team 01 - diamond - csci577b software engineering ii
TRANSCRIPT
Team 01 - DIAMONDFCR ARB Presentation
2-Semester Project
1
IIV&V Danny Diaz Ayon
2
Strong Points
Operational View: Consistently meet with team and communication
Technical View: Programmatic Skills/Background
Weak Points
Operational View: The lack of a Salesforce License, time differences
Technical View: Einstein OCR Engine
Technical Concerns and Possible Solutions
Concern: The OCR engine
Possible Solution: Multiple Prototypers and access to source code
Concern: Accessibility to the platform
Possible Solution: Set up prototyping sessions, share credentials
Operational Risks and Possible Mitigation
Risks: Salesforce (COTS), Personnel Shortfall
Possible Mitigation: System documentation and wide community of users, detailed documentation
3
OCDDrew Webb
4
System Purpose- Replace current fragmented system with a centralized solution
- Increase efficiency of entry of participant and program data
- Decrease overhead of collecting demographic information from programs
- Simplify the progress of generating program instructor assignments
- Correlate data to make better decisions about future programs
- Make it easy to back-up data to prevent data loss
- Allow all employees to access the data remotely
5
Business Workflow
6
Proposed New System- Relational database back end in Salesforce
- Use Salesforce Apex language to create front end apps to enter data:
- Participant and their Guardian’s information
- Program information
- Program Instructor information
- Program enrollment
- Review results
- OCR Engine to add capability to scan in participant information from paper
forms
7
Shared Vision
8
Assumptions:- Only STEM Center staff and program instructor will access the solution- Continuous growth of participants- Increasing number of programs- Stable network and database systems- System users correctly identify duplicates within the system
Stakeholders Initiatives Value Propositions Beneficiaries
● STEM Center Employees / Student Workers
● STEM Center Director● Developers (us)● Maintainers● Program Instructors
● Consolidate all of the current participant and program data
● Develop new database in Salesforce to hold all current and new data
● Develop front end to allow student workers to enter new information
● Verify data can be filtered and extracted for analysis
● Create a central database for all STEM center program and participant information
● Save time for STEM Center Employees to enter and maintain records
● Save time for STEM Center Employees to query data across programs
● Consolidated data access to participant enrollment data and entry for review for Program Managers
● STEM Center Employees / Student Workers
● STEM Center Director● Maintainers● Viterbi Administration● Funders / Donors● The University (USC)● Program Instructors
Benefit Chain Diagram
9
System Boundary
10
Core Capabilities
11
Capability Goal Priority Level
OC-1 Data Storage: The system is capable of storing program data from the STEM Center
Must Have
OC-2 Authentication and Access Control: The various accounts of the STEM Center will have varying access controls to the database. There will be an admin account with full permissions, and a program manager account and a student worker account
Must Have
OC-3 OCR recognition: the system is capable of analyzing handwriting and converting it
Should Have
OC-4 General Statistics: The system is capable of showing basic statistics about the data on a overview dashboard
Should Have
Core Capabilities
12
Capability Goal Priority Level
OC-5 Front End Interface: The system has a front end that allows STEM employees without specific technical knowledge to interact with the database
Must Have
OC-6 Backup Capability: The system has redundancy and can restore critical data through backups in case of failure account
Must Have
OC-7 Error Detection and Duplicate Management: The system is able to detect errors in the data and also identify duplicate data entries.
Should Have
OC-8 Maintenance: The system is able to be to maintained simply by a dedicated employee and should be cost efficient while in use for a number of years
Must Have
Organizational GoalsOG-1: Decreases the management time and effort required for the employees to
manage STEM center program and participant information
OG-2: Simplifies analysis of the data across programs and allow for simple queries on
the data to be processed
OG-3: Allow for program managers and directors to easily view the data and simple
statistics about the programs and participants.
13
Level of Service Goals
14
Level of Service Goal Priority Level Referred Win-Win Agreements
The system will have a high availability of 99%
Should Have This will be achieved by the Salesforce platform
The data will be consistent and correct to a high degree
Must Have Duplicates will be accounted for. OCR will request validation from the user.
The system is easy to maintain and manage
Should Have Maintainer has access to source code to update schema and fix issues.
