td_l*=uatDh3RziJF}r^7xoQ1)HBia|M>=9q$&+X+`%;HR6UgAAz$ipG1>AdKLt
z+`%*Vy};Pv9du{H0&66B7KhDjNLHtpN0j1@g+^ZEmyaHmBNHKejm)6o0XU&-pLY&v
zL>8Gc)#ur);>4%->O-2IEOQDN`Q{lq2A3L8UEA|a(adZ|9muD(k1+rrS~Fo5Q9_w|
zicYg29)4)t{6E;k|A0#W`>)Hyh>$=-q8i8!-R2G5VnXZ^abJF%Nx$`=CIzvym|}XB
z+!LRI%ai%WX3MXc1W$WOS<AKvnMXRC#})aS&|p(BsN!eZ83qT~riPZ-X%3zYOu;U%
z)}zO{uT=V1SK&6Gr&hMd4A5sbsV@h;`4xvdUbRM76Tu3sn<pSledF{62r<d$pPQ;x
zhbe3s0fiLt-`o^jj0Id)nkk#}r|R735apzKaC*eJ$Zrjf<?J-Li0UoPS$Bjpy9qlt
zQ@1WhkY^KW+yXF@iE<LTj?@YD|HZ`ttZ{v=CQwBNWZQALb3t;8wXO4^Zq}X8-6GEn
zje~|X7CP+g1$c-sxNw6gfOd3Y;+S#to|qMMOjC%g!@3(U>YS!F#?TP4lNSYdd0H*L
zjc8^`f{{f#7V%wn#&5#f<(X!hjvjj}MWkqhS8prZ0bk<gB-|6LTidjeALj~Bb0ebo
z2hQH$$cZlm@j>V@>*%PVuZml6ye$_!ppq=)WZ`j6K;H@93{>f8vv(v+kHyj4dm==(
zVD$+-I2VJxPd1cgQY9*|j!>?jBWLczHw}`p>DsqNe1LP0l7aNCl_>0ogp*VM^31f)
zi8xzAeC?8zz-iVn8SEY&9!`H7%Kbrb3s>fshJ{lJvAHJb(jhT6aVZz=-$cA#PTi!+
z;PueZQ2qUT<#<$;6b)-j7X#GPLtq?6<X=JpMi%OLv>p4ptr>eiZ~^vE8y{54F=uR?
zK8;XI$7k|Agl;HIUZnIGkh>dlgWLO<ucR~ZLm;8!M-%VQC1uvu);8U^J7nc<i6OjP
zCfhPx<(8@_uwTESrm)`<t>?5U%6vHJ)gfhX3BJBWSwda2S@b*7iT^B>fKZZG&coM|
zf$UCOv=H7H@%{0;ebdX%@w?hS6udV|So(*yVEMX^dhuD9S{qtrLKu&~vVgrMCuHjx
z`}I7HstY}-^4e?@VJV!*W&2<luaE;dMQoSs8TrGhBqvc`)JU5wcDVv~MN1uMp}B#Z
ze@>Y7)(|}Z?B{NmW}~MVRR_O5ijn)AHXj35?Z?>{B&$Nde<vYe3Wp&cdrV<nV_uM~
z4xRqX6#&mu=9dfAAgLQBte3KKEYmxlsw8DG?&BwLDxr0t_fMSHf6z<+z=Qp7x~51J
zpImW5lf9TfGeE#Q)dR&Th*$-77XsjxfVM|Dv&P0coD$p0$cJ&hpJfffPHLL<0}R(Z
z>VT?{v&Y64PeSawBcT3{zK!me4VlG3o=!Xy-x*~|`i>QflYu*H^aGbJ@?6KOr)f!p
znDkBts3>g-cY{J+&BC{RPgTkWW{?s6nAK2FHqc1-SR_}0p(SHh%uvwV>|7Meft<U9
zBg{N$4p}G)AFf2}8`92*a!F>gtsh__rku$gR#DffJ^?3G3{=kQGttK`#c5S(p6>k5
z>h-?oCt4&k1$3!!J*9IKiCRYC9+tg%_cj_!k`(Tz6IX=NRWG&*&PjK1y}(<IBU`l)
zMLFstB9V_`edZ;oWVplR0PY`x1hL1j3{i6W1k7zyYOy&$V>+5JkEQn?I9xX95s`c*
zckx!QRC3FY*c-wMMeJMzzMY>(?@Ej|A_x}`Y-&P92E~LE0_D&ab#=<~TR)pnX~$$a
zEJ9E_8M+s~zcg>-|M0f!etJn7I{^x-mA23kg{6vMGqW{3?vR-Z3gbz&FJ>4+qShn9
z#4+JhEk%}Sa=djDd2Fhy-|BXYE}};v*rtN#%vZ>6w=#(Wn*IDIT(o)BmCiR4HTNZd
z|B{+i7YN~rD%hPpil&2ErH?!5m>PquaieI?yw{b8kfl`}s04&1vOKS(zuCKZ6Mc?O
z%PDGIjmR`_5U~TkeHi!mi)M;G7Owyr{|n2;0;zsdV?x1k0DtI@gDbIO!iX&C!;0OO
z`cM}<&Pl#j*6I&4ag9ji9<9|8L2=7Bc(1h#{vVpZyqVo;!yb)?ku^rhI-`(W?xm1r
z$&>=DEVK!jY!h;oU7$VYdAm<F7FDtaZLya)pwa_dZA|f#Re6H%v>cv+IbOjS;to#M
z)jfBLv;z8(pL3aLnB1dLoi&S~BI|jaulKEJSC*G^MnLN<w7cgK>sSWY6|fr|%|l(B
z?-xV~lr<y=X!pzg^OcKb%pEjj<IHl^M2$?~BdNd%KHo6kxTz|J!A@$q@bxsj{i1hE
zlUhuMEqk$~Rsz0V6TBSZ8w(RZ*@ZS&RvD@NNlkICKwNwxvoGy>X1-|^jKVwbGjc-@
zK#h*}V&K8^j9WpAK7U7gart^kb7e(abBxT1WtTXG)&j=UAVf?Yr(%nLGs~dp5A{Xx
zc>7Nn_&>cbVlXzPwWRoLDY2BupJm+S7KLGMEg0SJMYzJNGF?}dr@zHOS}YP*8!gKc
z4&pO~>MYZJ>ufpEmtv=>RY8E%PaXA_;dCxMgJf=_Tj3a<)I-wJU)Bc#HKZYaGbT0{
z7dkvGl7`zV*iIw$sXThZypJ#Tt$dphIjt?kvBA)HSR79_T+R;D^Uqtj73y?I_`3cr
zF|&}`+JX(<KgeBZdl%8W!EowAsaXrCBHjoqKaG^i00#kFe`OmLh@^}?`s%wrr(76J
z*4E$H^Swk11eTf*SPt<OvqllDp1jj=S1^moS!do#**X6hk;esYa+sr;m<f&f2GV?>
zT`eAthP~BL<g%~eiIz&`&Qt-A1J72YpQZns?grKe!O$mJRj9z@H(;lx^EMO5A8aW?
zR#v<mHX<~vKi5)yaN!Z2H|Qmg!XxW_CY@O2xe@-CiTVF3VgIjQhb+i0>@F6^bV5)k
zOa1`G`7_23bygW4EM_u$446tW-TfIaA{L7!MiZOovx?36%m>SEnuP?hMaO0+rt}Rk
zGM1wVovPImNZ9pN;xWa?9XY2=SfI9J>fN{I=rmN8ah!W(zXyYS`&oI|w+|ZqpnRXt
zn^Gb8jmfdX31sgtT^xr7_?n81FXvO)BFb|=?c<w%Mvr3L{RnV4$^2%gi75}OlAg6}
z*7#OSnA~hnyGD{Mf#C=C@cl5GnzNi7BCAnF%DT+1W@_N|4y~<J_@&*@%~|L=m;<wQ
z*^r4i{9!3WQiDBaUATXV{0D@<CBsZ)yee3dPG%9dH{KwD2S;SJE*t<Wr-Qla0cTAE
zCeN^tPJy!Lyy`H<Fk)ANJyG^Vxrpz^1*m8Kqxk>ZXEZ!d#sf0KZUAF5JsW~P!9Da)
zxNdh4G0n%5^*UgBW{=}N^NH;+Yw9frCG}|z$u7Ctfc1tQ7g-07JoL1#sr65lp@wm+
zrJtW9aEVb$zjHo)Z#UoNaFy_;<-qpE;)QWohJWwD9rF;Q_STuALVLHVUHiJ)44TP8
z$33%!gRo7QCqpgMJm4AXz}uulyU)S~2_GvLK3k00+DRNABXes224HV1ms|VOR@$Ul
z2oydVjh2??M)1Ow1Cc97Mh-b5Ziw#-A}_@G&SPJp-9Z@igX0+H`B2@EHX@UCU`PwF
zCCHN;{Qj2rho*`SK9JDm7QO<V#Pkl|KHPf{9zuYL0Gbe!SkXohW6|6dYY9U`#$0_b
z&TNyV<!zam3+JwJx`$hi=FznI0-fbu7GTEz2g~<KPUs9-rVBOjPMH2*RX#fVkjEIt
zG49pWw3XI3y5}<Zbq^8Ns_tL**&Vg$q?tIMSvaOg?;!=KnqQ*=4AWe9roHLc<Z|=m
zY;5mZNncKQq8*=`Cl*X6CY2KK+5>aR2F>gU0(d^|hC{_1a}g}C@`Cq{d%~GRU2;5I
zp4_`6b&j^ATf%iSjGu5<X-M9x)_22Nk-;A;5VMT|t!gXC+4)?f>P~xe{41j&b;Mmc
zuy7oS#bunfJKPM3frP{+E&vW-Nt~`zRxU0Q^kuf}ywGXIBDUz0vEs_zk9hF%udp2;
z=}>lbcj&$}89kLN#%09Js0`y8o<L~cp8q|-#^`PT9TU<KLFpTWX4DA(%4Ra6+js_F
z|3qKqR^<>%7SiAji@K|^?o<KBF+CJmh>OrlV(-r?#gOIz_(@hpcz%bZPelajtKRaA
zx>|Pq0Q(KgX}w0R)n##n9jgmWs$HM6S@c`jqy-HciR!vL(WxF7`er0<B-h*RX2%EH
z96*dYG$v;_cf%B}FamgIoxSuGu2)(#^OFY>70!hDz4wMqu~v+qq_>hKwE}UUvfNjE
zcEHkLg-TXL;LlU-a?)f{Nn<2P@8llCn`2I5sj3B6(KIJjh_i1R*%@{?FwvmluW)<<
z+_}ZhHWv<Tvt$|M=}1P{YHfWmpGt>@zJDrg>V_;;b7tog=v^*|BOJDB{6z92g{fJv
zQ9{gS;oS0U-kU+P*mN8-@k>tMAl+*mM97Be1Vk5|x0~x+V5ZpmfTYFqkQ(;tXwu^2
zBSzG8EyFV*&<Q<~3s2xiI?P(DE)Q2()q2%=U_Ikj5fxG#>t~Z&HFa2K-Ft_xV#Ytz
zWwk1`^a2QZCgFtmn+sNkt#I4?>%05(wFn~e{k&QOcyCIhwL~1y64sRxSf-}@pdLbZ
zI=3Lm48PvNdNakupV_Ln6@=lg^?)oh)?6y0gs1nW?ZM0}8N0i{_3=(<J&ZJ4NzQxn
zN!axN47>aD^M5~F{bw8h*~Wjyz@IVjXAJxq1AoTApE2-f4Ez}bf5yQ76)`~kYw3Rg
DGoGRm

literal 0
HcmV?d00001

diff --git a/systems_design/images/sharding-1.jpg b/systems_design/images/sharding-1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..da3f64db0258cc9f99b8631a40606e0ff03ba0c8
GIT binary patch
literal 46583
zcmeFZ1yEekyC>La;}YCS8Un%HH3Sdtp5PLi;7;QNw*U$5F2OyxyEVaG8+T{O|Gj;)
z@4bI*?QYG?&P?s?`nu}gzJ2R{-#O>^`FZ~Hyb8dPlaiGJz`+9ma4#Rg^8!EufP#z+
zL`FgZ0)eQgC}<e?m>B5j7$mRou<<EKsVFH($;qi{Sm>zVFoDR)>3QEVv9WV;aZ%Cn
z3-fUZv2b#6{Cx-<Dk>@lItDQ&CNalr^4A>ykB{ee04@srI6^xD+#3KqE*t_b+;ca8
z>g7F=;Qny{{`G)^M?geE2BM&%p}*Wvivxg%LqLE>L_k79M0~m1`{j24A}-Ra*X-iR
zcq*TPZ|w0o{9?0EK<_I%2vjFdXgG}>{87;eiHJ!^Y2VV(zhmIy=Hcbz7m)ZMDJ3l<
zE2pNep{b><qibSnW^Q3=W$ozX?BeR??hz0e6ddv`G%POudqQH;kDtleIk|cH1%*Y$
zRn;}Mb@dI6O`TocJ-vPX1A~)O(=*W7KXdbI>l>R}+dI2^`=@8;7nfJpH@A0x`GNx=
z{0mzz-~Yncf8Y!Eg)ewSL<B_OU%uerU0(<R7ZK?-JMt@W72s!kyf++vDERMVvno4K
zL7b{51jY^%XoNIeYqY0-S^EcP|MwX4|9{2VzcKb-`I-k{Ai%v09s({v6mWe<pY4nG
z|I>dX8RT#QRHQ63;lt?v_a=Wam^ig_xv{P8Gr+JhaY)=OYX0pzk$hOAhF^#F_mcy`
z__Kh02YLh}HR#0>C2ic(6){5Un`*C7Zvts1Z(r_YA&DZx^E@}7BX!}ot)IVyobW>)
zT*~$g$);+GNY~z29qSv*4<(+zjo<Ifd<K|)!fMz21#rs5@}dhb=eLQZ?5A4OrfC43
zGW~ogd>S~#TWt${pK)jM$rrNG)0XDMr3@5)j9v$bQ_?v;T}Eg>vP;hiX<^A(-<fXw
zN>XwbO&)q=%*yuVUvpn?5QXmPnoZs<EDL>stTO$02J{t?^>FA$-~6=HEz3ND0UC@(
z-}IdmOsI&F2tY!e3>1|ZrqpWVz$dqUrc~;pY!4+`AZXFb?j5*@DydLg&!E68o!0&?
zY)}MW{v%Ih(aK&fWQZ$iH00@VpaJgbXdbXzSnjlRlcV?yh)zK_(0mP*r#mx!2DE{{
zLVynpo>T-@T1n_OG-DQSeem;FoEVW$yI;W10N-t2p50swY!6)keRkOYMwHpw6xQ48
z*|=iLCN(M3S5-J58k32EX>Ai}q45j|bQ#qQ!|^wG@3w#uOVv!8K71o|iH5o_UhWT_
zL}#>ItqXb`#)T4_*;z;dAc$QP<j<VwIb2_V2B<i?I;IzoO^AGJR)#d|)c{l^@&6NP
z=p70Ssn*)qEXaUAfh&jork{|@RK&=~Pqwa-<t+tD>vjcn4e{)O<EF<-9lwO%Y4yC?
z8wQ;c1ne#So(>tQ6M6bXVst~SyZ4Sn!w&-v7-b0;Ge*!Y%f!JH+pt(3LLIGaEw}Ub
zBwJ7MS{G@`iWftk;{&f=KV;$C=}kHGI-fO^#p$O|#VcKO^<CCg+QXE`jflQy06g(C
zz;Ya@Aj$DA=O@9sv(x8B9Yt}<%&A>Kb{PHt(v&-bxT;0BPKC2tn-Krd7fM6X8sxan
z&X$E`h1yIZu+)C`BT=0LtC-l-hahz0?RgDt<qpxTvhJ@-saV(O`&Dj7j@`SUgjA0Z
z2FE!3hk;!M9b3D5)n`Cg;*|Z@<f!e7uhc0SV+121eFE`U&Y;2NWz!;qxwQSq33(YT
zE1L<X|EmS`j)b5CBQu}_(K+u0BZ^wM-==^TZyaFvB2t3M6Mi;2*i8^Pk)r6Y)_T}@
zubbpCb(b!dBpYP%Y$t{xd#Pz;dtDxW21x4DTnh@S6Nh%T>*>Jzfj65}PptsG>_&41
zz0OT{DQ`U)s<Yv^S<Q_<8JESv*u%nld3ILw3HfE_^)70;<MmQ%<JX8Tpa!8ZK)ocs
zGTi@)B%^@1-pGpM<{Jm)VNMcd>~HJW5&_|&;cUmGRAJ+~g@9p#ythrV)WX6+j>+EZ
z+KZvfOXg<xSy2Fyn)-RCdAC5NuEFNIJICcD#VNxlsiALK5#Tt@-R$4SW%`m{a#PE@
z&BQ!MF0=DFdb{i^w+!2o?@j2UlUug0_9!nD?1<u2>hq`4A`d*ZKD!p~B_*4BC^xzN
zB6wx4h)Tg2G0kK#RY5twiV0hE`urzse>CS?2q>=VQIa9d2wiXm(=C>pi|`sr^H6%6
z?~?LqW)dO!Oiw}J@Zx&9Ox|bhWWmjB*MZTbYrm=R%zU=?8#v^(=C1AM!vxU;=dC~2
zw4}}#b{30JyxlR0?8eizpH0!PY}~JtIUgp!-+<4l=)$-YuAc$Yc00Hgmg6hgjn9As
zVRQETHi8xYXF&c{-QhDJv$rN=Zkb;Ez71#Y@5Q^%pPvCygEesD6Z%(P2EY@`B)4aP
zwVu~goXKUT4JCERlZY3aS)ZDTH+jY#=TIhAaM(_Cc-h*EwmIa~th!DdSb`iEUc=qa
z3}L_8ZAwiyNH4Nt$~Ye}BkOwrmI16M{+SWe_$b{~%Cew3QH~UqyV&otO_u7CAovVu
zVe6VD*AkZme6})tO~ebCYl^J=H3L}M6a?!?yF|7{Lf#1a>D6YGSYCOI6vVrd*cNz!
zLu|UcazI!bA%&%$3cA<t8^aZ6b6+hCE-*U_H%r7%&>{pu-iv5n2`K|rB&n&d@&7q=
z|1&uMpX3^x?yZ^UJ1Es<9x>gEe1Mty^K;gXtr16~GcHfa*95x_<#yealtf|RG9n^?
zS<?M8;L+pUewu-obo$bM_e1;=A$RyA!?I=2!5dAp!8E^y(uL*}#zVqAr~bMx43pFf
zxzR=*TlvWrsN_A--+6qO#4ZYrr@>6%L_Hlefy)b#-j@Cy%F(8ju=@ObZrb5g&q&(5
zcsN<(uK@B{GoGxRKYg~g#huj#((u5yY@7Du$u2npb8cW})#c?SmQ9%fd*an!J5*_3
zIpt~2YN{GtO%hF}lP?@ow`hsq3mg}Xy$_jLaBa58-)l;YyK|Z){Ps&vYDGkuepHw-
znEC1$x5Nt9T`&(>D8koU=HfVFM$oR#AlvHd{-?n;%538$_wF*)`0I(ovv%R3=yWBe
z&xeN2@6?CMK{iqX^*fu+C8IqK%PciWS9_!}6ef{0wZ_7sR>(dLcVXibwGG_gw&D4i
zk8D?l8tQ()(J)7>uEvOy`=cT{apxj4rZ+_Bxt(=tH}JaPNwZP)Y_*u7-q}I!_kSml
zQ4rv(h#|cYij>EU;2}tHddloEvUc!J;Z@r?flC-*N3W9yy229+DYS~5v)x&tdc2Q!
zz-~tqrwgl@IPWkkeJ}7swl0P0sFJ?#3DLhvfF1#BsE3D0OWr~><+IlkbA{TV%QL`L
zNb~_Qd0`RTUZbK0CagGDc3fuM5Y*JifDAn04tR_$v6LR3pyPE3h%Yc4R1}4!7SQ@c
z#y%YaobfdkW7p9YG;#x8=^6G6*SVrsX+QQKiOwSiz;xTU|Gl?T;cj8)ZOhy`{f_HZ
zkyd1{Mo1QcaTs7zbsN@khGMrFw<AHr#2e)*obN$X(BvTsj)WN)^EqLl@RO{^$xLd`
z^WzJ!bunW23u8LCK@b=H&Ur&<KM{nEU3pUWJ^iG5`1%Z}9!IFiPA(-8M<kCpRs3Je
zxrxWGQ3i6Zi()@k@itW{vxp5C9X|suVc#a1vorMS>YI_22SPMAG9+$J4IBN!wp!%Z
zD(VqDO|w|OoBH)WKy*(zF&gFMTDe{74Tg8H3YVH{Y8$3r><J^9d^R@#MDEOu*{rEq
z&(n!Rker_45hi13Q@?Z1Ht=;P$g;l!VezsL+8m9&i)(pxpMveMu@irXZM{>3eaH}7
zqp$92cSc+8LivxC(D8|Kt8a|1;MY}I6Mcn80==q#AVD0r+&q$_Z%P|grJ<J6R9*an
z)0qX8@@uN=*;c2IgJC+~(2!+?OVUq#c{O=Gh636&8g0J!?+gNHjBeK7-Bp%JIjO5i
z0`UI>ncC=L2vqgFX<jgFchy_!@}p5W+{bnnA}!0a(PH#|j4hLjv6jo5*mwqLI0cmS
zrH8~O2t`~IbB}8pHs?r`{<;0qOZM%DtlifP9}=JxRex0AD{NiBG$L-Sq{)q^X1r>(
z8+Zd}Uo&!Z`Mm(+hG5c+HctB;m9mZTzn{LQ6Ex#3s&AV37zVqj1Ez76UMwy_ewven
z3th9J>fKrFszFzNo?(yoJNIpiq9=F@!rGf?6%Z4<BJB|i=T}3BgDMkExZ24Sm!lcp
zbRn0r$vRmISFWtkZQMT5!vd+xwdNDJ$^S`|!hiBT{>gj6X{r2<R;=dbDB(bsd=2C`
zM-x?387tM+Go;O(MT>7hd<Sf#HoYLB_DgSA&z@BswPn$+s34qtr4cc_-z@j*lf$Aj
zLYV{SqLsk+=7XbJTd?NY!`QFR-}?EytRx&k+8vt0KP(XVGqK`!dhWOg@eI5RzD8;v
z{E?t2YB`ZcKqOD+CqGwjk={t->>L7K1!`fujUG0l?@I+E!0Gszj7cJ1mcQNTa@ZT^
zSlUOB4Bo<^RK;&<X;Aee(ZB^PYG~0)WPGR6-<3Q$e|p6~zoE_xO>~gl!cVuSo#{LR
zUPli0ws?0x*iZU0-3WHuc)u+uU(O2KP-zSk^aSsL$v=b$lWjY67lF1ZXP}Tyt!x@f
zo8{udF^mXo^oCRuzIj)ReEvOkqIM4lqt^LF{b2K@8iIC8<9=k9BWex|(-XejsRyJ2
ztDcAE@FZ;1(E9HrgI}0Cqf@~A#}St!0PFftr|<42yw--GU=7vo)D86L7RO#>_k3)E
z-GU<{#*>0;%aOF97ALBufjhJ!(SR>U%p=W<i^PceZtI^SV*6!{+X<*Q<FBiyH}GXw
zn}Jigl{%(T{3H}%x!#)WRDg0If)HH56h7dXP@n70R6wISR-}Z!R@1PA1hId`ANfJ1
z?B;V6iYk2!jb)aG`X_(@+ICH0TaA~7yL%jTUf;NLv2t_|i&S&WC$`*MqonYk18!8!
zi<3H9S0FQcP}|=SW-d=QLotzZt#qmN#hb=XZclwnQU!XkIa4FQ0HlJgnF1U5Rv*PX
z9vDQiR_cn@S_Lkj0Z;{SB=v=tSJw%DCZ@oD3<M6$UVJW|D~P9?J1$!pt!+Sf%MYw5
zP8X->;4YH{m|2om&eWWp^=%q-ZljlY?F=S(L|jv#2zLNmt!G(FL6)S$9v5CZi}>}^
z>P`rJQFb?|f=c&vqFo068IS%WKK+k9m$C$8ml*65YT_O@H`muI9m~^;-$BJs+d{P0
zSJa|TLr(sb=w}SFO~Z|==syD<XkRHrSKdH$8^>Jgaj+jE`XO>khg5j_kiv0W=DxC}
zX8`C4{#)1OKTL1Qg0ON?sCBYgrf_DpJIXV_kJInPfS-H@baK10QGGdODWgBCBwhnP
z-H5G}0i0-7&8v>Rq_g)*HSaYm>psuh1ghQQsXqhO(8pI&3h7!zFK(Tgy3Slc7iDA=
zL~>KeOk6N|Wzn5LhKzn?WV?sAy7~o#_SQswm9@WqPCo<MuMQtApBABDzM7NP$*3_;
zM|`nozzWlWDAT=0_zM1R9TD=p{LN+))!88!V+yiTgVZKh>Re`hW1?_!QJJ;JlgH-g
zlSSnCgvbmaKDC`iy6^;eBPKD4UT8l#8{U7sXKrkmZP9ayc?J;9nbbu1Fd#rSX80y*
zn_tui9<%$J1eAgY7v;{*cI3vt)_kZlnK@#8iz&_~>lwhxOEbdyc(oaOLkieleF^q_
z9j@A4rf7neOD{FWy>+HscOQL`nN#w-9_uUX03xk%E1qY-`Czwu)yC9_z26Pph5;=;
zTtdE^tHPwIRaxf9&?)WkuxY|m`5cX>1wqNbMtn5Et;G-%%X;1pp#hM-B-O)3OzN8_
zCb0(_xyG`O6ly)mKFR$413oKXh4pBSfv3wW>iBSZnO2ZLcg(dZqCXkR_i~>B>2Z}z
zhc}gUr)2{FEXK=Fd${PrQ>8DT_N|c*CUu8elQ3r<wn^06e-=o{Jkb8u=&9BcX84Bm
z!)do|%Mz^l^=Xt(LP2GbQ(2>bkE*@H?{BlMR&j$ab&~F#c%<y@=6!&SGWVp83PS62
znsCkfrpjRGWUtE~B7562nIpCIp{asAmn)B(mWgt^r?FpRN&{{D?Z9$jSlUU#R$>ao
z-PX+5<Z1GE+>u1vQ8ip_gww6%mD;RA$YrvJ&F?;lq@zGa*sQ`dP0ju5cyp1@Z#iSI
z3tDwjy5X78n3WE0vBb`<FE+3HYAFX@6c<9E@0Lmq8=GJL<r==$+7h)aZ~m>{r3BnR
zwq-zHlu8S<db2kZB<Us?E{U(6{MX3-O9aQIYtu{x)eT}N!;xe~N4cM%T0!9LB!#%n
z(;*|PD(^%WVIu%O<mMHDT@k1jJj+|edZiW4btvu@qD=L<@nR9q?IkR`0ec1@P=5da
zSeeT<dP{y<ys7H}8%`-kd21eGk&@vr<J@t^;fe(LU1eh4aR}R_ik>9wgJM7Dc6)wW
z9EpB#ep$UM?-RV}FvkSS^NOtLn&iKlMDJAz7fVl*0>-DEA3?Gk$}>!dKQ43%G)yiK
zH)pVK<jc&T0Wm%q#YWG7TFm%js+@sZrBxegrSY0H#wYPR+q@#-k8H(wm(-5B0ApYN
z<HKkirDp);GO=arv7JfuGeGh<vmhKSaxpI)bD_Q2Ao`PDRBqQY6U)s~pye5Gdb#d7
zv0s;X(k-fCa`zXGDDnqJW_t77_gPrC7<`I}S@#T(@Zq9u)|9a4MDD#wJ9(dO>J9q#
z{|uBlODe<r0(Oy@|Hf0*e@`FO?3yMY?bDk?VniAEc19KKi4mRw)wJ(2LTg^UNnNfo
zVHiePUKNSC$h{T~wxi#%PBC{hK7B&EH=P_<1#hb<&0G5!FhuPQ964%bbXA;W;`$+!
zLZ-d?-eEzS#asK*<jBDifqHB`QcXlMuRIo&TzKMq`x)>XKM44QxFV;rhVEIBqSZFd
z&2tn#QpI|IO*sSF$8>U1M$)6;8T#leZeoR03d;T3iwk+JS@@sRUO1^}J6;S5Fl&z~
z$E*8#T&g=0+_NdlJ{!>otTMM8Ed{Es+1WSR&@J1=_K0>OFRx4=z7h}a2wlT)lh3$F
z%w>}}-tP;kCVg4|iBSj8G;g$FK8h7?0dPejk1GlW=sL%*qvqC4u+Rq0(I~SGO?!0~
z6K!j9mVl)li9VdPeK!+GMU!DLd41<RCh-FFQ<+AC70xsc0+E?p!N4_jAy!XEPdmuf
z&t-#Ro+JJ~<VLFx(GG*<>Tv0`6SVy5){0QRHHNR*sU}XN+eG8c2U|5!>e{rUmqU)R
z(R<1ZU2DxclWw})u~-`Qyaat6<UU{TC5KS%Z*2!2_Q1x0g9>F`x88vf9HI=u>2=$S
zJ~KKZ3awb3dqTXf4i*h=^ExO<;cR1{b?tKJg#C4D`0EYdgN1y!w|~phm^+DTmfy>t
zBGqN_)kKoZ6s4wqTCXb1qrhvdWszNKn5#w;#a!+vr#XF}J;Q>)IyNCbc2>S*6X>mY
z<5qC6zOO`g_}K-#LDr<@R;zLQILp%gnP2!waeYFP!0*rhVHyyGtlzuSoy;t>H<vT}
zHU(lG<DugF(AwWXx45qk1uLU&Gf_&9a$2kX_X#oaCrZCbf0dF{(x3Hb`TU}0z{}lA
zWb)>wb@ar9=;V>a{de@`iT~a;`H$w%e}{8;`@eXiF+=BR%du_wboXIcBvUJ8fhDi#
z<2o=|2ROX)vQY8#RC7jCT1y>fyYJu8&mX4ewR&5TBmtARg(N-~>Mv-QWy_3)d5u&=
zb*=oFv=s2kLe40ZbSL-A{YY&wAVe7=q<+smG~&=&(|F78W087eq<ktJ)nZdj5>a)-
zXVA~n63q2gL_>pdC<=}-ttEA~Mpth^M^D<$7UQcV@qA@(mWFgDf}cKNLZ)>cFQI*(
z^~rqaUZ6CbhWG_?t&nVib&_uKfCYIOQ6k*@D#qshOq2Xi=^sI%@!?4zLChhT)EZ2`
zg-0OlM$X1uRs^c&*Om&VIN#In<|Vo_FASxLqbY<nqHp4OQgwb)-f2zmEDHa+)nZss
zs3NvYUy9ZKH`|euN1&$mv#h4MDE_z)kL}J+fw392nK7{*TbCDG_iVv*`tn_>*tr5V
zS;}?lQ+`thuJ%5!CX~@Kj`K|{wN~Hf<IA!gi8whHX>xY3y@QGeh2k2_Q211^vwoTD
zCUk8{WKx#ee}1W;p-C;8RzBj>Gr;X|<NVN|*UzL-PsfOMQl?5^U3e_LZ@Kco$=h1^
z{j%)mAJnn(@zlH6!uuLD3;GNAryO#uv9KG8rP6mcw&Z9>L!^k9AVL$rh&Xq;#p#74
zXu~t$mDPM6w2-DcN;7;2f#HT^;JO6o&p!IvyRx4&_d0gp?RLmQyzW%5Y!U>IwCa<%
zat1F1B8On|hDMmZS^3uA;$#`*qMBoVJ7DpN26=d-mJwJ9xInKdsc=e+<h6C_v#SLD
zEdd?>^)gSGar8mf)0w5237s+Meet(4zkaF>UDf=3x&AI(1C?k_En#ejyNO0`o5YC&
zXA~#q_l$utN^j~D(KpW;i1{x|M>u7n#xu;h$?pQ?shK|dM))`z4%i%jk?5A2@TxFs
zAG%pu`}rWdmL~iq-g{9u&@w|-MB>J@NL22)hT`pP*Bxe5f=xHiuTnYBIv~w`eEiL<
z;5r4TM$^o)y!Mu5SUFEWU~ezE;Yz^oBuqCj{?M<H?DqZ^mLX?2q9b_3{Vj<riE--m
zuMniRE(!YF92I74omFTz9ZL03hWJ3DX{IojyM(;Up6>K7Ut2~hTSl>DL2Y^JmUJQ-
zZ)n55Tb(y>PIMqAR(dfzGcSila}qflH-~Qe!Spn~XK&CEjqeqRxD~Nvz1S>?{{}7+
znhn7V3W+v9ymr+w2Yem-FH0^nis#a#6_RK4U&kZZlk}p9PNv!pS5y+P4jwk9<*fW!
zk#PA^+Ve}2>{lkZUnHR?<K{Nyaq!Sd0rR5pNO`pCr!OF=mp$XO-1uIm`PT~9>7gc>
zV*_r+8KX0OFL;5xr8<HBoLO^Qh`nYqSB7KwE0T*YI3WxD9pXrnSX(QnS42jLU6})q
zBXjE}r-)omFkgAJazkx%@Vw<5)vMJweyVpucUtDJWor_@oqsLIRa6}Lp_|a!LIgaB
zItKf|1U5uBbbYX2tcsW1=qyj^q1-nA93f{j*uhgXBv5pdr|oj2*q-Q0AbIuhG7U3v
zrlzv&@yA}*A*Ih4ukqu-20zR|ZkA!0BnD<QPi6Db{Ruqs`?lB7Ky{YD(12e_8hh;6
zu{`?)rDG@m3i7R3j>jDo+-6UkAMVJdP$!m&uonlsEXP&~QJa3dgrLCEi!}E0_{hfE
zNq>FIQ+ul{^vY3L?l3*A!DE`p<?0$5ue(U^W+oLmeZe4wQf|`?C5@a}#59fLU~;pq
zh;qCv*sBwWFeLr$ZyKZDXhO^y=c5wk2$P>H*I<lZ7)tB=zA1v?CZL4g7D~Bg&$=*@
z`$c*=N<;$NeC1B76iiv$xqGKriCkt!+s#obezw_<vUgd;y~L^2Ftd{g<^RZBZ>0mE
za&j3FHEnEk54{_1<ZmQd08`e0NqTJ(8!M;vI%D+S$X?Zc(gyAn9VhQxlr+PbT~G{l
z5Ztr*aZ^C?0g7Dw@m2@#)^BOP=QQr=WG6QsEB-5_{SQdu!k1@lhLeo+zr|*5X%}sd
zvY`^U#Vt2`8j{lC@!CAv%kY?;UiC~9SVuYiE%Q@Lm_zc@jg3U}WchaD&d~f`jqR87
zWGK&O!g2w(qMZ#HWBC?i1;J8>!(JU593Pou-;N5T)5JxFOfBO|^zJg=DXW$jgM)uP
zQ@%G??37xXg2WAUR<<F<BEVRkUjD{Dz9mlUz)p63VK>7xmVq}%O8m*G_cZeOgh}UG
z>8Vvcm_kikg4(Y@om{9a_5u;=RXQ$bk~j^j&@k)3XJGfBtteu}qqX9<+V${GU9qaF
zPfJ3Und!giA90-jo=!>H;(x@;`#H&;tZCIGt1r*Y%~h=>UZ>7?j4saMw~nzopn%+m
zz*FPo@N&D6cF|Dl`*5yV<0`<@Q&TyFY0>n+PPagqo1Sss1tBvp(+OV_`01}Lr(rAB
z$#oy#zzIzBY8Nc$FX7fw^*eGJ`T^>_1)1qz4B$gI$JWe6eCHYU2f1p@k}O8jmN<`f
zTt%3g{ns|oi2<ozjT@r6t!rtoj^&$^<)c|`@+WGmM{N?DG;CD@FrwTZY;qE@a+;ee
z`$(oE3Ct`UwcUD8(%~JSUdjLr)9AwO)*RwK6m}I_o<PzZPnWqkfT8ewyF(oWIf$hB
zRr%rwip6|ZdZ1m@k^}-GR|?^eCZVY{s<Y#DUM3#WgOwIbFQYRzHwb3>lopIpSrWS!
