This document discusses using data visualization in JavaScript. It provides examples of how visualizing sales data from multiple branches over time can reveal patterns that are not obvious from the raw numbers, such as different cities responding differently to price changes. Visualizing utility meter reading data also found evidence of fraud by showing readings clustered at tariff boundaries. Correlating movements in securities can help with diversifying investments and reducing risk.
Presented at Solstice 2011 (http://www.isb.edu/solstice/) at ISB on 16 December 2011 as part of Prof. Galit Shmueli's workshop on Visual Analytics (http://www.isb.edu/VisualAnalytics/)
Loyalty can be defined from verity of angles, such as repeat purchase vs. weight of purchase, or from the attitudinal stand point to be an aspired brand. This article advocate’s the use of weight of purchase as the most legitimate Loyalty measure for FMCG categories. It is usually measured via SOR which is derived from household panel data
Presented at Solstice 2011 (http://www.isb.edu/solstice/) at ISB on 16 December 2011 as part of Prof. Galit Shmueli's workshop on Visual Analytics (http://www.isb.edu/VisualAnalytics/)
Loyalty can be defined from verity of angles, such as repeat purchase vs. weight of purchase, or from the attitudinal stand point to be an aspired brand. This article advocate’s the use of weight of purchase as the most legitimate Loyalty measure for FMCG categories. It is usually measured via SOR which is derived from household panel data
This is the output for Index valuation of sensex previously uploaded.
This shows the average market or what I think is 'Ideal' value of Sensex taking into account present earnings.
2014 AIR Reporting Program-level Retention and GraduationDavid Onder
AIR presentation on reporting program-level retention and graduation, looking at different visualization options. Presenters: Alison Joseph (Business Analyst) and David Onder
Indian Spectrum Auctions : Design Issues & Way ForwardParag Kar
This note analyses the design issues in the past spectrum auctions and proposes a new pricing model to prevent these distortions from propagating into future auctions.
6 Methods to Improve Your Manufacturing Process with Computer VisionGramener
Computer vision is a technology that enables computers to interpret and comprehend visual information from their surroundings, and it has the potential to transform the manufacturing industry. Manufacturers can improve their processes in a variety of ways by using computer vision, from ensuring quality control and optimizing production to inspecting and measuring products and monitoring machinery.
In this presentation you will find out 6 methods how you can improve your manufacturing process with computer vision.
Download our E-book
bit.ly/ebookcomputervision
Detecting Manufacturing Defects with Computer VisionGramener
Computer vision is the field of artificial intelligence that deals with the ability of computers to interpret and understand visual data from the world around them. In the manufacturing industry, computer vision can be used to detect defects in products as they are being produced. This can help to improve the quality of the final product and reduce the cost of rework or recalls.
In this presentation you will find out the use of computer vision for defect detection in manufacturing which aids in improving the efficiency and effectiveness of the production process, leading to higher quality products and lower costs.
Book a discovery call
https://reachus.gramener.com/damage-detection/
This is the output for Index valuation of sensex previously uploaded.
This shows the average market or what I think is 'Ideal' value of Sensex taking into account present earnings.
2014 AIR Reporting Program-level Retention and GraduationDavid Onder
AIR presentation on reporting program-level retention and graduation, looking at different visualization options. Presenters: Alison Joseph (Business Analyst) and David Onder
Indian Spectrum Auctions : Design Issues & Way ForwardParag Kar
This note analyses the design issues in the past spectrum auctions and proposes a new pricing model to prevent these distortions from propagating into future auctions.
6 Methods to Improve Your Manufacturing Process with Computer VisionGramener
Computer vision is a technology that enables computers to interpret and comprehend visual information from their surroundings, and it has the potential to transform the manufacturing industry. Manufacturers can improve their processes in a variety of ways by using computer vision, from ensuring quality control and optimizing production to inspecting and measuring products and monitoring machinery.
In this presentation you will find out 6 methods how you can improve your manufacturing process with computer vision.
Download our E-book
bit.ly/ebookcomputervision
Detecting Manufacturing Defects with Computer VisionGramener
Computer vision is the field of artificial intelligence that deals with the ability of computers to interpret and understand visual data from the world around them. In the manufacturing industry, computer vision can be used to detect defects in products as they are being produced. This can help to improve the quality of the final product and reduce the cost of rework or recalls.