ConstraintsCO-1: Salesforce as a cloud platform: The new system will be developed and deployed
off of the Salesforce platform
CO-2: Budget only includes Salesforce: No budget for other COTS in addition to
Salesforce platform
CO-3: Need to utilize student workers to port historical data: We need to rely on the
student workers to import the historical data into the new system
15
PrototypeMeghana Kolasani & Dzung Phan
16
Optical Character Recognition Prototype
17
Front-end PrototypeLightning Web
Components
(LWC)
&
Aura
Components
18
Search Section Prototype
19
Add New Section Prototype
20
2 options: Manual Entry & Scan Data with OCR
Engine
OCR Engine Prototype
21
Sample Code
22
RequirementsHaiwen Chen
23
Success-Critical Stakeholders
24
Client Requirements
25
Priority
High
Low
Staff & Student Worker Requirements
26
Priority
High
Low
Co-Director and Manager Requirements
27
Priority
High
Low
Maintainer Requirements
28
Priority
High
Low
Client vs. Developer
29
Priority
High
Low
Top Risk Requirements & Priority Levels
Planning PokerFinal Avg. Score
30
Priority
High
Low
Non-Functional Requirements
31
Priority
High
Low
ArchitectureShijie Ding
32
System Context
33
34
Actor SummaryStaff Member Staff at USC STEM Center ● Input participants’ records
into system● Assign instructor to
program
Student Worker Student worker at USC STEM Center
Input participants’ records into system
Program Manager Program manager of USC STEM CENTER who is responsible for programs
● Review data● Generate report as
needed
Client Client who hosts program at USC STEM Center
Provides initiatives of the program
Instructor Instructor at USC STEM Center (Instructor doesn’t interact with system)
Provides lecture at the program
Salesforce Database A cloud database Stores the system data
Use Case Diagram
35
Sequence Diagram - Adding Records
36
Sequence Diagram - Making A Query
37
Sequence Diagram - Downloading Data
38
System Artifacts & Information
39
Status of NDI choices
40
COTS Description
APEX Salesforce: Salesforce Object
Query Language (SOQL)
The cloud platform where we will host the system. The main feature we will use will be a database for STEM Center data, allowing for data input, storage, and querying.
Salesforce Lightning Web
Component (LWC) & AURA
Creates an interface for the STEM Center employees to interact with the database without developer knowledge
Salesforce Einstein OCR API
This is an API released by Salesforce in 2019, that leverages computer vision to analyze documents and extract the relevant information. We will use Einstein OCR to extract form data from paper forms and add it to the database.
Salesforce Data Loader and Import
Wizard
These are salesforce provided applications that can support many different types of importing and exporting
Life Cycle PlanSamantha Cote
41
Life Cycle Strategy
NDI/NCS-DrivenNet-Centric Service (NCS) :
● cloud-based software platform
● suite of enterprise applications focused on
customer service, marketing automation,
analytics, and application development.
● Most functionality will be coded by team
members (Salesforce provides the cloud
environment, and a library of classes that are
important for database object management and
UI design)
42
Salesforce Developer Console
JavaScript, CSS, and XML
are the programming and
markup languages that we
are using to develop our app
within the Developer
Console.
43
Our NDI/NCS-Driven Process (semester 1 - Foundations Phase)Most important efforts (semester 1):
- Identifying operational concepts
- Salesforce Prototype (NCS) - Top Risk Prototype Pres. *
- Prototype database in Salesforce to understand how our JS code will integrate with the cloud
development environment and how we can create objects, tables, and relations
- Trade Study of NDI for OCR integration.
- Prototype of NDI for OCR integration (Einstein OCR API).
- Decide on a finalized table schema, once all sample data in all formats has been
received.
- Next top-risk candidate to be prototyped: Complex queries across multiple tables.
- If any other large risks arise, we will prototype those.
* The reason for the lack of trade study for the platform itself is because the client had selected
Salesforce for the platform before the project even began.
44
Project Personnel and Roles
45
CSCI 577A Team Members & Roles Samantha Cote - Project Manager, Life Cycle Planner
Haiwen Chen - Requirements Engineer, Project Manager
Drew Webb - Operational Concept Engineer, Prototyper
Danny Diaz Ayon - Verification & Validation, Quality Focal Point
Shijie Ding - Software Architect/UML Modeler, Prototyper
Meghana Kolasani - Prototyper, Requirements Engineer
Dzung Phan - Prototyper, Software Architect/UML Modeler
Derek Wang - Feasibility Analyst, Operational Concept Engineer
46
Success-Critical Stakeholders- Dr. Darin Gray (client)
- STEM Center employees and student workers (users)
- Developers (team members)
- System Maintainer (to be hired by STEM Center)
47
Key Stakeholder Responsibilities (semester 1)Dr. Darin Gray:
- Provide team with sample STEM Center data in all potential input formats (spreadsheet,
paper forms, etc.)