zn|w~9lNr;;Tqtc=Jmmk9!JN<AOzx>cb{C3II2(GEiNx3bz`&@or9Yudwsy*37u(z>
zp{D}D#?%#eCrfD^YKUC=%09j^*%WwR+qa)i{<{Ub*&IH2_Vas09X0@4$@)Mm&q8&v
zvbr%33v6Y`GyM<E^!{H<qYz(`4YOlwYo!89QrqVqn~_UyeG<`f`$`h}E_rK1urlXk
z&{<2q^XJ4J0JfbqG@6xj+l9YUXt5;0NKL{BYB9MPX{^!3vaW5>YVtA#UH7OSPhT*t
z=)vNtj`eO^^k+F(TBfcr6nhX$ri^|vBB!{SqgykT)^t+p_SEbdkg$C#F*M41D@}4S
zYL#*F<0WL{B6|N4uBgySylx8mLl}c<rpgAwkm;Msf5%#SRI?4gJ)%w-fvo<-Z5^Rj
z9ldUP%DJ^2QF9?kg$cvkpI9Ud5;I}+&mkv&1_UWp@Fds8LaeeZ>mM4%mOCyUZ2Ur0
z8|o4DWX8e0UUeYR1Q*h@$mRMq7&cRh+<Td=D9*FLNeMcI&TQ53-K)Ve!nLA;EbaiS
z+o|uRWMe>K&&x7_fs@0)d2rH|`_=KX-WESGcbU%U;%M)M-NDR^e;9os*T0qW^`0_R
zj<fg|(FCnRS{Ti%FT-c2E(XeDHRgpr@k+!Ysk083T4*jt?TD^^ce?-NWH#{8)C5|8
z8OgSvSc2A%Qvx0!Igq|AZN=*j_nCYw?Eq_mJDSO=Gjx}d@1RTmV?rvgI1n00N=il!
zDQ12ql60ub3g*PxA&$g9CE>hODkX0mmuFSBrB825;C*NL(b40faFkJC9ZkDnB){cX
z8=;07fY53#y_SJFL@jf4-Rz{1fGV2DYNgi9IHz(D(Ms2)RATjOxzFKSmH+z$nh0`;
z+%A_9rbvPt*t9`MM76lM0j3;@E?Mb_Gi~PQH=rb}b<yL*?D?e*#;HUcctZYb9zv>`
zx>-7>5=7tJL-W-RKjS3n=+C{+A1s$t6K4<Va!D^WPS~4~*FjlU-Jd(?Kzt+4oi!CB
zM@xDV7<8<ygU5w6Dw3aE{zfqHogFQkzVzPU+4i1r!VZsh=E;+#lN{!CISv5>spqp4
z5Ypx{U3u?3C0i_^zFuB(EEMjfwMR;rTzxB%pr~687&;~f>8;hgvNP}`pWMD0oS16-
zNf&+$a>z4zz<Zf>GQU|{j0rSQg#aMf9h3wOoXeEC<`|$5cDw3*Qjz!!Se6L5(>%>0
zVJ2898WH-q!E9#cI=&1cT9MkK<kBR^G3lTxW4r0S23ddbc4&L_D5A(OD*gcW8Jwag
z=L(^T{&HD58`HZ*xug+-i0e<UZhRCsJ8h(ss{1{!AZx$a^#fTWNx4<-$ur<;85;St
zwBwhNa=ZhJs+I1%OWPVP+mg2j^_qx+*r`pXxH;V%Zf-&jSDMaz#%b;sH(b0K=_RF9
zRb2!aMn>7c6HEyr3BQ}3fxT$DU;hKN+}~0t_^4lpl(8<mJvyHqNEA`{$}KvsleDzX
zORqTwvxR(*^vLgLH3~l_UU7ar4J81X(|h^~Xz~P=>RD@X^dZG9ROQQKIB*^?T0*dN
z$rDtsPQ9RKM-Ez4XZVhnPtNaYu?61k4#Pdb8fKls<vsaXvLixyvDf)F&wIZ181f#W
zT$Gn`f0$B|h$oX=;;JYS4Dfc&T?jI$$1!C9@|n>UfC?XN(xF?)TbiDs2(rxp`p&`&
z0upFBZ7t4dR=?S&M{HoLYGYIK=EDR1Zcd&CeJ{&lj=*H<#$bFUq)YUSO&8Jvxxmxn
z9)k6^$aAR}jK+p2#hOw(<kYI4^ouTBwYb_nBF>5z+0?l-wIohj4KalcVuX-yBJ3UO
z@Eg`7Yw@boQ8FkcsTENmF;nlpv-x(>`4^3gtdAykucIO~5(!^_UkwOr)~MLl^A>SW
zL&&w%&U&I2RMU$W4N9#DIA$rg+re8LV)%B381*7fC_&#t5cwk{&3PWV!luYTo}7>o
ztiel2ylGJYpEFzIDep<w6vp%Fh=O<{y+!jpE&rl&Kq`Zq=6i+t*He0{3B9aO*gFQ5
ztxc26?Jt7bWB>~4$gVmFL_-_=OQRQYY-C_sujap5sJzA~rOH~pE*~uBtSda<b)5Pg
z^%R)ASiM+0X8(3)6rkdpGY+}j`%OZ1Dq4G&@rXEs9$r+gG}ajvCV<wqmI<jpbURwP
zLoF;`FFeb)3Q=<ldi&E(zpW*tJ6@7vdXL!Ymhe4riK5!z%zHxrcTV}-{Qj8j+tj%J
z(wt$w9cn5ikA1wOSz4oD0X>N}thm%i80;D=JB$&p@NXFzBbD+gPfEd}cS3HQ=di^=
zU1d#`-@b<UyznTJ#w;uNn48#%nM2dx9dER$Ng1_1<i&F8y`l~p`^dgSERd`jZIYw=
znBI#Nin`cWBIs&vGK9D9o{2GbxMU8wxjN|?tT1nG3}c;;r<!a`X;o4enA2I-)8e4F
z1U0afO!>NvZ7sJFUvLi@y$t<)^ZY;oO&m~Vo7_Q>e@{=@qm?ylC|tJ3P;<IugZ=(b
z8|=rEd1H9R@3y0`i{>SkS!IS<6nXk~>KJ=N=fZB2rmrPIs_H(@<%HR)vOhM8c!_As
zdyhln+?XVLO8rdDU&r=pRNh6GiQKC-POq7MdL0m>;?5kcws%p=EUMY~>sAY!&_SiG
zAdf@gy&7fz>?fKy&of6ohrYDBiNQQ>1@X6P6gHJmFkRhA{`V6Fnvd_{Rl-ugh$Qp@
z#P<vid$X`o)<*b`m_O{R;J@nw+8O#J5NxJt*B0fIVsX9A%aV|o;eH1Eg5>OlLMYGg
z_bTdmr;wD+%R~=HY(=4Nx@)a#EkSJ;Z*`lq40|92x8n=n@Z8Ce1@53}4(d1QiNd6!
zUAl`qFWD5jWD&5CU}-l{Q#(%OB_Sh7HR-oufU3v>&aD!?xVNKicvup9w8_jh!$6_N
z@gxmUMVE)^-2~Ppu`Nn@2&n>rrv%28EG?kS<&PHLJj6%X5B2rPB#`5p*KNAxP86CQ
z@>V{t8yN(|3wv4Ap6+f<AO4I3r6nCr3}<RKB27NT^a?Cl4O=J`eFReZ+Lc-FC68v5
zewh4YDDgGC>&uq}kqCi+155Zv_31BK%9Y7;3zo6=84}a#y3p)-!)QlWaw)4=c6^D_
zI7(ayA+-;8cR>WVt;ifx1rGNEs$f5OT<ZLQ-UO}a?C9&g+mV1vep=di?)QYBwn8M{
z<b$2-@Wt)dRFkz{5}Awpvup#1vGgD2UE^UFg*8;K^sSTPyJ%eQaTFm=ipK22CUECV
zzWse!Fzu0zGKquJgxWgyAvOn+50d^_xFIY4is$~QLf*?WB^A81bWQw;uj0ZZYb+!R
zcC`qbFt-8*NaBnaWatp6vG??!0l`jlbh9jTH1D~Fs%?3Vezw$_MBAlew?hN=lUw^j
z9;O>ZS$a!tf8+|4zF*B>#G5YXzu><vS6ZtNbrx2<S2wE(5?Lt;-E>S;m#$x`w4d>f
zlv28`K9to=|7|A3EG!h&rE}7=oKrmFjQ^`xgpD}$1aNUx!kf(X3^)nPi@JH}|82au
z>KCtJI%7sj-QvHa88;~d2Fcsthhooz7z$h&bgFuS)qNXwvPR9uB5FyvW*L#v6&e#3
z2^q1E%pA!)ntrqkMYr(bds@x0bX@9M4O}z1S#%w{5@wXN6jLX1HADiJH<1BP#?6`R
zh9=oJNg9(*X}llV#X0*(dr`Yh&?=Fllc?A+6x|Qc(id>tk~EU<I{7uB%Ov^lM=GOm
zYKm&&q)_R9h?GTn4)4o>&sY+ORW(BwUVLlhmq3LwveLJ$I83Z<nY7q;eU4PzbF9no
zHNlebAFL1ep=O=sLVe6p*kw)vt-~%JPP4B%-+t&-zTPgh6iBPfuZKtHu1Ae*H`yNb
zMzSTk&o4XYf16YvzP(r3jr$bOdY?cLVZ(ia``e}3_p43mDRR7xg?Y7J@8H3L(y&Y~
zrv0F4u-KqnQ>wop>3-L=g5a*b3H^W^kJjSh)^vr_pG3~8HT{Fgl`RJQbo<$YT1VX}
zd9F~QGrNQ{)LsCkugcq6u9FY(QY0JR3n3({Q4oPF;qH3OpV$bQ6i9y+-}MKr?>m(0
zX^|NykbYYTEJbbk>BOyKfXMOI$OgT7SkS&XpK~&04FIVNp#a(K>0y@7McN%e=K9Uf
zyM62^93w7D$sRZ7wFKNDjtabk&ghEyMSF_n5|jUCApduW<^G?a&9IMyo<g$9f+I`z
z+GGJlQtAzSac>$EKeXr!<u4-j^4}#-Lp3sFnl(sF(0zeEjALApx(09DX~Vc<nhsw_
zI;j@Cn~DqPvnTkhSgM~ie6c~=MBt23Pza)i^5ik61(py`q;EJJEn&d<-c9SyetSE)
zS`)`-;wTX3ir0tmVC4kCQ7Y0k7@=X$@-;=GOGkZ5NUBO=<(0^R;p}YwE<i8Yo3DK;
z;2vrH4jpeKGuHS7K%fW$-*`w*)lAqGTGkW23ZWapIijJ`pD9ryS<*KYN3H#aN~2DL
z*Q>~I)VOYSQF3ZW(E`pxFbh3Wy3r88+uo|nWzt~LV%&{f@U(H3Ok^|-`YFB!0R5R2
zEpl^VY&Ddx_K8h26GV$*16*E}u;2K*o@^%n3>Ia_f;ZhLB<LA)ep^%;9zd)^>wK#<
z>-Wg0%T?e4O=Rz$&7an&aGdTFmzNPh)7=vMhv8CU)XCy>{|!Cxm6USjVQj=qa$YG&
zHplRdzjkLk+(mx<TL?PG1tu<6bCIcDPim9xJQ4BEzK!>U>HG4m@0W<Cr01AaTJh59
zve}_DEX^{;KDB>fhSVAI{*xbqc{z({c-&SYkxrU9BHqr8J;B{->NS(yO@VbTcubH#
zV<KClyPq&bNmseOMK!0nWy@_#3+jUU7haWM0NDR%Ip?_fdn-bZEP}b%Fnn{*JDve(
z!?mXgGd-I)WZGhJlJCWZOxLT`&5z0|n|st`1&=gOE+Px8+RUf9Y{Ek&;%NUN`&kn^
zJ8)sO<d>LgdOj5VXcO(^ozQZw7txdBHhsrTq!ZeCV9>t2%{$p_`Wei&`xOT-Difk>
zIOw9(@KmYvv-d9hcg|XW1-BI|=_AP8OhiZ7-WOO=>x@3xQs-I3tzfE;4=-z~QVW55
zWSmwzLYr)%B_Mcf5?Dmi$XDW%Q<xpLBl!NsOvG~S>^j6Q*^eGtT9FC!27SAg6UhKk
z-Qbpoz0@otJp=lyi7GPen_)Y@A^Nl8VkjP@TNN#W1khjC!H+oACGKWYQh@8L^4tsV
z?d8|3*r9YW6|WO|Jx>_Dg!FT#4WfihbBO6^y_IC(i;Q|~kXn*hjjOB9G>kF&l1HYv
zZ!5UMhkAnu%DQkeQ^{G}iwP;&8e7`@m&&p=Vmsqd`wP`ADq;(uMY**rCY;^D8|rmo
z6oS&}(<Mh%7?QFZ1%tvcLGh~Tnk5A=>leDF04voX;tk;wDaI10mzsV4KC5-&sX%c+
zW9ZnM()w?2jWAh?Hv6^-dxulK4^$2cOb`D>ocDxIYZir|wkxf<D{^B?`1p(5*_xW^
zvNu8Hgn){MSDfi6eJU_@E+xE0>!y&oO@A(fpsL)Ru<p~h^~?`dIzlofh<!Hj4)(FS
zYB{1-;C${%t~3_gDS=0{4yPs20~p^AJLU!q=Q4rz69*1Uv0uG=#L@P8mkILc&1v|g
zP8(*QvcniK|BeWJ6*m>8RdR0Ux+R9IHCvL)f$>j~s0O|(Ay3U#e7Iht{rUR92qQbY
zLvP`0pKI$L`&Y$Dv`rx2VnwN`J_$`*FP*hW#WVi3Hs8fQ1gZ>%)7NH*Y@$x_^#KEi
zy2(eOSdH)!oK3~0;b(sRZu6Y8bCI85R9F{FCd!GA+v&@De;N{TGJ_wN7f;UtCgkK%
zN|gXI92-*1R6~8Dy22E%2gaQc$8#ShrHy1(A%(0z-G;VOf3WEl3G~@bg^A$?V9A@J
z)uL4(0iSx1PU#rsh~g4~?biI!sto&m)yK$~IaSEF_^?*j%)KYdlZU!9>sj-O4Q;PH
znPpjhYMD;oM&?@ePtJ@Px`6t1BV1is3#@n>Zw%h1h)5I>>)<e2=55)&kBFZ{=i4s}
zy+jN5lD{m!i5tlABy+c&^YSN#+ms5R@((M@bwetr+)<w~PhdIDwW35q`S7ka4YU+-
zqMg`>xbbWILV(MpJGuA!WJ54avD%p$BY;dM<U;*n7XiG|oov<~JMXrBHb4?P3q&E0
z5#NO);r_Ya`W|}U8BC@#DLK6p)j@(KW%@PpqJ8OBU80>3&K!PyPuKKp)9my4TOtJF
zK8&!ryMP#bb+DHZ%Vi|%`}!tRQk!RhjRJ>M=51bGHwpqVXaqJkD3ET6P?VxuS=Y)_
zEzmod7ygPT;>+rJ48*O0Vz19&QoSE5%l5|~5avd}7}X67vO+fwH5&^AwY2Ijgb&Q0
z@t%Vc#0)9|;VQ>ZiC0e?tef1>CK;_hg>8$G_({3NRKYbz{#nXMUERd>dxDAy>~8Ad
z2*eCZi36#_oF#04b7eUpo^6R)u8l)H$Q(*#3jZkXz~{D+{5_RlXZ1n+^gK58Q-Hdc
zXik2@PGGan!$@QMOS;1mrskGFa)JIUGu{{S2GibyvYI6URH_2H9nL%w79F+8PUBaM
z--3XGYjvGq(m%b%Wa4NNT>6WLcDvqGvX(O)lw*KCxc38s!xjl1_L)7q9j%DiCCS+b
zT6rnDHyxEKPZ6&@D3<OeNL!G6l@+l7qR{Fq)vfJayUQ@IBcd5{q^G3PrIj&zg3=Rd
zP@?vX5gIl)VS3jU-6F5c);n8?X)neM2fQ?<s>E%gaOymAm4j5R_n`#zDMnFJRO?h@
zG_7dpFFxe+8$0#`@20N)q3a&4lURi>1o+A_0||riBhs7I(RNb0Dk<y^SL_s)AwRcl
zNk$!`YK=FH(nYZ(i%?8fK%epz1u{;`r3S57TVxUM+0OKVuRR^(byW)lc|D2O8K=Mu
zv%=ioR?{;DS`2@+T>gLerXLNKOGZId=E?oFH#R>%umwNyQpbqO)$1>}t+~$H`Has8
zLZ8%;1)T%26NZpk=0@FRPLSDa&PM>?+L_9wpBuM6*TZ~wGyGq;j1eb0tU`nY8P=+g
z_3cj#^JuI%!<G1qxYCW{*am0i-&x%L{(?wMj@tko*$K>VIJwMEPQodzJ36W+j>7r%
z`K<8ECp+qQi)`%23OseRJ@QUp4AaOniOQ@$e5~|)NA=DaKFY&%Roz}bN6%1S`@^TO
z50dT^T9#<tK?8fE*aW^psBadB1PwnNSm;cozh#aU7}f}W%=Jo<0>CbjukzLcyh}u~
z@S&Yj@9rB{&v6cAaW=su&j6j+i|g#;Pg{}4#x1gWb8Zzn?oh<qn#%e{DwYr09Eo4B
zLeNBC8xYK-|Ku8+RbFT*JFEBsNB76P!G298-+F4##xW6kQB<b8H5GT7{U&iIzNYa3
z=Ba$LbXDX`F)}if8N-l+Ur$qrRgU&*h0)YR=;~r~+q)}HP<zIC>P?_dV91~gb#F-m
zFn(0PdkUI{nI8|%-=;4!K~L?^5~FOH#l!YJW)+#hI7pnJLH`nEtUpZfR^hOARQ6Rs
zy#H4>f{Dc&bG1Apoq7E};5;~SO*%e7na7L`1@`NVP3mC6g*^7a4!y)d<HKoO7XvSr
zwBftN`d<buFpTimL7gJYz6qE&C!GzuB9v8D!BD+TE4P<kHo2xuj!*E~vE4sl^Yst>
z*&{j9o;w5JV@H9Za5t}9<u@|zy-L@dH<R=W*)QpNIs|U1S?#Hc!(>m-{@g&BiKJ2F
zEk00k@)Jop*Znu<d>kd3FR_DKE}c>cCcha&Q`+kZ>v>fEEHYh%)4Rz3fr^t5o=G<Q
zH}<nfK&sO(;Gi$+JJ}q0ekO0f%X&M_o-#oQvPWee`&!V)0Yzf(Q2#hYh}J%DAJd*I
z^jmI>l#9=q#-}j!2Cx(!U!PH)xTqhCxs{Hc?Zn4r2Z_zfkFnJJx7Uy%#gt!cU-{S0
zMK;f*E62H^LHTpbqg8s6h(Ozc2<-2xU&W65H<o{0ROj(VUY2<OLOCoeqrhK9nQQ5k
zxuDy62r>xhd{6QAUh!4mmc9acu~(JLp>{8pEOT1gn9rk4@VF3Hz&gS7<Pdpck`^bv
z8r5AFc<;Kg<8|8YOCNLk4bmS6>B`;tG^iiueqW(Gv;8l;rZ@NasqozhH5NjtShZgz
z^73jD+x1GRA5KqeC|jbTh5DA)u#!c?KStv4OH!d6LvXRd!>d_~>>VIP-0{1BBy4|s
z2>zrJf&|94m_G&yTx`a5VC7<a9b8}0amUNxFZUicS=uXr^d3WLz6Cini@%o=6Zwf;
zt^hInl9%5U%#8@I)4rLOb1tMs{0zXR;TeEm?o=VrvgusV!$pa5X%GUik2wf#>e(Uq
zRj#MMW*DLgN@rfURv^#h<>xy)oo&Ue<HoNO#Bt!D&(C}<Mva{(5c2|FnOKlc>7m-`
zGVJBL>2fVfztsM=8(7#14ORic=-$qOA@|H-G^#ryZ_!aZamE=s)sEJKxRoa)XUxJF
zMqUs2Fv)uY!l7u2h-vHtr79zbDd5MJ<dlFgf`Qc0*8b}+4rzcrqH1hAOXhk5XSSRF
zlybO2n9`y&e(<~ut($Q)ht!~)zhga1mMlNOWv^&W57X#CP2S}iAZxo7z&yms<(IJo
zS6%I&bF$a>#syDycQl=mjQ(>Rac1Nj$nUTQAWRt@^UZYbvSjH8HnjWq58bN(Z^s@7
z^tEGrj(L#5@UPxYlSAp@XF#HxtKc`j`3Ed4pWT7p2p`f`0fL02yT-!`njbP|%+CN}
zv^GO`Gd`}Po&n0941C@BmU+2v@uQ8?#*rE1Re;g<4243;FOL}tJiW7~$ON|eB0Ryc
z2#@o-S<KwM<jB6rL)!`=Xx-#05ew<z7NcOHn5?j4om5{IkbJ#{n+kouKsEVT(K7y!
zw}`1@A%fZ<4(@SP9MKgK;-vC-{X2iPf)Y-;$LLAoZIHzRxbf$~2}#K|dR}KoM**ia
z$s6k@V_`_i1y>P!jCBL@28r`LB}9e~O(wu<_6-`<v9$^u14%AN!GWt1E5!Y4+pV0c
z#(7`di62<vWMb3-J>+8z4pPv{rOwZ1@dNL+V$crvqOG-(=?8(a>dm(LsbG<S=@Xlv
zq^|V0=d41_bMQa0+F2B5!$&pIfEu5P8UHwV?7Wdz!nUd07tl{)rR@~wa!5)%sZY$(
z=Q!LQNu=T}@Zp!FnEBU|(tjx}9iWkkX^9{Z8=%W17-{>)%AI5b!R(Ifo49-zawp(%
z(8p0fg}%R32!GXDvUf$;Nmg?&zlcEYV(GWpKvx`eBrLn?+FlNNf0Fuy89bzwq7Zda
z>fVgvcf|Z7f>4Ue+kVC!l-A-^yJ-1DSvxr|AI$0uVZDP5jP99UjY%3wDg!Rcyf92^
z0b0LW>)NV<x1ny^!5WLvB>kUth%EX~kCNyl8-6tg-dELpY|Fo^@XTLw^Eorn`Vcr^
z3$kmOO3F>I`XDH~FTh*5ojr3&CcmHnG_3w1kH~wv)km!3hz>9Ksh<P;qo*=Z$<>h{
zEw`Stzq0F9lB<btF|ur_5$eJqlykpch09epHGeDN>Fo77m&gyX7LRzChBLgEe0ds$
zh%HA)qWt;G1T@``c?4ptoZv3bsv-mM0WZm|e{=;AsCp}oLa*irJp<)a%3ea5C5I$@
z4-89=y7fVM)0e^1Z8hd$+TBLxk_g6MY**O!9b`vQHsF1Eb@!)p2-BH!f@y;VEN(Tl
zrkvcC<QH@q`EO-4NJM6O=Wj^wh-(^AYR-*KvGLl`=(V@EdXH0&VlW~+pff8$w26H(
z^}%}t7rT?}_B3W`z6<e@fA|;rsqapsbZx)LM;PvgE$$^zvO#^8p~p1~y6sglQil=u
z()UK}B5es@7UXjXn}7MXXVc-15fd8>X9fv}c945B2AwDc^oQ2wHOeB+hs=MDllfCq
zN$ob1vfV3}>JMy$`Hk=UVDr|y&f@BKM!HQ}3<vo1xMjceb=>wP#6ae`3__UfJh8_=
zO-<>Zl2x_8npOS~6vd8n&xPo>ch2cU105c>oW;1tW6lkUoaC9BwvWFk*OEM0l!D;x
zvFxua=rV3I{lsjLx&gH<zA4CPFWYn{Op0kQos0E~qHrB-|Jokm-hu-O8J`%w523NO
zp^y;ICzi}%ZVZ(=rr!Wy-MsXind0nec9_@6tFwq`MqvN&^q6I)@&$t?AA+Xe5dG-V
ze@vz5I)GuJF!$d|I6nhO3zt!+ZS%tj+>UY**ZE16=#7!|{MZ3CDSrH)+rO+iM&&kR
zX<rHUv)blIl9(y$@E)23BP>!%tEfpcIYjjCZ_Fs#gg^i_y0T&X6Gud8Lnz2%%-!Nx
zdRYuusC{-G%O`bd_62)W-o*sLI!9)yy_tZllqfiA`y(rS@WemaRN<f1!2UP52A5I(
z{+g8bfc-JYDMkRhn(fsY`&pdWSiVi5NtsncBAH#)+y{N`&hAQzpu-M^IL<GEUK0_%
zayukF9tN*9K8Y)f@1ta5(@a-9e4J-LMX2rWQcM}E|5WK~!l6Xg*uI1FUC4eMTDx7n
z?p{GijI@c#U0S7=8TH0cGK$=S|JJMb%cD2rc&`6DYD-;i%Q=?>kiRgy{&CR4fs*~&
zeYWm~LTCH&K-^s0Or7T{X2=rfvaf*pfU=Ul>cqcqdLc+!Cksz8z*=7)Z%AaWIAhtU
zVPp1N*&4A{i5Lf_!zlS0s*;bkN4F7-5q{()6FRv>(b^XIb0*q0?xYKxxZk5cN=Q^r
zq^L4fSzVXW^yC<y|IAP1cS$`V`fAcKMip&a+J)7)9*)VbVkijD%CbVi|2Pdfd27%&
z&ki#{E+~*F-qX_c+PLOrt5J%|Wb2h~<AU3Xb34~;nK<St)tp3kb=zTM8(;^kYhbPL
z+jj8_6_Gi<r147#Yl2b)!`|^<_L#dFKN-ls_d7bh`XgK4L>VvT(zYtofAyyBrJv@%
z?ofe{c1p<PY>TH!&g6<bYVr*DxYHT^5LW3^JE7^)oR4Ypq2<?7WqxP^Rg<X3=OYy0
zN&XE))mHC)O{?<)Q>-5Y#6i5PVzoWG)0gWT@^=6-(#vKDI(MUG$kF*jt~?v{Xt9|?
za+_-^(hjl!Z);l#mD(w$t)`ZrpZ(brU3Nvg?_EoUIYwc+Ga%@tj4rY9*dL}`@?MmV
zMDZ6~L|MgN15(IlqNkHh?)<8Z^IR`0GVBMl%qfaF08p^6HN;f*iG*R+|COH?-cZ|L
zda_2Qy~OkO`1BU~H)4Npg0^Fy0ZZbEcI}#WSLv-K<W?S*zx<jEtRbG1C1`0ct-=Er
znOOch>;61(TI!M{<|e+t#&RDe0`Jy`3T&O<xpN&2%v<vXP*tqsY~+V`6E||p?wa1#
z`?iM8g1$|CaUqXCg7Lj&=$4z1Bqh;`0SEv%G4lNzb6Z)c9quy3l7L@NW_GAn=>}QW
z@o4iN&ft|)Y@xbxG4jiuXwLt#?@1s$o6Vre>pd-1>&ZDQO4kH;E9R}swC2^p(*)e#
zKx%&n54*Xjob-FWS<*rEshS%}Xa(P}vIQJbOB~gjIBfcYgzJ##1F5k**MH&dEu-RU
zx2(|u0)$|}-3buf2@WB6aCg@V?ry=M2<{Tx-6goYySuwX<<@(o&wILiobLO5_nsdN
zsy2I2ReRSnpS9*%bFLbKlILvVqr*OYu@e9oiwOGeDMkX$%=eav^IF`M{aLK;O3Se-
znQtVK;2wT(HSM08=q+w}dF#0N`o=oiF|aY6Rr)u8_1uMu<P#jo^EbeOH^)ZC_cy@3
zjh?WObVnZg&$yzB8fLQ>AS+EkwOnY4?v=0tIiK{*=iyzDO$W+tjh!8GUTY!_I=yXQ
zUi!iY4Uwck{P=-_Kvl8K7G0cEXk2fBC~2pJEW!`a$c|ZtbKv19fT|*^YPwd3O-`b>
zuJ-5Kc*LwoLt8EylW|^;+g>BRrHAa<ooAE}SLN@t#Hz^qqQeDSTdKuODee0!4^z%7
z`DvE;VF7Ns>AwL8e8e;}$=2n>k_@M2>T8sW8?uv?)@(icH=TXFvz4BzR87qYg$(nH
zr_qBTKB?_f*vYr>mO;j3^%)(PIx-XQU7uw=ksEkCFEPMVd|z{}%*q4IZ!iG^cuQ|s
zp-Es!?>Ii-_WoDrn*R>~^?y{Ps=|lVE+?9Ecrn8iX&C3aEm22odw#hagMzPtTIOgM
z1t?C{@mlH0g<Z{ti;{xLf>a5y3>N(cNN>o?=a~wZbj&s5md271$E{da3pK<Cty%W^
z1b@LRya>7br9UGcTS*PkwQ$D(-IQ4+g2@5_8h-)~Kxvzcx(s>u2wLsE;-|2sRn$@T
zg6yb0Iei3vS}!%_y2%sD*4Ef>Kwki!nNf!dOoE{+z#d2;HeG)1gi#Jedvy60Xk}&p
zwl?B!V57yZF-iy?h7$Tb_$G1cM15tTMo+sb<4j-RCAeI05dcfv0U=K1;hD1zez6$y
zX&lov*-ct2xRG4YbO_#!Jk85#=#ovPs!bU;1PLQgp)u6<_>?5eD*Q?&1Z_miPH?Eq
zu_u+c)?hZVj3W{o#>*0+P6XU;-2W$G<z8(Nc=(dDAh-Stm)<3F-OVFtQQ3<G`8U9d
zF0b6I5B`Kj{n)PcBV#(})rWW^4RW7^FDol3Zw=1Eg@`yzfIPSPKhUYKsajG)81xD9
z;+~lbiax<KVFem&F(~!kg;Ir^Kbcg0_|Vb@Xs-NZ0%Dex;IlS_uTedV&C)nTrmT95
z)fomiA33knx2xVjjJYba-eL1FtmU|&lvKo781bH#%AbWTJjK4)`_xT16OBv$K{khd
zEI-D_wuc7grWyJYiRzDT6QOf|WnO))x9g8JjI`Z&dhfe^+52TFF{BRl;c_y&GU6sx
zF$w!ABxlSATS<tB$n;2nbjmRe@%e$&`MIhl^7KYw@CDW^3VBV}q2zcz5pWwc{ff=>
z;<Ep;G8dGZWuYld)z!5IXVZER;NhiJ^dbW=;|g&?ylxPkI5Sq7+IvY=Zzo3z20!$-
z!HCS>qP3{ae^4LSvf}n0%l!Pv=$%zD^@leD*VhThQ4+hV>L6^Jc2eyYh+|2A>_f^_
z@82DDuv8&NQMFU2#7B3o8-8$_k^}&G*ce-ca{J$a9*k98$$VFD_NF$GdSEc*L`$D#
zigT`Km`uf-6hBbORw99DUwjTEDo#|RIGp<+c)$1?VAd{bP_T5Eps={uNyse5To~>v
z_;dp$EjqC=Wf=X^-_(-cu(B#M63bO|15*tG9BQsY>XF=5_Lw!7M1e0MWfq<VUt3l2
zkO-*AeKxdW!AnyI(}P(@(pfq!gFsS-{IS!t!kw=E=OJ$5Vt(bh`u2PXUwq)=Ojgeq
z`rH8C1}U^dYR^~+(5~HGw!EfG7Y6bDYxPYL8(`XwfFo8Oe86F0X%x!Qc<};DV}yv8
z^&VoQ@N-OswokRIzK1`Z?q7v4-(u($YC)X}Vj7_xFf+3<(keAm4ETFbPC=wXZ?4oc
z!m{jp?qDeAP#2s~u?9#~{7z~;&t&+c&KdcU7B-k(*&yti`ELL+fRz-?-Xggw<?2p_
ziq56A4<Aecc7qup>9KW(%BV$phxM681pr_M<o!kIjN;QH*fht-?J{k3{ki`&ncObw
z`PgPx2i9SY{dGM!a{c9TWqB3j0A1Ns@P2?}0wx6jX)gV@Yj^%$??nsR4BNAD3?Icm
zlaUjS8qv`5T1)>?!g6*Q+co&a<w*=I$o6HsNjDtVsAF5=?jnj2+bHSTE^f|%Sap=W
z>zZxlV=Qm4bvztRD8_-_#GxZ4!WKO^eggF<J9|^Qo^4M%wHOqvH!Wjeufh&O41jEo
z!Gql%Xrll}c7-1nkWd7+w9QDnZi-x(#?6|Fm$d%7b%N=Q3fTC9Ck9rb^%AK;jrFkk
z4T76%@VA<J@9}Rw%LezUuYvpX=6j_FPj56G$Gz;>)-3JI7p-?;K7o%wA(<yp{nROd
zqWptIwZzGzr%Umcuc<)gJvt#T!PbY3_6=s98-0DqH~OzB<gjkkgSe+eiZ7)_b84=d
zceGqrKXs+Scj|ewHYW~UaNoLORmRv63nd1bB&0j^J-<10FV@(D^V8m%TP?EG=ll9F
z{Ew+%UHyY<pH_imkBA!s9V`H*5@o`t9J81&Uld|SYynSmh!0(TZuktu1d)dNc3}V1
z9QZZGFGk>}@j8Gbhq%%l`ztXN$Lk6+*(aUTVG>ay^=A|y=@O*3V(;vVh#V3!3==S|
zjfl5Ka7J}PIyMVjfl|}dT+GYoEfmO3yve457o3Cr4N`z?CmkF0j;Y%9%4JAzCP_-n
zj~@423M8Km6M>*oO;^<^y1=&f6f3D$H?8n&)C8Zy6x4V@s7ysmFOi-n#$=kHeZ_i>
zaS5#ZA@7hTqlb4zkPw0BcB3zG^Z2pzkYfS63QYDJ;0EbAl7FL%yli0R^s}<($*Y@!
z<(QUxEe2zy(pt_LS%;exDYn-wqiFL~ir;%)Z<Z;yHet`P*2sX@s!l12=A{Gvbx-+B
z+xxx%YqlcbW^wFP%41ZaC44x@7_wg(2wpA$GR}Kbh|=~}>)z%yl3blzCGSEMlkc%#
zX`ANjfMe|IDB7p|R5Ks6j9-Ed1=+FcEDS6R-Uf}$5x53_31as3hAx$d|HOWduA6x?