In this presentation you will find out the use of computer vision for defect detection in manufacturing which aids in improving the efficiency and effectiveness of the production process, leading to higher quality products and lower costs.
Book a discovery call
https://reachus.gramener.com/damage-detection/
How to Identify the Right Key Opinion Leaders (KOLs) in Pharma & HealthcareGramener
Find out the importance of KOLs (Key Opinion leaders) in the Pharma industry and everything you need to know about them.
In the presentation, we will show you who is a KOL in the Pharmaceutical Industry, what role they play and how to identify the right KOLs.
Book a free demo
https://gramener.com/demorequest/
Automated Barcode Generation System in ManufacturingGramener
Find out how automating barcode generation can improve the efficiency of your company's operations.
In the presentation, we will show you how barcodes play a significant role in enabling accurate inventory control and real-time stock information and how businesses can reduce 67% of their time in handling label standards.
Get a Free BarGen Demo.
https://gramener.com/demorequest/
#barcode #lowcode
The Role of Technology to Save BiodiversityGramener
Find out what are the major challenges biodiversity is facing such as deforestation, species endangerment, and poaching.
In the presentation, we will show you how some of the major technology and nature conservation organizations are building innovative solutions to protect our biodiversity.
Download this E-book to know how geospatial AI is impacting biodiversity conservation and sustainable development.
https://info.gramener.com/geospatial-analytics-ai-solutions-esg-sector-ebook
Enable Storytelling with Power BI & Comicgen PluginGramener
Gramener’s Lead Data Consultant Mrinal Ghosh and Principal Information Designer Richie Lionell conducted an exciting webinar on Power BI Comicgen.
In this webinar, they talk about the Comicgen Power BI plugin and how to use it to generate compelling comic data stories.
Who should watch: If you're a Power BI Developer, Consultant, or anyone who often develops data graphics on the Power BI dashboard.
Full webinar link: https://info.gramener.com/storytelling-with-power-bi-and-comicgen-plugin
Would you like to learn more about our Power BI capabilities? Check out: https://gramener.com/power-bi-consulting/
The Most Effective Method For Selecting Data Science ProjectsGramener
Ganes Kesari, Gramener's Head of Analytics & Co-Founder gives his insights on how to craft a data science roadmap that maximizes ROI.
The biggest reason why 80% of analytics projects fail is that they don’t solve the right problem. Asking analytics or data-related question is the worst way to initiate a data analytics project.
This webinar will walk you through how to get started in the most efficient way possible. You'll discover a straightforward step-by-step strategy to unlocking corporate value through industry examples.
Things you will learn from this webinar:
-The most common reasons for the failure of data science initiatives
-Identifying projects and prioritizing them
-Building a data science strategy in three easy steps
-Real-life examples are used to explain the approach
Watch this full webinar on: https://info.gramener.com/data-science-roadmap
To know more from our industry experts book a free demo at: https://gramener.com/demorequest/
Low Code Platform To Build Data & AI ProductsGramener
Gramener's CEO, Anand S conducted this webinar where he explained how to build Data and AI products using a low-code platform in less than two weeks.
Few takeaways:
-How low-code approaches can be tailored to your data/digital needs?
-Decisions on Building vs. Buying
-Production-ready use cases to stimulate your thinking
Who should watch?
You will find this webinar to be valuable if you're a CPO, VP IT, handling product development, or building analytical solutions for your company.
Watch this full webinar on: https://info.gramener.com/low-code-platform-to-build-process-optimization-solutions?
Want to know more about our low-code platform, Gramex?
Visit: https://gramener.com/gramex/
5 Key Foundations To Build An Effective CX ProgramGramener
Gramener's VP of Analytics Amit Garg hosted this webinar and talked about what are the principles of a good customer experience program, and why is it important.
This webinar will be beneficial to leaders in the CMO, CCO, Customer Service, and any other customer-facing departments within a firm.
Pain points discussed:
-You'll be able to assess the level of CX maturity in your company.
-You'll learn the high-level steps to creating a successful CX program.
-You'll figure out what tools you'll need to improve your talents.
