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Title: Secrets to Manufacturing Operations in a Post-COVID World
Presented By: Carol Ptak, CFPIM, CIRM,The Demand Driven Institute
Beyond Compliance
Webinar & Podcast Series
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Beyond Compliance Webinar Series
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Beyond Compliance Webinar Series Learn More at SafetyChain.com
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● Overall Equipment Effectiveness (OEE)
● Statistical Process Control (SPC)
● Mobile Plant Manager
● Downtime Manager
● Apps: Mobile, Web & WorkStation
PRODUCTION (OEE & SPC)
● Program Manager (GFSI)
● Auditor View (Secure Profiles)
● In Process & Finished Product Testing
● HACCP and Food Safety Checks
● Apps: Mobile, Web & WorkStation
QUALITY
● Supplier Compliance
● Internal and Supplier Audits
● CAPA Dashboard
● Optional - TAG Risk Assessment
COMPLIANCE
PLANT MANAGEMENT PLATFORM
Before We Get Started
HELPFUL TIPS
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Secrets to Manufacturing Operations
in a Post-COVID World
Presented By:
Carol Ptak, Demand Driven Institute
SafetyChain.comBeyond Compliance Webinar Series
Educational Topic
Carol Ptak, CFPIM, CIRM, DDPP, DDLP is a partner with the Demand Driven
Institute. She has held positions at Pacific Lutheran University as a Visiting
Professor and Distinguished Executive in Residence and at PeopleSoft as a VP in
its manufacturing and distribution industries, where she developed the concept of
demand-driven manufacturing (DDM). Carol is a past president of APICS (the only
woman to have served in that position) and has authored and co-authored several
books on MRP, ERP, Lean, and Theory of Constraints.
SafetyChain.comBeyond Compliance Webinar Series
About the Presenter
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SafetyChain.comBeyond Compliance Webinar Series
Outline
• The VUCA World
• Complex Adaptive Systems
• It’s All About Flow
• Relevant information
• Real World Results
What is VUCA?
• Volatile
• Uncertain
• Complex
• Ambiguous
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 8
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Supply Chain Characteristics 1965 Today
Supply Chain Complexity Low High
Product Life Cycles Long Short
Customer Tolerance Times Long Short
Product Complexity Low High
Product Customization Low High
Product Variety Low High
Long Lead Time Parts Few Many
Forecast Accuracy High  Low
Pressure for Leaner Inventories Low High
Transactional Friction High Low
VUCA is the “New Normal”
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 9
Conventional planning rules have not 
appreciably changed since the 1960s.  
MRP still plans today the way it did 50 
years ago!
Today’s supply chains look VERY 
different from 1960’s supply chains 
when conventional planning rules were 
formulated but…
Topple Rates Increased 6X
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 10
“We investigated the longevity of more than 30,000 public 
firms in the United States over a 50‐year span. The results are 
stark: Businesses are disappearing faster than ever before. 
Public companies have a one in three chance of being delisted 
in the next five years, whether because of bankruptcy, 
liquidation, M&A, or other causes. That’s six times the delisting 
rate of companies 40 years ago. And the rise in mortality 
applies regardless of size, age, or sector. Neither scale nor 
experience guards against an early demise.
We believe that companies are dying younger because they are 
failing to adapt to the growing complexity of their 
environment. Many misread the environment, select the wrong 
approach to strategy, or fail to support a viable approach with 
the right behaviors and capabilities.” 
(Martin Reeves, Simon Levin, and Daichi Ueda, Harvard 
Business Review, January‐February 2016)
“We believe that companies 
are dying younger because 
they are failing to adapt to 
the growing complexity of 
their environment.”
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Risks in the VUCA World
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
COLLAPSE: Change from within or outside the industry renders the firm’s 
business model obsolete
CONTAGION: Shocks in one part of the business spread rapidly to other parts of 
the business
FAT‐TAIL: Rare but large shocks, such as natural disasters, terrorism, and political 
turmoil
DISCONTINUITY RISK: The business environment evolves abruptly in ways that 
are difficult to predict
OBSOLESCENCE RISK: The enterprise fails to adapt to changing consumer needs, 
competitive innovations, or altered circumstances
REJECTION RISK: Participants in the business’s ecosystem reject the business as a 
partner
(Martin Reeves, Simon Levin, and Daichi Ueda, Harvard Business Review, January‐February 2016)
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• Working Capital = inventory & cash 
& credit
• Contribution Margin = cash 
generation rate
• Customer Base = market share, 
sales, service & quality
Contribution 
Margin
Edge of Chaos/Collapse
Insolvency/Collapse
The Organizational “Vital Signs”
Organizational signals/alarms 
intensify as any or all of these 
vitals move toward the outer 
ring! 