zYKllHcr`9p4;%bi8|&-?i+Out`s0N7k$NVV@T@&KAF|kO({nDMo8Qqu(=cq-g^0e9
z!~}MHk<apm&V#hc{ljq$;vXpl3+aha>PgTvJ_d#|R;-xv@|vvEp=vuSfT!Q{AM+h*
z_O)CCF;eN+eghb>?TJPN4|8+gJb&-Fw}gDCo-OHQdUh?PqV=E4q+-iR@Zc252pI6d
zu!l=_cXze4a|)=*o~a^-I~3Z=A9CNP+4nQ=La7g@>c5?oIX)ZL*Z6-T6%GV(yvu=j
zvi<`(_6%)Kn6QTtaI5DK5-1iKRlFg|wO<wz|7065zqI}Rp_$qgWqss`%eyc2SAO7P
z6>hPYw|KXBm{5sj)OW-URuvRzR=f=5S-h~+Xv4RvyprH!bnk=m?8=+tVH-?Wub8V3
zO7u21F5l#6w&}=8evS(yag4ZX^(Drt6Y;a_h$|#4BpEeD>0=Z=gO-!NAtiD1OMJ6u
z5hDIB3&k<6<C=Mj!>Vqs+P<U~;ykcfzue(-n45MD9@=dSh6t}x^6QuDj(@^dyuzI5
z_(va7wz9nf6pm94tmscqta2Laf<75U7*IrhE{@Wtfg$;Nv7hMJoKRwS_bT@W0gto)
zEq}JGbCkFGJx41X+(+}jfH5>=_kYJT8ZvVueGFL)Oc0j-H^A#77HTjPC~vck^XB#N
zGzTKT!g~eE-<116`W%|3&PwI9=$=D_ZuFR&eYQamr?P)Xr24O3Lk0MZC?ora72kHF
zUmrd<4(arn4MXYaPGeIB<eFH!QR)}x%*1w-y8`jc+po;!y;4Rloah<{koXNFHX5Es
z18-J^@bE|1sy5DRv<`6)iWpATWZELP&r&G-CB^6w3t@5yuLSfzKAH6X280g_7g@?{
zi9#*gnV41}UHQyI{1*5ueVW^Reu+A!$OV6^ZSaVYwDY3rX-Gu=rFJ)N03PTdj(b(>
ze)29y+YiYb(YUfUFe0q-Y2J>$Iq(PrG?|$J4S+;-X)N7uj4Z|ReTxO+4VwZpd+^^b
zJ0Su&>3#zkHdM6YNKVB&e2O7H3e`Y8>A9OzQy7NGDVf?+M?6%#8z;V^J5q?=Jlofv
zh8mJiD9Aa$mNIbkOm?G3)C_bgquK)zS`AF>r4H`y-CJ%}O|T6irle&dzX4QKzC5%*
ziIBYXS!JXcSwOkC{Oql3&NT<WlK91Gi{m<JiqQ>2o$w2O4LT9kV|RIS*+YuHYs}@l
z&P@3ai`e|LG60#abX6jQQ?;&n1gG+4S-#{Au>@S<%^pxzp(0Na_aR6WpRuOm*fyMV
z_9j(2o}Q9eflEqw_p50APo?OzN>b=g92JBDG#Si4I`b^v`vodA@6LF^^^%l1JQetp
zP7TZvf2<Q@#dBhGmL{dlWZ~2g5|UUFxUw6A1z4<EfN`dYOfIpD8yYl*BBgc&<euMO
zH2nrRIjH4aQhY5=5eO*Kp}|#i^&WmtqTw7PxT>U9%g-fJUkln7uc-ljoZuO@!6nw`
zN7)>F0jdLd<l*@YFHP>(GrvwvPhkR+1<&&ra=?%5sBf27u8Y@?c%u1LJ^Z6HpUwWN
zLsyoEr6Zz{ohH9Jp)WgCYVOAU`f8^p1c^dn`PF2DRj0~J8QFHVzf8uUyxVai{thv|
zD00=4Pl2fTqfU*znpc;WPEa3@f|0y~gNR4yOq+@Xw`8_It$5a_bbYfCcEI29Sy%8E
zJWYa_jwJjgV*ev*|J#qh-5lgCak^WjLAG-it&RW&$_Px<u}YuX+cr<DDXXz`<Mpd&
zH*89~V?y!F-b?Ud7ILJLR^=3#B;y&Drbs=_3{H&FK?v)Jmv5;*pKwKHs&i;TMmMqx
z>C;t}&-N(zund{5yPiio(jM!KX$LpqYO`Soym%tGh)X<M4hIV`J9MYY%>6vMs1<Ub
zKE?eZL+sX+uj-zv_CEr*TzYsVAw+Sh!I>AyJPXCQ)Xm7w-5-I_$)-NJmWW2{xW!cG
zJ<XNB0V37mlJyYV;GS5tQ}i^{2Mn_%UmgT&vWC#S6lD-Qo|*F!;FfY;z*C)Rp+8Gq
zrZ^+hTyJ$5)rX_e0K8#zDi_ej$v`_^JSb3Riz2dCX{>Zq<%{N>Wd<QuR1^YniD+O(
z<i3+ldy1gslov}awVownXbl|he(gz`b|s7WRxnI@Ayq&)FJ82~?CPL0&A}@XgGfk~
z=^VmYEY^Q76LqJ3dWVj&)KKTeiEQ*WqiX{Lb3i%%6Rig`f5<1&r?7#k71!YI`4q8A
z7~L=UW4Gc2pig!OcoGJOnU;V<VfZ|(&`qtw3ieOiEmrgOpt%O>xi7rZJ{>^>2VM0C
ze`eMI<qlG#4G~VqN*(D|=gK~<WoW+vlN8tY<)EhH^BWr?3pPis7U^))dy|jk-u`-H
zzC8H<al!xH5i>P()vXPhh6Sj8y|uCZhbbMe(>h(0wlm2oC*U><+1{4B-2J=<>@<_W
zgH<(CfmS~-w5;#@#FrKUL9-?sgSnsJf!Vqn<Z^AVgwZB^r`&=);+P?3t=HL(TLvBE
zvh=$6Qs=n|Q6!e~84&xsVtxSRPNL6uQ*CWB)g4Ej64deLM3gVP$~~i9k3Y*mSo`k~
z=Os-VKz5;}`&wf5^5aw9Yh9X7iW{`qVMcqPJ==>+!!H57Aa)rwZKIBqxA-({=M=tz
zQh;+5mT{^57vTc)ubE3+_XzppxLrpG%>G~Q)>nM07l~)b9`(>}&u^<CTlMJ+T0=4o
z@eVZVhH9yXC%c~+jwYzg#mQk!lvmx0k~fz`XhR;3IB(kq&7zX8Ua7m#;s+_6_qQ;<
zGf71J5>^Br`^o)tBqq&_{yt)|OGIgW5j$XI)XHJPF?$*)l0Hw76P~n$#vsa0r#C9F
zRz|?i4lWf6f^3<g;>i$Wokg3uNVRTfp4?%lP=<;h222ck!|~!jDb7*vv?!K*xs&*q
zidLm!hw~Tdvv#dHJc8Tf<q9JVAW?cV(A-sbZy)^G{Vc~8B3xIo-kM{%xw=?*s>&xA
ze{b%JGq<l+L+F(~`gttpwXm6M7R6_=ERsuO`qmX`4(B6J(bA@?vCUa^hVnBZJ|JA~
zVlOhUDQ5U<eVEdm0xm1p?D&WehNg#j9>hdM5iL4QlLjW*kdL4UhlJ73g-RPGL5byg
zZL*3Fg3=&&3{Wkhuc)|#4bcd?2)zZR{YN!%JV-+<c~dIh?nT*)rp!qcRV>@L$|i@*
z4^a|?nJ-RJdd+TqLOjhh@D%KSb<foxrkwsT>uB+_K|j$hK4ng1l1iir;cfu$j;ikP
z?Etwi4a5%By)O#rgCB=MN*_5(kn{2W&3mt2y>j4Jc!^7$vxI)^`^}0|as3s9IPVX7
zU^w7kb5`iE&$evZuk&Hpz~GvR)3E~Q$Z8P+D}PAHB=ceCFQKVC+{v`~8!O84!Y~8~
z`3pD$ru(4j9K#P?%vO)1Z5(j{${<(Sp|$;jB=NP_(Hk#OA)b*>+_5>J#9B*Kr@ks<
zo%%A<WxNt=^1BKE7J%Z55(gDvu<1(PBK<0BHd6=7tx*nGh9E$`#l6xI_bpX}zu$!7
z<X_sfU@-?jNJM9dy$fSiPXqAF=u2)r(*>E=nlo~^33qZ@A_+YYNyv3mKFh<4sxaM3
zBQvh7=&cC@--5Z*NMC^jC%>p>xto49Oz8_=4UM=>8?A{Gh;I}etKR$uARcOZbu?o`
za{V@vt9!>ii*`6e3F2;OU)oG`UA^>X>?k|?g1pfM&IvEE&9-(}(x)jRc-5I8r*u=H
z;IjHOB!nBLShAOQuXH&bL`CM%L8;k?&0iRZ0^_hZLE3$df4IL;ugrqu{%R)#>%en?
zPgQ2K^#-?|%*qLE;fvfL(+gCT;7JYf?6k5P=f&!>^qb4lXo)}~Tw~T~e`J8eq|w*Q
zmaMIHwSW;lVLo-_hguV#^TqO%)+^`6+6n72oh2QSZj8JcdN+%*4oVXHNjwVb=Z^U-
z5%SS@5)pWWaH>R|2j);We{xa88h0&ygpp{6tTY)ZZ0bql5$c<SX8hhutCBTWIb{&j
zZT8|CpVL~7Jvd7qZh||zWI;P`H?VES7&C(-TH@^OK*_(K(N+2oPZpUQJ&Pu6YWfL)
zlABUgd^DHBAFHD)UCnY;4n=?BPFuK}bO#fwE`NxV@gds!_F#mQ^ek9vO!&rPU^D8O
z#L*+e7sX0V@si-t9m6Y8j*qi|)_6ehFpQ)P{P^evqgo&RQ^S0+u|6W%gf~A!jER2q
z=){fshNw!D#t)O`R2}~}AhMPTd8qz=-s4>FRVTeU+3d$%7n5KHEF_JWR+z1QC7&&K
zA{b!M*R7Tz6@Hp0wBd8u^7rnw!U_6DkUK9V<JdhTey;?6BUzH-(yfDnnAbkb_iCd+
za&=qOo+kcW?5#o~+zU{S-C|!VdGtoRcm-D@bhOyrdDwKWS8RMd{OP)`{aBZYCYsyf
zzI1T;@^GJg<!}St60f52E(`Dp@J<u3SKAKd>LQ(aN>`9KyZJotlDqP?f8JpysvBzx
z7N8FWK`TJ--?|atpib47GK0Qx@cOv~*R?AIw$|A&%JU--GXDmc_z}<6hyoy7qSgG3
zNcgiuiAL0;TdhtF&8_R-AhYZb$P7VR@|tnT;?=U)C729W5$K1jFsyPCL|U-KA+ge9
zotFQP|9a59=tn#QRVV5I{j57NfFId@SC;e}kXXXrGbFei{_v~N0X%AD(Od_ruw?wk
zi0&FnE0v)P$^vCYiHrhtis$dJm(nBVTx@eIzvdC)+KOsGxW`CF@V@Ab(L|lal8R@f
zz~$3ePA0?n%MC;r<pq_IH7}=Jr$alhF}+jWA~VSiPr4Z&Ocn<cf$@KPsQ#o{;$%>W
zjG^f@|AwSm_dS;NjI%%t)U3xXp)ue;f>9Ko-h@~p0e;m<#5D_h#Kw5{fh;s~)cYTm
z#1A)RC0a=p3}j9I!jx>JF<eA=5(5+$MG^zO4&M0G(ycRmeCzh3J#(42=VTusxs+2t
z#RLPuu`agc!GB!hYAe=r-T|Go*4H{g>Eu^N?gq+^3Syi6xpGsi+{G0|tyQ(xXITT^
zdwKY$e&PVXmAjHB0Y6|a9+j#`_+ZEN**-6XM$hPQR`BJ02N;ndQJU}ca(DKhxnf_o
zc&qI$O}hKq(RKIOJTGo#VPj@P)K-fog7ilg2CG8sixSWA$2yjuxozVTSF!qhMd0;9
z-txz&3-_u!XkVr&48N4UW$oEIibxW%XbOJDI&yuv!YJ7BEu3RW0qpJQTozl|F&CGV
z`?3~>75qdX?}ATjkB2;L%Q@yDCl}nz*gQ@EScgG=l;){;r($M9g~egZN<FhivolvK
z^U=cD^RVg^pD5?j=%%bp@N4x{nd(yC6rwr2#AXCJ_;c9=JWmE{b%to7T85Xd3O9+B
z)nvfw`!3Y-mFIb(=v?!{km6!y04_kO@E`fY-}45@Zxo}R!W8EMgR(d{)Q78IxEtMM
zT~&}faQ6zsFSoI8Jb@$kBbG6pZjsYH8n26_my@Kgp6O&`#_>3nE)Es8M+P&@qXY@<
zX&!5Xcd)&-!iq7K3l+)cqhK$)XxXk{R3d>-M=!wT@7*Yve<19<{AG3J&<|na+9Q!E
zUuIA29th{Q`s+41X0irSJx<U04Oj$vH?5=m2IL$QlU5y|-)NKm2AHbPhC=AAp7_as
zuUEb@hnMEESfxivdapeig>Yj0_`5LPDn2OH{S01nVvBU6Fb?{&ekdV4%9OoYb3LtA
zJv6-{31yO#WtZ)t2#|@v>mAAcP?{5!?}sUNkJOTxxw;O4m8NHoO5T`JIr(4Z;%hb?
zc60q9ty;MchLk*k{pWdG1m;1H`2ryUu`eai*S(sVp^UrJd<2BnRaKyU^<;-P)Qu57
z!{Wp%D7R&s>#!Ehn4_M1(x<w5w@Z<W>uk?3FLWo&G%%Q=+a!3*7P+xqPtuMca^gFc
zd+TU#Jo08H)Ca*Y7eiIk-=e8~ZW~xVucbT^90tKEE&trc@R$4br(F>~T3s_SD66U2
zO03U<{Z$U&mA`_z1~nnkMoFS8Zb%35*WN2@6}8JB$BGKclD5#P@AV+|9_8kTlUp%*
zoqIu4lRy!(<V`iVVc2PC3jGiyx^y}4Gd}nye3=8)y23>X9{u;Fpon(&$xye`;8NqO
zBf&;DqR>rqn37_i`dDC@I)D07eU}K`&+fkNA449@d;y9UPm%dWCRnTKJr2U8L)Doh
z9%vH*10~8(V;1;jvw05_w=u|PQ*-m`km40j^uhK+;w7Qu!BJ2}t`<<0YHr`PbDc0c
zy#fOS3a&xvtAQxBj@E9>-TNjBi_d~=IrDamN|<s`xR}1}*a<=0#g%lrJ{k&j3=U?!
ziTM&n6}>=9GmLHvsGy&>GQ5N<_0(Y1<_!I2=+Dj97v=b-GC_Gs_#J}SYA2aiJ;D)|
zR^L3d_|Sth=c5wXXTe4AW`H>0;pwK&-6LGxn%=lJf%!rrh${kwC(%g~5BLzD*A|(p
zI`^X=xz!T;)3$tZmNP&lZ2#q>1MT6Ig_=E1%hV2MHScXS0FF!WoJ`T{`cRca4sFrG
zp{!`#&Wm)!*?IVv8gb)^;L<1J8>lMv=BUsUdPeWQUnZ-Mc-YRNd(xmDzpf}}Qjb}*
z0$}qZL(xiovZ=eqqU7@&aTN36%~zjRAn*^nzHpnG1<igNJl+t|PSZ2VBgtF72{^&U
z7tvA&zQgRL%ttf04~-P70}GiDv8(x^H_<eEu!WVCUz5*mB5N$=lusLlN!0YGvOhAi
ze`>b)ug@#^(|im))oc05W<;>~s}CWCx&Ey1%h<KHcdgG`)vw{w(;T<BR*X-0lr~Ss
zI+7&ewDRy-lM?NYiW7hCsE6l=_$98tx0}#AOnyqDgwXW;yQezH4r>rJ5ufMd_2gmL
z*5ZaBi$oggi<eP(&_Af+|KHQ-!o7Hd&|G^gOl(6BNTbJC8|j==NG<sg{ZC<+B9>2Z
z%(4Rzw6lnd1rMRUs6_OgZ?X3gxFk$>Db&v=u+_^*6RF6lgwKGq3ZzD-e>Psm_sjvB
zHFO4;ZbOB;Sw9hr7V@_{zyHN+_o8ydER0o(fP_|RM;`b^!8gkh;EV}H6d75bYKD~_
zht_F@ehQ+Qp)I_FF8$L||IbSwQ$a$O2Fkpc^%&og>+_QI0lLF)0R6D9<x!<|P*BQ>
zl;jBmBw*@_j$`ipW3Eb>h*<M<MeghkCbSE8b2arh7o+*tWR}U6n{O9l<<TX}K<v+Z
zt0CGat}9lqD^99JAvb03_Bc`z(-~i1g!8^kN%}ICVSsgWNO}Yhvq8a)k8*|p9{2G%
zb`LAdf#oqBA_-U1h%E_YA|g3ML0#biN|kVeWh=2Ef?-Kjbt<8Q<B0%O8kmg9I*+6?
zP<Sb<jKce7sT>3s+--Mv;?%?{f$#VwMc9`DrBC!<#geVX@8Ux2_Rv{L;aBt<s$d>K
zbe`hVIkS#!JpI(;8Q@P_${o>u175i|T?s}RZxvBBYc?&mr<TEJ%O&RY=UK?4>T2Iy
zXysV*y~gQg<?0atM@Et4kw%f9vm<EzeBtv%om^~8tUmOPOm-tlH|<1M7V}FMr}Q-d
zb2LM#)+whr2N<?=roO($i#t4_<oanOxD&0FxDe-U@q-RrmKVrIIQy#vuczehqF^3`
zj)b^*3oGhKFr(gkH7HFx4ll-Z;gR)-CR!W)$btExJ&;ui=AghGb$OBvHpmegG((yH
zah9NFcqO&I=E6<you6K25q<Q;Fqd&6FN3FIH%m}ldH)7lARZ@}gKM^yPP!@XL#Iq^
z78pT3KH3LP6%z_#wEMr?cD3(8wd1EzFhEsd7m2$VcB9uif<(wVgl@(cgZdFL5g`vJ
z_`O0);lex8eV>Uxj<NqWJ3z1;Xxfw+Jh<yhAY0!Fw>(l$dUv%0nVGc+%>Spj1;wW?
zz$VD7>D+>zOX$hXzGVMON$Ys3nokXNiI1$bJL0@5$p{Rv1ZQ$Bu^(Hs@8?SW1|*IC
zbKlATgg^f`e=nEbQq6Z94}Pj0z{`zcu`X_tjP}>}c!A6!4D)oJbkc%M0zs;eXFvWh
zI#^2+^S<Q@pL4shn-G$j=R@{naOcGhcD4Sh;CXqP4`JCbNfsZfKCF!j1J&ToDdXIj
zbf~p1Zalt)cFlm$ZYaNGN$tOA@ge(!3BU;3eo@-WuZwqVV+lAy|B)IjF}UH)K92Ly
zVNp1T&4_;y!3O#w@&X*$b_V7}CnYi>7`jpO1M5NfGpiP5=xr?-)^xbpuW4LIz~P@+
z@pIcM!KVbE%c=$I^Mqa}9{5m`$@2Lxb9?e|lgORixD>u}1wTty*%Vq5RMEfcSzf3^
zi*LD=Gxf1aQnfxWGz=6_AL=?QB#*OK&|*2)&86b0N+Y6L$$4acrm)7tJi4-ha=qy>
zoZ_&EO1#%^G@71Ne{#pab<!V>o@y?cNXNSxxM6+>Q43}lR}jStZB%@ZstIA1626ll
zyZ+EZO_ZL^HT~`!v=5sso@I-OdKcj1s-~pT432-T$<fvbzS=eTh3C;rn?A68&_U8w
zq~#i^)foe9K&Z>AkCEIW>7>*Tmg|fQ0|dyyt6y53<!(FGry$2y6eQW2+PuOFZZI6n
zdkRMq2#H|SYKAlhe#;GiwQsUTO*~rWvUR24-sULVJjR~l;{YOeL-F+Qt#EI%HjMtE
zq@}8<rP0%w5#0RHjQ71LN+vRR<@;?S$(r}CVZW6LIG^tf6g9J^^|QN;sd{1j+0w}o
zew*WK-!neP-Urj8zWIUOVi#dIRb5wxPNa!D5Pe#H3Rxx1;pbi8oEhRkxi_|!zXHpK
z9q3c6i}1CM=C)bI+U->iD5Ln5!IrK98w5S3O`{a}E@8KkT)Apw9B<)UJY)PIQ^-_o
zO5-O3qEq(ygxU?~YWd}Dv3E;%1y8;*3to};Lppo@sVDz$9L;}s3_cGtI1k{Ui=<z_
z)K*FTN}}4VO}v~5kxwih=a(CG!&|p)6;}CjVA(-lwITS0uHc_m_PhH@w>ca%wDe0>
zuwhN>hmWb9OY{-;eM5wqUI82>ypPUTg7?aqQ&p|leta0&P-{a}FEb>^LInSmTl~un
z>|e*W|8>Lr^ZCk7GK$Mm)gGw@i}>JgUhr)QoG0IRvdg=bXBlcssGFN(je(C<H^jHQ
zPf?*xZMt`Kjbu(iOLDBR>MkM67TWtnwmse)ndQg#Ja<3$rLVdQ?&bFbiNW~|+rPpU
zng}wkR;%vG<G$gZ<Pf5cmEeUHB#1GVy5%u-U-PX4>A$9YFHPKXT*JQ9b{{cCOcVDE
z*pv0^FNEmMk6>MWBAg@{oPZiuh`l^Lxza6+wsMsB9P6%heU%UX>nHQPMl<rB!)XZc
z_lZwoi&J;C6k)k-i{5axEYeFnY~EKdvSVSQhtk^nw*Os~_4`&M1TGpaivI!^QR)2>
z!4LDM>&~rgI(1DobLHF3@FT2j5U_qvO**fO5@#uM?f9u`wm_EnTuGx<@crAX@Z*Mf
zkz{>^${4o!G;n-!$)V38o6yk7my%Y>@Zhh+5p0_H+Mou7KxaTehrn#=wscVF>8wN3
zY|{<a&MtSar!Lom@*LyQ5@Avb`=-d!hhp09t-z}Ej{0lYK9>!%t72O*Fx@3SWp)2I
zlk<oTnlbpIPj{uXlaqow)FczX0kluF$<8=*Kb0_o0&`=*b$kO`)Vg+o;!Y05dT*Ab
zw%*7na-$L(_2h{+5kee>$G`KLKAAkbdT2DFR1O#f?ep16bl%;tuQG}QU0@d?R}t<i
z1ZTEleBQ5$ptB9!qZAjjO0EEV2Ws9mr4~uQKR0o_nYgJ!FmN*y)o8fSlq_1wdYYPL
zAjUhr(W0?Vb?UJtA8?rU#Ve`HQFZ43epU|o@{t9)?d1!M`xG6JT#Z3m(W)CoPj`p5
zM@gb$A?+l7Y8EAybIly#Iy#(~w#7VEH(1w9pgOJJ0IV0uO09V83j<Zoh5;W+bS-MW
z%EzXyGNoAUL35EJSVq-bfxt^?{>!Qfa>Mo|do)|&PV56Vrq|nexn~O<O!KO~!Z0kz
zoC;<@1?NR@<P8b>!<p+h%Cte)Fku^vu8!;=s?T!5;|bh+8)|to*tp}G1M}>kAoXF#
z__7MC)RDSo;e=3dI>f}&mEyY0odyO&c+TXPMXAk}mX+!>v@7PWI&loyS>zZ$H+;0r
zWgHXJcPFX{Q*|;f7Nhcq@uc?RFh1d28HZg<O$U1Sviz?|{fOk5Z5Wwn^@1<~OQjZ1
zf$brVO5}8;@tPmAV}nEchYq@D2*UuA4atlQ*(t2=B>ZMT8xb?{!5f1q+nqd^<M)|z
zzM18nT5<nkcl-xEt4JJ_P{RS4YVoBS7@n}7O?tFHp(HuD_)bwl%`D-Cf2LK<?b4>F
zo+t1ql}-|O#SfY(Wrb4PFZv4U!b7ckKGwpURhr2CS)RvHf@w#rktMc$S3W1>0p@YO
zP(xSP%ZjMC)n6hPPnGCcvzAuzVKS0ll&2kr9^&>A+W5B>2bI2s*naXGfMV&A=Djs1
z3Fq}WR(1k%pyq~%XE^i5!+dN1H6G?k)ht3TJ-4#}wXIO6(<(}t5nt}bPPZBBPzdpV
z8=?K5pBMZy>z!tPfmNP{q=Vz8k=|%j)_n!T?A{!oj4k6522q8;XWsAH?h(<k=L!$Q
z%1!O_XJqjqVT&Vn1qPts03{{$wXz=PAFEoTpOhhNj){I-kT70JpJ9TA7)NPZUfrFZ
z-R@YyoF$K1wO(j|gNcI?d3cg0|4Pvjt_NCYnKa_DgtdsY9ie{F^9ii<R@1hB*DN+W
zh-NV?`zg(R9*Vt;J#e|`l}_9@uLsxN>4=L!&*niO81v{=Dks8;i%-r0yP))Q{Z}(`
z7LozBguxB>+wA4;4APnu-Xw;#kCOpZi}Dhv&rPFd2eE@zWtwtm%j6Pxa&7KJ5%u$O
z6oUqE7s3OkfXsY5Y37kRX?#~6%R|QY3m9Zk!(G~HXO{y<-S?O7#}eO|Vo#n*`6LOD
zTP{~%o<Oq;Oj3{gJ!%bTuJv1IA2qpWXXEGnQ6_aaH@(DUw7Q+urWqGaq8M2~;%~s8
zMlE#1?rbYigQUR0c>z65L&|xrGVV0lO|lpNIWpx4+!9350?wJ}A=qXf<@Hl6JcX_1
z@_+1;WxS-aRZ@-K<O!U;4`y5<2$|6q|M4>ze#JekC+5its9cY8ZGbn&s^Gm9I|$v@
z-m8mMcgYZ(NQ$;fN`=?4EBEu3cy<fp(8XP#jVOIbj5{aZo)<0SEq|}Ox`Y84!dw9?
zeki9a?vRSbplD0iZ@}!>q$gWG8)n0F8TEI&J&tV~ikX*gl6ZT~+fsL&5Mnw6^*&$L
z*fCaaync!@rzg25$Yey9r+J1gSL3EjmLS|ENgV|hOyd|)S8d+p`94E42##W>PtOu;
z7ky@r%PKwN9PiOAL9?=quC1=eq<1s)3Up5l@WgBu0z*_<oF$AJp*x}(SsqWBL#Z1+
zF#TB_4GqQBma+obq#md~N?<u_y6KWzcbRTPSj>B1#S2Uhd{BDaam%mp$^b}>QjO&h
z*6ir1t~}CkUQH&DkQP+x1&jZy0+^#-H#_W`6R0p7l~qAD=OiPd*8*%ZiXGB^G%uFQ
zf@n;R3y_2F%Fn;p8&=WARL>@u&O@X*xaAyQn9Ore{oHB#Np$TpHQR~fjl7DM*9RE_
z%Bou}!-2J@p2kMz`ydq8y(XX{?9e`_eW*DSQbozV8K}SssZyzYNK(qXSRVJNNrYu|
zT)F?Y{UYdv<Jam|s;i|HT;J4WLgQu<&fOu<BnYBgs~we^SFHkFO{v7-!6`@Wcp-Zp
zmog`6wX&pd=6}Q5=cw8AK|2z_XhrA4;E2d|t783u+PvR>T~Uw#D~F8Gzg7L1q%iUU
ze@aDwWZ?dYHX*r4^QfLhS5vB5gmftSCF*BM-A?Uv4S(&lny@ygh}Bg~m#2hThD%;R
zXM-A%u*3UI&Z^^^K!J(V?7kqjXA^siL>%RHpGle)*XI(v*Ug)yUb`Rm5=7TRV<nwc
ze8lf2$$xkr8=;(+cc!f5e_=sK{^_mIaVqyuVIlON$m)MQreo8ZD|3{_Zfg9N5#oFG
z54iS#YbaehNRY9!U)g>eP?9OEtIm;mn)#k#uDE3rs$Ps+c^kya3f1RjnO{+8iN8Co
zt1V6@8-^u2L+oFq`JNF@_EY)Oj4lDZVy-u@VDz?1Pjj8&uTk)Ib-h2LKT@o^v?VG_
zSw3!*@D;=;-7oK9u$8Ss&I-Ra#U^c-^2<)er=e%R$GP%2p$2;i7#F>+)?)<$>oRAf
z$8OnO=j+U*`RJ}&OT$$OwU)@{b)RJQqm04NjyGmgoH%z&k!fnGF{PCfE%7tAB`O=g
zFfRpuZt`X|ydPQeEVz$mjgGoYgiu=P9$ta3^?7Dkv$-Yo=!_~ew-w@8LGcJ$PAjKf
zTRFP?nTD&F3fcwgiWt5!3=Zyd6?P6Tuc6sI>7xDT`+Yk#5mCR^Pf0d)bFU}x0mdjC
z?f7*a1ZC`w=JK(fO}1RoXGMYIuj~fLI{b=LwaZo%GC_Tl?|N~MWFaf8hIl6}#v@kE
z{C{Ne{xeqnzkLpYF~~3z>ONgGo)9asPQj@-?<>K_19*sEXXlb`w-u$g_s$iFfFhr6
z1yV_}72v&4I&wbu$*0l!ITDS+w|NSlzb-EN4B}+@8EQRvFfS5-CMIuP#_*Ig_99)T
zbp-yx8MZ@#t`WqRDJ;cD<bb#6;A3LL<(k%lCGfrY2VLg7$uX?BB4q!!o$wroDc(Qr
z=r=!nq(SVA;V=|LXH!Yu_NgpX?A~;CnLU2W8SPdAG3MrJd7+?e^=%8ylHpjEGE<60
zR+ks>1w77+6g(u#G-%+9|3HVsBpY|n+fF9dF@$rb_w*IWWK#wsUMPbpns9JvCl4nZ
zMqZJEpG#h49Mw7v*t9wLtZ5II3vLGTk0#3xCe>z|em>~x;T^|XDpLNi@aWqUbh`j7
z2{OuA-f3yMmNDcs_(6-}2a3Y@!b?d@tA8ttSzG%MhTAtIiVIM_4U}pfVg^NnLW$Q%
zQ1K<(Ywrz2F;&GS{!8F5;cllrIvx)0M~YpsxMKMA9I_Q{jNG<~A{9MrPw~x(xG@VQ
zDI#pYRb^944_)2Ony)2y53+HfLN<<>Rl(jWJq!1`17EcKAXeNwbjqX%!GZ1ycp`ZA
z*~|DGJz;BuBm{c!%t=XO|26Fisqxvc11PCDB8`OIh1@n`dzc}LI#%-1I@9x8%-YS6
z?8Ib|iNO)UR2y68FC=_guXcGGL6yV=XWrJT1JsJ5lIn+XacK=}iUf=A&ZqXnm?#pW
zt7(_M4g^T(+*p)rtdnJHUlO)N9Xsgm+z=?M%O?Q4eok*t?7bp^JcE4`{*m|9bz_>J
zXr>d{tnS)HvM}qCJ<2r>ueC(&&k3~S)dxeXVuS!``sfmbbGDcDpt}r5HfcI`X?nYG
zHyEDkni8l6UJ0@N0=P<E*_fY==~f#FX3tecMmNx@Mh<twh#qAvo(FR>O=GNVVKM4+
z>WjE0>hHx1v*fH$v1Xl?(}8NzCB8`J+r!^qXSHu$Jmy8Qc3kd1%<Vlvb6-sf*Lt8N
zkpvpM#&#>2<8+C_o}_~%1zW&__h3hh2IotubIQx?lcN!M_pL2%W$)pm!N%nRhv9Aq
zF?$u4CXwDm7V%=f5?t-<%T*9hro&njd}I6|m1^e^tDP1xS-O*qi&Zo*qBuLGliS8d
zGvYx_>z&-4=Xbw!-y)mm9YS#YZL;T2!VlCT)v?lE<J9j9c&Z)e5)U*loR&0>Fj{)l
zlj?(&f}^5`GHih@wJ~_)7R11oq!ldYv5udo1N$6%OYD<Ns{@P#!ylYqR`mCOmQT&A
zPM_XfOzD1RiS^xx9nbUhc`uFgTJT(Znpf)X=DAV0B-b?hAkwQQfIl<8$7DnY#V(#N
z*vj93tWyy7i}S&zJL*GOWvo*BXW=l^c+BUf?W<7-Z}<!2r&Gv<lTeb4ytn6$3z+b5
zPq|%{>uwfkz)38&NN4~?ct3qG6!?BccfbZOGirZsC1c;Kpyc`N`04f`)~!T+*{4fz
zGg9?x%Qb#vN{ik3G6qVJ&B#Sh-%DIGRq`Ug#0%oj{hpa%)i{BnGdHPdh|XwNV&;lM
zagi^9Z{Eht%%)&b*bImZT3h1?qv_mK5d*vcijIA6IvoEO2ngMFJGH1G<GB41ovof9
zFzPzG*I-wCY^S>l`-9%Ml=>`ie6|0&!lKciH;EWe&Cxnf-912;e+v~wZu3-F8hXz9
z5v1)Myw-d%MvKwVYi84UU3KJrtcR*(idcAVjW6s}C<=0>4}e)90oU38qHO{(Xu4r@
z$SicB?89Up0o7z$>jQJ$%p!4M67=cf=P7v_LI~A^8rK6O#Bvip?L)U(<39CNDc%hh
zF0LJq?DxwG^lEt|%h<8)J4Og|Q}C&YZyXPtGBPf1Q?^=`kiRDua4+J>Si_#1MD#Hm
zSiqyr(+GZfLpWvbf~F<II<m#u0o4MEzgg^=sl*Z}DY=4}i@PnDd{PZBEIV??$2FeL
zH%mF%r3?*D<b`f~J4m?Kg!<;8cw2a8yTOdXh|kYBA_Fsn3sufXb6H2T3z_0R(ay}s
zKm=M&x2yO8zSH3-(e|hz#HcE?yAM?(iJ0Xy<-*lj@u^I&G(RDs-OHJuPmaAr>5lg|
zKr3~P=3#x)2c<P(Zj`aWH4XQ)Zw7vKoFoBQ7}eW#MrkD|Hd{gDOJP+M$Oe9Cfg*-j
zbI2hdr0jTb$k0xmpv{@bhddEy*G6MQga_~705@1w$7$P|u2Je+cdm}9s+&J+j3`g|
zcS+wsK4g(Vq!zw)yh*NRI1m>b_ey;`X2d;#I!3N&ul(;lUH^h?`|k+2|C3`BNMXKu
zi*>_V3^P=Yc;*5A!?#2h40VXSv!->;K~73REE2e=<uousm-BvbxfR8S(Sg78QY3<*
zzq$Mdcs$O-T5K7ZakFXsx`mYr>KBZXy7#Hq5{$uiO&!AvM?txaxIFGPv=l&@;NV@a
zTV0^|DytD6b|$bvY`KrbNkxm>*hF($Ubs;fn90QtZ+g%7{N>`dA5<qgW1YphWK2p8
zznAzX4d&qrIB&&ZP+c$W;hI2W1f_tf4<%_u)K=CkVuLS^4#1MvhdNcV(bN3EF;vv4
z$+GCo^)pzxe68A}YDP(<2roCt{ES?~Alf)GNF{Cu?Zgtr@8&--g;<*R3N_OP=xf@P
zXbEre#-NNQyevnJj-U8adQ|Ol`^b=|WJgL>Dw{UYCa#5Wg7Qq~s4mTvtlu}q)=$oW
z<3ou9vyVPfW?P(*nKix(Qe7nAHu+I_;%$a^8XJ~V^dPo(b)*`0%6u4@@vXL)ul}<y
zWa?qU;EO9C+WQNRZiz3k%dPg(O=$tYIIc537ag|g0UfvJE8$+;iQ=5+CnYJT2^L<8
zb`m~o#J(}&uf)B%Elw0bpS1qIyrpj%oo850(mDo`d%eX^b38r*Vu0VvC~O!A<i|*K
z8hba!$Q)^Lk74GT=LCRU`H{LirWwNX4=B@0g%P<QInM^(6yXjdLFekDz`+3+xxT;f
zBQC2CU89kv4*KmG{pf6nUO|#ry&SkJk=$e;{W?X$ogyx&#hRHsJ9|%JKadL+$j_SP
zqZ7zMNpIHj;h9_L8Bu~7J4lLfR@$wOKA2?;-7I1sKCGZ(W{<=kh=w12%PO&p6V-AJ
zp)Y-J2;Tv8#J^0miWJwLv&5W@8(Whn1rR_}e)XH!hhJYS8Q&a*GVz}orBp+FqZ<9_
z@B^$#|5Kc}c<OqcIJ;PMV^wN3r!ibn!<sO+fsW=~6z#}|N2!R@VF~Ur7*r_<J}jo?
z@Asn?ws;LAoFqwG-rT3pvqwI`heAX;t@X~Imt`fP8^0(0$dIC%klSqX;b|n&`dQAU
zauL7w(<YDcS<OQlk3my10KL46Wv_q)LX4RaxreoHrZaAh?LB$;k&2LoO;Yx$z8`rF
z?bBF5y;GrqvA!B3I5ul&jF7~LV9mJQ^8R!&x)xwx>X#|!{788txN76GuY0V*^o?|e
z!MLtD)WlynNc8|%fEemX?KL?V-qqL2F!Ola-N32|oV)IiJZ>o*;8sMvt`MHysf~|V
z*N-$7d-MKG%sUw}G)DkCwF|$;MOasdW8wP`do|LRvh$ZC4^(uEgo^>=<SU7;kTJQN
z3c8R(!z%S8<!;d-&VvdwmwQ6okMul_M+aj@dd{&uIA`l_1%}>D<>8&gZxi*>ZJ4lP
zWyGHFqO$I81$Q(r#=n#FYSuQ_t=M2EOeLuBv9H_^uN7PnuXWp45!HS~Vks8$g;l`?