- Provide timely feedback on requirements negotiation and prototype development.
- Specify required data formats and desired table structure.
577A Team Members:
- Prototype a data management system using Salesforce platform to show feasibility of the
client’s selected NCS.
- Perform Trade Study of potential NDIs for OCR integration.
- Consistently validate that all work toward the project is in line with success-critical
requirements and negotiations.
- Design operational concept, architecture model, life cycle plan, and feasibility evidence.
48
Key Stakeholder Responsibilities (semester 2)Dr. Darin Gray:
- Check in with team during development to continually make sure that the development of the
product is meeting expectations and decide on any re-prioritization of features if necessary
- Purchase Salesforce production environment license.
577A Team Members:
- Rebase, get new team members up to speed, and review requirements.
- Development, testing, and continuous integration
- Write system documentation and design transition plan
- Complete development and transition to production environment
- Perform testing in prod environment and pass access to system maintainer
Maintainer:
- Meet with development team to get access to the system and review documentation as part of
the transition plan.
49
577B Skills Needed- At the moment, it is estimated that 5 out of 8 team members will be
continuing on to 577B.
- Estimated that we will gain ~1 new team member in the spring
semester (Developer/Testing Roles)
- Desired Skills:
- Database knowledge, knowledge of SQL queries
- JavaScript knowledge
- Salesforce platform knowledge is helpful, but unlikely
- Unit testing experience
50
COCOMO-II Resource Estimation - ModulesNo. Module Name Brief Description SLOC
1
Salesforce Database Backend object and table cloud
storage.
3000
2
Data Management
Dashboard
Front-end interactivity capabilities
for the data management system.
1500
3
Query System System for building and executing
custom SQL queries.
800
4
OCR Engine System for Optical Character
Recognition from pdf or jpeg.
1000
51
COCOMO-II Resource Estimation - Scale DriversScale Driver Value Rationale
PREC Nominal
The team is familiar with database systems, but not in the cloud and not
using the Salesforce NCS. Development within the platform is largely
unprecedented for the team members.
FLEX Low
The team has been given rigorous requirements as to how data input must
be done, and what the table schema needs to be, but implementation details
of queries is left up to the team.
RESL VHigh
The team has made it a priority (due to risk-driven ICSM principles) to
reduce risk early and eliminate where possible. Trade studies and prototypes
have been created for areas of risk within the architecture and team
members feel largely comfortable moving forward into development that
the large risks have been mitigated.
TEAM VHigh
Team members, clients, and stakeholders have been highly attentive,
cooperative, and prompt with their assignments and expected contributions.
PMAT Nominal
The team is adhering to guidelines from the ICSM principles, using a set of
standard processes that are defined. Processes are suited for this specific
project. CMM Level 3 - Defined.
52
COCOMO-II Resource Estimation - Cost Drivers (for Module 1)Cost Driver Value Rationale
RELY Nominal
Though the data being stored in the system is important to the operation of the K-12 STEM
Center, Salesforce provides great support for backups and recovery, so any data losses are
easily recoverable.
DATA Nominal
The ratio of database size to SLOC of the project is estimated to be more than 10, but less than
100. Data will be stored for participants, parents, programs, and survey data.
DOCU Nominal
Salesforce documentation for the platform itself is plentiful, and the documentation we are
writing during development will cover the life-cycle needs of the system without going
overboard.
CPLX Nominal
This project relies heavily on Data Management Operations (Nominal), User Interface
Management (High), and Computational Operations (Nominal). It will support complex
database queries, and will work on customizing the Salesforce widget library for the front-end.
Nominal computational operations will be done in the processing of the data.
RUSE Low
This system is not intended to be reused for other projects.
53
COCOMO-II Resource Estimation - Cost Drivers cont. (Mod. 1)Cost Driver Value Rationale
TIME Nominal
The system will be used when STEM Center staff members are entering new data to the
system, or querying current data, but otherwise will be mostly be idle, simply storing data
objects in the cloud, using expectedly <50% of the available execution time.