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 12
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Complex Adaptive Systems
1. Nonlinearity.  Dynamic interactions and 
high degrees of inter‐dependencies across a 
throughout a multi‐dimensional structure.  Which 
means…
2. Extreme sensitivity. Lots of small 
initiating events occurring in a short time frame 
can produce significant nonlinear outcomes that 
may become extreme events.  Which means…
3. Disproportionate cause and effect.
A part that costs ten cents can halt the assembly 
of multimillion dollar end items as quickly as a 
$10,000 part.
Why Complex? Why Adaptive?
Debra Smith and Chad Smith, “Demand Driven Performance – Using Smart Metrics,” McGraw‐Hill, 2014, p. 189
Refers to the way a system changes or evolves 
through a process:
1. Emergence is a reconfiguration of the 
system triggered externally or internally.
2. Feedback is a set of signals and triggers 
monitored by adaptive agents.
3. Selection is decisions, actions and learning 
in response to signals and triggers.
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 13
Complex Adaptive Systems Key Attribute, 
Characteristics and Success Factor
Key Attribute Characteristics
Coherence
Subsystem behavior is in 
alignment with the overall 
system objective
Resilience
The ability to maintain or 
restore system equilibrium 
through large shocks.
1. Boundaries – the practical limits of the 
subsystems and overall system.
2. Edge of Chaos – the zone between 
equilibrium and chaos (collapse).
3. Signals – the communication protocol within 
the system.
4. Signal Strength – part of the communication 
protocol conveying priority.
5. Feedback Loops – mechanisms to judge 
system and subsystem performance
6. Adaptive Agents – those who receive, 
interpret, learn and react to signals.
Success Factor
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
Debra Smith and Chad Smith, “Demand Driven Performance – Using Smart Metrics,” McGraw‐Hill, 2014, p. 189
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Coherence to Flow
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
All benefits will be directly related to the speed of 
FLOW of materials and information.
Materials
Information
George W. Plossl
• Service is consistent and 
reliable when a system flows 
well.
• Revenue is maximized and 
protected.
• Inventories are minimized. 
• Expenses ancillary and/or 
unnecessary are minimized.
• Cash flow follows the rate of 
product flow to market 
demand.
When flow is occurring:
Protection and Promotion Flow =
ROI Maximization
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Explaining Flow
∆Flow → ∆Cash Velocity → ∆
Net Profit
Investment( )→ ∆ROI
Flow is the rate at which a 
system converts material to 
product required by a 
customer.
Cash velocity is the rate of 
net cash generation; sales 
dollars minus truly variable 
costs (aka contribution 
margin) minus period 
operating expense. 
Net profit/investment the 
equation for ROI
• Throughput * Lead Time = WIP or…
• WIP/Lead Time = Throughput or…
• WIP/Throughput = Lead Time
Quantifying Flow
It seem so obvious, but…
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
The better things flow, the better controlled costs will be in any particular 
period.
Flow and Cost
Flow is a direct contributor to all three vitals.
Flow and the Company Vitals
Debra Smith and Chad Smith, “Demand Driven Performance – Using Smart Metrics,” McGraw‐Hill, 2014
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The Missing Elements for Flow
∆Variability → ∆Flow → ∆Cash Velocity → ∆
Net Profit
Investment( )→ ∆ROI∆Visibility → 
Variability is defined as the summation of the 
differences between our plan and what happens.
Variability = Flow
Variability = Flow
Visibility is defined as relevant 
information for decision making.