zc&JS(_YGwbV;Ws*=na3iZ6vYaQuWZ2V{T{wEzxX-ae&wfAVYDX4rtwJDk$%!Dj|U<
z(m%9gf7X%x^JCh&*9iQ`oMr7k%Fw=dDK(-v^<5Smrmjqpo?ISTx-|N_y<>)P?oV7l
z!A{AWsZ9(Vxe5HaC;B2tkN_U*20N!f%d%c^NvEs2n|w3wH-P0__hY%Mr4QV(G=13B
z;gzu{Yt#g!ILC8SY`Cuns~GlhatiSge{*q(%k{asge2%Uz;4E(T9cCzy^lSCb13~p
zNT89bbz05T%kni!$&O6$ezLs2zh}v$uEr*Q7<)hgZ~Q?e3c;13RkU!p)Do@M-D7A<
z9K+UhkQ)35cG|X`vBMQt%%@_cU9tdHUs@O{lS!_|zaVdz&E?97%Zo|F3eplILEb_r
z*y-f*b7fCeUsy=iAJ^C&;+>8pO=ymWX#j~Xh~sGvbsi$V9FM1n=LB_&edku)6vb5I
z{>zM}e_ho0bAjXk;xTc2=vJiEvDCCd%Jl2EMEOo|=`WZ@rNDu~&fC(Gb}a3~OFqR8
zo$W8{^Z~<GS2zeEj{}cx+$7@wl-7xgvpT%b%UYDw^3uI6tlpO@Dp2w*?&*1Q{0PTW
z$(wR0>lPT=GENPw8r{~Cal9DBCr0nGm`2=puH}~>hRz2KKBRm-7$RyNXF4A;63T(M
z8`#f>B63%P@A-t!e7PXCTwe`%T!~QSUyzqWulfw2-lbmh{TKyzEU%?WkG_mEz2#V=
z8tp5`iU70Ymw6lEYm}uuGxv+=61^3X{bw|_HS#tV8XMhvA;1}oEn)ORgv!ii<V-kS
zdBo0_=$Zfu>*0aJu9FoZv>L}TmaE&I=7uop+Hk3sy0DK{j0SGI-Dy9toC7}{Cg4%y
zLi@7dbm@N3f@=u7=o&WE4<2qcQC~g*tK%-maJ@X@Qbc_vYR58f9vv;q#V3sJtL)ie
zPeduLxH{q9rwAIecO%X(v&bONRG7`J<dnwqL&y*o*i}VRhJ6$}*{;AXW`0OGb=;dR
zXQW@lW-V4PK8?dNWLB>l#C>es&Xg6R%|tmaqEsyFmdIO^PQt(KPkr7qmS5O_wO%-Y
zmpbC(HWEnPTqdAP|K-SBEHFpU%8#(~3Pkoa;MHwwxU)R-+XihW?2}247!r8vCBXzN
zLng+v$8NnTGTIx=s~IFJSfaX0AA-C3ngzEQp$|1UK>f4N9HuS1X;e_Jwe=D(om&%z
zC7L)Y;ARw$#(MhbHV|hv5jCFk&xB9F07Ol?&15<=b+9Ocb&&1^pC+@*Cc1NCC}7hp
zCZUr&=3$hQgI%#TC@|p9J?j#0k+ItDy7<+^GfPE+X%J!h+?MU&6LDM;vA-|3`OYPb
zxvK0udiY}b#MiHMN!bkkfWA+JJCJcaC2-d|mvIU_!e)-sWi^F1)w`N<ABR3c3GQbJ
zN3M<!gMbrE)>+dhyUmS{2BFeTFucl6f`JYx1t7=px0+v=Sj3Wbuy6_c%11#gnLoBa
zy)h0rf|7bV?@eIf>7;B3qcm0pI=!JX<OQqj_)cvHr04hxkA{c8y77Iqvak5qcCFqh
zZMrtOTkp?TtsLDzZKgY%!Ok9qp?Ty|qmlH%f73W#!B`|1?FVi^gxQ`pXt9v-MGf{>
z<lV&&x1jC8tNcc^z}L%g2Tl|m3hrKjzP2U!W3?M!6354tv1=@#XQA9`G%oFTlDPKI
z+;5CC-d;VFj0L&nw#E&jSB7XIhjdxnL+`v#m7`9}l;!0|RgTh__MVG=Lu}N4Rq14v
z8&QJVT0n?D)p3IfweJq9+mhkzk`r*l3apVPY&TWZ)cc@LwPIv_`f}ItW<IMs_8l8)
zQsF3N{e&#043a&p{&1UcC(+w+ca3T?t0s6tLto15*2S!uv1IG|@Zww`@NGL6v@-)&
zD$c5+OBzk8^9c0Y<7KJ2aka$G7>)4o-X`D#d0H~sOASw&Z%=cfq8M(h-zdPTA>q9x
zc8uogmzYlSQ%CEq#t?4|3x)N^aVNVEmES@TNTRJ93r$)twO!QIx|W`}nXqBil^`Qe
zvTbcSD|brWK7m<c;K@Y_A5!)$d`{o`VPAg=TegYg8}RJu6lvTTay9B8_3Lvg(9C0>
zAu2ag4CIOAE?GD?XpnY|p@~*x2hbLF0Gx|T0;bPBHJp5aM1u)$Gfq`E-a70Sf=u;s
zvk0W=MJQbK+Qt#Lh_rg{p2}7<b;_o{R1Q>ChPx+T;Y9}zLpWp3axO0+!a1=b^|R29
zQNWIABeJRwI-Yf@-f6WEHNu-JEq_zI&|ii*yYfiB!~*Av?)QWDurNgb>*9^tuWRJM
zj&PSGL#r0|eL}-lu&WbJwSr-Dwq{6K>$PnI(${R!6%|%W3hUE_4sIg1EL4f&6i~WV
zv4*sT%e!Hu0HiXoE5~53MVa)5tCb=UQu;f<-E+3>{j#V^n%-#_6(7p$%Dq>^$i%0G
z(ALsW*RD|!Hi#*XMA{`;$E@NzMlmiNW8alx#ru;zrG`QCg=Q*i=FQd0INv*a(r*B-
zP$E&6s-7ybzjP==M*!%)^F)PMTic6e{cyV&@oe!*rC@A|@K5GLmqoNialR=yNX(#b
zZJnO`4H)(3ik6wU^4>(NVfB|sZt?dO^Vp067HK*;r8cG0Vjg<F>vxfmfJxbON>}Se
z12(8WdDYD?`myv=#}El$%?3mzW~RD6_ZN`bC7qpliZYBZ>^%cNCq}<D2CaBM!gkQ>
z_&y2=@k8yGnOeHsD5CiP`)0>dB;f8X?~ymEBEcYS1pM&M&Q6u9ZEVyEwfgB6FI5_a
zOAmDfbyLDF56hOfh-dg?Nh>iVA+j}Z2xBGyL<1hGT2MMkc-D}@x=MtV9E1lYQ*O_d
zLuOpHSF>MRTaCsS`4$&N4eB%!!LdXjr74e_SzqQ_y%9x|qK(6SC-#<j;Z$i-2&?Rb
z!3vY1u9Z3P|7q_!qnb+FZIBX>Ce_eOf-nS-CW3%~)ZkF01c6Yb1VWV_njlCu5{lG;
z07H`!y0n0Tw9u<`qy+&{6p-S8cr&-Gb=O_@yK8>jZ`Pf4=hyjh&N}b=W1sTuXYc*k
zMCyW!uPXKP)f;Wyt4=E`={ccy_PCZ8I3k!3q^AnnfP}k!Vy7^XlpSR^OPpEeP^W+k
z0swmgDO<Z_dx66aA^LmN)I+#>SPT(9x;9lfKs>4ZYE13p>><S&A$<J?Oz4=gGnry*
z8}J(i{2%Bph1!~u4rZ)Tnf@k)x~9v&i(~EcDYubwT+M;h=1fkG$#wFYWG9)=oPden
zOq;9^A}BG;Y+PR+FOyzV@__3h8iSKLx-j?OX-nNq$g`>|<41Ag*S{R6m-m$Ja~{h{
zsSF$}7K_^j8kv}f%%r+<d#7>J(y%^|ZQl1fR2l8?Y1!g~4v9<%!EB^%XkVp>_s|-a
zTM_*Mz}wu8Ue_J3p4FLoZzth-1;M#`NtQyidA7vr8FwZ*O4{AuPm@FW;#k4Rar{MT
zr59HjToe^kiB6FpvE@_2|Jqoa9kjF@ufY?w8dfHnLoOB92WKWqnqy&EUiQ@t58j%O
zZbE$JxCCnM$W7e9NJbnl38)PoG`pPo<vt2X7maR2nRj=AfmHT`TW-mn6^94dycYgf
z-2g^@=}FBhUzG#`+QM}X>Y;20<c*v&3D-M%0omV+X4RTR+@fPw8-C)6fU?f-MDC=_
z<~thYcUw_S=p&6Ml;!Q@KfR>as~T)SFD6##@#%3WeZi%?uc~D07fc~7^HvpS+7HtK
z3&q<*9U|!?I8n_O$qPNAvcse0S@Fv+n^NVbUBKWeRi%mp^qa{=vuTMv$t?|JC#ROw
zeJYE<PG0d?+wc!NUuJR)n&5XbCWGtx-#0C<4MpkrB=_WBycAi9l_$(si{vQXTvFJv
zyyhhN+zcE&Uhx9FsOm~FahmwXK;g{TWPOH6grp=#2D$_;9r5zJm6SdGSUROW(qrT;
z+$*1^c{2RSl-eg{HUo4-Q_~bv_9}NFREx3l?iQ$_%k%6@c>OK^em?Qs3+4&YVCMPZ
zI|f~oT--P8yEH&1K;^3k1+<=FHts&*qz-(Kn0^JJRA&R)BbNk_$c^YQFWq<U&5ysq
zW7)V<`Z5-6pL9PEBcD=kF4zQ<@JW`Ig*vD)qbB5I?qRcqiN2(RdM+KMosNY54sE}+
zyxTUgBh^%%Qvc`Ca^F0*0Xkw#Ofu@M+ZTc_XXd`AKxCex%cQyi!I8;v-wObcKqB6a
z_+>9Xhwn*>w{FgQu#}6xL50nzA&nu~-r-WfQS<Lk!2f|Ya@c(&Xu!WWx*YT3CKL>8
zYrP^k-;7E2HQdAXHC41{7!QRqE><IBY*-q`736*Z3K9Wt+V*3fhnjGpoaG>zQD6t8
zUcUPV5S1Jrp(2v`%zyEzwIzhL$WWM9r<W?}%Ex64FOcfYWqkc3?&{=b+f8P+OxfVb
z;AbzbLx_5aRp%7gQGe?T-RQ;#^mha!#CkV94((j2shl3;cwEWtvYANez{WC-vVZRA
znN5(`!KmI)^bf$VbKhl>ie&pYRIgbUC8?=m(&S~DpQ{I&P%MNV@u?Mdk45`?R<Y6v
zJFIp0LZLs+u|+Xcx^Aob&F0`D7<Oi*zsX9JUY8#xir826MES~%35JVZ;(5)c?Oc63
zPcoN8J6_aRf=OB=8W#lKpCjR>pRO<84!>^ly57<y@eQ-m;sfo7Wjb}LB!Z<;liR0v
zF)pEM3nHv^7eB*zF&IJ+MHDlyGPbWMx;w|YIy<OL1DJ^lB#2;S&R$vdM*8&=E7UFn
zh9bDFbdi$-$H9<;&2;VD_iLB>3bP2*JRwPa<b0<mE81j>LHz(^M>M?-EMeLF&57dU
z(j%pv5jWfInUJXT);p_RBCp?pNy&h2EaEc$YOFjFDXYsHEk_p>jIXov35yw}xu2%a
zb;7SWWo+GkSGng?g4013ZQS!o`~8zhJHlt{g}@@Fa%407tiANCB+jnPLA4jjOpAhw
z>m}S`SAH(i{bISX`Xl8@QytfDA@HQ^QfrjL2z9M})h95gM}~thOr9d}zwO8Vr!ay)
z`+RclWs`@{g#9>-T0{5FF%#niC>VH7HWKZ=ohlRmx3_%>KMIIZv6tZZdIqG~#;8Q+
zUndV`v_<jAA&MGUd%GYwznmRlTp?}Jgq>|;B4~(4frP>Jle_A2_b2<(R9kf;-bsB=
z1@O_TGC}KO!Ssq_j5-#1`I`Mb736>BP@V;35&EDuG%mdIAVUe9Z?%5@KptE3>b)q*
zbl|vreP4I3G(2P76yx#;cu<i+d?&uoE!i{R`93-o2oT$r4ap5TsktsRxSz$KRk{B5
z*R)+9hkfZ91C!Fd#ak<6LF__SW1cOd`@}vEyYv-)8yEL7WT6(Co4Ehvi*|9fAX#U1
zO_bj~MqHKH2|9N-eZw#72{w*k{&1Ke6syT_)pFH-1Nc2(b8%;CBKON&zj&5zs2BdU
zsEpC7gsRZ4dicmnyrY-cRF|=tp6769^Ii}uV2rZ$xY}){pT%at$-X|NpyjYx?^;3>
z?YN8@lqLTc&<9$jYPsp3#!!`tnL0M&zSt`IuHaUce9<vB*5GAA#Ri|xLW98Fed$=V
zgMmij;aV^x19@n3^Y$j-ZZxJ)<g$}bl8g;wS<=Uv_Tr|OIMikvXC=E4+j$>YDhQh1
z_g3{VC9%e3qsWI5gDpdFc{@h-dV=m~B>$`-ai76~Z3o*Q2|RUyy%l~N_DSD;D-jBs
zWRWjsd=Gm{WBiex`k)UcTBbDOg4n?cJ@)d#J9gx}xAdOwoAqGtgB?7)`5@FDBj95-
zv{9)<WyF`h(f2bH8iP<jc%4zv9q8BMhk0y4*4HnfLZapokXMed%a_<4Pk#Bb9KtMl
z5dMNPC0b{nueW2QgE(E3z&O+i-zk#JN*m&0m19u!rEtWSvG3vqdVJdNX)Q$0dndxW
z@|Nc@5&{D4@Xqk!$WEs%juJI2SNlqxWqU=~2wAeIUfcK>J90>~h?D6$!gtX304;Qq
z?pk{8ImZ6v1Ose3QB^XqbuBFMqYD@ql?`V-13oFhk_vsJ#3t9a(%fFKT(PDXG6}Nh
z5H}2FOx%kzbWfWI^Ync2;T9&y)UwN+R(5e{i#bQck4KKQ8rBV-pDCDD3Fauann+OD
zYH&W2)1^w)7H`yB%``Ui-D=rjr&zeBS0>IV`L7vZe+rNEUnu$i?KQy+H5_YgM|mT$
zF9SHny`_o6<UIV}HLI;NH{;t?-D@mCBpy*)hb$(uAAq=*{%h_PCPDMLS;NYBYR`%H
z3yv%SASz5WF1+$)UnV1)weXiw{8+(ycKKMu8lfpF;NHVru?NZB(;<o7?(+e7lW8}$
zn;A}KBJ7NbdZW}2ow@kI^iO|#3vcCkx0M~=t7F!Y_*y30>K0kunNS>|b78(z7AN2A
z$k&u#HblGq+5e1qq$b^U4o%*tuDT@<4|!^s{=|*rd0MWMuiTQ$jZYCM;}MkkoAF5l
zWyEF%C)&%ZeqqbAL=MF3l+07|kQ*brbei}9<cJbUT}!{G15>Wp%y?Z%9CCN9m>ldf
zgOC+em2XveR;MS-K3qL>d3$Y085h=mM7c6OoA%uK=pexm9s5gaJuL6gowo?&(d+^%
zvn1wF<I@)#^d)DMED`0SORTgc0UyhnRXo30gsPWFs*a;Xjm(Om>v?@u=(7TbP|BG$
zmdOk}fq;7hhf7zTgG=UCbVIK$aHC1AUa5f|wa+%FqA$8rPMP%s@?+!)T=uE#nf^Rs
z_(`_L>)DOrfb9Ow9czCRuHNNS4#=w}cUag{vkWez!RKrS-)}|Wz^Q?LF!qs5M>*Qh
z;BB=*?~>u<FDS|SY75e%4&|hWA((vfJjF<9fvyGR0uA;TG~){Ty7Vkh1q|W@@V0SU
z4bASc@p@R*_Q27u(Lh1_mal3uWEW=vLuCZxjsn){cqW0~vd<yDPv+nXh3N-HAa2#P
zbX-ETdD<SmI5f=@(8-`<*lVb&c+bk;7(hewN0{ut%r(2(>=cjJ^XV;5GmQ?MDWuqb
z7X~sP@&DScumx+M2-yDk+2LRlW`P@)>jJja6uVRQ-oDzfFO^Rkqza--V_5Z#`wi>1
zTbS_hN%`G1w|AK;=SVv9@1#c}r@5SI7q5&?BJjQ!*P1hSd*0K6We3+d$S74TCylq;
zJP4bCQST}#YxZWq`3pPL#J`RK(KqB3FBU`Igqz$u8vt$DUu>%l&*rCZVt=aGZA-K;
zfFuQ$JhdH4uT<4LXIsr`R|60T=4tnQh5}fa_iB!AEQo=2)F~%3+QiM$VM=%Xrc3nY
ze=XuDAp1yY9{*up<qz7R{?FWx!{i6R<mHr*rPn4)k)pODBtsQISzbUNFl>Wvty)c8
z-!K$j3GaDGOrz{rV`T-|dlD0BgYn%j7Wq`(eangj>%pk5R8FrR-mi5H;V(`dtdW=?
zAjB;4j=?g{&nwa*$t_MwOm08{b?v@?P#YW{eEcBq#{HHgo84>Rm4hbWRLV@2io45k
zi+w0cJro=OW(xb2%VG$8Ht!WKW5u$4D@@^}P7WqWzz($pBaujT+CJDSz{to7@3$s-
zd20kE1Q-&^svqorkJN$qecvAc?GZ9kD6OAcc40t82X#(Bwn2HF@}9m{tMa&Av}F2z
z|5buFv=>rOXB;CY4B3;YY@{Hkk$_H)Z`j&hJ`JS9SBV_{GIEGf`0N8_&bpZuEXu1#
zP7!QWtyo8!>RCuo;X6`IO4o=;3kzn<Y96r|cm7*$q}8i^>ZCkBcj_q>Z{IG*!Ca^0
z0=7Lpj(oDMv?)z8KaZj%2n~1LIN+5lg330@<Q0ScKB8uG;4$mu_MwxX$a1z`F^eJ5
zIF?mVNRPy?ZPD_D{F%`n=JW>lD@H-@_XIIjgS9f<Nc=Q2nQ60M*eNFF5aBgOO|6T~
zqX|xnxf@``N)G*>@Dff<Q<P64#J=hI4PF}$K3*!?uYCM?Tcd#b4+u>D>9W0l#vZD|
zBVe8mP{k*B?r#6I2C!@$J&pnduCbb{2x(+PY@gIx=NdtnQgSyK%pQ+<xl(3Lp9@GX
z591jpsr)-LJSTsCO>mmy&2I~Gy13nX1xrQHe}h^@lb$QrVX|4Y#)Qn2HXerKKjB)}
zq@<2ogO=v4K5)K6T+w=?XK2~wyUK{aAim>>Q;WwS&~Mg1I4}CRfyB(Ei$0n-@;qLA
z)_pytC8?c(Qk{WZ$1xqP340nirO|^onIM_Na0g!_YR6}~rF2^*hOdD0&cc*lhbf$W
zN<0d&t86&grAxG(eYYGfOby(WPha(_^wF-z*Rlv5T8~hi@U@3!?_jOEn#nczM=Tru
zQ%-}oB?C)?=zx^zHEC&(_T150lAk&ccUcT++I}j1D{{o$!vT3vThBLfQ)9v?LxcZW
zVy4!YMO09Ot^Rm>4cGk{`Gq=4NRoN@tB0z`7nIz==k~atQCsPb`8SCsn$P271ckm)
za_OK|!q==8Jo{R<ED~1{Y#>KZs5)TadW?DJD9y^cJ(}b+P7ONe3#CXzA8AT<vuCX8
zM}h|%=zIz4f?l#rFhS|BCDC0T-tf@brWS^GP6fRu*w3frxdk135d^cG-JTt8MAnfK
zug*lw{aMB{A~`M<3l;oyJ<?Q#*QMN_aeZhJEhR;I-F!fbv87#8w>wGV!w#j=(oIoP
z<%R%k--e0YF7zzb5@|v<)}>D1T!*fVg83anr00B&DlfPuk#&UExPSni<bF5ovjJN2
zG~kpW!p8UHY!V!dK<D)9UzLRki^o_zD}1H}+w8eZiEU@jCXd<%t+%ONULFfCzR^33
zhkh?zV_7!8t5aWJdT0Mcy?}A>AJCKkkrn(`KZ?1vbu?iwjrd#MYhJC`8!&SL@5U%r
z!P<S0Qmjzd;?|W$s9@(N*WsAQbvwj<ulLGMQ%><c?cl3fDf(%GOFDdp8XMn&c;UWi
zP3<JbNoBZ(z|tZ#O380l?dwGU_(lmpgZZf^X<RBmlZwo8Rt``g6f8BxxIQqgjod}8
z)2TH=YTw#N^{ooS_!lF01bx*3$*&d6Fpk>>2pgb*wKX|~fF^eRMxq%KB3to^vZkP-
z%`VPi%B3}>Bz1dmsBRB50C8)5^VtDLDav;XSC#{?;jwr<O)jom>Y5XwNS1Hoh-~wf
z)921t(>D}}1O3K6&6aKOIF}+Vp@y561f|PGx{1I?lx$-iDC0}FpyhBb(=K3#f?_I!
rj+@$8`Vxl1=+92p`+L2=`g8U7{{P1C-x&BC1Ak-S{~rd_e$4+1(%dSM

literal 0
HcmV?d00001

diff --git a/systems_design/images/sharding-2.jpg b/systems_design/images/sharding-2.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6786b98bc70e2e339b89db3ea31ab07b0a04d573
GIT binary patch
literal 24157
zcmeIZ2Ut_vwl=(wCPfhG9RUI9y@!ZM6A|ehq&Mlkh9X6zBcMp{NC_ZCkR~nC1Zkmn
zr1uUX{PFa?zq{|b-#!0*?mqv&!!r|B)?6!V%sJ*5?|8?U*W=go!0pF!igEzj4FEtx
z{Q=igfDCXG3kw?y^CmVnHV)2BTzryS_;`5uly`^;Noc9)>1e5FXc(BeSs55PnP_O(
zMDBC)@(BtG(zA+zMENDT1qAtj-UJN?2L~SypW@an3jVt^clrOXU)QYw(ajr!=&k5z
zjKB>dG;|`g>kfb(^_-Y!e|iCbd7<4v$H2tGzKMg2hw4ys8@Pdnj(!6J9TO7+1J&Cf
zbsoSV!n|{rPa2C@)dZW-nS?(mKKmxq!^$tDYTx&m1x#Inad64VDJZG#v9Pk;XBQL_
z77-N_mw6;BC$FIRSY1O?OIt@*&&=Gy(#qP#*4543!_&*#C*);lSa`&%$b`f<Ny#a1
z-=*f{=H(X@78QS}`dD34TlcBHp{>26vkUgMyJu*4WONKZJ~6qlxU{_TV|8tPWB=gr
z==kLH?EK=VTxbCLpT$DG|5>nK$wh>c>jnk}ItKPnxzKKSq8d682IgHptUJ=G*e1@z
zjQl}2Ngl>$SAM}^5>VSCHFf!pOU5j?aBu&oXn&IIzb07le@n8z3HEonCINhOG}Ppw
z69Hi0^nxuX5ciMv|DQ3q&kwRA*V)&4m$PE^R<b>h57B>i5g>?G7r&{K3X62>CwG~C
zLT55WfwV;UgQ*T@%wT#Md3q9-mo(VbRzJX6*8sjYuOf4TB5QpX;iK3^7wS0X;m55i
zv$`&={(Od`WqsPo-=`mb$%&V_Px}Q*HY6!hys1X`QNJQ0!!qD@0O%UPJpr+Iy7lwV
zc2iV@-q-<MDFX&Mk!--9T6TSX*wC!vY7$d4mTuZSngLeXzS_{tBp3hpa)qV-xGm#W
zcW}PJ{T>J|JFm<5kse3a)M7z{K~h~M-kO=&HSkfZ;QjvdcQ<VHyl_?cAIyN~SrK;f
zVMWQE4Fd8-sv2%hM!h;U`tLbjCNqu1WL*$VLbYz`yK?BT<wOE(lK9^h<fQ4U(b_j4
zMDsPDtvR>)+j8w~C{IE*gCd8&Bb@U$qAC^UEYkL?)W2MasH_+Wx6E(LC}rrHgceqJ
zv#;@M_{MG;^aK7laXv&!MqIgPA2q*6=BazvE+KV#dtwWnjY4w0mY$5_$_n5q4(#;=
zsQJGyT#W=a*zz#wUeXK=qREmx`?qYG?z9i*lqwT;Hk9ML`2AHXPD?ab>4|xmFO`$x
znB{Kw$QQGspVNN}<Uekq*$_``^oX+O8UXH|kNalKNgGt&d&QifqW%Cg0x-`2pz4E?
zIA#_!>T`vY4hk40{+&|oElUq*2;vu-RP>xr^j#QtIWyS_VJ!<k2Ne5h#T3`-g?W2s
znhDy8(KQh59vK;k`3#@{JPMzotC9)fMv|ZfV%xg^WpEXq-nXUB>9ylvoxQ1Wu^1?6
z1)F6}(H_mK4135~mg#`DC{L?%4cs+w=eYAt$$!y14{CZ_HB#ZojFi-zL{(N-t}fjD
zGLz8O#vP9@B97&?r1*uu|1E!XJ7?0-Qh~OG+$8i|pJ0BDACafAXw|Xv{es<TFP{sn
zQ3PF>esXrwQ&{Pcb#SXzm35~1f|~Igw+Z!Dk2A4te41DJyvebVdL4X;JK|Jp)>(u!
zV}6t$)~WM|t_r3hy$WFpbekg(_Eo#JCpYXe#~SbEZ(OElAFzTC#<+1VV!{F?=j8T{
zigWo()y@YA&&_z4=w>rReKJCzlba_2ew5lq%&%hEAnmh_cB+*rPe!b&-Ujd04#~@`
z+1a(itMt4wW`$VI=ew5RQL!VqzzG!_EnC)&$bZAu*s^Ga2<HNCjziXzjk1l5_XUtL
z$(hGn;3JkS0&&9Q{cE5RobC^_xcPIeo`K;o<Q~%f=*HFeqb$t7*(8*0DyWlr`hlvv
z*fC#E@UX6`XahE=@znXHLEe$HYe%C+mQvQ{FiRVkl^OG`7+#;)qV;oakl}2NH+PHE
zfaf848v_z;`<e3Iu-+w=!IZZe8RdcQ$)}@D*ruMvL?@@_f}Nn-_l_>xzQwh&AA8yn
zqqXTQewWW<2ZRdE_Ta`1n1u@VB!uTS49rNp%&{h2t(TfpBCe4euHr`Tol7=&$0rNc
zEnX1H(srMa9!b47BYR&krQ3eW5dDnafS_jSB-!OGVE5EyvEfy{863P|l)kVXz-4-?