STOR
Very
High
The STEM Center has years worth of historical program data that they would like to store in
the system, and the size of the database will grow each year as new programs begin and new
participants join existing programs.
PVOL Nominal
Salesforce releases a major product update with new features and enhancements 3 times a year
(in the Spring, Summer, and Winter). They commit to this schedule, and new changes can be
expected at these three milestones each year. Browser updates will typically only be once/yr.
ACAP VHigh
Our project’s analysts and designers communicate well and promptly, are very thorough, and
follow project requirements when making design decisions.
PCAP VHigh
Though collectively unfamiliar with Salesforce and its development console at the start of the
project, the programmers have gained much experience with the platform through
prototyping and are feeling very capable with it as we approach Development phase.
54
COCOMO-II Resource Estimation - Cost Drivers cont. (Mod. 1)Cost Driver Value Rationale
PCON Nominal
We have 8 members currently working on the project in 577A and it is estimated that ~5 of
those will continue on to 577B. It is likely that 1-2 new members will join the team in 577B.
APEX Nominal
The experience of the project team with cloud data management systems is low, ~6mos. for
most team members, however many have experience with database systems and data
management systems in general.
PEXP Low
The project team has some experience working with SQL databases, but no experience
working with the Salesforce platform before, which is the main platform of this system.
LTEX High
The team will be developing the cloud data management system with XML, CSS, and
JavaScript, and many team members have lots of experience with those languages and tools.
TOOL Nominal
Our project will be moderately integrated, both frontend and backend will be integrated in the
cloud and basic life-cycle tools and documentation for said tools will be available from the
Salesforce NCS.
55
COCOMO-II Resource Estimation - Cost Drivers cont. (Mod. 1)Cost Driver Value Rationale
SITE Low
Teammates are distributed internationally (because of COVID), across 5 different time zones,
and often have completely opposite waking hours. We do have a Slack messaging system that
allows us to retain sufficient communication, however video conferences are limited because
there aren’t many times that everyone can make due to time zone issues.
SCED Nominal
The schedule is fixed; 12 weeks in fall semester, 12 weeks in spring semester.
56
COCOMO-II Resource Estimation - Result
57
COCOMO-II Resource Estimation - AnalysisAssuming:
- 12 hrs/week of effort per person
- 10 of the 12 weeks contribute to the Construction Phase (72% of total)
- 100 hrs/person-month for COCOMO Estimates
1 577B team member effort = (10 weeks)(12 hrs/week) = 120 hrs
1.67(estimated hrs/person-month COCOMO-II) = (1.67)(100 hrs)(0.72) = 120 hrs
One 577B team member effort = 1.67 CII person-months
If we only have 5 team members for 577B:
5 * 1.67 = 8.35 CII person-months
If we have 6 team members for 577B (the expected scenario):
6 * 1.67 = 10.02 CII person-months
58
The Plan (Foundations Phase)- For our proposed architecture, a system built to
architecture will be buildable within the budgets and schedules in the Plan.
59
60
61
62
63
64
65
66
67
Feasibility EvidenceDerek Wang
68
Business Case (Personnel Costs)Valuation and Explorations Phases: CS 577a, 12 weeks
- Client: Meeting via email and video. 3 hrs/week * 12 weeks * 1 person = 36 hours
- Student worker: Misc. tasks, sending data samples, following email chains. 1hr/week * 12
weeks * 1 person = 12 hours
- Architecture Review Boards. 1.5 hours * 2 times * 2 people = 6 hours
Development and Operations Phases: CS 577b, 12 weeks
- Client: Meeting via email and video. 5 hrs/week * 12 weeks * 1 person = 60 hours
- Maintainer: Following development, meeting via video. 3 hrs/week * 12 weeks * 1 = 36 hours
- Architecture Review Boards. 1.5 hours * 2 times * 2 people = 6 hours
- Deployment of System and Training 10 hours * 3 times * 2 people = 60 hours
Maintenance Period: 1 year
- Maintenance 3 hrs/week * 52 weeks = 156 hours
372 Total Hours
-
69
Hardware and Software CostsHardware Costs
This project has no hardware costs. All the development and operations will be online.
