The Digital Twin ! 

 Challenge : I represent data service team and my internal customer is the manufacturing process   engineer . The process engineer is the expert in the respective domain and needs additional insights   based on the data generated by manufacturing process . In the absence of readily available visuals , the   process engineer had to do imagine what would have happened in the process at some point of time .   Due to different team members having different imagination , it was creating confusion about the real   state of process . 

 Selection : To have such insights within short span of time , there was a requirement of a tool that   visualizes the same process in Digital format . I selected the tool Visualization to serve my customer .   Because this is the most powerful tool in the situation of creating something that does not exist .   Visualization of the future state of process in Digital form was user ’s basic requirement . Further , I   knew that the insights based on the visualization would make life of my customer much simpler . 

 Application : Involving the end user in visualization was most important since it was the process   engineer , who was supposed used the new Digital solution . Instead of myself designing the   visualization and later asking for feedback , I decided to use exactly reverse way of thinking . So we   drafted the User Requirement Specification ( URS ) document together . This document captured in   written format , all the requirements that user is seeking from the proposed solution . During our   brainstorming session , we asked all the stakeholders to draw on whiteboard how do they visualize the   process in Digital form . Different visualizations were proposed . Each and every requirement   mentioned in URS documented was verified with the proposed visualization designs . Finally the team   agreed on a particular visualization format . The format consisted of sketches , diagrams , shapes ,   symbols in different colors etc . related to manufacturing process . Next , we took some photographs   from real process and stuck on the whiteboard at appropriate places . This gave sense of “ close to real ”   process for all the stakeholders . The Digital solution designed was a Virtual Dashboard of the process   along with the relevant data analytics at each step in manufacturing process . 

 Insight : There is always a sense of fulfillment when the newly created Visualization exactly depicts   what is there is our mind . I had the same experience . The process engineer was now more powerful   with added information from dashboard and could also use data analytics to make faster decisions .   This resulted in a common visualization platform rather than each person in the manufacturing having   own imagination about the process . The problem solving speed was also improved . There were lot   many insights from the visuals and the patterns in the related data , which were not visible to the   process engineer earlier . 

 Approach : The customer centric approach is the best way to design any Visualization that does not   exist . Creating something totally new of course requires powerful imagination and it is important that   everyone ’s thinking pattern is aligned in the same direction . There is no structured way to imagine ,   since imagination has no boundaries . However , by using Design thinking approach , it was important   to create right visual format depicting the real process . Using Visualization as a design thinking tool   gave us great learning experience . 


EMAIL: 
ID_NUM: 
NAME_STUDENT: 
PHONE_NUM: 
STREET_ADDRESS: 
URL_PERSONAL: 
USERNAME: 

### Task: You are a PII (Personal Identity Information) Detection. Given a essays written by students, you have to identify ONLY the following:
NAME_STUDENT - The full or partial name of a student that is not necessarily the author of the essay. This excludes instructors, authors, and other person names.
EMAIL - A student’s email address.
USERNAME - A student's username on any platform.
ID_NUM - A number or sequence of characters that could be used to identify a student, such as a student ID or a social security number.
PHONE_NUM - A phone number associated with a student.
URL_PERSONAL - A URL that might be used to identify a student.
STREET_ADDRESS - A full or partial street address that is associated with the student, such as their home address.
### Input: The Digital Twin ! 

 Challenge : I represent data service team and my internal customer is the manufacturing process   engineer . The process engineer is the expert in the respective domain and needs additional insights   based on the data generated by manufacturing process . In the absence of readily available visuals , the   process engineer had to do imagine what would have happened in the process at some point of time .   Due to different team members having different imagination , it was creating confusion about the real   state of process . 

 Selection : To have such insights within short span of time , there was a requirement of a tool that   visualizes the same process in Digital format . I selected the tool Visualization to serve my customer .   Because this is the most powerful tool in the situation of creating something that does not exist .   Visualization of the future state of process in Digital form was user ’s basic requirement . Further , I   knew that the insights based on the visualization would make life of my customer much simpler . 

 Application : Involving the end user in visualization was most important since it was the process   engineer , who was supposed used the new Digital solution . Instead of myself designing the   visualization and later asking for feedback , I decided to use exactly reverse way of thinking . So we   drafted the User Requirement Specification ( URS ) document together . This document captured in   written format , all the requirements that user is seeking from the proposed solution . During our   brainstorming session , we asked all the stakeholders to draw on whiteboard how do they visualize the   process in Digital form . Different visualizations were proposed . Each and every requirement   mentioned in URS documented was verified with the proposed visualization designs . Finally the team   agreed on a particular visualization format . The format consisted of sketches , diagrams , shapes ,   symbols in different colors etc . related to manufacturing process . Next , we took some photographs   from real process and stuck on the whiteboard at appropriate places . This gave sense of “ close to real ”   process for all the stakeholders . The Digital solution designed was a Virtual Dashboard of the process   along with the relevant data analytics at each step in manufacturing process . 

 Insight : There is always a sense of fulfillment when the newly created Visualization exactly depicts   what is there is our mind . I had the same experience . The process engineer was now more powerful   with added information from dashboard and could also use data analytics to make faster decisions .   This resulted in a common visualization platform rather than each person in the manufacturing having   own imagination about the process . The problem solving speed was also improved . There were lot   many insights from the visuals and the patterns in the related data , which were not visible to the   process engineer earlier . 

 Approach : The customer centric approach is the best way to design any Visualization that does not   exist . Creating something totally new of course requires powerful imagination and it is important that   everyone ’s thinking pattern is aligned in the same direction . There is no structured way to imagine ,   since imagination has no boundaries . However , by using Design thinking approach , it was important   to create right visual format depicting the real process . Using Visualization as a design thinking tool   gave us great learning experience .
### Output: 