Visibility = Variability
Visibility = Variability
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
Debra Smith and Chad Smith, “Demand Driven Performance – Using Smart Metrics,” McGraw‐Hill, 2014
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The Collective Supply Chain Problem
“An extreme change in the supply position upstream in a supply chain generated by a 
small change in demand downstream in the supply chain. Inventory can quickly move 
from being backordered to being excess. This is caused by the serial nature of 
communicating orders up the chain with the inherent transportation delays of moving 
product down the chain.” (APICS Dictionary, 14th Edition, p 19)
End Item
AssemblerFoundry Component
Sub-
Assembler
Demand Signal Distortion
Supply Continuity Variability
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Successfully
Manage our
Supply Chain
Manage Cash
Effectively
Maintain High
Customer
Service
Lower
inventories
Raise
inventories
An Example
Successfully
Manage our
Supply Chain
Manage Cash
Effectively
Lower
inventories
Maintain High
Customer
Service
Raise
inventories
Negative Effects:
Finished Goods Inventories Rise
Lots of Overtime
Work in Process Grows
Space Becomes Constrained
Manufacturing Floor Becomes Cluttered
Cash flow becomes difficult to manage
Obsolescence Risk
Emphasizing One Side Until…
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Successfully
Manage our
Supply Chain
Maintain High
Customer
Service
Raise
inventories
Manage Cash
Effectively
Lower
inventories
Negative Effects:
Missed Shipments
Late Penalties
Increased Overtime
Expedited Inbound Freight
Partial Shipments Rise
Quality Problems
…We Flip to the Other Side
Conventional Inventory Management Effects
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 22
Too MuchToo Little
A B
0
Optimal RangeWarning Warning
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Conventional Inventory Management Effects
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 23
90% of companies report this issue!
Too MuchToo Little
#ofpartsorSKU
0
Optimal RangeWarning Warning
A B
The Biggest Question Becomes…
How do we gain visibility to 
relevant information in the 
VUCA environment in order to 
best manage to flow?
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 24
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Four Prerequisites for Relevant Information
1. Understanding Relevant Ranges
2. Implement a Flow‐Based Operating 
Model
3. Tactical Reconciliation (bi‐
directional) between Relevant 
Ranges
4. Implement Flow‐Based Metrics
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 25
1. Relevant Ranges
• Relevant Range = The time frame in which 
assumptions are valid
• The assumptions and information that are valid 
and relevant will differ between these ranges.
• Force fitting irrelevant assumptions into the 
wrong range will lead directly to distortive 
information.
• Different relevant ranges are typically utilized by 
different personnel
Forecasts are relevant in the long 
range, not the short range.
Fixed costs are variable in the long 
range, not the short range.
A work order delay is relevant in 
the short range, not the long 
range.
A machine breakdown is relevant 
in the short range, not the long 
range.
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 26
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2. Flow‐Based Operating Model
∆Flow → ∆Cash Velocity → ∆
Net Profit
Investment( ) → ∆ROI
There are VERY specific ways to design 
a flow‐based operating model.
Economics
Mathematics
Physics
Management Accounting
George Plossl (MRP)
Eli Goldratt (TOC)
Taichi Ohno (LEAN)
Dr. Deming (Six‐Sigma)
A Flow‐Based Model is 
Supported by: 
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 27
3. Tactical Reconciliation
• The assumptions and information between relevant 
ranges differ
• There is a need to reconcile these assumptions in a 
constant bi‐directional and iterative fashion in order to 
drive adaptation
• Strategy must be influenced by operational capability 
and performance as well as how the model might 
perform under predicted conditions. 
• Operational capability must be influenced by predicted 
conditions and/or strategic expectations in future time 
periods.
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 28
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4. Flow‐Based Metrics
• Any suite of flow‐based metrics must take into account 
the other three prerequisites:
The metrics must fit the range
The metrics must fit the flow‐based operating model
The metrics must be reconcilable between ranges.
• Force fitting non flow‐based metrics will directly lead to 
conflicts and distortions throughout the organization –
it will obscure what is relevant!