z>}9?5VIlO>2{cm|^%Pc*#r5ruMGFlzJmj`X-sP9){B6=hh9cR}I}sMw0Fy&D^5Pm;
zW6a&lL`3U(Ub!Q~^7c~@(GB63o7X^AWNe%9fsoDIG5mrGIO+L!1s4a`z^lvyn(Au+
zYH|%^3;Be4Lplb|3G^WFifdpnHBfZzAGHOVIe!fp(_glq!w2zB<%a^v{<K^;=sTqD
zR_&dnIqZzD<~c)W<1TQWUnj1_EcZO-NY$r0&x+${cXxcHcZ`VQDj<8d8X9q9{M2k<
zC9)^BD}XUZd9&1TRqQ;|2@y-WF3(=N<S``KZ8@S|rJQkCypcR<n5*K{fp4PWZnnnJ
z=dP@_s@*8?<f%9#K_m#%bzq6Q|LFoj3G2I{YEcT<yeRa^9yBb;?6q10ZeOdQf;X-N
z@viax)cO744o=BjYtQv7Z(5Q{q7JC@nnW9t;!;%Uas<nvvI`P2eR&PAZ|--oq2EYu
z!WX8Z@M4pueZ^e*5=LU5pHo-SM@Zxq0MaAm=Ph;%S$5p@r8?~JE#tmqauXpEQIRof
zj~c^{Xav!fpd~Y)daV5HvHy{#e&p(yi@AmVjKwwdSU+Kn3Zd88OmJrfdw?FLlx3yx
z5W~&kwYnAi0R2xoVGcd=s=J!pe$I;$#duO>PW4ENh$zC#Rni>`9ZpNe;B<@LP582t
zM&G)+A5_a9Ctl93wN#4XET-+joTJ^#ofKROdKh%msCa>gO7|?4Ou1Qh12DSd3j2_;
z*icD9RZT81>P@w<e^k<}nJfN*E$7p>d6W(KKhz$j>wl>IpN-^ysP-5_3&wZc?>qYG
zgFf>elmXG?wN5x-=(^E{T}J@R+QEcZJhUzI<18TKL4bAh3JogH;j9zwOJ`}<zXh6I
zC6Xo49?ImW-JC>{ZMe*yS#0N<b`7aTs+=ld5Uv`riNos=!r$)=HS#j2KUQ`_I;)A{
z1(F}F?n8Nmoln>=r;lBdc<c+tBp6(k6tFP4{ML_xej+NJ49*eep+-K4H&I71<xPK_
zdHS*1P1cT7n=whS?{fkwov-T1!R3G~P4znQALHN3&S~qUoGdvN%@Up}g4XXJ%G_%l
z!2hcD$h0)i<z|8QM2Wu4;)?GEX>Rt0nvM8q{??-ql1K$wxMXaHmir4YGr1H4`1Xq>
zHEk~&6^jSntmgqj>7Jxd4W@L)f)k7CJ*A?wzG9E1D{D+Wg~mvAW0I&o7$E-*OPbha
zd?36*zY9eMv$ur3EbP#Fh$Z_T^3@!pNL2JI#bO|+Epk8Fqj&MrD@6rTtJnONhmlk8
z8b~7bj5?20aQU>s@73?a7TZNZzn)5uywQ6Nz}V1pa_V<^y66wjv#)`9&N+lj>@SW2
z#i=+l4iG5&2mX0Y|IcfFb%>t*?|O?No?~xGY5)9<GV^UmJIo$XsYBp-EPI>`-}*{G
zHQL~JSrS0?ch<C15KpdwxRt^yU&1S#k`azxBn#xL%P_Jj9Qkqt4JM6j2A_r>LbJ$s
zV)Om30ql#jYhafCTXUdsgVY-Ug*5>T%PL7lM-%591MXbhUI%gs6>Lz2FBM#<?QBV7
zj#JOg>gD<Jm)&uQ-b$BgbD8X@ie_CgaUDnf%AuEs=NqovS0cis)FA`5AHC;60d44@
z{wn4Nf%<*e(4o&QSnCkG5#{OEZ_6&MK6@Zq+CKO8D(u?dt9xU?tX5Fn>zdY9K-pt2
zGAz@tYe;!HMJG0Yh1&-5n7UNfa)R9~+~GJGDD&0B=jMPpl&w@WC1Ce-6E88vW<ym5
zg@i^0-xhv7#O`G{GC{hY!LhIfp|6YCObwS~8im-@3@YWyNK}oAM^M-tAbFc##J!_7
zG^x1Ez-+5CWPi^CI~5^2<aU|<kR=pDyH7-k@yKM*fv)+ubHa;9cO+G%@?ql5{RA2w
z<1#mGxQi|Mp+R^0kTA*<;vTgS+GI}nJaOh<)IML9T1AL!V`*oYSsAH@Gzrb^Nlw0H
z*LhVhWY%7=SCDPxF?O1L*R5-wVCl@X$#~%^Cfz2N*ygr=`jnMxFW>f=+S#1a9ew#C
zxfVeP=i8m8*j2<PdRs&0iAP1`c7)Z{ln?qi67nsVG~E<gzg5yZ4Ph)Yxo@(%lRLte
zhb>sMo)L&rOSDBK|1}U__v{+*ha3^9o+%;a$|R5t*MN+gS1(d-M&{}m1yf|@7kJL8
zs&_9ouWkXp7AOnz)5`p2a~;b(cy<iA#MFhXO?_Ci%Rs@Ogz%DUV4NLgFyv;QVaxm;
zW7A*2dgwDK&)GXv;MS{haYBDV{0y7+7t0{&5JA7WbPaex#4peS)-Imi7`lV)qvmYn
zzC=$tjn^$Wh4Vy_vZLyLJJ}I-1!+FJS~0iITR4=8???R9231m1boEC?#(-@l`)Pi=
z9&Xm;i~SYHR9$0H+U{+gt-dYY@k)@QSc#tf<vM(C`lT+$3u-erp)iYhjZU_M0f+GS
zS2=|oin?@PvTaK8*PZp3R=d^-OXzCyBg+bB<%@JWJ#nt4KTuee>E)1&iWYH)L#g#;
z!uP+W)Z~nq8nrOD3|<2&Js%tIekhB{Uw*t`k{OlQYJ&Rm@y!0WkF;U$Pk18_4T1p>
zsXPRl@9k^~V@@<UIuIM}^tZjUBA@=Mvny(=#;Oq}=)$c!8vY?|B)E}f2)WT_!d1FU
z9JAqbCGT_Wh<g^enT+xELmd%qRnXuC(J@r5mP{i>cy0JrbhK5^=(|BxS=G^Fw(4|#
zyKZly81hS41!6OuWhQ=dIj6ignz4wv0`O${)Iw!<b5Py{BXa87Id0mXIN`v#Hqi$=
z&x^+Gdwtv08I0<o#%&*inDXr-dJ2tR2dBT6OnsNylv6E1h_eovq$)~+^G+>HO`p)O
z4mF98t_Iu~8xxy)l0+hy*XZKOOc1_Dx>mDl;&K`kUX{EWK$T}JlgcbYwm&`9ji2ix
zp2Rc`kKZ73u{k}MQcV9|i*`&K?TaIdkr-qIT8y@F_t#wxeb`QMFdD9nUSHI?qC#(h
zZP{>6^ty~n_4D+RF@YVQ@wzIdg|xU|44#X^?%CM<3wV$fHfS?v?=*7f=>3}*Z#{i}
zr=I16kP%3zFHvvd(^Lbv^-BIb+3JE)pB0j?(~4A|7=rovRLW&WC5`{Vje~I@Uq=fe
zaN{*w6-vn0sUk>o%f-zi#647urImgS7(%kM2w(hT5c(heU+y!Ed`t(u2A-GjTv59l
z-umSl2G*>9(ptZ>hVok|DgWxYMmI=TA;g^K{CdVkEW8EeQsH9sV}YV<zl^WY7=pzk
zkNU9}F-!O59gBb9wBr3(Vw+tZK7WSoFvHR5Cu7eAjo`_BbNfl({6&};_A%5d(z@`K
zd5mm4g*iV>h|a}nSn2WCk?yyvMr4{B*xARV-@{6apYB>ZFFEa0bJ2cZs@Aq(Z7+MI
z7_qaRE<qdz;nZr5ou}aZp}3n*PEg3m%Nuxk0ng<$WG;WV+>WlN_EAgNkIC^KH0;IF
zo7<O4w|yO$V+Y4pgf!S%*PlY^)PC51T)RuBP;??Ww+O0!T{LMh|2CED-4R3LmE9|-
z%SiR6z1sKf@?1h{!VY@XT?4Mw_V+<|g+1e|JnjVFL^Qy&Lp$2|Rx*+$(<}*G-lvi7
zI33R+MC#&Yx4&S>O{uCBQ?i~%M#2{QX07cutH;Ijn3$2Qg)4?LNpHx=DyOEpP%J7y
zVp_@jMvSTGd4)R@*apO@TW$pt9y0K9FuTp%vB`wCCVmZwuNRlUW=t|kV#1(1{(|Gu
ztyH<887@iVn}IFs!&0_)a{q^o+j<9ej9($8aqCIxS^%wab;!5RLB#b2m55JJ6Vr7e
z-wccjp^-8(rZ(XN1Fz)aUTmU7Ci(~1*FaH#(3WOwj#t3&qrf~|-KmtM=0nJFQ;BI~
zpR9$Jr#@X5K}hb?0S{Sc%H&yvFJCMe=-V1utTS*jC`n3kNuT=?8J!w*wajlSTgo_7
zzxPcLbK<Ao0GAn&HRSX7TFQywZ_0}9#IhC2MKec6<iCpm2!1pi?ro~i1-aYT!MTv6
z-`Aw@YKAQJ-_324qwiEwXkOs%WN@cO57+-tYaM%2cF)|6%1s$7(-AMN+WA9f5vgtJ
z<E(Dc8};dSFe=M;4Q$5SuCWUdh^))HGs{NTwL4XntH1KVDu469y71Gg4Ut2mr}FOw
z$X>Y7wbl9InB1Ftm7Sz<?$P>nbvTM}1Q`~T@kRE=f4(+3e(iv@WekoB5pO`o$S+#P
z7s4ATg#LRZSfJh(m{+CAaK2ZJaVBp@Q89GSaZC8=nCy??*vYKTk9n`pJP}~_W#;Hb
zmjouJ;xAehjLjiTLMbI@zRF`}oudu!#BsF4>7xO!la#UzD#_1V<+^Aa;Yp4~<=24x
zS-6d7Ev=$dFOLeJchohYiu5j}wOY8kidla_Vc32(n?Ts!vT&|_m)VgdnkM4whLdL4
z&5KCjbgdxFD_J2=TaFUHkYVH#6nE&jNk;xHD7~F=m5Xvke}iM<$oCr9R%V$zbr=vr
zCp`kK-8lY<m{>5m{vHmPCX!VDnW2|s%VPynfrpy%thAeN$NXFiY(jJD9BaOT!<Y_2
zcIFmR=l!G?(`9t(lkodVi%iK#L@|6XQom%~YBKB8E2!4BeBT>*4fIkpYa;w1R2`je
zso>xmLygi{`U(31Df3*6Sc^?W$)KAf_Ij$AE*X!M^EJR_u^gMV#)dxN=7_nGTB+@Y
z>~(;w<o)csVK;nacn2<1MK<=qdu68iFjHMmhot(S1~S?pn`_`6q4qUUp_zh=ZYU3{
z-&8qg^J%#XE^Rro9|hb5f1>K&X`{8{(b_|%m%?gyW|U5nyqu4Oie&+(?+Ae^{qzIl
zr+Xnts5SOa)^bzZ#@>;(tkLOF5L5KS4>7G8f0;;G($2F;rH(O2<hP5Wda^kGAp6E)
zq7=7x)7agy^`AX$fo(RZr1)us<><Z8oaV3ztA~{Kig&f<nRuqVaBt5%l@~*2F#PV`
z1X24qI;P}p_DSD_D>EG}_B4umS?rmV79I@blL~AXl>@fq9;vq7dC|7|VF$_U&}22n
zZ=SsPc{?YX?AW4R_wS7~>T+l7ChOv!KbL;dx;!PYOC88?9wc{@f;nUgpbL`qz8b4s
zjM$D!zMP>`Bokw<_AAmfe4nKHcK6=LgV@hO!FG=N^%=KRWa2FvRZoIhV`dC<*~}bU
zs$J0SyZj*x1j&)ukJ*5%BNQrFatDVei@+V7G5eCc<fgxp@UJ$5I8@~K!cuapx@n}`
zmXLb=heStP908HQ6T-)O|HUN0FV)9QXh09rEi-xzY>}cU<Xnd$6mRg?jNfm3vfgMM
z);=qAw_C)U5m4GgT!c^1bZwQp#yNT6dJT}SyDuBzqoR}S#es`W9%OVu()jzTdMhMZ
zW(0Umu@SL+4J^5}>{TPAuYrfktE;Tn0ChPsvRMXfv+P9w%kOi4ag{sVPOn-|D&v$e
zcy%Qj+&F67E*^T4pMRBeBBZ8&b18ZWP8wblUUOn7GwDrJI!7k-mC?p>&%Vz&t5@Q4
zVD3ml(i$BloN1pf$o@kowcN*$1HNuG95sPstV&7yYk*M;h1QJv7555}inHm+qm~Q4
z60K4L3)hc1k?fEESF-WEAe0v&MjuoSTDxzZh0%IM^4tekj}46%gh@dcocy0Vsow&Z
z51kDxOG;(4&lVT84@3-YDx#(hO4)Mmv#??uv-YiT*~!D$nD?qHD|$ekRlLXQlFws1
zsFLTtOy0{M`KUi3Pmw%RHp?I-CnqLGSBQR)g~bz99rS`F{YUtzlwEjev&xM3XGL`C
z+8fSk^Xj{j#`!uMcP73agoRS(ITMqrNw%agxTvJQg_ZFeW38tUz1^W&)R_du#0uPA
z?csBfDyv8uSc0d%XvQ11;vR15fHINA&puQlUO5N|V;dOpaehE-=oJG#lg}S>Ta#VB
z9d4!ega3v(?=qdV8lOVO{n}_2{jU}=i_<*mG<=Oc@58iz;Dx}XM%@MNEWR@jz5RM}
zAh%y{c^>g%HU1dHp1&LFwt3Jml1f>qcn}*UUeF5JO^bz>-vZ2)moC-)?$*^LD0w_v
zck?WL5yr<d|B#Ni`yA=By{IHN1l{F&IgH1aq23@Y8^>mLP)WhG!o&pb$qN4>{zN!_
zioJgYM*k-8t0G?IGyF?-HU#@}0Bv<-&rZMjCt*0>+bHGx>=B;k4BMx%Ez*Mkz`+{j
zmRX7S&d6)<c9mmYoVWRhx_%fsejzJ-Q%!MkhEX&>uK&Ky58gWrkkkh{q()*4C04Y2
z8A*?qTE#&_@e&4KS9Gc5-t1af$aeWYmkWualUV*?(@0uipu*KLATce$f%7`LM{dh3
zCg9S4YtMQ78T!(`Wu~vUiR1GDC+_8mA0K#SvB=)K$l*+qN3H%i5#ns-7-C3JSk8E$
zifCqVp>6Dp3Kc!C*!kd`My!Y(T57*L-x$40i07!mpYR?5<#49^%nQap6_ej9$h-%i
zr0(aucc}U#{Du7w&QcAJ-kijvB@*B=mS`$kYVya>eQu)-Ge>-#@h2f3^Ha?`Gtp_+
zfZM3!*^}xiJDvOyW_^$NJPLVY?hyt7hbMu#E(cED%bMMd5*9*%)qO=|3p-}<G~qFF
z9xgq;F8yaTZXcrO`}s1&biP?>S=!Vg20lB?`#wLn7DcC6q7(xvB(?KCR&fp`6IMP5
z>W<stIB-4$q$w$3LpiZs;*x`kf@%heG`2B)$wRl%@naW`RwuJQ@40{Gd2hi1bBk@j
zjvtS3nR?58vz0m1s5yjWT=G^yK_cdx0gh^WnrH@79Czh+l;1=L&Q?<a|J~@L2u_E>
zVEMFmYVk#3O&3ODOu{Jh?3tKP{rce@7Y3nA#0t!E8s=W<`mUl6c;#F_L9dPoWptAR
zZdBAM72Qkqwl{}NcbJ1e8{d7tIa3=(dE{thJG1(-to+z|XHvPcM2Ul~+cJKT#dR29
z6NNn^v<22Y@hux;zhoY$BXm)bD$1sRuW3P5cBDMI1~Rv0z$Y+N0v^t{chZmIpy|&N
zdPF=G@VZLRrXM6yiUL+^_hBwpm1{n*DM(czasW2zfoN_%J1qqhcoj&zwyGO3Cz^hc
zml7aSw0Rb}Q4+T=5=wRA-Z(shV;Gnuj-I)A4N$Fgu@Bmo(b^BT_D5UoXGY*vSX6}6
z<y`oyoUa=qobyymor^S7LsbWH3-i{U*2VoiDqUj?D|<y;wLk26c|PWLJ<I<@Atj7r
z(Kt}J2WpvjrhW}D?>@Z-e2lLsMw)-?%;>Oyo|Tm>i3Zhg@@W4V$M!ooM{^ntS=NPI
zT%zc`p@_}wa^J3&1J0H!|4GRDBlp37T7ZHf;>o8w(eEmN5y{NG<qPmD`^}jxy)R?!
zxTvi(v&VaXPFwpFXA*B`OI~Oja$9i5OlPmJAt0(~_{m09n16k2F_7s5#)rp2+Vb~3
z5$7`3KoAa65M7)58faUDgIC*8lhAB@4MgVCQwWWLxzh_XbHLXCsRm?0-Rm>b50$QH
zeTmY6mI4H5e>P!=TEf?>?=Ak5%Cx0T&A#rHhncS@&nU(11L^j=uYpc=@Pe~l=HWsi
zWR3@QsJV`~w@<Z*b2nMSGDeoYwVRw_j1|G|NDdizLw|NVb4gx+;1PGpzP$G6QAxU#
zodikD0<HjK^8=}OwnyNQh7R(8JL1-hzLYwm1DY;6^nLMX+9<xJt>C9DD7b-=MQ8*8
z-cyNe6k3cZ-+3M>!73NCM2yw5#1u5g5KtpRrAXI~B2sz(83y{Do=4Bvhaz61hSJz0
z^Foyth3>rINZAzBBKoXy#TL^*^`8<>>@hX&_hLeej2@A6V>TvanZ!LVW&$S}6)4?N
zChlYmkN%>iMTtR|HHb}k4d9gZk?+eh^HSv0x;I?5UvU`{o5pAG&%R9WjrA1{0O{AA
zyPfC^cN2@HP~)fEY303%v5>=>=HxHOk^f#{c!x|j^&1YxJ8n85iH}jMF|IX`yX%T%
z(FLs(GG>kxF8RS7xe|&N+v5rH*@9?&GW)ocOL6%zhUERQRLv&=x`|Glxd~`63aL*&
z(#d0A&R6Rh^iwhlxhNR(R&nES1PZV|Q=H!)s)0%}<r+>>n^(t75UM*;-DScsE4-AS
zwu;h3(Y((;`v*_C#YarP)#ePLzrPgUx-|X_i?p`B*w9+ZsbH3)aP(d^W}**cS$mf#
zhWWPYH=hxrvq?MO!iwatvj#E(%n6ev80K2i^>Wl{%{N&o)dwE0Ujvm#OQxIw?T#l8
zJiY1Ew!XQhe}WlViwmb}VF(L%J{Jr1%kQun^;!%Rqm_YG=^N_da7KyM^C{xp(J5BM
z<zogu=%P*Ye;Saaswa=yA?e{3T-zrZ;*6$2uyg*nE%#u0f|6;tg+cp416}g_S{;4v
z1Kmp80|kcFnECj#RMnjIpi$%(`zGT)t%H=i6<G7m@SuT;Ec{(UulJYk754aOWlNu;
z&Vx>w1bC#v*&r(UZlp3w-%H(mErP$1Mqz4N;)+ONVJ%{_K>w-1`Mp-dVS|>8&&iCD
z&D-Fk9C1{><d^G0@Sn!rzqbVAzwkV0zcvD^jdrMD2bDL1&lDox$Q$1J-SP+j6TF7&
ztPl!Wpn%cl&M+!B!-Qf~cBxRDchxm;e2OAl@`>OwznzHt9e{-Yx53T73OfFGYyfF|
z$yv&i@6zPzA>5*`#9Yrj5Z35MRYHz;)>GNz-9`C>I_~#ow%08g`IerYs*d2vTOq^I
zmR3+bPY@h$EUirYl=#G$(-I%hI#e!Q$(^T4&>xAaxc~XQ$m4yfG7AXxRh7+P1tCd{
z4(~wA<Fb5fs^qG(k9C$$4w;-n_Ms04C9!P^dQwCZ{0mkHG|X-muFnRF@1v^BlK;w`
z#HHcG$x*17_DeQj^+(wZM2s|;6JiXpE$Zx^WQsCKkDny#6zO~DL}9gQEV&`YG<vLy
zXE@i_n)#`$276w#w9`Wizf^``{?JefYr908jP}@S*gGGJHsohjZbQ(lxs~`xyi<%j
z&({hCcFNC;J3TV)Rdd}w*kPh?3XSF10m(O+sl6=TIN?vfFRzXwcQ}ZDq8oIuezU)b
z+~>w<kw(>I)m<YHPsH)N@+aHH2G|38^*{i6<jK0JVy^Y_v#+fs_fc+t^oyM_LHtC)
zkmb0F)T4AT`qX|FZmLL!Vm1d^2~iR@qBb@RAun^G?OV8UB3^1_k<|7?B2*GO;!e7#
zJ!${r9XQe3VXwu$J>&><OV-g9l-DcN2qk&_J-)&keGQkR@5nJCu}zChi$@H+TKyc0
zUUd+eG-or}6jMU}&cZ1H>O{zKOe+f*{THy;zlMW;i#Pe7{XQlqP&AXqE60$xJl*ut
zf!0%zVI$H9ZO5+9a8jOoOZQbb^Kzno0I#JZnJsmU(>!68swP6jiXeNDnnM@vh63jN
z7lAmi^#?e4XAre9V=|8|vjP6Pn_&9Aa#V@HnZJppma=p+oOjiMj{+fq1Sh%gKZ=(t
ziX_!|&PH(~FAGcd&ch%kO%2t+54@OCe^p?Vs)!hkgeB$}89yh+mwiLGJxDk}de}JJ
z>nfSpx3UudT7WJu<9Js}q}I0u+g4Q$$K<x3F9#Ml3yNNjpwfD=(OyQ4;?6!3#Fc>w
zH-^?4W@@%xJS+)fj9ru&3DA6}CQUrxOv4v!B!`>j$-G#gC}hb}J#t}q(_9OiAu8l)
zQQ2@$Z6v>I&5hMHcD?;r!M{#J@J`R<1@Wzs`<zxE8kV&QOA%txy-Iog6~_k_V)P;I
z^f7iVIf0U7*T9peq16LN`&shsPfh{h*+pdzJDlZYzBU>6HJ16)s7{sTRq94wtkl&<
zNjiLDh{;%*ZKRW(VB&TSmIZw2Um_j|Z40<Xmbl_fvB$hTG1;=qg7ThOG2OB}kVKSW
zDV*YiJK%-?6f6BZViL5)W>n}G4^_Pe$}<Pm8>xSm8D}CdA!{t}7kAI8j_EJfuP`OP
zv>XVdfbVV{GT0h@@~;#0=g;`JY~6yu#KS87THN?x!k^Voi-zpCz}lb42rR1R4tVK3
zr`AAr-y2mIU7hs0I<EouAw}}Drtlgw>s0*7(XJukDV_@$Yz?&8gPcg?V^5}&oav<6
zxl`>fxfpr!emAV))-1lFP)Sf!8-l)d^{908Ov#j<r`RCr=w=qGX8e1nblKAtBi1+C
z&U?FxHHijFC8y*2(PR4+m;IY(9`p-_D0-us!&fAREzjobxmA1}e`cY|(5K5wyfT)f
zcHaApX(c=lC2rew_J6dk=Gt1?Ifi5p7~k2pE+aIi#pH6CrP$|fk^R`{#I501Hrz+Q
zWT>#LX|jJCiYW@hS64PfIc)u?zYdDrW#PIpcmUa~avF=O2czD}{5c}vi*xWS_*<X^
zVOZt?Z9OVrLv5JJ=JJX5_H0)<CzwWIwMtagP;!&pKiv@}_J5!mgI}=<zsns1gruk-
zJ=!Ps$_*KuK0kL(?RE{EPF(}if^+1Muka$&2&k;xpS|_7wn_z6Th($z{DAKJpNpPe
zE(T(WmcG9Rh^;5h!zB72Pu|DY;Kn0tbv5$cM~9JvUnI&8vsfoEYI(;kyoR{ZwR%EP
zvD;H`sP?Vo$E6xSwqlt`Q`uddg6ofj>Y@-JuZ6p#Wp#8xQ<jk3QZ4dV2-Ve{%F4u3
zL*^vN>v3Q0*XCo%iN)0VMMIvhwmLY#a?t>@FPz&x0iKRkQ3W4>W=C^QbRYEV_w5QQ
z-|;uyv<<Gff3^H}eG9ZXTw0n{S)=52o7rwq!^eOuZhh}HZ?p8Xui9rptKeuuC?Q%3
z43E}5arz{iBsnOOEvM;DN2lecxKK0H+VqX7bdQ2~ahW(fyLz<3Cq+Zv%B9m<5k2Mg
zu;*$TVp_CUH-#p>Af53BQ*YfVm%?=5Qf6@<T0IBMv?Q$s&l<tb?moOGl+kbereYsR
z6*N-qoY-|MDZnTf<fRR~jpQSAQrKN;q*_+40gOXuotjV&y;|St46(gwwHNkAH+=l+
zP0oWNhbqR7W>gg`n}hw_Z_dY~+_K+jqDt_holS!EJ+C~OBsWopE4$5miCwc>HKJx|
zPmxD%QrQ?(dh^ZnXFbXuWECyX9kUI;TzHpk9+S?(qqW`?E4S(APUUI|JujpUj$|wC
zf8^K@fGP<?;dE5S$O}~nae>ynexW^Zh*}(pS4)UB^olbST)#V&d2s^1xC1YOr}&{b
z&A9D>D_{C69J>+gKkr-nyCeJc@xLQVhy?bHe``G`|JDjZ+x}A^H6c*3R3;wZ@QlUp
zi^qYYw?J<uU!Lj2X4>I1xcfd{n>Lk0zHqS}F(_)wuqXETiO=eI=3Y5jbIUC~Qkz2J
zrAm_gr@2wVksNmI8PtvYbUC#rYi+mX-wR9Wz|Jmkhw>GMU%yF@Ct0}PEytlgDT#3a
z4t8tj_VhN#zqs+>iqG(#c4bXuR}Zz0_KRm(kLX%WOSNGmDT31}>RZLKUAR11s<Nb*
zp{Njx&VAo`nTj@{-0!37p^udf>=;T1%|WPU7e=^=ZBYi-w?A4vGjIbBui33`%Rl`*
z1U0X23eA2;$UbugD>{W{^_0j=TuK$4Pme_<83ja@$dcqH8h!MbK6v5Q40scFO?swe
z=!TdL+w}XR8CmVY+XTix+llN8x-@JD3sW%AmCC<>7ijlc3Yn?3d>)qB;O|i@l%L%|
z4WkoXVDzcVP%|X+$}e-5e%1Ja$PD=LITCVw0BMAz1Mb(rt+y<7ZhcOemEGW7E>AKf
z_ukcPt)QKu)};S~5|Ko_T?T@Brl2!;x)+ap1>Di`g%F3ur`m+^o#<DT=i!AyWd#W0
zz2>Av(owDiGlDL4D~{dRjQL}Vi&Wq!EmFYX6u~e{iQ3Qus@p^gLfUREWL}`_2cWj#
z(GpnqyUy)}cv&F>$L64C->-q2B4LoVTlT07do<uCmMb*y5B=r;av!0e_dy%{5d}x>
z0sV&y=>LAFL2Q}SzyI)`F8GHV{ZIZd+L9W0fy!jl^Dm*f4$&EFyK_$hOY93eVS+-8
zg`lq>Un2dZ-y@^*-$ze^8m@iGdyVBz5jd=aY7RYH1S(w@shzf|KK|#;HsF~fgvvoV
z&!av6<j=(<3BoZX)Opt5q(X-BMtSDcM=Tp&Ahr)eCVX*^cyLh_(vy#O4U|Q`A!kDl
zpy=4Ipb;>!p+r@~7+v*f8{eL_g+`gZQ|0g5i}kgKE3p#hhsL5ul4#nJr2cg2MgFm9
z44Hx0fQaKjzR#_zJkK$gDFyzj`}8V42TBnZm5pA;9Gogqv8uCB;f_Tc)4RI;pH7;C
zwoK#<2DLzOZuzDC*s6x=k0Y1BQo>(B6z*l>C&m35!D${=Y9lC6RPi&f&J;f;$c<oI
z&U}2pb9-90+*Vzg(`516cspT3Zs9O|zkIbzuW&+euBywK>&us)n@AT70)h(CRkR`*
z1@0gYAPo`$Adb~TPEAGaXk3DUuWe=dJLH0yVd9!U(n&j~4COg9c^^3eMl;eEaFA=3
zbj}9<)VXc~%feKGyeY>N36KTwVmddA4xP5s<x(vdcC&ya=m*Z>0XCBQZTF~RXXdnv
z-?ynnHky{d@Ul{;%1DTT3CJHP?#M&BYB&4*Sc|Vhv~*@F@z3N=K(Xh?(5HpTrU8}G
zA`RcuZzrKja!J?7nEZ#2pqZ;Ea-Q`PhT4sG>mSX?1KRLk0lmi03x$Yq2gv3)YEPe%
zQSQGjCq>8cA4du{zZqHtf^y=9M#w+n+1)QRiKilGS`&DHsv(irgdbf|5Z3gEGjUKI
z!1l@o4EH;zl0qi+z6hF(J9xr4);nFuQxc75x?P=C^5T{=RZO;@Y3E<1KXsdCcb62e
zkCx|gedLCus8rV1j(&=-8n6!=&O&UCz5zs`_`|zDh8=T02Sqm8XBO=c*7&}>gOjZY
zv|8YUsSa|J)mv>;G`=ASm?k?58|dsp_P?c8RO>~~V_!{Y8o|zyNwY%UJkdh;p+Xb(
zz4VOZTe90}E;hYrG`1&d->FPD*)?`eRS3`W1$8ZSnG$rEfo%h)_7<Tj8zbJKV?{EO
z_?&kQ%(;{obV<t^S#i=B!Qw<lNi-j#sUD~CWUt8ZmXMdjn(u$jFQvb^p|%k~AEx_l
z{n^`zCg(w<PT9u78w35<ps&hL*_Dc5&m(ms02jq_(@R*Y^82?-huk_&Ph?gQ1A6)U
zglfr?lXz@zi#~P7#cc4wHZQc(v@NM|Kgegur$@mar`0n!*ip@o39;5c{~C@)+VWD{
zdwxd9-mTK5)w>QX44K$Qf}_1bo-G8&VyQ~eV&m1e&F0=nIw$!Jj>vK)xoGXk5YIz_
zHZz(Hmx1CnA)}26?(JC|IWu?m_VLlkulux!RLf9zclwJCgS$t}frOh%iJ3DyKEnx7
z`c^3$MCrmvI~&3QVj|d@UD<Fm!$eu5>a2`t92+5HptMwz-2jRXvGU;Da?wdku&Egi
z{<?Rju{HH#&qyjKX(<N;QyJM7QouM#<b0LpJmN2J``Jir!SJcQgi-A{tT$CQQg%yP
z^onCV{Bi1$|C_SG<BCtQj(AO9et|7F*RcLEOe-bG{a3N(ud(Ov<ruxw&oJ}s@iD4m
zYXB8rNis3YE|!7PgQ0KbREjYON8qyic+yD@Ej8PN)lajnV0-bcjs?76-1!TdLF~c6
zAG!6ftZEZjDYez|P_@9?xn8HL!#yxBsR>}|hp6+}DZ*}0FqYURbtuSQl-P`g{9Gr1
z7FCXbR+6D!vMwSHI-L3zPI*pGBf2H~4C>ZUS=$r=bH#VPizI($$AP>(gCVtBfxg{T
ziP#(}jL|xcU()Ek*S`ZI6!<P^7j5-Sfl=<@3zjZl8}tlb{U}&;l*B{>kV+!W&u>b5
z$YHI<2HVS-*Nj~5&~~>72oE5~FOv7Iy$j{tZ+-=;&AW)Q?spW%yDhckwmJ?kQfH2~
zP%F=V6Lniox;R&JD21PgNLnkLL-I~uFph(z!t?07_-~{d=BdXMjd!#ARwloofjszB
z&(XDC2-<^{uYp(zg+<Ufe&Sh%U4zcqlx*=2l;06)JYv`zOLp@oz|&^v?NyB3r9X^>
zXQ>+5*?;~x{!+s<r-3Fm#!a_If^CN@u5s*KLS9Q9PKUrfIJn776fB|L9G}6#e%hY;
zH2bdad$x(oPv?pk@na2pXHd&}^J-B(9eO)%ug?OVo8J+b+5J`|4WT{!l09TXCLwj@
z5IT;4;dUxeRImc48G*QfMFe8g03W!&$QLjqS^2PS9`xq?$4+PIwxbGiWQd#dFobcQ
z{-GH5;f-qRa=}SY`CPVQmUj!}9*N`AO-+6FG(}F*^t~e*q&wsd$}u@X4%@kJ2|~k}
z)_k@60tg0k61^(a<Si|k4p^GlmX;j7ZM}wn&Q}uw@s|eX$uQ`xsk>ygJ2dq)0tA5p
zLYqP)s`41pjIxhtN#%fYi0*!QO1{G@<85v9SZ<~`!umCiuo^2ZgTAARarcKbMQi!-
zW}!20F*TVJylyn!P@}Rk8LVWiJ%*Co`V3m9caXu5I<Quz>0@wDg_GjEmb~;NLXdu6
zvH^Uw1v$EFlx+YBtfs8~Ov$|ymv<`KM)x74!2cU0$>Z-8#Q#E`?SBP<j>$S{1~Nq5
zme*T4&I~^x&(E&_o4q}(#_xg<%!RKQCXt{mOxA@Tb5T9y-X3T1O7fOL?L3UO<RE$8
zqhRutsR){7#GIsS{;X&Eb~^){sT2XOXyW2}C7ej-5%dNe?$~~iMPMwqzms1`8nb)F
zj|ThZH1A7?x`hux?4rGhK1J<Y9Op#hy><iy_rPAieKI3**>Eb8NAyl%U-<s^*{D6g
zM6tVsdlkNeWUIQPSw=P5u7(=7N7QjA*Kg(>F&68~thyR36O8Ubs;3DgKg9x<8NoF|
z%k_zm8kHokvO2y9A0t4U?UcGYB{wK&Zu^8hpq?CfeXRVvO0ZcL#h)ef(cAzHsOyjp
zTF(-Wx<^;tY#u<>Vwa*EEJ5M9cGg-m-q2B5l_13C6aB%EYMfL^Ru&=Xdn5gaO=?5a
z1Fiu??VIQHSsQkPM=Dr0sd5vKsb8atTevK?{KKUYn>hemYkn5s{CnJV_ka0J=z4-q
zGHlP~ZZa{9@ajzJCD?D9ysT5FF>yWD{2O;d_!#I5@1Qb2E$HW_Q2rq)<M;H#xBBT1
z9YDwPJ)AXLlalq$C29W`da{-enCW>99GKSQQ(H6J>P~T(S=AyXAk_v29e3uqnG*x1
z6FP2x?(Pz6-Hvn3-6KUjoBm)M7ycg7XFpN9qwprEz8f`rGRO;27zME9;I2figzhiY
zgXh4<i1<?F1a!G5G63R<%C%#h+}U^TwLUOEsO>9YnY)@PMH^s>(xQcia@!+7S7|(h
z{j>{>!Dhs~T8Dl!rFeJRnPZ#MJO_lxiWfMxEv>CuT0)mKye5TS4e>@jOS6v?4tScE
z(S*f@o|mFg5g5d^d{e3PIVJWi2zz9B2>DG;R;fs*J3UZTq7qK`soV^CJ3SUZZu((@
z+}8427n*lbjq@k?a{h<gsuO1vy0hzt%=^_I6<;Wo%NsjC<9{|lOXx@onJc$O&qu<m
zki*D<!`Mk*Lay4xs3i~KRhlKSPNP!IA!uyGEd-pm*P*1AB9)(tL7tg*oH-*eCXL{H
zf)>jf%^Fo2&i>J6Oa+{A5+^u!_&pc1Mf{^IzyP@A|IYT3{gv_l<MY2)rv1mb{V{HT
o=)fO3@P`ikp#y*Dz#lsBhYtLq1ApkiA3E@d4*Y*h2d*dnABI$kcmMzZ

literal 0
HcmV?d00001

diff --git a/systems_design/images/swimlane-1.jpg b/systems_design/images/swimlane-1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ee2861fc972792ba4a5ad7326bd047122a7644e5
GIT binary patch
literal 26864
zcmeHv1z225wr=APEF=&d5?lfVcMHJ-1b1y*gKKCcxCIFAu8q3~cXtWyuEBYokvmD|
z%y-Y+JM+GG-#yJ&^se32yI0j-wd7xG?T6`yCBS0|5pfX!6f^(;1^EL!%mIV|i16?T
z@NkF-2na|>h>uV(QBjbQQE;C;MaLw>BPJrmBOrKAMo;;i<RvKq0Tny-%U6snEG)#7
zoV*-NJoL;gOy4g8g@lBJf{cQLii*SZg5U+yKmB@W0bn3P55u&;K#>5TF`!^DpdQ)*
z#1J~+p#Jm%{N)7&4Fd}YkAR5u2pKY<@-YA!3I+xm76uLu78Wx41LSi6EC$?@7mR}N
zPi1uxNUSlLJj2rvNne+K!IB#}B4gIG@j`m^3>ya*kDP*%ikgOnm5rT)lS}B0u!yLb
zxP-idqLQ+Tsv1z=z|hFp#MIW#-oeqy*~R;#kFTG9Kww1V=cwqI*tq!gjLfX;oZP(p
zvhs?`s_L5By4JS#j?S*`p5D>1@rlW)>6zK(mDRQNjm@p?o#T_!v-68@msi){=LH3T
z`SY|O|NlI(U*?4YnHMxHEDS8d_jy4<J3<-^1}xkQM))U!vIx4?Pf3_O5iwtfr<Hy|
zB4w64!qT%DdGw5oWtsf=`_%q4v)?x{um94_{$pZ)o7XG=1qKRo^I$Ll{D5!QROud%
z{%HTkHOOEA$chMK0%ZTcYI5V1R4jAyEL}4S_P{L~BaSbe;#(f|@wCC-opK4`n{%li
zDNB^^9{_l}-~-ZHAHx9e&bH@)t-kb8t~cx@pChNE1F4F_eK2JO;C^Vhd}Q^>eQ%;A
zl`;B<2qe~wEWaTqx*Dcwqls5oPT2>qrYsge0G^5l@vp&xb~hFu03unI@8Ds-5+;gt
z61plW1ET1dN)YBPHj1{e%T2jZqt-4@4g9fZUm+c;F?_?{R{4tY00@_tdH@t@j}OC7
z{P5d<qeDR%8$(^-^zAaKV6-6z;2lcj^U<k9ty{4ut5}s;k;z``IHdX2sn8U#gBnG>
z8F&Uc$kvyDNB_ic_yG`NA&)MXsE}FlDkmUEPNUQ%zCsQrTv8?B*SY@f_kLc3|K52;
zv)!$ibn(vfG*Fk3TQmmbSdJxd`)ALd4e;z&VxLkDD-l))TNu`2^ue?SzbB{y@k_Kh
zGw{gdd7yR2r1Cp3-bq<#Uuw-%oT<w_aq2>mS-hT#ICcsg81!qcKWE;s0%j?pq<O*;
z31aRn+i5?pig{Hsj)bvkY`Ba2?V@N|gUKuNv1{N#>q?q`$ZE5Kf`Rq8tgt;MrmQgF
zpKl8GbkeA7;{%Krii9fHkKzVj1$|ETpwG(tl0927Mr<HE5tdqnIY7~vcUWH|1|*y*
z!T5mCs5EX>WRLG{%jXdB8m(`SrqH^f3^oM0mg7+d*;L;u<3Xb^X5++I?Z+GkN5@&|