Software Costs
Initially the development can proceed using the free tier of Salesforce. Eventually the Essentials
edition will be used at $25/month per account or $300/year/user
Note: First 1-2 GB of data storage is included with the Essentials, additional data storage will incur
additional costs
70
Benefits (Time Saved)Current activities &
resources usedTIme Estimate %
ReduceTime Saved (Hours/Year)
Program data entry
- Student worker 2 hours/week 90% 93.6
Program data exporting
- Student worker 5 hours/week 90% 234
Analysis request
- Program Manager 2 hours/week 50% 93.6
- Student Worker 2 hours/week 50% 93.6
Total 761.5
71
BenefitsApart from the hours saved, there are some intangible benefits that cannot be described in
countable measures:
- Overall increase in the correctness and consistency of the system. Duplicates can be
accounted for and merged. The format of the data will be standardized
- Ability for the client to control access to the data. Previously the multiple data sources
resulted in inconsistent access controls
- Backups to reduce data loss. Salesforce has built in backup systems for the data.
- Digitization of old program data. Some of the previous
72
ROI AnalysisYear Cost Benefit (Effort
Saved)Cumulative Cost Cumulative Benefit ROI
2020 810 0 810 0 -1
2021 5,070 11,422.50 5,880 11,422.5 .94
2022 2,904 11,422.50 8,784 22,845 1.60
2023 3,194.4 11,422.50 11,978.4 34 267.5 1.86
Calculated based on $15/hour wage for all hours.
A 10% yearly increase in maintenance costs is also included
73
NDI Analysis COTSCOTS Purpose Comments
APEX Salesforce:
Salesforce Object Query
Language (SOQL)
Database server, backend syntax ● Client’s Requirement● Language is similar to SQL
Salesforce Lightning
Web Component (LWC)
& AURA
Web server and front end ● Coded in HTML, CSS and javascript.● Simple interface
Salesforce Einstein OCR
API
Application framework for text recognition
● Built into Salesforce● API allows easy interaction with the rest of
salesforce● Don’t need to create an OCR engine from scratch
Salesforce Data Loader
and Import Wizard
Application tools for exporting and importing
74
Major Risks
Risks
Risk Exposure
Risk MitigationsPotential
Magnitude
Probability
Loss
Risk Exposure
Basic System
Functionality
8 2 16
Prototype with Salesforce COTS to ensure it will
meet the needs of the project.
Use of COTS product
'Einstein OCR API'
and its integration
with Salesforce
4 7 48
Reduction by prototyping the use of this API and
prototyping its integration with our other
prototype, the Salesforce cloud database.
Change of Team
members from 577A
to 577B
4 9 36
Reduction by creating a project plan, applying
incremental development, and creating clear notes
for future developers to take over
Unanticipated or
inflated requirements
5 7 35
Reduction by using feasibility analysis, win
conditions
Unrealistic schedule
and budget, time
crunch
4 6 28
Reduction by using life cycle plan, creating project
plans and applying incremental development.
75
Persona #1 - Shaun DavisAge: 20Gender: MaleLocation: Seattle, WA, USAOccupation: Undergraduate student @USC, student worker at the Viterbi K-12 STEM CenterEducation: Went to Ballard High School in Seattle, currently attends USCAttributes: Enjoys skateboarding, reading novels, and video games.
Background/Description:Shaun grew up in Seattle and is now attending USC for undergrad. He is studying engineering and applied for a student worker position at the Viterbi K-12 STEM Center his sophomore year. He got the part-time position and now works ~8hrs/week for the STEM Center, helping facilitate their MESA and SHINE programs.
Motivation/User Scenario:Shaun is a student worker for the K-12 STEM Center and has just received all of the Google Surveys from prospect participants in this year’s SHINE program that the Viterbi K-12 STEM Center runs. In past years, he would have just entered the demographic data from each survey manually into the STEM Center’s database that was hosted on a machine in the office on campus. Due to COVID-19, Shaun is now working from home in Seattle and needs to be able to access the database remotely to be able to enter the data from the surveys.
Computer Literacy Level: As an engineering student, Shaun is good with computers and uses one daily. He has lots of experience with the Google Suite but the Salesforce platform is new to him.