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 29
Demand Driven Adaptive Enterprise Model
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
Actual 
Demand
Market 
Driven 
Innovation
Model 
Configuration
Variance 
Analysis
Model Projections, Innovation & 
Strategic Recommendations
Business Plan 
Parameters
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1. Relevant Ranges in the DDAE Model
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
Actual 
Demand
Market 
Driven 
Innovation
RELEVANT RANGES
Operational  Tactical  Strategic
(hourly, daily, weekly 
time buckets)
(blends the present, 
short‐range past and 
future)
(annual, quarterly 
monthly time buckets)
At Least the Cumulative 
Lead Time of the Product 
(Past and Future)
Up to the longest 
Decoupled Lead Time
Cumulative Lead Time of 
the Product and Beyond
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1. Relevant Ranges in the DDAE Model
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 32
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All contents © copyright 2019 Demand Driven Institute, all rights reserved.
Combines elements of MRP, DRP, Lean, Theory of 
Constraints, Factory Physics and Six‐Sigma.
Strategically places 
decoupling points for lead 
time compression and 
variability (bullwhip) 
mitigation
Paces operations to 
actual demand
Protects decoupling and 
control points through 
stock, time and capacity 
buffers
Strategically places 
control points for 
schedule synchronization
2. The Flow Based Operation Model
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Demand Driven 
MRP
(Supply Order 
Generation)
Demand Driven 
Scheduling (Finite 
Control Point 
Scheduling)
Demand Driven 
Execution 
(Buffer 
Management)
POs & STOs
Released MOs
MOs w/ 
Request Dates
MO w/ 
Promise Dates
On‐Hand & 
Synchronization 
Alerts
MO Progression
Variance Analysis Return Loop (supply order generation and stock management)
Variance Analysis 
Return Loop 
(scheduling, 
resources and 
execution)
Actual 
Demand
Model Configuration
2. The Flow Based Operation Model
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 34
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3. Tactical Reconciliation
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
Actual 
Demand
Market 
Driven 
Innovation
Model 
Configuration
Variance 
Analysis
Model Projections, Innovation & 
Strategic Recommendations
Business Plan 
Parameters
Tactical 
Reconciliation
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Tactical Reconciliation
1. Tactical Review (Demand Driven Variance 
Analysis)
2. Tactical Projection (Projecting model 
performance within the tactical range)
3. Tactical Configuration/Reconciliation (shaping 
the model to the evolving environment and 
strategy)
4. Tactical Exploitation (short range supplements 
to flow when necessary) 
5. Strategic Recommendation (ideas for better 
model performance needing senior–level 
approval)
6. Strategic Projection (projecting model 
performance in the strategic relevant range)
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 36
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Projected ADU
Master 
Settings
Buffer Projection
Safety embedded
1 2 3 4 5 6 7 8 9 10 11 12
High Level Stock Buffer
Projected Average On‐Hand Capability Range
Projected Scenario
Max Inventory Exposure
Max Upside Limit
Conservative Side
Optimistic Side
Time
Forecast Range
Forecast
1 2 3 4 5 6 7 8 9 10 11 12
Reconciling the DDOM with S&OP
Reconcile
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
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Projected ADU
Conservative Side
Optimistic Side
Time
Forecast Range
1 2 3 4 5 6 7 8 9 10 11 12
Buffer Projection
1 2 3 4 5 6 7 8 9 10 11 12
Capacity Buffer
GREEN
YELLOW
RED
Over Capacity
TotalCapacity
Load
Planned additional capacity
Capability Range
Master 
Settings
Max Upside Limit
Tactical Capability 
Range
Forecast
Reconcile
Reconciling the DDOM with S&OP
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
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Tactical Reconciliation Helps Drives Adaptation
Feedback
Feedback
Emergence
Emergence
Tactical 
Selection
Strategic 
Selection
DDOM
Adaptive 
S&OP
Tactical Adaptive Loop Strategic Adaptive Loop
DDS&OP
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 39
4.  Flow‐Based Metrics Keeps Coherence
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
Metric Objectives The Message Behind the Objective
TacticalOperationalStrategic
Contribution Margin (cash generation rate)
Drive innovation (internal and external) and growth to increase cash
generation capability (RATE)
Working Capital (inventory & cash & credit)
Ensure proper levels of working capital to protect and promote flow in the 
short and long term
Customer Base (market share, sales & service & 
quality)
Ensure and grow a solid base of business for the enterprise (VOLUME)
Operational Reliability Execute to the model, plan, schedule and market expectation; 
Operational Stability Pass on as little variation as possible;
Operational Speed/Velocity Pass the right work on as fast as possible; 
Tactical Improvement & Waste Reduction 
(Opportunity $)
Identify and prioritize obstacles and/or conflicts to flow
Tactical Expense Control
Spend minimization to meet the requirements of the market and the 
DDOM design.