zIErur*HvFu+(121`NKulev{d?c+_n#ktcJ}SFLOU4*(N0kZN^O11&5yazknUGhtj(
znE2Bwy?*gs#W*E9nofn)-o45@Xv+bW3w5*DBJik_29G6EA-Y<8L$kn?(TIT{O}T2f
zjq+HPQX|dm25o^|JhpO3r$XrY-jeljd+QBf?j+L&MS37@Luz^;72q!o2E8NY1e*W+
z)an6{Ay-ZNbC(K=_<()1w1M;iK$4yC0MKa81IOHioE2IjJ^;G&vL66b3_Hd!rh!zc
z&_6XA+Mrmlj&pXn91DJ2>=Kj!yG~6_;N-$)+{B+5UOD12r$f#xM%&1vOojA)?U%^;
z2Y`?2F<NP!Q?@)&iW%qFsyS-z`_1u`ZH<bH>Ss0|YkkFHPyOVWwX*Ti(i1c94*ZWx
zWAkJd{Mr_4r(a)GKQS+lpf$F>&nleoC)RTOAf;=1z3ODu9>5ln&LsObAei=g&0%O;
zsbXeXJz{_cs^mlkU1EbrhDK|5x>A?DJC~<9fpQoKb~{9yY@h6uz#3aGZ#=w?3W*QF
zqOx-Lt9G(&k9L1C7QHdP-1VfrYa^r){c>`c6Sp|!%->CNxxRAT;%v7<@d2O$erjQG
zfa9WE{+F*PZA_G`2Ix_4h@A1SYE3er<nbAEw{L%0xyxUVuV`kr3`8IaT;=xqX$^l}
z)BkRty6n}Pmo8{h6nn7P)x#?4ET=V!#BqFH4Tp*oMiZ89J$x!%^8!w?_pDBhLxHRx
zeA?d^iNW4YTsyLY^PE%$qmO4QWHTiM7ZXc)cfWK<RIxG4Fxb0O$TdX!;j!CktX(VX
zuIS0PIpm;5=`VyXQtv{RqMW#`%4VTkFM8Qu%pVsiIVbr%H2Fny=q3ZVB(|vN+N%TF
z0)}2%NpwCVBRXC*(^!95x3V1_?l^){p7`xs<`u(IgYrhVxu+j(Z;9`$)|KdQu~<9$
zhKyb^&h_}d(X*-DA1#tv#-R5>tuI5K7P1I;Ark*`QA~{L)%h-e6RUc~3a5uV1FVb&
zLk&yxQNF<U$hX*<@bE(T%gYA;LEDPZ48A0@+TzSsJ)nQiV3Xm9qcX%;sT28U1<8vo
zvmx1(cCID$yoL(0efen@beA*c(V9gJW7MaWcb~Xz>)vSPe-L(#i{k8Mj8GQesSjt_
zGuh!I^g6+J0)A4@eC`3g$(jFT8`yUJp`)MaDv}LD+ma31nbkAbv}}j%qKBjZlNa&>
zz=;6lBW#eLojfYUqGeyP`lKt7z$MIO*_R)Q;H}|ucKidNg(*Rb+fsy;HrMjwi1hO3
zP42oov+UZV&v=>XSC*)?aY7ZkP=N3u7qE4viHpHUwSv2JCk<LMGS3JR0ltYoQ|yx+
z_A-sWHg;h`Ob4tjqu5*0V4c<eZ+o`7d4o}R+11<+fJ+ez{u1{uED0CS^b;%}MQVKW
zu}9joFWy`KEM-N?blVUdeA{+X*fDXCAQmKEjRM2CSY5DocC8FtPC*S}gq!F_wc8!5
z0FLcy8Q{JYHnnN%iV}6aCN%qM+Vz%8R$yEB!;6w1Od2S^m7yyr;_IvG2f#?4deqO|
z&w#LBb?;=~UFWqD`$y24!Wd{b=9~qpQW*0c)Q?R|^B6&;HbId~hn#L%Q7_}N2e;>T
zcib%M*wIH>-EW`mQnEWH_=t?i@762>nd5c7?eu!5eBw4MjNjOyoEfd8dV)2Hh(nq(
zjR55d?+2=5g%QDQb&+uY<&bI5h%Pdhlq{n!T+_X!nzZdlRRpiLy$9YMQ&d|NWWG{+
z8B*HwvJH2?rI-@tW9I|F%vD_YM00m^_MC%e%5Ngk3LNTU5^o||y~Il^)21wARP=>M
zSCYyS$GSIM8MKUE6Sh{{T<)biN%6HqChdh-K7$3j-}y($c37Wz6r&eWez3}udZh}b
z94-~_%cLD#=!TduO=S~J6_k{Dk)<Mrn`bjBW|-Jvd)r~|KkRy!Pad2xJe6`bo+fcv
zBtEJ;Si_quI~GZ@u)GN_>?p$|H@;;4LRYW|ve>c4tS~_-X<5+Ue4cUvN*Qf3^UG6i
z?JVdN>|jkdoifVvkC`M#9C0*0uhAax;slV|czcf<rieA$$xUvS{9C15e4EYES&pm_
zjMpSf+?jf*tFekuJxyCavCzJ(sn+w_21$oN6P<8{09Z?fr@I}FC!LWZBi(7?zKEn=
zv>wN3zO(YI?awO<h&#~Jic`9lO?6kPW!-ld9GK$G^zbbVh^Svyif2dQ);@XmawJ8|
zRWZ&ES&E*lsj1<VE&%@t3uh$hb5~_<pb33WuCN6z)H+Ac9(VlVt#D@JqF*#l%4T(2
zDBs1f2)|lkIdRZ+rL?9+bzV@$qo%W{S&o9m$EMiqHj;$nN1a{kA>_}g_D8`3D`q((
zx+Q_)YKGm>N@S%y9MB~IvL$HoB`D2JUmk`F&FZP1xa&;)4@0(xT1u!ZrL1_t$@NVg
zqH(47m`A(Qde>We4mfY_m-w2_CuM~{7~-R&@Ulwd6C$aqLJUFmV5;;$z(3Qd5n(X`
z)u>>Cjw${6X}(R0pV&u`6Y_Rd+NgcVFy%^Qn=3Iee|Cno2dl4Flk)h|K@zvKAS+KU
zq;XYynJ?AFCGcvmi%vqK;#rdN70w``)PlT-WFxFfK@`UGlb&<gPP4vIwg}-6%<|F}
zfPSPV!9Bxxu|-oK0acm!Nwk0@!EwvJCW3DROPvkf#Heq*Zp#iSQHok`BZnbt#-37;
z11fbROq&*-Cg-!AZN;ML_gq&HA*1<<KrWDWv2A(z^`pmXc$pDp5IJ9s^KTX~g4@EF
zP@R`^U)r?Go%b#}+`L0u-|>Hh*ziuDqfcfRVktv1;@M}n+Tdi;igUswR&LFfV$Uz7
z)>Bo^sk(YykOc0Z-TO8YP_T|kf4%^DuCJExjeYz4?RF3(HBO&w5h30Hx9Z|cddxHR
zVwK&5^<=Okw!N0}I7f5^e}H~N?7-Y3i7B*D;?su?`zGw8#CwuPO-Bt6@+O3ED=&7>
z;S{UQv)xtw8FvPT_68Bk<?^cP#v5G4+|u_7d555yj3pUpLcxp)dlml*VwP7W4*>N8
z(9AtZx~auK-vbVSE}=3`0{0F;2-ue{x)mX@-y9$vY12)6O;8G1-4d>!t-}AV1@r6o
zsU!LbFj&g!GEI>TfgXSz@l=Fy+c%Nzf7;NG!aoUf_iL+}M|NOZkVVjtK==2*2M~&9
zPMqny=PC;4_pPKlr+v}1piauO_W;npaUHMz%IaG1th%~_`lYvt-c08QUbEu*<}ulb
z$%CC4HS3Ros+hP?s~#?s^a)wpO7RohC*i6TZ#<aoC|*tD9*$3i^S~L47xI8{E$dxy
zPgsvWIRRT&#>vlj3~l?ZQ<lE*Jpg*^u667PjI!v@&x?gneSL`tKGBgyecGXhf%zI;
z2mjAn9pA@`^7L52M)uADLnKSj0Q%#4CyRXnUyX;Q!We9U?jj=0lhGIRS}ODE&t@qC
zG8RJPaE5j@&Zm414l_J0t<vZ)DHiP<)@7n4h?q9b3=jqm$2<k_M@^MXFe5(Xqn1{6
zaerw8+1=bI;xA%sM>7hNkMD&KAtkB2*-K}ve%TIF;nvsFrMBtkK@VHjJDcBoz;=Hz
zU$<(WFO9s)@%gN!dpkI=vG9`pMh%%Nq+Nmzj5lTXDVk@mtq8|Lw*<(!EAUjnZcgU0
zHruqKw;;}JYLsL5{uqza$_|?p9@kg(&knPNWH`V?9owEEtoDwjne1b>0>%k4IIom*
zAyV5It;_B&gs*JJI0p*&0kM3;V~YV_RTcypiNoXc@I4JF?^W`4=Wiaxb~4UDO;+B;
z(=uxcKsQIXcXL=Bq<~EM7ECq}?<de>RZ_KI>6h#<?hZ+;9q=G*wuFDkC&%y=ZYP(_
zfJbmvhMU{q*(7vYo5(tH>0m94J}s0&?T@TS9Na{w`c&koa|ZJgT|fl&9ibwow-0pm
zPk7I(Th#}^bBG(I&GrDeW~H?$`SpYc#{KFCTKrc26B?7|^S<l&8BoolMCVc1ZD73B
zoy~o=2V3qBa+(IYFSig(UYF!0^du(SpYjpB_)1Q`3pnf|I?5i{kXjRvP7m*JfHMH#
z*<llMw_L*KyU-_Q&}vFTUo)W`-?K<{&S~)Ch&<#L0}vQpJvNJMK2m71_*}&#v?1(D
z-gZ^$mE*RdCpN^v1LTjQyrtbQxkAdtcy`DFgUH`-!{N>Aet;#-*KiH656heGVD2Da
zLn09&H!uObKxzT*e-bfOwbb!Z%!+4G+EVpE2!_mFN_U5dAo`oU<atd1xq`oi6MLF*
z-zV!D>j3SrZ_-Yi%o;}_1D$@l*)v#?-DR#YWNA)Hi0rGS_)x3cp-a#Qr55QLW-e~u
zkn|5C>iQ2WqT0<{*xchbN2{9_3^1ss-n~#nQRs%pJVGC>IlL4~FFS@$U>?}?tqULL
zim<Ly`qKB<+3g5H!j2y;Ekur!zJKI-5Y$9Kue0hsT@A^L&aZdU)Ky<sWF-|sE6*+X
z*q{!<o=h(VoHGuq7qs)v@{|s~iY2S$1ipDK#8mPeW1K*l;wwU2CAH<8Jh18YPB!U@
zH}!kI3n-{K8^E5+CYyN!@rBf*LrH9NxY0tnx1QcOtshCFIrLJ4gMmC~)F_kMk4-|d
zg!AZT@l{1+YvF3Y0PKe<wS6~`L+;;>^psXLbt0IYacr4|r?e!*7Gm$cFa$+A-HxWs
zvgu@od)M)7-ev5EfDwc&aEqGVi8y01L*C_g!n+v6o+ifu9H2eejDKL5e@4Oop0PBc
zl?D`9X^S&&ddoD_d!9sZAydQfCuya7aGEXPt2WnH)lkeXWK5^hwUq>!`O-I2_2@kM
zWZmWVgcjwJp`F3V9%ag*4C#|cvTJ@}2(Az%BAQ?u%G!yI4YO8|Fu;cB#Zl!3*dD+2
z81{zijpN&17}^8aTsZ<znOLE#6^hyDZhXJj#T12JPqZ8D=Sba7Uh;R&-819IVWNc#
z{P(YCtM44b9st6009!oJM^>k#kbyO)P=SkO3UkUsjP4di;?~t1p#u~0BX=-)V*|)c
zfpJX&Sm)N;PW99v%ByC!3jo6YTC@`gShKig0GZ^fYKZb!toNTt57DwMjXqn#+O6>X
z)Rv9-97@yv7q8++594<n!&~Is`c*PqZ=#==juy_zT%nt4pAQm41kF#t<zGQN9QT(G
zfKL#Nu{Z&AhZj|=@=IR;g3VYrMTIOAUtzH<Ua#LtnK#c{WdWT;?}eq<?`uKw0{9C5
z04g)wAwGFF3fiqmxu!0VD7QzyLN?()pOv}8{0GGRm8gIDyW#c&;N;mv^KJ#`n%YdF
z-0lHzg>1TbKFfcHSpk*xJC^k)NAEYr|FP_U4+<kl^o=D+g9~&X0DZ;}fHS$txNQyg
zk8a!)39E!Q>ut_rbI*s~@(*02JOUj2sE>Y+$oQ=>edYFC7g^r7j~@UOV2Ncn_T{Ou
z21oFG)!_?)SNcb9{2YnjVq8wy|1aDLOnPtVMPZ?Z`7%=O-lQC)tP2pCSm$Yw<uGwS
z?I9l!zALc4`}P268ekK^JBPx>$#nH7>RYG&(&6|z(L5q#A&e$VEl|$VLAk19YY@zu
zR~w2ni!tHJp95C7AFm;9U;H+bg_qR=fCuR|jF$_#V%5zL=<VX4Hu{~OWz5Xn3~M`a
zfr}k7ZUQ&u>TDQUf<m2awGwi=N4GCVxeemU^*)GWtv>)viBEe>Cw#N)SdsN2xjaci
z(n1-NqmoRSv`#|8oA5EP4>&cONyoM_NGAi=|4R@j;H;RjZoEjzJWeynMjWV>G~1B<
z9`E3lhzOj8pm5(;Q8pU6VBRhxJMJ5$)tkcyz=!y1qzOy9_!S&Vr<ek0kc?Ued5b6w
ziF}~b1m!y{RS!b%_-(s`$YB1b0ZQc+`TRBf6$eoK%-)L|ER*9!i5}$P&U+h$lBhd#
z$hGDvy;iHF=dAMkLif&eL<8a`=<Qf0BI3Q-$$r_}at*UmnGtN8#-B@h2Wi%w4Vtp-
zVlZ$v>=4@?;jA=@VR#N$OQWInpKXtah@Fb+8m9+FwEh6|qVPWhbwdR9)Ijrnh{Sy1
z&)rnmUyQ&i?O*ZuRMh-`5L;#bNqVc+`Q7?J#QHwveW2;+FL3>@j@7@Y|5wJ9lc$gy
zVG7N}5Fk={036?@$Q)+|C@e^bA>i(wgYlC{PQGe$sXJrId(B&5rJ&!s4O~6|xb}j_
zQ};)R%(rU>Z0#-XVU+f0;Z;0H)37+k53;zSqWY|>ojD5+&L_59?Q-Q-%!H#kG1-%F
z`m#TW=8RV7NhbnbHP$k;3fC>oNS|$R2Qj6uba&L~TN0Yq)ISo$0EoV(ts1Xf;4`yD
zVWiuAbyIUCI(|`vx5GfO9QlZQ+14|8ethJkVdGYee;$|2eA2)n$_~4{SxLqaDXA|?
zVS6YP|7iWrDFa&JK3IS*GnBK*0{qfo+$|>;7Q}VXkmPs|Iy=0D2HkUOD5htyh41LD
ztxGVu#@i_wMHW2(hVGLd03I?AfG*<``^BpVz*zGU5(HJ<H#9dHQB9Vve*o}bJKjU_
zKL7|be;xral~tX!pBRr}XNyUeji1k3eEdRFMW5h_7!O8pa#Y4|3d`Tp&<Lg{d7#x3
zu5<a(hMhx^MlTsQNoTgM3BR{4lNFii3;ndM@_~|d%(9Bb#P1OZPNi<%DRuipqsz(!
z-Sd-O<7K-{**(vpl`P|_t0b3Z4|6aEna(%&)F}<&J4VK<#}?5+vvx#^5a>U{Do*vx
zZjG@~E!=)S6zk1EygdJb*6;zKHI`L<vLfiD0V?Q%xm$5jVp<R0$Jw$#;1r6tEkEP1
zwo6@mQ(3%xCvhNUv!Leui1Wqg(&xc=T@7KqwYrt^{A?40*u1p`O#~2|=sf49>k6+y
zn2N@&$5i@BqqyQ)<nY<ZXdqQF&-uT7*A;=3j`2;VLM%(EXW>;7aLEim7MCQ5YbL>A
zb%R><9{{JF#5Y?b4*;Y{$lb>Q9cC!+ZBB=o$y|kNx7U5mGgzg2){E>!gsaV150jXf
zVU*mmQSY*B=_ZIev7a?xH5><4jc2You62m7_{#hq>4bz|gvFKf0{#0Hre#%Khzjjp
zMLu_|m+_54b#KRy=dwUBn4jFxe@CBc=i<;dYY0;^4hIEY<FT1njC5^zcxEyZDe5O=
z6qKo~NrnJA%KEYposguclh@~+G#QkH{)w2CX25})Dcy|4xd9^-<mXS);b@%r{lGd^
zKDoYE=0%9-jPV8bCe}ITu9>bMy4IOcYx!o1U)$$Nscl9|qG}};g_jYMu%ooo1f)cs
z7pl)Fx#om3SFGY*E07q}gujz6<F0}}gpB}!jX}CQpwm_B2Y~wk$5dw0fz(?%XIho=
zW$h~*y5=SAYoubaBJ4Ib;k%}C%u{u70&CwM>(JD&UCoL2iV>gZL<{_ad|0vTAd6Sd
z_I(AJ_W9Rz#~%Q@iNrU&rb?PQx4~Q~cedUS03)!(??zH-vU8B<O{y_OnD$~}#wY5i
zU<M4vEG@{H24Hi+ovQDdw^cU5F53PUhIM1DUvM2%VIFg>BHWt!eL$9-e?6lSzPld3
z*ES_<m6UABfJ~j4SF|x10J0$etn^jq>GLm2tNb!*xvIeA{a7C&TmAUXy3(4l5&imr
zB_$4}PZqHEtQzxVgP8LL<wOZzdRW~@BP?=iQ%Z|gB11cZwj*34wrpx(SZ&)<PKYWX
zF{cLrsq6#bZwqO%g~xi!)&5k{jLf=I+|a%YDC{y00g+xhX|Sp&ZpL%(P^H(PEBwvm
zE3;zV+P8mJCMlT^C&wBsLq<JaD24#*wP<%YEQ1M!{!_YzGQ$d3spCv4eTVR?xg5}G
za3W5KIF&~!;FvxNS26i|78l0|*k9YlakvQY!J6``PRt?3FzFwKvBn9|6^EVc?EI=K
zK$Jt}RCtKI%jHHyJPOut@HC3RqQ?CMEyRf2Rf~fOH9n%SZ?BF&v*tUygR38Qn9o6G
z8@7RXJ<<Eq4W%7wfB-o!RPXa10I7jzc&CRD^{oWT2W^p5rro}=U1|1a5F*|?_K`dB
zAu|L|_W(`T*L~>mOB|NmvE-I48KLI&ye;q&Sz7S+Z0f#cp7Y#msWyqxahIt_l}GCx
ztzhxD;J+u92<q{>cMWVdqfdZEiI~kiXoLHz;jXf+km)sFOHDs9^hnzJay0l_^R6w5
zKA#c9tSm7l5@LS*CW!6ZLLZPouRetB*dCP+KT9rMFe!7BV5Ol&@G<{xhaDFvQ2A}S
z*RTM&%4syZx0m>RWuFofcju=4qq2yKy_CFpSt${;z|{<tKzltqpWn<~`FpqFw{*+z
zJEx3gwK`CuUb&wW!`;@n9DG1lE>apb$W%zSJ6(V_4mDyL@3S7+Nmuc$4h2mj(c%u(
zx{0iMisy}<a!CZD9@$4kl?c~Jb>gEW)q@bS@`h05d05Lp{1*zIQ<p&&M45QW+L&=H
zsM7bdgR<88AFrN9DGf3)F}GZ=&U$dT${?FwIF@LNT2MRbt777WGNFlpXb$&TljKxa
z0zcr1wY@^6SoQg~t$+|}@%oeb!AwKjBdlP!s4qG#1WQ05k&KL5@=yn87B4BPvhnkA
z2RBpwV49dN&WC#2Pa;cbqF{jC*$<w!!7Qk|4Z=B79Q+q9<AwDyS2*_k*P96ULu#M@
ziR3L(0%{gOWkSBT=8QAQu*4NSGdLE~oL1z*K!_9NzF@ZAQ&AhrHm@p~->%GY({W@w
zoOd0U(&ZovpeSz$lnUKo4~CyjJ)KH3py3rK3^j%!ZWmQKrkLX|si1~>!eW}0K=v4k
zKS@t;nO6;IHI6QO0UsXMfA#rBUHD3FYRxg+uun!^RW({wHLS>q`4c<bEwNkwoG^bi
zH{)FvTU_AX3>CInHvuWsDS?gn+8F|FDk`_8k&-h>sKqnk`4(nh4x${KA`iPFrLNBR
zJ1#yxjo=1P%9!4$_1Q<nWIZ0tiD5B`z{ml6y`PoW=J^8j2Q`s7-nxwE3XataFA;7=
zYIFp*r+C6zA<`Mf<Cxgz)}QFxKAHCi7+C62W_newZ;o^+I^0U_d{0lx6F#-~Szety
z05(7S98Wb_?<@Ts2+PTNOUbA2#1QP7Nv}W(XzP!=NGe2QrrHu+IOE7C!akZCST1lT
zS{IK-Hoyrx@HccuaK9<t51xX+6F*}v0OesG=DVQx1ifYctH$Yi#P46XEUo+RaY2pN
z(fndx*PvsO@)hunL_%oWBB{U5v&~l3thx!ZbLeC;O{2u6CZQ3Orf108umu%*ALSM`
zPo=bi7lo^C5NqDp@Fh-27N2h(6~Feb4@+BHNngcvDejJuDOaD13KbuPrG#6|fkeN`
zE|n#3&?8HO>`$xRX706pbet?%qGz|sgbm1T5Qo50P7#6}WuYs&rajGl3oV;CLmIAf
zg`3nf+$t*ei1Hhst!&ZdOC^!30%<=di5^p00S^_i!KSAErE?;=X$tIus%Ddw36?>%
zA>`(7<qlldt8ZP}?w9Tr>4YsF07Q_;Q4N2Tq?Y*Ee+J9^w?9`f7_qDM3b4CTo_p-$
z_y&y>_HoAaV>DiYg7J57a3d_4RLato_^`UxPj1tYs6+WbMu=uhanX@Vdm-rrb}qb#
z)qA7TqJ-0lc-CcFFAOlM^2w}?tx7O{yJ`2awH6p*<Fp$gGaf1JCp@};Fu6m>H_81`
zGl=9349yY>%(M>F8O&($&mt1nA?4)N4(NOk{VutZmVWGBgiz+b_6sCCW-{ydXRO&n
z(A*6AkZh^yfwBD*b3^il#~iN(X?OzwtJ89*=n{&;c=kn)X^IbGJiv`0imRrEiEAnt
z9%Gkx;-5^a>LJFq3QwBv?$jxN+<ER?o7&U3Ama<Ne&}wgy4xkYA*?(_R^&^TUBh^X
z)==+SKCf&!S&dN_s4q_5ZP4h%#_V|dAcH`25r~z8&-QW6Gc-;k@XUI&;ratmu_^9g
z`D>|wBWfU`^n!cTn6cW9skO7*rx*!N?L*hVm5f-q0zTm!v-1~H>_D491PR)PlJtLj
z5*k%1N|K~liK}anZ<P!S=_?(vO+vH5gYbsYX^!(^RRgpvv2LEnW+baZBjG63&yMra
z3P-VE&O1yb3UcW6b+x>}L`p;4)iueZGE4~iR+fId%7&BV$qG^FvLs#Qp?--QRh8{W
z3)zwHFFK#qopgT`dSP2%jmr;qKAdAkzi2*$q-s7|SV?fS=8T3SH=r=@ds)u5jT3pB
zmyc$aH%xMLHyLI=1xBo&yBT@ugLarLx~&PzM?4ZsHlo(qa#Dy>!e4|+y^=*$Gi`T-
z@p1gHH0%3TDg}MtNdh>S%G6)~EAhgA#drQin(TYZvcfnkBFl|ovSAA$g3SlGx0&g+
zStamkAovvXvHljQVMoeg<rM85nfyg0dX3EINBPVZu4o%6AY13cxMD&vFCy=<wKJmg
zBm#?<f&N)>p#Z`Gw@!XSu2I>*Zy;u*-fJSyOc|Y7p#+X;^{!7hG11TUH&2Tw<?AZE
z_B6Jw$n+C^Nb%9DEA8=A{KQ9d${OmuIM-h~9Ng5t<18XoD5))}J2?Qfp=40^mYl;^
z_9q$ZZdW6_RUt|23N;-a`e#g}Kkk36nR*pdjxMW-X4X}hR>x;Bk-a~8X``GUrgnyo
zb{WX4hJn&fK8qgb%5jbb$snXpSJ=7LBnDlQw>pj_p<)^aUJU#-R{rmRgz`S*&YG0I
zjIqrW>&I{;QVrALiaaZ@4+n2MVxP=vsJ#uBG4B_R%`AYI%X}}0fZ)aT4&Dd6-nb5l
z?F<lvi!p_QKM7;M6Lhp3mWFwAC&+6S8q-p(%-lscnYCHg3Zx@pG}w5}R<*bK&BI3e
z^=aZ!H6IMR^;1C>#+Hy2%HCG*s^=;?Uijafhi<gyJ&YHP>on9t6YvB)$)ei5t=ABz
zudh9ofx~v<Kvk0JfRQPivTiZm=};GC@()XXL5jl>$g!k8<lHfPt1m^q*@$s+e_kb8
z*i{xf(ytTALtUL0Vu*T@I)m|=5ic8I;G4U~(q`m-JYd96a+sdpk}kvdS@NP)qL<L;
zd5H1XDQq?^Za!&TRhUgi!3sE=l?cD`)<|qZtZ_D|xgRs3sIet)w|$dM*<L_W1dldS
zZHdHB&B_+Obagf$H+nW?5gRorLyv+DTl<JfdKmel>n*{i2U=60;IQ2Ae_MO~Mxf$9
zy{4Fp+_>`7E(_#7=8qvFl0@SW)WNgI*q!VK6mrhXzbBU&n5G$oLKPgI(q2;3TeH9{
zJF;|4cXy41arm0r@g1fG&MkA-x~9L50BKs`_Ee6t3U>g@#j`*v@bAupgs<VpZ1B@S
z;sllF;tQM|hPiFj_YO_i#j;8Q3B1ihWxEtvyF%M~8|hUJuOi9q6op6mOFXXJTLgM~
z&JROv<MWJ@iPfXn@KGnxWBQ1!4>cNFzizvK_*jcX!Ng5Kgjl#y<7%i%s#gXRMViaH
zGT#50oXFHn>g+Z+@iu^d%^_~$w1IIUxwa@wMw9gn*=oPvSx@8y`5A#Luu>-TLyGFC
z(YV#iB{P3jPaVeQM`$ve8txf+^QN{hBP||zn~Hcp@*aM4e#)~F)Y=uzzA>Q<j0hzh
zO-OL8-QprKrX^dPah1d(GDIfg$6I9uS|Iqd8}H4aF_x#gooSm6R@T>glKU<MUM-PY
z?1*ML65$?ommxblrOqcSqKiRd{^zUmc`x075|3r8z!zs+W1D57GDtwY7#wqy)yd2Z
zOy#jGeM^XFe)Sz;_?M>({LK#!1oVwJuhC^dybx#pGx^CZgB|UYXAo3sw*eCK+m-v-
z<o>^aAAO(ipIdHDP2lXacxA*uCh^Q!i9P6*6>eiS)x?*kOezpy_WJ&?-NkE8o%*r&
zN%4LEgtq$R`h?+Zt)u}ziOWrVf2fHrSqEtvuR|$raeS8{P2pXlJ5iG%Q_@0c*<q_}
z2&ZuQ#x}e-FY(-LfwB7wwkLGHsS?=^8SDytezQfp%;MM|_YIzKHBEnerH3xDL>agF
zxgl63dC$fKXpPaT7@S+c?G`J3(ui(|f(UDa%2k7o;*>ZWRo3Lz>J+MUj}F||Jkn`<
z?!{X$->SD9kTXPFGs+}oOou6}Y4H1;VOas(*{VqRJd5@2SF4}jbINP!=FMoRXf<Hd
zR{9A|hskPvQH>uAu_~C2&4OfsiXqUL_4b#o`-kzklV8RS613R`;hS0D;iNtS+M#sa
zw1<ipb50hnR87&-fkoc&VTp23mJ}3207&@o7h|igK639pvEN&Llcvo)TJ&w|6y85t
zaG1~io(;7-l_JMLkn#G}`uajs^2cV7B+_yUN)VQMeFywna6ZO8<SNCQ?=Yb{=v=4W
zc&G$lBMT`+C<zK<Dy{zYhW>A4VvJCDvyV*;b;lIhbaa=VDoaMeAg3vZHd3rFrn3f}
zer^nOD*loNDj=jY*7Xgy+n_5ea6JZZ(6yhB{ta)163xeKw=Rb-de(|*Ba6ab>T{PF
z;gQgogCeW*WA^AzHDs*JCr2xuc)ZDPWbQ=FA2v%d4VC0oTEETn>!D{}FWGXB>XOLT
zDrK~AIAcmGymG|*O5S){^%fWp)7IYoN;F5pe(@uH5k1PaOV@>}fKwYEBCHW6yYGFk
z*UrT?T=~-B+lZF4mT&nnP1H?h(a)68;mVeQ0tf)*wB#YEJ}h4C=uI|41@Rjo@c!{;
z<ZH2c675cv0+>&2yr`5utOc=F{H2G2-Q+;J39)<PEIBJ|jcor<0jh@@Roh}W-aNps
z#ZHm}aYmYQhtJOg)boap@lLjS(Hi;l=>zYR-Hp^tcR%mvrUzaN>HOdy{Iyu+@7@bD
zisrhkY<a$nJg;S&ex#ao0sx>%i$hnM;c27Jh|{%2S_iD1stWh{pnnpgLRjZ~XF~;z
z%cGmo+D%?-hmJ3X{CdePEeI{e3D!Kc0SIQY!t5f7bab!UuR^Zbcj$ks&0I#WPD%q6
zIaWz}Ni5{dURjs`3Cv`Qu@e?%rX)lNm5`m-m`)!p_>X0kwtrP92e(zv64ZvPs<53n
z+AAK;db|n?+_N$qF4Ewk;~Ar&g%;Ey1fX!N`w_L<fpOf7vY155ddTD(Wc${grP~jw
zUcKV8)EDe3F74nIYQ+=1=#033<8!+~KG2>JfWHQtxR%tOcoRMrSdZ<+qC%em5tzae
zY$z$)Pb^?Dd6`2?)A;IzpFwM1N>-#$XEDDeeZxSSV8YfFysompT*FVjd5VQ|Toedo
zLJnX{g&T^P*60QT5_O)mgiYnJazh}3n1Mx@s08b9*g>qIC*scuj5auUMTxwUlkrPJ
zaY+?po&9t7FZ^CAFu%ebbSZa7Amm6z6{C>!f1<xoIsR%sOB!+L`3XN>M8Wh-Th5G-
zk!8YjA6V-m+e(2JtiQoI{~JZaqfldDGDV;QO7JU%Z+TRi6BDsSj>X1SncW6&D+`G5
z>u&HimweTCyO#rO$%3(jUGCa3=3kFUc&=Le$}u4p^N*j!-7@D3gUquf4czkh+wOZH
zrH@yMZFCA7`Jzj^Yq}h&i)kZfYH!D!)VRg`nbgxkEmgtRS{9lEi=lM09noLE>b~#u
zY{pl(vmH=A>hkH&VmKV$yBTS3E3VD!9PwqUP$FEEawX#=r%Z)pu5QT1Ol_Z_;H>CQ
zeXq@O6o49j^zIcPz44af368Oiz$l|QM6GEG|6bkpeH`vjQRu=2AxNT@%$)-yASTRe
z@^fhh#1Muj{wXS;^mF$eH2=?OP3ph9`VvBjOAI6&4!S;sgu@|FY@;NE5dJ&I?}YH0
z{v9FzsRjODvD$y*JJ3%s^*<prQk-|%&{XAFk$;VHw0aCLu4|`}Xrth%u|5#mXp0pS
zjuPF86YT0fiiyyx_ZsuI&tui(e0xv;K}}PjNB5mHT@lGiHe-VgiiO^*)*7ol5VqJ9
zpZi-mwq;D^;AXZNQP>EF^$d=s$2seSC{3hCN%wgs*&PJx@u<A}JxalFpRNpSRGwf{
z*~p`AnXtr{L!XEFRn%18Kob5qU@h?Kt)myN&afuo6#@FzT6T5X0Y=Asxndtvjn{-v
zLx&Z6f=|SW>1~5`LX&nTLIYOPDQ*<|OMOJm-dCHu+mOuSzZ3@)Haro*KN*aAWEYiJ
zfJ9csJ<v8TTjMf?YM*|Yw0|MQ(|Z#JsbezN)7L{p^Cs2v5}Zo}m01sDj+}4N@2#uH
zW%HXwZKB)E@sv~1wvgfowyfC*60Dgr{|GDnox1o9l>)>54iY%7g4}n_Oh{Rgl$v5f
zE~r~w98$bH3fjsB)BF_v`EEwH9UI+xgx$H#L9p6!aPKc&fatH~k!A+JB=!Pke}j(i
zw8AjReWxW1LdzP278$jum^=tAq7Yh6KwCNgL~QX#bN^p?+?`CjE2U;uuWnZx=rp2=
zl7OpfyYosA;i${)=&;(f`3&I!&=UoQ)P~UR&lcZ7^Pd=)z!%tJwNtz1G}gUcVGTD>
zh6)p~?jDi>n<=3OoYT_c&^_7Nz)>wqvwy;&k>8yawnPQv5~$CVc}!MXqW>OO#qRkD
zD&Oz-N@%jaW|`?JXh=M+7W5Lo&9A;CQ`5e^eE_UMGOr&2`lfh<bEchQB+8Q3o(3RW
zU_^e}>8&|mTd9L2>crQKvhrh?;N{GUUgMX#b<PJHxH_1-+c)tDWqF2Gg8qDo@$|9>
zz%t1wB#y8Ni3L_)DkjiLkG(^)FnnUpVGfOWy9K@QL)`4&nXdVZ?^brsaD@y>+dKaX
zN!UEk``u|E|BM9xXU1Yk*`nZ_W{2{eeQhy1&26qQZ{9pvyuUBLoMKqT)~|n!PVyqG
zf9fS=jc$14nc8d;l9VQMd=UjpR__?E(2Ydjz5D(H;BW_0En{=fI%a+=Y^E1rZ`Fh!
zHSadD!p33w01&!Vg3Dxgw1rg`>vH_;19O_y;C0Ze=_|G_KeF<|^R`a@0`0c?&7FnK
zsZG5LQ4rzzN9%mLg%U*^fLMcjB@g@Kd1&1zGTARwEe`;ilVYZ|3#*%rIvE7%=rK*_
zlb3=~)(xwal#|(6*l-Sg8UBiz5ytzu*<B<OX&LtRypIySr3*tn{=tU+Q2@aNABU6d
zBXaOTz<}Wpn=N`mM`|0s%CXC#d%no~ny@>>DYm^HvuBf}+nN>l@5<E62Rg`hG^_RN
zo~o(!@JuJ~c8ApyL|#HkH&i&0cT_IUlJX*UlkT7@Alrxtx_{U?4+%?&v~{POD*2)Z
zqN!!ab{P3gl3A-@up`GfAMRaGe5eG`;s?uP`Zcb#u)0z2#V9$3vh-x&+T}iryG;-h
zq9dH<20Old<%n^fmq%<|Ej*f17WqwoNU^fs_X3LL2}1B0Np_KB8&_0zN;Z$O?aQ|Y
zWYFkuAMK1xzEKuI31&jv5`LeYPWTtS_P<Vf|J6u9z+L6Pyq39M<3A(Sm<dm>3@*kk
zitGd(pQN0(gSJF!13;^z3}A<M;vL$xn|kW<77lj;GVeu1tnc@=O3NFX=HHaGW?W|J
z)ZTJUsBSm~`n2Gj<@$`zEQR$}zOxNk#k8#p&!LsJh?KdgcUI#BbRX2{fH2-wM3&47
z0q<s~sz&UC5|omF3OKz5M+0XNZ+=o^bV0or7$?E8Q&__yY-=2WB;Gn|6Cny*rj1P-
zRi%i-Xc+TxfC+xI?Fp-|9A0rE?$H%ydNzO*WE^b}D)X6>wL>W~dv8eE$7wQT#dt&*
zEAGeA+}{dbLv=d+jkOsWZe4`6d<wRJ3gKj@RZK<mSly&xYrMvsX+txM<=d*xCB~H2
zI%65dr+(N{v+^g^D@wKDBcEt7x=cgaYoZ0hV;q4V1wAY`%?&9B6AREYmh@|VTuj;P
zcIH@|SW|FVl5rVB1=PLGG=?G7KK8g^HF2ZI-J(6Xo2R@5&n{+fWD@#nm4&7+_=Pkf
z$uMa-`E4|!?}yrLHmzh1(T@rVRX1xrbL!%<K4Ex{C~whn@eFF6D6tmzrX8@`0pkd}
z=iBeh#_S*!JWsg!uQzD>vB8elA_2PAnX?0A(wf6h-VE{!SgQh`$SHBzTye@fauJM9
z@#k$jTw4Tbsm7(nW4}g>>n42<`&b<IvDo+Ex6trEK>E}nwK7j3l|qj}TNB{Hir=Vf
zZiCb{<8}S1G|2JJhPeM9J!ItnRWtXmI|UxCF?}GfKjKYKs|C$k=v5JeT%{|;4NHP!
z=QOvAa-K4E;ib*a#f9oJV_9uCN;@!cGD=#Uc28F;h6hi*{8RnS_Wi!bFu4C)VGm^t
znPelrF)8N(szM{a0pJ2BuOdm%Za0H8&A?#xy))L<7j{vhuKdyVn=TzUA-Z(LLpq#(
zCn1b0jeB0&q{$+BtJTv33Hq^*AqWdYc{`>Hcl(V!717iRxrRd=U4386tPV4xnNf6-
zolOTrXt}fUib%>oYp4$o5}J*jp<hAGKoC_%Egi0@oGs!Lm~x2GrdQf|YrNeD^1YLy
zfn-Asz4^~fG1{aF9_EYPoFsZ^t2N)ZOZWC8?_6YEkuuMWA{SB1;RfF`N{>|{j1{5e
zd$yq#qG#DFYdv<()Qb^=;;{@PbFY-W#iGezp93x#eI~u0GG}Cb_s;m#bSa0XDAPc%
za-+b^!9rh&wlub^WX)RDG3EhaERRS3bo`t(;I06Xe`oHjDCPAqzQ&l(igYQpO`58W
z)8VB53Uya%j#mNQTCnc8a;`D|3G|;PSNmlt!1e(^oOdY#>a6Rd)ip9gt&4bLicQ%F
z)XL8z8=3f+y44j`mg5gvL$E%VxkFJ(GIa907jPt2fT+L@lSzbkkm6e?wfjy~iC%Td
zs09>n6y`8@bf7A*%?1FyJKF-2dOH39U<J=o!NA=z8N80zb!iAMX?u|*Ksx3FUqxq;
zUS1XY6&4B86a&)^fC44|bJ+byQ|13nfA6mw0SXeq84)0m+WdH!6&36*iE`A@y}GT4
z?p^sRbA^bP_yGXc+`BjNk|Fb?A1jC8JhTb5RmW1}=oq!tAsRZdM`(OCD`3TVrMJBb
z)IAFwM6P#fru_a7fJKUG7BJebYWa;~PRzO`?P(R7FvBfvee)s2s{rv|PgG`ZB|jgr
z7--Bqx+1SOx50tAGEAw;o7Yy(y3Nhz!OvR*<w9x<AOVbt+3m^fJ{jK`e;^(lnInq{
z#67#AxvNP_q2%UrRm_hQ?{m<2fkP{-0%7x?a@?VR$anvb<IvCY+T8er)*S#QdlQQ_
zu@qq0C-B`^D5`BW5y1rgvT@F2rt!3H3@kK1jEX}w*Lmg(@IEV2anrzk^c0hXqQTet
zKx#O|FM3Vd*^HxAEUx<oL<g&~*vvFDg`e6>qR_sqFBu4aRS^ATJ(ao#1<AF3bU=`D
z77MW_z3*9Fx>}XvZ7|Cx)G#T@71)?}gC}42t<2Fet;`;9_K!v~#-q$X)?&ND_Vgf!