Daily Device Usage: Shaun uses his phone (Android) and his Lenovo laptop daily.Projet-Specific Device Usage: Shaun uses solely his laptop for working with STEM Center data because he finds it easier to view all of the data on a larger screen. 76
Persona #2 - Ella RussellAge: 35Gender: FemaleLocation: Los Angeles, CA, USAOccupation: Viterbi K-12 STEM Center Program Manager Education: Holds her Bachelor’s from UMass Amherst and her Master’s from UCLAAttributes: Loves spending time with her family, traveling, and watching The Office.
Background/Description:Ella grew up on the East Coast of the US, in Connecticut but moved out to the West Coast when she went to grad school at UCLA and has lived with her family in LA ever since. She spent 7 years working as a science teacher at a middle school in LA before joining the Viterbi K-12 STEM Center as a program manager for their Code.org program.
Motivation/User Scenario:Ella has been project manager in the K-12 STEM Center for the Code.org program for 4 years now, and has collected data each year about the demographics of students in the program. A potential donor for the K-12 STEM Center has approached her and is asking her for analytics about the trend of female student participation in the Code.org program over the past 4 years. Ella would like to collect the data from the past 4 years in one place,
and generate some graphs from the data that she can give to the donor.
Computer Literacy Level: Ella has worked with Excel spreadsheets for most of her career, but a Salesforce cloud database is a new platform for her. She is relatively savvy with computers, however, and generally understands the table structure in the database.
Daily Device Usage: Ella uses her iPhone and HP laptop daily.Projet-Specific Device Usage: Ella only accesses the Salesforce database from her laptop, because she finds it is hard to view or edit fields in the tables when viewing on her small phone screen.
77
Persona #3 - Melissa OrrAge: 35Gender: FemaleLocation: Los Angeles, CA, USAOccupation: STEM Center EmployeeEducation: Bachelors of Computer science, University of WashingtonAttributes: Loves biking, takes care of a dog, enjoys dabbling in no-sql databases in her free time
Background/Description:Melissa grew up in Portland, Oregon and went to University of Washington as a computer science major. After graduation, she started as a data analyst at a healthcare company, and over the years specialized in database administration.
Motivation / User Scenario:Melissa has recently been hired by the STEM Center to be a long time maintainer of the system. After a few weeks of getting up to speed on the database and salesforce platform, her first task is to upload a new program’s data into the system and update the program report. To do this she makes use of the inbuilt OCR (Optical Character Recognition) to scan the raw data into the system and edits any mistakes that occur.
Computer literacy level- Melissa has worked with on-premises databases for most of her career, but recently started looking into cloud platforms. She doesn’t have Salesforce experience, but she’s worked with other cloud platforms.
Daily Device Usage: She has a phone and a laptop for her personal useProject-specific Device Usage: At work she has a desktop and at home she uses her laptop
78
QFPDanny Diaz Ayon
79
Quality Management Strategy
80
Tool Strategy
Google Team DriveOrganize weekly reports, meeting notes, and other files relevant to the project
SlackDay to day collaboration and internal video conferencing
TrelloTrack progress, assign task and deadlines
ZoomFormal collaboration tool
Defect Identification
81
Defect Description
Einstein OCR TokenEinstein AI platform integration with our application need fine tuning
Table SchemaWe do not have a finalized table schema
Team AvailabilityOur team spans 4 different time zones, while most have full time jobs
Technical Debt
82
Debt Mitigation Strategy
Salesforce platformWork in teams, planning sessions, shared credentials
Table SchemaCreate tables based on common fields
Front-End UI - OCRFinalize the OCR functionality
83
Traceability Matrix
* Win-Win Conditions Link
OCD Win-Win Agreement SSAD
OC-1 Agreement 6, 7 UC-2, ATF-4
Agreement 9 UC-9
Agreement 11 UC-5OC-2 Agreement 8 UC-9
Agreement 16 UC-10OC-3 Agreement 12 UC-11, ATF-4
Agreement 13 UC-11, ATF-6OC-4 Agreement 1, 4 UC-7, ATF-13
Agreement 2, 3 UC-8, ATF-11
Agreement 5 UC-4, ATF-12
Agreement 14 UC-3, ATF-12
Agreement 19 UC-8, ATF-8OC-5 Agreement 10 UC-2, ATF-4OC-7 Agreement 15 UC-5OC-8 Agreement 17 UC-6
Agreement 18 UC-12
Questions & Feedback?
84