Tactical Contribution
Maximize system return according to relevant model factors and tactical 
opportunities (volume and rate)
Debra Smith and Chad Smith, “Demand Driven Performance – Using Smart Metrics,” McGraw‐Hill, 2014
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The DDAE Model is Built for Complex Adaptive 
Systems
Characteristics
Coherence
Resilience
Subsystem behavior is in 
alignment with the overall system 
objective
Strategic buffering combined with well defined 
CAS characteristics create a resilient enterprise.
1. Boundaries – Primarily defined by defined 
relevant ranges.
2. Edge of Chaos – Specific zones and metrics 
that are carefully monitored.
3. Signals – Highly intuitive and visual signals.
4. Signal Strength – Highly intuitive and visual 
signals that give an immediate sense of 
relative priority.
5. Feedback Loops – Defined tactical and 
strategic feedback processes and 
mechanisms.
6. Adaptive Agents – Defined adaptive agents 
are present in all relevant ranges.
FLOW
Key Attribute
Success Factor
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 41
How to Get Started?
All contents © copyright 2019 Demand Driven Institute, all rights reserved.
Stage 1
Focused on cost‐based operational efficiency 
(Cost reduction AND Responsiveness in conflict).
Stage 2 Begin to emphasize flow‐based operational efficiency with 
the preliminary implementation of DDMRP.
DDAE I
Synchronizing and leveraging operational capability for 
better flow performance. Expand the implementation of a 
Demand Driven Operating Model.
DDAE II
Leverage the Demand Driven Operating Model capability 
across the enterprise and into the market.  DDS&OP and 
Adaptive S&OP in place.
DDAE III
Sensing, Adapting and Innovating across the supply chain 
(customers and suppliers) for continual ROI improvement.  
Mature DDAE Model.
42
41
42
4/15/2020
22
DDMRP’s Proven Benefits
Benefit Typical improvements
Improved Customer 
Service 
Users consistently achieve 97‐100% on time fill 
rate performance
Lead Time Compression Lead time reductions in excess of 80% have 
been achieved in several industry segments
Right‐sizes Inventory Typical inventory reductions of 30‐45% are 
achieved while improving customer service
Lowest total supply 
chain cost
Costs related to expedite activity and false 
signals are largely eliminated (fast freight, 
partial ships, cross‐ships, schedule break‐
ins)
Easy and Intuitive Planners see priorities instead of constantly 
fighting the conflicting messages of MRP
All material and content © copyright 20169Demand Driven Institute.  All rights reserved.
Results:
• Visibility ↑
• Variability ↓
• Flow ↑
 Quality
 Inventory
 Capacity (20‐30% excess)
 Cost (‐25% headcount)
• Reliability ↑
• Resilience
+29% vs 2018
‐27% vs 2017
2019:  97%
43
44
4/15/2020
23
87
%
3.9
A Final Element ‐ Thoughtware is a Must!
• Thoughtware BEFORE hardware and software!  Invest 
in people’s ability to think and problem solve 
systemically.
• If you can’t think systemically then you can’t observe, 
identify and resolve distortions to relevant 
information and materials at the systemic level.
• That means your organization is INCAPABLE of 
thinking and adapting for FLOW at all levels.
• Ensuring and maintaining a framework for the four 
pre‐requisites for relevant information should be the 
primary job of senior management
All contents © copyright 2019 Demand Driven Institute, all rights reserved. 46
45
46
4/15/2020
24
Carol Ptak
Partner
Demand Driven Institute
cptak@demanddriveninstitute.com
www.demanddriveninstitute.com
SafetyChain.comBeyond Compliance Webinar Series
For More Information
5 
 %
47
48
4/15/2020
25
Resources
White Papers & Guides
Webinars & Videos
Product & Partner Info
Solution Consultation
MRJS$ WEJIX]GLEMRGSQ 7EJIX]'LEMRGSQ
49

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