zxtq{oLLjwmi;1t->N9hX#EBrE-N#Tw@T?{mk#X}{JR<rG)tvLi+QPVWejaxncH=c;
zJmg6eP;o27S5WgG<RMlnR*q`&3y5<^*fqg_#;9iZTMF~nb5Or{f4{_Set+V~4;g6x
zirD{OuVHW*v9dANRz3C1yw4{5DegNYggG8}`<|Ya5TmzGyI2@VgM8oIsEZV)l6)#u
zHg#JM9c6Ced4gChknX|r?fxm9G=6)jx_z=^gaNc*b<*jT+vdRri-w2$(IyAHvztBB
zyc(0*%GdQTQaeI8@iH&j$$$uC9_X+}xC4%M?+^$xFZ~o6$M;^;i9HWAeiI5^+G9L1
z0Yzqmws+i32&VwT+KIjn*(<i7yl^WbEssz@#<Q>&wGr&WVW8x=k`FwjN=2i6bIiLw
znPz74ez;D9rJgK!tpuGOjR{dRw}#{SW-hO**7!dbDL;yr@5e}<Th#A)A<?X-Fr&ff
zf|7rJ7}d`r&*%qX_?H_fD`kyUhaImFf}rF8cn4ddU_C&POT?}$H1c^3FXA6MzDz&+
zda6I+S^sy+JAP|h{|nEd3_*&*y3tm5Qm%2pT>Z!Bw;l(4knG8{z%j`DXrlA-)lJxB
z?CmMqWxEQ91rMbt7CvQ>V>#eu=UHUV@J@_-Vz@d2w-CV2?s>e20g2iR^BpFJD*mK4
zT{&{l-b1y83n1;fsl&HpgeAooZ@8!+%FHE3va!Z%hBQ=uJ$fAx&gB}fp|!BApQ$LO
zVWAP7dP*feF~#VV<?O@j)7C6Y*lowG9*Q1V{abMG5h5&sJA5Nk-@EE@3t(MEl!32c
zlmYA7J!|dft#C-aN6a7$KnD%owDrg@=)jHHwX#|gNa}vUAafD3cr{r={<06gl-hO5
zZ1T%_?6R3F_R+oQFs7muKjeB~lDf)2U$4Nve@wdnTwY4^JIA&Dvf3y=!<b51SrB}}
zg8053f)uAGSN_LCzkc*f|EC?pFtm%}{Yi|zP~$U&e<U_9A}~ZIPY+ISsEnR9SisCz
z?8;^BHoHfvpR_DYVy%xIodXR$N7+rPnN?uOk&`h6?668n&xx11*5}OOg)WHiAv8J%
zPYtc?zjiJrvk!#22~wGdp5YBx<!iuOJeKi2jBI1<BE0*WI(dSGKlCCt7^4$jM(e8R
zQQIN^vYK+<xjE+XtIL=r=bE@)#R-bW#s1lvqcdXNnnd;anb-{aY!k({)v8x$Ag+xB
z#T#g<X@bq?Mp%=BH$42z$qp@DXRI4G-J{)_VHDA#<cYdDD0&;>;0M5x%1T$I-)Bua
ze37Qo73y;*Ic#5!6{Q6qPO?=(5Z+eWk;Nx3Cer$*m!82T68WjC955z4u2TqFep#Td
zeh{QyP?E2mCq0Bqh2Ng-;sM}o^Pa6;TDqz*bV@N{`J$e%PKvxU<-M2cb3J4c8&O#6
z8ep~B`5f{kD?XLwe&!P)ngb=m4kzUhD6YyHK;&95)ctYMx3;Fo<Jw<_)nxL&Zl81y
zP{trbRS<dB-{T&tpVC}%spPrYEDrS_v<}J^b5Xk%9C4q8Ym~?#$$NVbkL^YrEq=5-
z<EGvZt+Zi(s}GMQfF^+ZA}ZAB9GtROP<)NLL;RWl*0MJ2?Vm8VvZCfK_FQ)eKzm%r
z|6>R6Z~d6{ClF0_^7?g$T{W}jyyjbve3o^00T&2D$#-Wa@()GxUjyL(Q{Ep32P-FE
zHn&P4MaqwU3T2mh6xvjXa8@joU3Rci^mN^&pr{~&2`s@1G<2JD1Zypb=&(OQWc2X%
z5N!tAHQ{+nbMctVEimBD*~L6|P7OW|_73Yi1~(I3B1X~|X9^E}O<oYyR+7E#u(?Jl
zP2h-hIY6^v9#V7u`a-VnbBS4uqFu$|^s(`15|5B#<(Onl1LPSH>c&Td;a@JAd1%F9
zwbY_$oSy4E4WELpHM3BDS8bp|Pe2s-3g^CZ;<8s|ZA`aXR4H~aQzYl56KT#0ZPpR7
zM`toA<f%2D^*kNOc0rK%Rpo6{Wwx>w7SnVeE|HO={`qZ}IyzTucJ5Z)bmW(0lsGae
zBTYKiU4UMwv|HNF2Z+F)Y(x^_NJX*BD$JJ}Sh!oj*c-{flU?_h6~=;3`;F+$e^~SX
z<3Gb1bSjpw9gCR$;!Ie^2&7QOnuc4|1$|0fS_%&zJ{BNErr$XYdv?oWA+ldw0YqWy
zwtb1_P(b|7mDsc<nX$3b%Pi=ls*XcD{SMGzg#ccwB@SJ_laphO%$=tperR7Dh!{kT
z&lu|#+P@>tIg9BG`npyErdEuiwtdrCiKrCzayS|N(xHy5^+wJ(r-689f>W&VYUjg^
zvKu^?GPdqY!oH~Xn1$+#Dsd=gfwBOC`(^z>fzE{i55X^UhaH4M?XyXhS$(rR;yjDn
zuf<+dSiEM2HNPN$IyK@PGNqY_QneKijlz)&dx^1Sr_8&|D}5+eUe9h*Sd2O*Qk12F
zHCxDMaHVp)(3B)t<Xg`AKV>KXm+5?+=8FT(+d+p3@KHDiY|e%hc(DZ&HP~lCtXbp1
z_sqK@6PxP<=c{1I2oJz30L(1p*}DJJOou<{{o|hf!2^Hrz#lyD2M_$g1Ap+qA3X2}
Q5B$Lc|9|rU%)`w80VN8UhX4Qo

literal 0
HcmV?d00001

diff --git a/systems_design/images/swimlane-2.jpg b/systems_design/images/swimlane-2.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2edfd20fd05705c0998e862e71bd4589a5689728
GIT binary patch
literal 30777
zcmeEu1ymecx^7`1cyNaV3DCGpkO0AhyEG)Y1b1x$fdqF5?(Xgo+=5$zy9RfEoiq2G
zIcL_LbLZYWGwZGOUbCvJx~sZ&{d@1<zW>`ie0x{|o=A&Ji32dO000C110H4pQQ+~T
zM~IIQ9wQ<mA|X9SM#VuxML|I&#KOkFAtfRwBPAjsc}m4Z^OS;tl7xhon~s5nm4kzW
zoQ79`hmD_!orCS?O<<6akWf)j3DD38*q)I*WBYHv9=-sWk6}mPzQDmy0I--aaF{R;
zod7xXIT2ufc>(|Nf`NsDM|gzz7zr5#dO`IQ02T%g4i+8`0RbK!dbKC?JOGc0fc1=3
z_z||^TSN+59Jcon>5nNz%G+?2Mh~gj_3eC+kn!*d2#Khl)6mj^I5@eud3gCmUx|rJ
zNJ>d7tEj4}YiMd27#bOyn3|c}J2*NyySTdfe(>}E_$eSTGAcSIHtutLLPlm*c1~_y
zenCZLRdr2mU427)M`u@ePj6rU*!aZc)bzLSGs`QhYwH`ETiZKF$0w&}=NFe(*FWWg
z0pR{37WDlug8hwLm{7T3;o;%n5r4`B1M3Xk;4tA4p0Pf{5>`ZfYl}_6_Wm)BNJM&h
z8xkeE(jl(C-6%316~{95(NEESk?bE6%;$e3*>8gVRjwHT6%GbEcyO425O8r#o8gW8
z|F{3Q`ru355!=iTx7x9`FK%T_#OMIu`zKMhI&YYHhTK-CYIiC%v>S9NUu9d_Z^8=R
zt1t_B!yTrfy0_xCS-3hPeqVE}6>bn7;blmdPosiKal271=GOhFXebsayXkbC7W0}t
zukYg9;#zQ>i?uYW_K!e~GpeY@NY}p2NO^%B7Y=t6iw`Npj#Ah>lmY|f8-ovkC%G2T
zEQX^1^N(!8JQ;z&S6R1qnVxF(c*BsI)_7|Q&{1krKcbx5WL`B2?{_ugJVOQ)S_!mp
zbT-ym&eXh1t661y8HTZfxp0l=k68S8Zi!N}x1N|q_3`zN$xy%>zul4=E`{i}do$+b
z8=otI1IpozV&bDih1-^b&u(uNALW|aWMySb^3a1g-tj?D0LUjV{X#TiN58J3X}NaI
z*XffY(U!CCNhJ^w6MQ^jW%4OvEyax^*pM*uh@B}d;YjQW&UQS@U>tV&-gx@o&%V%X
zok9-^nY*zfPv+T~v3W{-^F|ULgVPl;eRp4ouUGGJXFAtHKdR;D?$K(N(K5h^Fu;Yx
z&IZv)4{_!(Rq!w!8@{mzlig7?&uVDaiZ>T}wmw0AldoNCti)#?D=)oL#4z&&luuUr
zSZyE~LLSs$0x$itw8M}jY}XWrumHjd9yIS)zKFcNWENhci+l;XNgM<6l>sS=b!CjV
zf*rGgK;u6$8vk((oFNmX0g=BA`bZCuYClsyzEWKiLUzBv<IxjAsj)Gq8F5agK})iB
z?4~a1iYp>Z)UNvSkV!E<+DBMvur6GJk|qHNT+|A^9&-=k`9AfusqdzmS7BcMB^>IJ
z?EQ31(T`+Cl{s+zEAc2~7J^MDb{~Ao;G|GQ3&w2C>Y|!%%(cNVRv1cW0P<7_r0LKo
zRcufj$z{4~*%xQo@4Ciihe6Zo2ISIwdQ<y;W`jn`z%o)im5bQ;7-pY!@k$kPDPsx5
z1Y<{sIL9g!AtRs;wr!;aUvCCaF8)AcVJoXv1+j2NvUanvE|Ol4aes8kA+Qjmtn1q>
zu^;B`8*;lC1XLh+-^9nR0{A4J=#PEASHOn|c<S3;x(5fX%;Nj4sl<OUM_HmniJf8l
zK09$X#G2y5nKr|eveQ2`8e`q`xR<~D0r<Xnf6akL)@MLVN%<6ZcGd}|_o_0b<rKzh
z!Kl7A)bJ)WJ#I@(O0f;zX+#2^7K?TQ1PTR6V3htb&G~PP=Rc&0e|tYgouSy8u{lYb
zh-XfMUkoRzMRgv42#C@HP^t+z#eRvKF;Q)nA*C!1L-I)BLK+<-uPyhkR^tIk<A7Y^
z30)?%nmqtyHjrt~dsR-r$n*E7;^Zfc8tUq5>Z-Y>pCA~6m)q2a9#d{XKqEzkdRK&J
z%-83&_jV(Xig6TQBK)J9$>I*%ELhmW($vc8xtdL5JA!Jr6wSP!shY~-G3WOOU^@B%
zxF%5n{_rS*vqg{*BB5Ip@>^N+(U%0{I|<oUSn^E4{B;wJ?;4bBczFm2i%pF*mqJz6
z!J-)Hgay~Rw?5X8UEc>_>v`Pk2OwNF_0C5A4qgGF;Qv<V%O+sny#9lWYmfh+8vjJF
zy&iGWvH9hIyD=eS20ty}BUEfR-PIl>J?$C6Bt_bc8<VlCXkO+d<44X1QQXt2uI7u#
z$EAId!?BN}C}zr%5l9RC+zN;`Z-cJm?%W2T!=BKp!a00}4;{R-xCcO(1IBp#o`2~9
zD6zOLF!%r6F+dNRz8CkDxo<9h0FtT;HPu>=*?08L_N;H$)6lg3vpxjT2Yo7jW0qs{
zDU&K;&1ljwM9bA^T(rj;<0-%f>AX?r^iVPV&gpc`*f}3M6xcaZJu#7aoZSw7dKH&*
zV5@DAFczbs8kj`po!lNsTPzNh0{C^qjp4oxae|z!3*CRjHJ|$9WPvG!>IH(V^1U#3
z>si|aaEdLH1L=J}d|yX%??cBae+9n)omhwuz=$kU`~&bbQRsRp_4;udipuX=__d|K
z>{Y56rO~)12HD*~p+%kuuQv(A`sMmyoH^7n?g~p9NEL<g+FCXi<H(1}&L+0qvWSw)
zVk!N}J(1RB?MAxWi|W<Fh70xslwP-r;i$hA{#(8MSASMLV18C!W47s;*BXD0t6vwc
z-RXAHVb2{0Pqi1s!vJ&dRXq?`vQ14;*sn#QT^>_tezH^hVsSmdYt75|)*@~6jCc5B
zDK#u7SHDMDp*PQ<sPpnCqZTKbEeesjSBM}1zA2;oa(e?u>f)SlZ$knfxBEOMu}`Tl
zA!&sP%-6M#Ze2>6G%pZ5{c18v1D4c%sYVB9=xP8ba9R3l#PQNG(W}qKcQfod%zPvJ
z@GH@$(DN5{44p@XpEW$kBzQKng}`IuuVlb--OKvPBKZm~;j4M%U)Ax*2%2y<>2`5j
zQxiCREf%(%9aI@9&Z^OvP;z8LC=5%R!KIlWqF1tNjF-i5Q~^aX96%M#{$A`3I*pBf
z4!_<Xl>w;yo%s{}-7$b0WAOk`3T8h5x>FCpkk;gXVe`anZE=e*IEJt|38^NkyY*zA
z*RNpb_ObXc&^%>w)fXzZ*SEN#Eu^o_z;<HiY_<Zcd1lgC<*v!=*&k@@5>7n#6g=YU
zF0>|~#kC#6(9?|}OJDv>b`-20uH6m5a_z7PR;T9euy1pt8R@s<1i|?c+J{P=4Z2>E
zpo4Ni%1OWU_YJw1G3i1s|Mbc>au-|8-e|D>E_m~!hXh$EMid>AlkbM^R{^m%q_Cv=
zkD0qV@#H}sTk0^MvAAJU*p<w$NwkdPE%UU&RL(322op=vo)XP=O4&helS$b{YS#zb
z8>(D;Uu#}8&@;cBpqe=SY-I$lASpCRf4WLhO}}L}q53qJG`_)E9h%(~z5R8DYbrx}
zr%j;Us0_8lwra&jve147r{1~BKLF`nFNvz4DyT9kw1(~e0O*kaG)WC6w?6M4fL$NR
z7DbfGPs@F9X9Kx|AKOknMyiCGDkP{K3k0fvZQ+mmKD~i}RQNskCFiVp@4|d@1+&;3
zv&8Qzjt1Mhu8@5Byamq;4=#-U)ON&dOS1?_yHtUcy*nr-D8`#?aampuRb;wx<{DpQ
z?Q>i{;r3J$s&Z+t)c7Uy9hVXPfd1IdG+aBg>nGpBcW@>H!SBbnb&N`iZH@BoO6ETB
zt|QJ<j+4dYa<w{CT$xhhEiKLdAZFbTY-IkB?q12@eAph`_JMg)c$3sZXPBw0O*z`g
z-OKaqGfg$GP0@le&LB_S5m}@TbW#je&TJjLdMkeR0x{3r*ZCW%35x=aM|X?s;O3%5
z)9OIWY>!Sf-&sn|`464amSg!x5|9(VjDyVQ8G-awX}?<jf5*PWKzAfLi_bqbrcSv&
z1`;#}9Y?<HEzS@(%wlv+q{0+=S4XPKK6|>mU6Lf*K`XNjG-ZjVi33K;*o|)_EWKE7
z?N0#L!WO#2zIwIh3i*XlUDjK#)y1nZQ?2_Lv$QO1o<NN@46=3^ay^e}KmU+-&q31m
z>#_pwpY5LSu?IFa#$K=Ie)bvc2EM?R!HqQtkV`clksQtIRif~`e5IS{{X?KxRxI7c
z`9}X}e?7R%peaVzuYOCQd3Tf|;8}n{h)6~-@Cd*qbkgIiaI_F|ychKH6TzSSV4I~_
zWSXw{5<vG>-pXi+r#F4~tB=6_W0<AB<6r*(P~88t78O4O4sV7TNKX>^*&rlFR^hLQ
zFA<Ei9)RBAe8_Zl>q%_2#qV8g)h}M`4^g1bd28BTS>k|v>^ARH+g9?a1|kgU?rH+H
zk5rwLqwCz$%JMH{?C-09;s_tf)sy06jJ~NormWT)DWj@j92-d{78`U70ebDu1>*bB
z;CU^8Nj<VT3#wX^%%~PxPRZGv#j|%QF5heYm18$=!`hobPl`Wu3%Y*iI6HU%;Je!F
zwX{h>&Q5DD$lkqIp+)}WiyX)Y(3?n(Tl2pfVeF{*rcL`&g0Sc9!GTP!Y3gD4E<QeM
zx_`$YW0C>?DfwpL=?e>&V#~3|3RI>n1uxWGP!XihsMQLa^zNZn0I=~pduwftTZDxA
z7>k2Im9#*MwlqhI+VE#Lv-}2;^e5hnHws-Jr#=9pfzU3qz9RYo6`>z;hYkWJp;H_-
zC;z8UU%ZBfG1o}h<4{`ywKqE0P+NkN@ZXC9ANN8N-8IK#B1^&58~NA$doPmlYxBt#
zGV1B97U%}sNh=N(vYdDa-9`!F)zMZ;QLBtfe}sR&?t5}iZo8)^6u)FdaHI9YYI-L)
z7qQ_9XXB;g*+%(?1^U&Nc4wGIE8B&7UMuQ^?GkFsV|FX53(onT6#-HYzH%(?$4<na
zxxC%1+m};%{`@Rf{d&4NPj^X7F7JkGPl{M0ii46tHu-}&ExPYQ#oS+|z8YoXOf22A
z)QA=54duFLmJ@2+TfDje02W$R<TMy>I*Wz&Wdji|t=h(YOM-8-8G+lh&^O@UwSgKI
zwfGf#YcYSs@OQo_ueVJKd#4(>sn>QMsojOLsC&PI3CmYOkDzL#D{=-iyPIPFl4vhq
zqtKF@b+ez{#{L-9s3j@zOWpV_d!FQV&=3Ib7E_~7&SZ?~whzWWyC~$+#V9Xl`%%{r
zE`<|8&KiBVEX<3Nw2b403vNQp#TC;o>=a}0sQZq|Hc)k&Zo@MyJP|cjnJ=EKYE~GK
zb-|rpUmk!*o8zZ~6<E-bw}UvA!o2qwUZ=|^{o@cX{1SPN1q?r0&ZkXHCg$htCiXH<
z8Q3e+yWPYy5A);N&S4Msm^nK`HF(h~t(N*{%kY8Qpz%-v*Fq^qe`_%g<un&V%_pZu
zyog7+lZ^DQgCxtfB@JU=DM_+DksN;O4ZxM{shfHK3{d`kK?)2HF6@FfpZG4HWq9~U
zA(zm)+YmWd-1ppmj8>GPyjJ`D-P*>;uxSk~Fes@_fu1gDXnK3Z&s`L)42(aouoNfH
zVRs8e->drCn=KbxiMm<g+dO3z|K7Sj$M(4I%C&a~)SbLcEWou-{AquG-6i1dMhq_v
zgvt-`UQ5X9Ov433R>L6hMPY9Qa&md}%NwVqG87*#v9)7Q3%=-dMJ@9!S(^G<GuvEI
zcw22*<ZhO{f{y$x!KSdG9PV>(SgW^ykE`tn3HBvXyKftx2R<`zeN#+gTFk_Ut6Gm%
zCJBB|T0Qvf3`xzLI$JCX_!nH^ANG1tCLU1=Nb*l+MOF}wbnz?u=tt<ls>JZNo#ul=
z<Fm!GB^Ye_=!+r=S=Qd#0qxL%2~E{%ehnK)oA%pQkps=CONQ^8a-kvQO0m`-ERr{;
zDO9WS3!wSN#eJR7y^op0@D=>eL>3-;wb=8&Z<}Duf8WTj$MGDavu#u-Jd&A8`#ouZ
zVS=ZyyLsFcK3*iA#%4f<e)G$>zF}UbFoumapUNU#M)Ky`KBHnN?<oxCf9u&qtdpP1
zV}t2aa3K}&q-Q#4SDP-S9Q1VGkn$M{&XejtX}_ijb~qpAh+V)atEsH7#-5WRIV!T;
zct?d`4B0=4HKyU+-F}HXEq(ZP8p)#~lfI0C<pH3ht_h1PU05Y+QoCN%gh#M?J6l!u
zteYz|cUyzzOM|N+#qkv`zIg^;LFr(tH$KV`p8)~Rr3YrNC{bQrgR>^QkGhfZ9N{+z
zh7d=vjRnZTY`m39sV-8+z+q8~$yuk9Yn9iwTU=s$P?jVBgc#yWiRzE|G;mY7P0O6U
zJkohS3GtiAI#}+}!o7j*_y|mwmBtLCU$j~uRV0G}%(~@QuiR#Hwyu8^g!orqr!XzF
zrZ>^LJEeCAKY5*A0_kmqy8NQnYos(3uGFJV#5;Svb!C;m9xA~6KD~y{uxjXxOZ|!B
zSU@%z0rS!SuoJ)9i$B}{5lB%j{9^#F@C#gn`*(BVtiKzIdo%u7tN*v1`!}V1e>Ri;
znCWO${~p2kWk_L^|892kcd!gv*vUU@@!xt*1wXQii@m>YE}|0k`u$7nQC*jNx`~MI
z9_P?F%n{O_T{C@F*vH>!Kov6Kr@DGt-0UZ#+aolUuNQlre1^Lj>5{1GFG><A8QO$v
zs35Veb_&5X$9L;$VjFCru`J4#$SunTu?IGa`covW58&s|DT?7n)G0#o&4B6`$-Hm5
z4r-mGmayF1?ko}>fDffmZAsaC06a=B)xxuR3%dv=I+b(wp1U#Pwk2EZ;<cL7b4T3W
z1%;K$rJQNsV>Qc=$UzQb9suNQk<9N;jvQhS4oxyfHFWVOtQ?7vbhkSi`l?7^x?%RT
zm02aJY$sJBuGAQ{Mblptrk|>(46KAm^AdWT^kkG?D(^Lk7R~ol)S6M*e^-UHSD)iD
zx)boLQe9c+FOKSZatCm_yK2#;NY1+zQuy8$fM0Yr1Yajt$#WUF;%Z8V3iJG+buf-&
z*Fxt>P>KV&C9nT|15y++@K>|(-?1P%VV|l8X3@kl{AKfiC7A7$l?sW#YPOfytTcB&
zdtr*hgxVpPCLkBdu5ZVU8n<oE!fh|h^a9p&vZr4Y{}z;gq?RLr9S)h-JIu*bG2cd7
z$)_=X03Nw<;);qlM4m|1rs$)Fwz9$zZsK~C^T7tv2Tpkidz$1A;wbIC?4(8J>6uU!
zXOim;7-9+IsCl79KaAf+log6e?WAu5s8Zd>a85NAe`gCy<)Y}Iv||>^Hv0k6onpP7
zr`LS|d|%Aa56K5si?+`_@tlOTH{Q@CxD&hT5vOn(geie&<P@ADiuua&O7Y~ya8!s8
zaMYPs!1@Prjjw!U^UJWk(WPi6+?9iMk|Wq61MS=?^D>%te@=pX_u9MT)@3!Lsk3j4
zQ?6=;0S&BT4*)v7x=6-60Rxz(@|JKxQP;skJ%2S|=%?@{9Uaq^dfS+THf>pb@T-Jv
zdC9z@E8@|+BDr4%p}1(;1pOa!l*yv})-?+#Zc$1HMJ9Rj;MAb59{KMjCQ9Z|kfRw2
za$x)fYr*XI!d#HEHlb6@mw0(acjg<~vTT~^Z%SBTx^1I$6pwVXQ_ub~=~dg4at|{>
zG3j!1KTfsieQTyUXRDoRv3m2^q%$4>KXpOS#6-C98wmyI3@uj3J1tM0+Sa<bCESWu
zr(7<!yHS`}APx|fSdRtr2%d&X?-tUDb$w6lmbOTEfq<hX@yR;3Y<x<C*a9C}j=dY{
zK0459CgD^)8Pcwv4;glP09w><L0|b68u`)qW!O8LH7HiE?6vuD@wPTJ8str`lGkxJ
z^$ufp^iJkme^I-I!<ur}yg{2dHbi6?y=YV~RrYKi`aXPlOu5V|&GAt&-1ss@F_no;
zcS}Ck%%^-MP_Wu6@TBHQE~`j=*a}^62P&1kMaiynQTyy*cwXO3P|r5BL99jzp{Z?d
z!v}!9Iiu<5R<S^QolIQ~5grF>WYka5yzVbF1CiF}vHg2NFJRr??@6ne;5t>2u;Oeo
zX*A1?1=1FUwEr57{VVnbJ9@_`jnE-xz75eTm<i)ETD-G`teL`nb;hyqC+Ou@r~u>k
zmm<!5RKi<|2wn;dHGWeLNM0d|>VCkAiHSQ6qsX*rv@CQwGdi*6{?5PZh?w{Q@Y~pj
zm9VOEgC78A@)+&Ws>=L1gxK9axi6_u$a{WI{cP_MBQN~ag$d%lM(-l)wLvkxm`ud%
zKDwDS*%)_izIz8z5+0XbkGt)9c@&6P(5GQZn2?md7mk&ZDmA}UyXFB1(}2v8_tzIH
zo!gZ!`j-@nY?Jhav`%W@5nlza6G>qYNPbxt?xrs~%7_h}gNgFL*RNOX>J-{ni`H77
z9zJI2q}k&bJJ<WP)iTNO9);n}naLJNrp~xF>YcI}U+Ri**jJ+AxgXz9JEOh~I`YZ;
zziF&w8+04`$^tKYfzjfAqc%yAe>1dbJ1Cu5=+b?0#`|MFl84?m!Z+|#(osfcK$F7X
z(Nzsg)BUtmV4|3)eLGz{J6Yl=T`1zBm>hX+hux9p$H5&v=(Ks!G&Gor;^bWJ;>4L<
zYL@>8pWo_nmXwu-m15g@E?@XbISKAcdc-Gx5-c78Gz<7_qs-Z3*1S1l%j%Ye?9<u=
z8D)C#%L?>}Cw3Ck1O<&H4?yE>fhCQ+rSzKkg$O(ip}t+ui2GDc?ee#GPqBqv)Pr5^
zY8gDs7iXfR+18wHK4jB%%!r@s8ZO{Z=$D1A>B+DAgVdemOCZ?}ZUaRrBom~PAWN#J
zp{s98S>`%}BfWB(@gP@N)DJ+J?E^6CIH((y%dFgp0#@}K`!-nx9ULB^U8o}jC8YoU
zLph&FMKNT}1R9ObEM5&jqmV!1+Q52~=1`SH1N4VIX2vJ+2Egh}jfYy%%;-}G5Jb9*
z>SJ9`wv$pVXcuY}U8~1ciD&N#$}LDPu=ZkImgIh{3Z><(Yk$r*M4*DpWENG`*L)tM
zz)QFz#RE5Sqpp>LQ)|in^?t<Q8S#ho7AWMaYNiBAyePgPR7xypp55NiH&d2HFSg|P
zs>A{Ld=A&_Mw)$AeT-idW2nkQ<;1z}jC}a|=qlqSIvgDp_Zajs;U0iIsPec%B8pgX
z>MfZz<*+e_<~Yaer>2v3JNRzBAAn);Qt?v0Y1PnXx*k~3grT6SmJ<(=CdQ3cb`F^r
zFW`ZtYt=#x<9fzT9Wekdj0HRDQk6dfwUfl-G`3ve>n?c`rIMG4om1W!=j@M(C^Kqn
z%E9xd;^(ui@$`53Bqg|IZlV5F4k&TeldB2aUu`Yl^wi4nxlbkc_%W`IzY6jicuE{x
zviJ<@Ro4s`LVI<RY{TWyUcD)No@re-rfT#t(yn#EZLoL_KRm#44NKf*4rIRRK?nu0
zptx1Z;H{s7>X%c2SNkQn9hc+xLYdGnEpBHT16Mo@i>8m3AOqC*##I@697dmH$08+!
zs3HS`ZM|*y^mA&p<JXa>@{ygLw}e2S9)O<C)_qmO6Dpg)uTmGBvqT>KeUyXw>XBNt
zh3;(Yoz74C70GzxD$|zk9d>z{C|heI`oyGgBGFmc2dy<P)fPN?`Y+bk-bPSa9y4D~
zvpS<_%{7TQ#t1KuM54XYFVF=o+A8IP7-biRzn<O*h>YF1)WjQpzwq8uD-1g1zP@R_
zz`sh^qYqVFkCMnmvhR|q`}5>PCH7~g^FIlTbD`3%p>W>}+;+Ln)Q8ShtWqE82CN8O
z!4973ZO{*Wm!5s=kAA(~F>5kUqS3hDC^X{Y-ZC&%EN{u7Ko#H!U*dI4%d7X*UWG~X
z!=687uG_bfDwT;;$F9+ryvNbYy=R-%*0eJqtARDUZp*<jb?b?N=Uc&+J!6e}=sU5a
zW=>PJ_<)XKp4#rjl5u^pvm}^Fac%x85V9UG#1{rJA0C(D%Px@;YLRO_Kn{$KULGpG
zAQ~-MR{t)2;W<C7UW9=U>7^FhExqrbY}FuRgx{7#ygehoMo}kmmPlvzOJa%0^bznj
z3fPlZYh=I&49^4**b&s`$QoOV#n{W@4|__B-9R9#KBm_AHEFAaM(doQk&%Yl1i=5r
zXOrH|H<XA+1zGc$!EeZ=XGU&?NUsU4tcFS7ig#d?xT$$nLLm;LxzDSO*vx4{Y<K1q
z8H>;3PMMUW^$T{bm8(V_Wz;LGsw}*%n#z#L>S1dvzBchlP4BTuT|uijrLrZ`WouCZ
zTcd@0Z*pRnRX9tp;J}djJM%k*sru3V*14iVc`j4~sbt&a(?aSgHhf>n9W}xV*4RO|
z<<ERe5yzqa%>>yrhH<A6tNn7wd(~DmR^Pp3%+w~NnbKS_G`xAqLw|K`uT}4`CGRKV
zE~a&r&X7{$dupp?OHIvkypB<tpv8U$aEtBf87>_)lZ3@JTE86GsO~~ekH6y!cUcZ$
zXB#YKx|z}~r~#cWDa<Q<77`>~Pj#};?BY<OHF1|z<VN7uU&R{<#hxp;e*>WZvr_l}
z<~tD>cryRkK&a(a%#QP?G%@Gxwa4)|@3y_1CUpoQreFc}*F6n>Vlfpaz3M20yfD8o
zz#)r1ZP&pd0lzs`o30)yeM9oO06mMGY26ZS&t$x1;F)+h>kH!22~|-F#!4CXC`wpv
z-T`v+!osZ!KC}ujnE$P2J9BJj(o(9td4872%-*WDR*j(w)9a6LgmBk^Tjvw?rS?%f
zlUGU=BOe?~b$;{pbw-EA*>y&HU(ObwF?U_mKma!HOqy|7r%H&FE{!gFaK3Q2hzvZt
z_wxWMxXL`Cp{55wX?*|bM0WI-ZRAQogtV@&M}U456kBL~G2;+>6i!+u?q*}J(JjX;
znq#A+l>&x?uMe5sFZ6-%?Uc?SrG>7{KLAra;-=q1IuLzBTSHW>ADL5!PI+TE3oYyH
z-DXO+By^h*ND;!+kOZ#^O*Q7~CKZ?T#K@y);j3xIopA?Yb`k1DC;9DZ38F!ZhoeyI
zDSO+cI?n&XwcwkCtCc>cRC41t-!{tenFeMI7pDW6R*RsIL00W)&!~<iYOBS}M`8pu
z5|+y*pQ)$3N_jpG_dUI;8od6=fXIHlg+8z$WLaZ1Lb_t@Ne8@o(KKa|i~jNTwbZg{
zO?~fNr@?8Fsp?u}OOH6nHy?4JK6&|y(XcXdOyBQ&-?#a0MCrE<VIGyd)ZlRTa(#db
zU{~d|MBWvv;Et2Wk0oI4?MzB-udMpItG;VywbuWo#*l}^&LVSGX~Sxhs6%~Sv0~)S
zu5O6XZ2;B-@QnvrYiig;^yTCaOIf_X5n2X|r^D17#>}DG8I(Kp9(<rE@0<*gqQNdi
z6nDs&7(|i3Jn_A+FFnpLApY&J@beGkKjKa1Q>vx6!BEDCyY>UXYYIDgmZZ*gyzj$H
z{Y@lRL6T<`caxjT8E?T}7UvUzZM|fvVv+R|Gj{WE@v>+Hq+WyI%?DsoUCxT3znGKf
zDv2qC-|0HZPP$DQ-tfG)xbXB7n4()Ee9I72e2g72#HT{jmJq(_SoZ+DPdzMAt)^A@
zJkWv@@qVn)L^nFyJ>?xsbtaiMrHo<(RsGj@kC7jVIqE)w#yjq<7jaia17U5~!R7RY
zFW~@jC^q2d&_X=AIrcQ(iV#Ke%QCtRg3+g9q%PXTWtKC#!G2HK{=vx~26bh1hP4u@
z*8Q_E)?cP#aC_YlW9DWCEl7emto%a7*C~aP<<oRT5l*i53rZ4&t>Sx28aw%@y9-9E
zs0CHqP;D0lV+MzpNktZro;&%zGuK!ie#yQKt~$b8GxwBdtHJUbl}_nR*`tt|erXF!
z(U5ZxAvGjPiYTmsU%^mo$48RC1wqaxOUF5;0`1E@3B-_Vf=+)4Urq`(qF)A5OB7R1
z;B~=UdYKIFUm^qbUn7H<<vTVoy&TKy-XWd(*%1e5kTF>*u<y35i6CriiO_z3PO$dW
zwpqAmQ+ZU<Bwpv++^iJ+AnK=V>GkOMsl}?}Mv|Na)DblqwKQYR7~t{jiK165F{tFu
zUu{z!-&gmOKQh<kF=c%Kz!;b6Mnp$}<|fGj?L$g(@dgSST9R6LWID4!AFN}Jf(_Bp
z-s~uepF9or!L_j+QS<Ej;S`58(|gcBWB8^i*w^>AFs<q^`))mpo0UUQr?-M>^XXD>
z=wufCc$hNLXRYzA5OO$3DKwa~g~XSP)jt4erp|maau;ZXYyi%);n&l`I;!Lxi4wWe
zOe~6?uzw1}r;Ys2OMxH7BBUGql_xO6ErO4@VxBcBTbRGn7QUPCFiAQsnM&BLCvXc^
z4o(7(vIi#VXs*@j9UU(EIm8}o>zKaD^c85L@<AsgKyRt~eoLCipB<BS9VfJ`;WilE
zLLQ0RXhWnh>yep)sB`Z)zqegS+ww8~OshXDE3%SlfnV`^LoAu0H+EEH&%`7t`@KkP
z>)Cgq(`WLd4%<z_o1B@<`?gKJw$nWKs`UoT#Fxxzu@c@CeB~WjF1)81j@u1Z^m)qd
zld1;1??PANsT9BZQHePUh@u91;(l?<MJnBndY&^T`fdO={7Z&M+8dKxxMuq(=v0Cf
zyLHVyUl}r0@ir7mOSRQ`-GVluCDK1)zq5HuUx=Y8eA9!@j0OstTUa|8uojFt4{{Z9
zC(1+rXu<pxb61lnNQ|^LI_uFKI-*{8-p(kOuM4A<9u^zo-S^&Z`AgMeVu||cV%?q5
zDE(fAcmm%fxb1y<jj3#W_oR~!^@QqhXf^@q^%}o}S}==oi_p<qMt6e(QG51|3ihb#
z0GhCDC(Z#~b9*}pC!(bMF~!(r$$moVGI+AIu~AJ@M9P&Ay5!6o(j1)9!F7p6fiES}
zKX9Yz;Gd*H-R5pU%VEgr1v8Z;Itmt&9nZCX1Ffn;TyuF(P)9?#M`G}p?$oA~Bw<W;
zFm`PwT^}#`oq0OdryA;Yj{ydcN|H(}P)T`?{PL;4cCGLRE3&@6oS0~)mQ?95m0B>j
zczQtil0mjrq0&b4kh*`#N=yX29@Jdxw(zMV;`?%9g5q3YHzP@sykZv6V}?KF6Gb)2
zeI+GS${lzLC1=3p{VNNwpqz|R6dG*sT?9eF)olAxB(QcJiMXn^%dI(Dd^Vs`)8P6F
zxhtO1F7aN8MRJp5a|Z!1n!l8ux-FgMM9J^JTV(Y$*iJC2^<l6y#@3pj6Mag;Z%B9B
zr55z1p9#xsf1o^8BBH4pp^}m>CDna{SHR66+kuZO0xw9P@mWL)OJ_(&j=KW<IhUmg
zQpkQz9d%`caUa<vw9@sHiU<d~UU;$Ffn`3fJwWoNiKQO~S*inbIteq?K;vKu%%n*q
z#q`|SAlA5z>Rwf_aQU(IzEPugyw@nhXk!5SWj}rQtP`2g`sX`OS+$Bo(&~ns-FR*>
zzCL0Eon;x^z8)I1;G_|R8+jD!VEq?h>2unX<WHC6F%EFqz#AAb09Wg7CA8Z(WlO6Y
zXa92@*ms&HTeE<#CJw#al+j8{_|ciOihko!FMR0BAq=u;m<Z=(8TZ3N*L?60On(5m
z4dPK=+96k}HQS)IJ--sO#A{d~OjQhTDC9j*`*wqCgEl)J^_?#bN$pb~H~Y})F*725
zEq>)5)ZhVz9GxeR#%#abw%&;b0<rB~KO$oGH|yu@;}fYo=@S0H&(siPjdZzXgse%9
zvVQVuL-A<t0ahs~c~&`K%FX^t*0ptV+bAp36sb|Fb5z`rA?!sv&gc1Z(-yGg(dec!
z)zIBYDcZ8|jO>dBfu1ugN$~!TN6%jO(Crdj$?vIb(?XUjq^5}$2IlJvJSqc>jW$2@
zQROfw(Kl=7IQEEDCQA5?>~YTXi9S<kqE8XdZg}i&A*~{woB=<!GJMCpS#rlICf4c<
zr>tJP_w(Dz#)y-uKv_|mnP2#Xw;4Vj>K$fV!)X`KDM>i83dd8OpdTOaD>q?ZNX-th
zjt8rT5VswgDQoEjd>cl6O8^3jkN36^;aW>v_w8W3dPFP;De3Zc`E3s=ocmWvS+!38
z!Ze22*7?!E*-{ACdOrE}d@Png%J<otj{wipu=d&#3bW$%07KLGiM$B6e9F9Gx7B?Q
z7%L@HODif#R5TLWP1oQUN`GFSO)8V5lnEG?L-eTdR~05T0MwJtmXDG3zu8o5jDPt>
zN{?Q(suXp0TYb+Jr$jR%Ce9Qtc78UE6d-MO>0bXUGd0N3fGpG1hH{GONjef0%Rr|I
zuoT+qgR!cu+OK;_v9Pf@sGVQQP)a>?Ozx!ilFPR}VuQrs8W}LTeaa`pef=Ftu;Z3q
zuBW5*4eMh^`ZgRxOuPpm4z5N3loG$R_0FWK-rb-5OV>~rfb|lwwruSLEbvR~f8@kY
zV-_x&bKP?X{n*g7HKPs0!~{s_*7nw=;KDl)!}1WV#h_`=?94<Fs+0DkQ)FG5HuXN8
z;BzIY-?b26ebq2k`$RnwZI<8x$bVn9xC<p7<|q>9Ew^I9jP3j#Oj;*os<mh^3*7ro
zSkaoI%1gPB-7*m#%Z0pAj>QYgg^J(eXSTO>Ow;PK%PV;T+JlEpv$1hgc=WSSi{r=<
zYP$6PU}11A3Nt#KUUF7yM!*Grb*7xDiO|5ECehK|{>3VB*0WF{qVdTp0!Opu6wOVE
zTEY+FHzGCb?;;jsbTLRhEgp@3dD2}_IcMZGRL-I?;n7Bj&a?F7`)dA>DePUUuVs-&
zbMn~)Lf!M{D5)j%UQ=+E?;<$HUaMcO@fw`vn4Rl)$oq`yG_=2mV*$biV~qc@E@@~Y
zJ#@pA@d2pHs*3kz%Thux1G?p2ypK2?G@TYGz0?vg9Tb`|mdS+i$0A;PT}XH3M)L9L
z=Iod^XwHR3zTxwrts{R0x4IocYUgB-(BqCbMGR*sb#QjCEUU=-^TS}ZC8q_A+EAYL
z`-u_sp}N6zO8~ZG4ZQ}(Z$cTnYG}bdggm4!X|M!e6|#)J_vaBO7P=>R{>O41l{03#
z;txu?iK3JR41vp1`YsCc_T#vA6=%uFXqNig0l8uy;==kp8}$e<BIXR295%B7WALTO
z(A{Lo!M=&n5+MPXV0^}So0F4Wyd^W!+b9A?LS)-ZRY?ydf)xCO&1b4jgXMVxc;fK3
z_uWW4!d(sxatR4?$)rhELlK+sH<7m2Bk(n9gJxC~76B$tqgs@s)c!Xa@jvUgzpu0x
zp8b)d_Y#j0xFI2d3_w>paE)$(=zmLq@?f~agf-RDAno#bM-Kqg6qN5PJ@tDd`QKdQ
zU^s+$OYP(V8A$rMltH!lZ!7RQh}pyvY1tXxbUT4U71l1~JAdK5YIH~aMqK-oGSI(~
z#Pz?8RX~5ki!7b|0~;IA{5@3t2i)5G&vVjWifF$PbpER<&7Wot|7-%!fAui`vh$_x
z?$&S3s0Y9L@Pr$dmmov%FMZrcZH?a64D(7R3!33iPp4W>RrzrXIO!U5T6Cv`9SYzD
z4vsn&TAKID!#wL5V357Yv=-G;MdN8?*XWZ1Ls#`kz7-R8c1DP)oYRq{40xm&Cai-t
z9dx#v*d~~4h&LeAsENH1?RI^#rzMh@(#XtCRJ|$>`2sCK(!ZK!tWFeS<In1K8bI;f
znjM)c7L{ZAI>x4?4qXnRL`$2Nq|Ue^k0bEGzvp$(9{!q<H=)MILRArTtKPsEN(5I@
zS=>%jU8ZJjzv}4>OxIjY9RN1!ZcGAq78XO=-q*Jhm#;jp#P5%c{y#2n;e6zm_?w>p
z4)e$Zey`qB#ebmX{$)bY=E!o`yc+9Y#uV55yac23D03A}cW2ir<Q+mn5<_U}uI)78
z-swgO&fINWe2ms;ZvB>u8qLRBQM^hxs!wlPf&$Xs`n0SH6k0`Rto#`GFfq9TrL{^4
zi?K;z(auP`$;+gQ@<y=HDh=k;F3i092;2~1@o&nXWjS`cdsW-yY}TaYs9K08Oq?Rq
zBX%rM$Z9?Jci_4>f)u~^$CxmwwuaX2n3%rS$;#Tlf~skx4>Y&v)TNZA;PhW$w}sH&
zO(3&hCOH-SEP1mh_-sV9in-p$tfHw+t)bZgj5@2sV&n}pIkvNBCFi_Y8k3{G^uKVf
z>~oe|T0STh69oyMDvAl`{UrAMIcon;p%h8VJ(9I0x(F)OT`sO7_>e&vV1>Lc>IUml
z_<>}>-x1WE(D)*dKJIWaVBxN%E5GO5{g4fY0IRfMS`OVz4juig!;ZN55ndo|J_BtQ
z6^xEr>&ifDl|YK$lb8&igjGUSp?ShpP8;9E3if<8j>+${iaMqKw~Ew1d^%Kveq4O(
zH+*YEmbuVSG?qj{`gwaIM9ksmaJ_|Ap^Gh?W*8$9-c^MhcVXRa6OSkd+Bu0tN2`9%
z6>}YI4Z0P!cC%tG64g9&85K00o-T2@xT9~WXs&Io4qcfMrjlbT0&U86fbTfjvUNGR
zZe^f1HvWxD4*l?3DEZGi#?`$(M-v>ANsNcL6=&0!*vxiiDqRsR-YtlGESHSUA_=qG
z)<LekNbYC$_<1(32dla<?k-4*sZ>8Mz(dBibp9fA6k~toK6jytqcAQ$ZcsAIbd^{$
z6aL7X_uz7Z&#yUR)VS`kpEsGN1|DN7%aD!hs(?i>-`)>4mg=PL&$C|$g^~@l(NCH<
z$dHcnxZNLsFZJsU!zil#h0Qnk21jJ+87>t&*E4#b<#x7u)+3zB(A=#*dWe~<$nsk4
z5yRUuNF0bSe7tp^4skJJD50o}JjSFR=x3$xrY3{35qZ{9sv*j)f>={Ur5xdy-ybK7
z>`D2%;UdBvmh9983%nEg(sLQ1)+%9i;g6Rs&2m2G?Cb6%P?O%+;NL$blNf-<lSyc7
z<&!qX2|wu&q<uM2AWvYEn>TEJBJ14wQDZt5DLk1E>G2cakTpXqDC~TcdnBzzTi6=0
zJ=IAo#@YBScO?u*zI5)#>mDP*E6V$e8`*=~f}tq8aaSoevFE-1V@E#XEQkUR0Flgq
zJO1cC&EpS#ci%PeD6+`1e1}(c6sMV=Mh9v3(-PZz+h0v_=J6k(k>?AlA{IXYOFAdi
zn#<-VYR;|tr!7xg$N0ha5KC4phOdP3^Nzz$!`#lp&|G4NI}_aIv`H(N;LD;;#33Cc
z(;=5;@AkbW8BcXBJNRN^MkEn+)}?^WP|rdc4JgX?L0x71peniibzA4Gvc5EoF0yav
zX13ErsYtQQ68@2Xu~+E80UlAdw1Q*e1@Y{LyCvd#%^9-1grN|NJaIof2ehhlfycL9
zhL^*7aiZhl+F_?bKB@$vPtbFBdrMr#qjP&}1p-uq-|mrhS>wAjb7Wc2bE!AK?c1Rs
z%UzslI*@HjW-^KLI*;}``3h5el45_L<)-)DDm_>_bB_&=O^S-1&OXvUmfuz*g(8KK
zTPcR2Coa5Eef)h?SgASAw!t%X=8i^{{oB+9SI!+-o)xOQh3>eZT*Jdt6rwEi<NP;)
zkL1R+ykL(GV)e&3UA=Vi7M6$Q#SCskY#8&w=Iq*C?(8zi4Y#Qd20VL<xN{I=(+jT3
znCjqH1+xZE5Z>7K457Q^Br_DE$Rh?jM<-T-1#hsWv!&0H&6)ZfJmq!ZF}oChN9~+O
zI2`V(<sN$g^mSt+GJ~twQshR%qOZ@Errm$X`OMV{&Kqo(C>E)*5SF9<PyJCL<(ofs
zNM=#8B$yl(4H>ip>?8mkRG%S1w^Gy_m3OhYe!<uX@o;bYh1amRq3a@w>BjA?D<-cA
zri=2$5Av0}S{S3WqGx8xWpIT=>COZfCeg!ehGGvTBl?JZtN36gl!LF0ixNEr-H8L>
zB^4EG(%viN_aH)7)L!iB@FxroR(;WWt!(W2MQErzU)DrJ&&0>0sZ{%Hyni!}ucBk}
zJO+I5ZDg9$eO{;=3q14HAb~Vd`n0=iDNOELsm@_oP;ryIQA7=WZ_h#6u>ASQynEHv
zdvbU8+1>nV4sI+QV(_%rcuKYuaLB4nv>hfaLn<%R$z8~N-MfnEQ+Jas+*UFZlLv}E
z{tm&Tqd#qKIkq_ii6%Ztty@@RpQWpiEEgYpfgnc6AP3-vErV@bf`mUR9N*UJD~>pz
z@~zI)4HLP9YKN#+MI%^Jgd=(Lu%#doo)%?_%ULnYSRV^WfBr0zkiV#38q}nFU0EFy
zg<GNQ|F$g}T1rqFEdgiN)<zgavNoDJAd*D2oet`1d-828I6ujahRzwhouXV4kEOMh
zI!(@?L`|O=nMz}?cW_YsKKWpuL{r`-sE(J|3MRKmv6O~(l`8#<#q#VGMy2C{F8z%e
z1DrB=TJ>O$%wUIZo-Vgi-&+Ig6>XN>cj}{I3mv=nV>b}cF(a%bbG1xB^($^vgDXw{
zz2b<W1(?-fwS}g#t(sW3l*CWgYPK~R8JK9<Qf&%0ZpgdIT2GQ0Y9L)w|Iu0I641_S
zSm>!9)ew9#{QxXej$}5Q-qs7V_GjiSZ}0VTG6z&grEeXB3#`M-B-^&@u5WBL`RtU>
zou&=GotK|`jpwZE;kaa=Ay4aDMji{_)ZGcq2rdpaHK2*?SZbD1eQr8vv}Zx&CFtfe
zAknYlxXC+M&@6?xx-v9<Jwg&^VPTO&P&{I-9fziij*q(qokG$RX_A~)aaPqrG*t%j
zTNgMcuXPt)*Y!biQtH<8U^G(W<+yfdHt~q=A$;3ca6&u<3kXN!TVv0Y^Ir(~l2E3+
zrh(Ex?^S!}%rB<Z7L5~@6Ug@gK;TB*KG$qU;45odb%+ARfw(t2H_7eQu#le^PX~2d
z0ng^wjrrnnt8;cg%@vE2QKyRCiL>5pDFbzJH8sFrIb5Pzuqo<`E?vR^lydmN3p{K@
zH57Xj`uY|2`;^tdvxc#1d}%dLN8OLbA4`cwHlT5=+VkZ<rg#7B6^_D7iaLm4O;WZN
zH0QGUtOqa0dikIP+sDOpN{&YT!G&rewD!HFtIULi9)s+%QES^AJ8lm^MebF?MwLaJ
z<Og`l&at(^ytgU5WHH4?=!tf?uO62dgd9~NcV6FK4ca=-1jlk)<7P&KHWvx_)#RhN
zI^>ajog&Tm&Thg$)l#E*g{sc-<+-c$_30A~O>xIfc^5Qs$9pdVR&f_y$a`3K!;Ae+
zK<2bO0`Om)$?h|c$QCqnz-aPdzccW(qTd^pRD;k*FHS<w#w_rhxUNwf{0cxior>v^
zw6C7CH=*9<CTuy<F29vvDmhS^E#<z55-*mLbNM9XT${d!^I@f)9JtKT!`xOvNxzSI
zC(^rQvlL3a+g9Kua75h|I?pr`?W*h$8JaFd33trFz(22NG;v1uoNQpGIB<dOD2&Z4
z!7!zeV+X>iw__1A#$*`Ej*gjW1_Rn5Fquw?DSV5UY8R2w{wW=&fdhFx43f&bQI95l
zSHx@_I2vdfzS=T^K_2pEo_`um84=nm7V6V_l!L`e4mpJrZmvWr91XGbLAU`QgmEfd
z4XnnKj>6pbnvhnjrYL2(6&+=T#W9Cr-#!3c?&_b-E<P$xGbXAsIzAavNV4^DH)s*8
z9ygEW!rW3`Xd@~*@*d&0`J}~#%G;k};mpSaa<Ka$+AOy_xZRR9ny;iv^C{<UVYrWM
zh_-}%`64jq2rrR=+ko3CQM6ZRJ&m{R`p_OMp6k(I6>saZqxn{(O9EmZ7@aL=l~gO>
z=9sROTBVI!J!m&AQo)Un7RxU|u(LS=32{Z+uXHW2Kyv5*AW1^dei{t-1=rOPvgawi
za-a;}S9#n5-hDFsGHYqVi!yL*s2^$cWt8pQE<rG6=%W$aRJXAd3O|0)HlY<M>rt@h
zX5y!$UD27`{Y+{4SU#h*1sxGZ;*ebeL}JgvxWl+$t0rE^P5Zc}^!He1(Yy7Fd&h|9
z^<GC(kL!#At_!?*uFpy`JEq)>x)a}pSot`?_a49wG)9fngz~JEb&TA1w9D@fCngta
z-=hT!RF$h5`~WApr}X76&YC+Z&d)$?EX6w5e9)yObwzoZ8GqR9-Nze{gzO=f+?cA}
zz?Pkxo9(vlP%a3~Oeqx<yn5INb|b4HYbZ$AsnUn?O(RDBSpoRp-Ur@LziF|n1>1uD
z<7CxkkZ9z%NNdMV$Ltk^Su)EAl||e<YP4%7CB#`=H6IlC^^jD)lT|8PFquTQzRrZ^
z{gAnZ9(?m)lN?hPBL)2iEq8Z4VVh+~t{1&^PYW!UF<4vbQ=)xr3IaKl6FZ}4tvI_q
zR`Su^Ji_1NbM#|xsyc#g#h}u=IKP~VZ;evB)3xp?uS^?a=4`=u$>>&Nr>1evc$GAt
z4L;|a4#VfS_0-}{Y$q_Z2u!@KcQLFPXFMho@iIgAg5EsLJbU>7abP9cX=h)yFFWYt
zbHxXMQP80M0SIvyONJ6i%V)J;m5UPXsVI6QI8NvK=YsX~doISb8k?CKotY6o<}2}6
zUh*-m7F%XiRRzw#BjHG6;y3^fxL+<C+b!V_3b#jNbz)O6C)~>JGn%m?{KZ)lHkIZD
zlt-^}++s|-v)*05b0JG#p>3^LA7Awgs(Y4H3zwkH{D^Zt3EQ(k$yf|B*Vc?r$-`J@
zzuV>DC2)xOVW4mu(^#lkpdqYrr(Zxo%y<hwwhzZ>pF*L`+nI-eUqyens1OO`$G2A3
z-O0U8`(72W^gd5YklaTBgyD0vv&pP}YSw<0Dia^!9<s>^v+LIjLajc+sIfDa<rGo@
zeRj6TrLE-9c!8gqJMdP_*#=3L)kOa!Y;|+Lw6)dzJcyXslW&M#TSJZ309+8rrw%rE
zF;&y3>$w=DZ*1nMnIC9>yQ3n<cFCOkxkk<An`W1Vl@E`;!l%qKTp7KQ;<G)0;?4es
z+tFUWOtoU%p{$Ae*v*n<d@{8ve!1=J!|HASd%Sr(r@gJEO?Wj9wau=C`LF5sL+Nmq
z-RDo=yg_GkKPxpq;`T4PmB~r8@cRy0>tYLwC%z6-)a4|Lvt6FIS{YD8!Flf`PJ_J4
z|HM5ouiGCl<ef2@P)lvefi`7#r(%)`k^NM1Z*>^DRJt(2LBhVjLLzn0fX6Ctw>*hs
z;S?F=iGjrn3qs@iq`g<l6A^*sD_mgl_U`V%*p=;daJjfB>y_kv^};1h8_T8B92g85
z$m?xocf<_aFFoUAaj-|F<`?JV&MUP_^(?~KlH;7CH6v>lI~4L6?{M1KSo=6(q{B-}
zNj^_LF)jAH==yJQUb$>3l{gNl$y3Rc2C;tod;j1;I8E*MBo_;{-?L<25><D&bhL}_
zh)+744z}NpbqcNLya<DA-rgjLu<@yiTQQ6BRb?viSMXCnFni351k&CoXu_e_p+p3h
zW?xF~;60i5%uwF&5fMg=uZ0gw+#ujrw_aU@@vI%3tjcR0^Ew@&eE>A?N1(Nrt2?*j
z7Ls}&p1molO!1d(zAW&LyNaLkQA^=-W4m(c=+Cxp=8onG<yxQ9sKh3tIwN+tH4kPr
z8iR1~M0a4whZ<01EW*fS5n_rP+bpcwa_j8S7g)Uo%$sycQ@a)z>u)GA%Jb#9*6a$n
zykDO2t5=v2iKPVP_86HwkqmdU>#3)yFDVG`s8{ap7iu-*E*zaL*U;hLSjV_>hO{a=
zBs0xQjO&+I$(D7puur6{-9+j11oKl_f3JQ4KR9+mWpJ+rvwd*8Tb)HoQ63^iXYVYa
zIr?F_cj}{`%nHvB#+(|K7q6FsO<-JlIOU}dGtIReoFS%B7xC@F7@yUD>6~rwK^Xrd
zPHInOnP8L=b_Ng&HCg6e>81|Ef772}Z#7mWWR-ywT&A*iHfW-2(|;&9&J>aj?HLQN
z3;qDb=-p#|PARjIzS!r7L*<-RS@M1)r6f-t-@0RJPnGMqtj%uMs2!lPR5V>M_X_*)
zxg{Nf;L>zlYP%|W-h7#*mFHTr%VWJxH9r@?7pojO-TG0qf<$yiQ%JU!ve8f=fx#_L
z%yWO2b-lIst%!@vE;_yX#ofwQgFwm095DmaEHQ!|xAJ}Y`g~3SwneqF$f0d};?Q~F
z9}>+v8D$%B+?;0up_0ePv!dOcGDuBy?iG77ZH*pwr4r<;dm8H4kao?IHXN54MM9w0
zew^k+04Q~sa<CAvmyPT{etOg@B6ytAN!HyY_W*R%3gR4LiMmL9|Hd69$WkJdeui62
z`*!<A=N;wETH@Jw`RYpE5IS_lW}Ib&c?+f|_v_e8c{<6Oea-aa0mJvlw><*pvfN#m
zvuHU}5)s}Cd2R`#ll#SMhmG1jZ2V)mNJM1}Judt(V0rIbc#bx*!UA!$?G0KDLlFV_
z8@>LrbUxP<B-O9_a~bmuPJ3^~gVVthXc-o|St*YXrON907IG4;ji^^XRy}Km%xoT(
z+y{boRAMBY+$PM#qh0l(eo;8@UyCNHv#u<nJa0ryeS~$+*^WKhb0L3PlHvnO=M~Wz
zrO4))2xF+>=h-!Q6)9O_nRU|BZvg$LR#O$H#W2-tbxrJS8~XfpnJ45lNvo8hZqxZL
zvu&&{fpha(1wHxVf@)h-<nz{B7K09~=SaF!KR(ffLQ;6q$M}>Iv*X@u>cJ4JSn8F|
z|DSfwG^nX83&2q}K^j~d4Ga*K*ebEnKp+7DMIr1&WKY1LY(fmHY!U%MRHDQtK+v$L
zKnM^5$fkrv5QsoT_ARtPWHX2Y3Mz{@vF69jRP|Ib)nnKE$p81=z4hLA?yYyvIbYRy
zUpCz7WL-)BE2-3#pf7GV(bdas3v+-XHekY)<R8Yw;9A$LeOSsFo`Pg;9rE~LAK(sD
zg#!CNJf3h0=Rr%!Xo@<P-^SMHOSt^_IzhvWSBt>ZSJQkw@7|%FT33##@VUM(MbUR3
zoav{D(^I=~N)~?R(%3uH${<!c%y*y>?OG9?nn>b%sHFP6(Gzo6z+P7wz+X%JEj3a0
zRn?ouRXUet20c^Ij^bi%`YyThX5T&JwKJkz+rjXVZpq$@&}mW7d|@rzP=9X(qfx{7
z9_syT6tq=$v1NRu7R%0*zR^U<4LjMKXLvmH7ev6<{!gFZops4(bMa06p-*C7Ye!$0
zK&a3RYbn^+{P=oypHlHav1P|E74obuI>zx5#7777#ml-fG5tjmEv9rfU@%5KV7Z@G
z`SAEnJTji{Wb%2Zzf+o2tTuSnrh;>bV8k49<a>Cfd5>6^=BaC+*O6K}zBLTp(Wnzf
z+yj2%FWs}91A3#!z?^Qj&c5BmUSjggLRd-)J3p1tExC8Y92$3x$oJ^p#1Og(J!Zyg
zqn$F(DvS1zre2MuoMO+|B`@yjEw>L$r>S}Cq0Vl*t-_IeIB|CG{A`^<m3JcATvE2}
zYtPVAc2x$(!7>ta47jrm3p;X8B_N57dQcouT^_T-HOJkhIJ&zO-A3%Iv1!(qNo`ap
zghPFkEW&LI>4k)^g4Ck&Qk^nI!EQt~;Oh+fSnb8?P~Acgh2-%I1ld6OwQURBc2yTM
z3zH6(i57cMz8?R4{&l{$@}65LN3w}hO$pMLgnMZI*09U>vvU(10)XGXpIYHK4~n+r
z-LdZzG<q3>U`GY<@3h_{i!vDH52Q-Cc-}Sr2JkjoWn$=)Ztzp&!bk?Kzt%i*_k0qL
z`gjd|IY%54;t>(yIZ+4Lls0^O{Ao{d9tn_RCk2g$S~2(QyJwY~I;piR<#i?O&z<wn
zBC7rr^TX0u2Oo%=mLQwkt^p{&c1nF*?Erj1uiBB`>sjt4@>+K-n5DUEPwZX!q+H9W
zsjb{i*}aQKjL*8j*_7_?CeSREeL=kP*&3nw4KQbs<siA;Zoh?xKiqBINw&5+DHFjw
z)R%Gm>flS7LNJV4)yYK<4-FgR@e0O2o5@)VEHLNG%3Y4Es-Q5aW9?E_TP&Z*^Lvv7
zGEKDRy)66h77YL{uHi6pWVu+sS67mE#oUJUN$(6o<w?}i(Y7@Ai?`zzXAsI2qwTvh
zM4GHb@|{;atHO2Vrcu%#d_Xl8BBlEZPJH+@CO)J4AQIo0nJ(3x;nWiv`zXWgXaQ3*
zD7&<*vZS2E?baj#*}Zm(Qe{qDEy|@^D){N}>~PnU@3==1Gp77rayV0=y?TZtu%!sr
zR1vBA1-1Ab+&qo+5Ek$<u(QM;jCJ<P8>fyIUa>i;lhPU#sFKix8Q^e0zjBIX!X`d8
zjCU8P2N1eK+}pNOC&?`J8Wo=2PD2M)Da)LHe{vN$iLc|3#DXh0-jOovFP>DU_}#ke
zT;{26P9WapK%Z~Xp6+yYurZuI#GzWv+Va`y;jV=-dAR!@jtC@iZ;!0U2#Wvz<*c-q
z^5=5BqAHpVxDjc={!R!MDKNT#woC%%SQf3PFZz8X&M^{e=8cE5Y^iI6M>mm!#8{w%
zvmye#KL7c-l1^U_L&tYML?ho!&MvpekB_#aB%V`BN%l!ZBA%a#AV*N2I#I2DyY!gl
z7BCe*sqW^fmDD<Y;K1S{z&^tqUtQX5>hwJmdVZTMnx|_dIDGjD7s`y}=4b^<3~3ne
z!+S1jzY+AsRX<aQB-hSkhe_^rA~^l}N2LkODR-!Y==~ApKnW#n%}X;@X;ZOf-zOrM
zTZDhJVnn$`r)3bu;=?=6Jnzk%Du+OjT_o~=#5;YT7Y2abEh^gJX>!o4IAU{!4+j4#
z6`02m6cHYhh8)0_bT65MN@nitcn)of_#NUqYn!>mbV9!*aSP%waW{ePS3fGRWsf5!
zTo)Rq`IcH4oiw@qo<ViMdHvWNA9a^gmmh!LR@o_^ynNuz@mp_QN)!W}b0Q_TJL|Sa
zhRRb;JIR-bnA8V0MRAZy&{6p*RzrQWof$cAIrn`F-R$Rq!*ag~8nVT&ez$M^*b^|p
z2%EQ4$JcClS45gLV5z%1xi0kpvSF~O%&?&L+pE7?VOsNuR0i_3slsOt7J&jfwx~9G
z*-J};4qOa=ThF*QY2_>c-IlJ9I7ww44#PFBc*fEXqk|;vPsr23(A3U}ki}+v|E_pm
zL$>pBeDKtPl*!qlI~Iy$D*#Yr0i1~oNzR#A&RJ4)1FAWG{{*ULo7JJtH;6SF55B}8
z;SOEs5lqopyI^U?`k-Fb+*_9`K`eUQ%Y5CUfh?GJ^E1_^P{=jg$=J<E34_?A0b-uj
z=~S4@y`A5uL}r0_cVzfzv1k{)em}VMfarDg%YnzPKq5<EQPK(f7Q8UUP(zD2DP_|u
zL#^P2mL=_0@JGy|nH5S9dj8j3tIih+mgD?`s+lyoWXewCJfIOHp)|ZntYJK#kz!+A
z9x;4QF|g3L6ij@P#<sgU;ePpY=P$+C2qv62di~u}2Mqf)k3P4f>y=ekgXq;(#XCLB
z(3yuPngbzYwx&vPt4hD~5+9NCWH&{N9Fze_RGN$}X_chmOkBOCufuHBY=0UAzLeNp
zo^KzlH1*y{2gZjOI8p_DwCx+N(D+fi$$wsuI>r7l6SI-ZfDIPl{HQkY4G#ZjYj^$^
z_Y3QP{%H~VQHXE!xx!HR%iL#w6gt9C`2Puof*F6k{*-V(WjIHKUA3fof?<1Fe1GMW
zL~gSpH!_E;D(10^G`J_IMHKWbcYQQ=oltRPZIi&49M5#NJ|T}Co{#FF2xO1Z>fZnh
zu=ZbbSbfEF2{oOK-~b~~dYn9Q4m|cj;)PCs^FQ=%8<iv3Yvp`E<LpDf0X#D=?2<ee
zwSQ|V<)A_RH0Tf?13NA5@M#V7aWX$@O#11XCFtK~p~)};oWtTE0rcMu#P8?pmKwGY
z@k$0@*T54Z3ryTW>ej7c*uQ1R+m81FR0;ouu=_7{3JK>W_|e$7OkH@b@LdTR5HcWS
lK*)fQ0U-lI280X<84xlcWI)J(kO3hBLI!>q1E6n1e+TQqb_f6f

literal 0
HcmV?d00001

diff --git a/systems_design/intro/index.html b/systems_design/intro/index.html
index 90acc82..c4cddc6 100644
--- a/systems_design/intro/index.html
+++ b/systems_design/intro/index.html
@@ -138,7 +138,7 @@ Jim Waldo, Sun Microsystems, On System Design</em></p>
 <p>This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design.</p>
 <h2 id="backstory">Backstory</h2>
 <p>Let’s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let’s start with a simple design of the application and evolve it as we learn system design concepts</p>
-<p><img alt="First architecture diagram" src="https://user-images.githubusercontent.com/1917513/97340392-b8914580-18a9-11eb-864d-c39728898a37.jpg" /></p></div>
+<p><img alt="First architecture diagram" src="../images/first-architecture.jpg" /></p></div>
         </div>
 
         <footer class="col-md-12">
diff --git a/systems_design/scalability/index.html b/systems_design/scalability/index.html
index cd694fb..158abbb 100644
--- a/systems_design/scalability/index.html
+++ b/systems_design/scalability/index.html
@@ -124,7 +124,7 @@
 <h2 id="scalability-horizontal-scaling">Scalability - Horizontal scaling</h2>
 <p>Horizontal scaling stands for  cloning of an application or service such that work can easily be distributed across instances with absolutely no bias.</p>
 <p>Lets see how our monolithic application improves with this principle</p>
-<p><img alt="Horizontal Scaling" src="https://user-images.githubusercontent.com/1917513/97341202-c1cee200-18aa-11eb-9a36-92dc2d59a095.jpg" /></p>
+<p><img alt="Horizontal Scaling" src="../images/horizontal-scaling.jpg" /></p>
 <p>Here DB is scaled separately from the application. This is to let you know each component’s scaling capabilities can be different. Usually web applications can be scaled by adding resources unless there is no state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one master to make sure data is consistent. There are some DBs which support multi master writes but we are keeping them out of scope at this point. </p>
 <p>Apps should be able to differentiate between Read and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers  transparently.</p>
 <p><strong>WHAT:</strong>  Duplication of services or databases to spread transaction load.</p>
@@ -173,7 +173,7 @@ Using multiple components with load balancing instead of a single component may
 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing</p>
 <h3 id="scalability-pattern-caching-content-delivery-networks-cdn">Scalability Pattern - Caching - Content Delivery Networks (CDN)</h3>
 <p>CDNs are added closer to the client’s location. If the app has static data like images,  Javascript, CSS which don’t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry.</p>
-<p><img alt="CDN block diagram" src="https://user-images.githubusercontent.com/1917513/97535126-23916800-19e1-11eb-998c-40b8efad4bbd.jpg" /></p>
+<p><img alt="CDN block diagram" src="../images/cdn.jpg" /></p>
 <p><strong>WHAT:</strong> Use CDNs (content delivery networks) to offload traffic from your site.</p>
 <p><strong>WHEN TO USE:</strong> When speed improvements and scale warrant the additional cost.</p>
 <p><strong>HOW TO USE:</strong> Most CDNs leverage DNS to serve content on your site’s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains.</p>
@@ -187,7 +187,7 @@ media-exp1.licdn.com is a domain used by Linkedin to serve static content</p>
 <h2 id="scalability-microservices">Scalability - Microservices</h2>
 <p>This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times.</p>
 <p>Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application.</p>
-<p><img alt="Microservices block diagram" src="https://user-images.githubusercontent.com/1917513/97342890-d2805780-18ac-11eb-8f6e-7437bedfe046.jpg" /></p>
+<p><img alt="Microservices block diagram" src="../images/microservices.jpg" /></p>
 <p><strong>WHAT:</strong> Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries.</p>
 <p><strong>WHEN TO USE:</strong> Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization.</p>
 <p><strong>HOW TO USE:</strong>  Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach.</p>
@@ -201,10 +201,10 @@ media-exp1.licdn.com is a domain used by Linkedin to serve static content</p>
 <p>This pattern represents the separation of work based on attributes that are looked up or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client.</p>
 <p>Very often, a lookup service or deterministic algorithm will need to be written for these types of splits.</p>
 <p>Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This  is  more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers.</p>
-<p><img alt="Sharding-block-1" src="https://user-images.githubusercontent.com/1917513/97343099-16735c80-18ad-11eb-8bf5-f5a1370cd370.jpg" /></p>
+<p><img alt="Sharding-block-1" src="../images/sharding-1.jpg" /></p>
 <p>Here the auth  data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries.</p>
 <p>There can be other ways to split </p>
-<p><img alt="Sharding-block-2" src="https://user-images.githubusercontent.com/1917513/97343189-3440c180-18ad-11eb-8e3c-ae1afbe62431.jpg" /></p>
+<p><img alt="Sharding-block-2" src="../images/sharding-2.jpg" /></p>
 <p>Here the whole data centre is split and replicated and clients are directed to a data centre based on their geography. This helps in improving performance as clients are directed to the closest Data centre and performance increases as we add more data centres. There are some replication and consistency overhead with this approach one needs to be aware of.  This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography</p>
 <p><strong>WHAT:</strong> This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on.</p>
 <p><strong>WHEN TO USE:</strong> Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important.</p>