To watch the full webinar visit: https://info.gramener.com/5-key-foundations-effective-cx-program
Learn more about CX Analytics: https://gramener.com/customer-experience-analytics/
Using Power BI To Improve Media Buying & Ad PerformanceGramener
Gramener's Senior Lead Data Consultant, Sidharth Parameswaran, and Navya Sri Channamsetty, Gramener's Associate Lead Data Science Engineer conducted this joint webinar session.
Pain points discussed:
-Actual vs. planned results of a campaign
-Competitor Evaluation & Comparison
-Modeling of Media Mix
-Metrics assessed across the Agency, Client, and Brand levels
- Genre/Channel Performance Evaluation
Things you will learn:
1. Power BI may be used in a variety of ways to investigate findings.
2. Various dashboards would be used to analyze ad/program performance.
3. How can you help your clients obtain higher ROI and acquire a competitive advantage?
Do join us if you are a:
Power BI Developer, Media buyer, Campaign Manager, Brand Manager, Consultant, etc.
To watch this webinar visit: https://info.gramener.com/power-bi-media-buying-ad-performance
Learn more about Gramener: https://gramener.com/
This webinar was hosted by Gramener's CEO/Co-Founder, Anand S, and Ganes Kesari, Head of Analytics/Co-Founder on how data can help firms recover quickly throughout the recession and recovery period.
Who should watch this webinar :
Analytics Leaders, Business Leaders, CDOs, CTOs, etc.
Few takeaways :
-Which aspects of your company could benefit the most from a data-driven response?
-A strategy for identifying use cases that will provide the most value for the money.
How to use data in creative ways to uncover new market opportunities and customers.
Objectives :
-Data's utility in COVID situation
-How data science may assist you in navigating the recession
-Gramener's industry case studies to assist businesses in responding to COVID-19
Full Webinar: https://info.gramener.com/recession-proofing-your-business-with-data
To know more from industry leaders visit our official website: https://gramener.com/
Engage Your Audience With PowerPoint Decks: WebinarGramener
Gramener's CEO and Co-Founder Anand S hosted a webinar on how interactive PowerPoint decks can engage your audiences.
Pain points discussed in this webinar :
-How to utilize interactive slides to answer business questions like "Where is the problem?" and "What created this problem?"
-What forms of interactivity does PowerPoint offer, and when should you utilize each?
-What tools and plug-ins can aid in the creation of interactive presentations?
Watch the full webinar on: https://info.gramener.com/interactive-powerpoint-for-operations
Book a free demo to know more about Gramener's solutions: https://gramener.com/demorequest/
Structure Your Data Science Teams For Best OutcomesGramener
Gramener's Head of Analytics, Ganes Kesari conducted this webinar and discussed the following points :
-Why do data analytics and visualization initiatives require teams to work in silos?
-What are the best organizational structures for data science?
-As your data journey progresses, how should the organizational structure evolve?
-Best methods for encouraging team collaboration in data projects
This is a unique webinar designed for Executives, Chief Analytics Officers, Heads of Analytics, Directors, Technology Leaders, and Managers that work with data science teams on a daily basis.
To check out the full webinar visit: https://info.gramener.com/data-science-teams-structure-for-best-outcomes
To contact us & book a free demo visit: https://gramener.com/demorequest/
Gramener's Lead Data Scientist Soumya Ranjan and Senior Data Science Engineer Sumedh Ghatage conducted a webinar on Geospatial AI.
In this webinar, they discussed the technical know-how to get started, as well as some strategies for navigating this fascinating realm of Geospatial Analytics.
Pain points covered :
-How to begin with Geospatial Analytics in Python
-How can large-scale geospatial datasets be cleaned and analyzed?
-What is the best way to design geospatial workflows?
-How to use Geospatial Datasets for Deep Learning?
No matter whatever industry you're in, Geospatial Analytics will provide you with a wealth of unique solutions.
To watch the full webinar visit: https://info.gramener.com/geospatial-ai-technical-sneak-peek
To know more about Gramener's Geospatial AI solutions book a free demo on: https://gramener.com/demorequest/
5 Steps To Become A Data-Driven Organization : WebinarGramener
Gramener's Chief Data Scientist and Co-founder Ganes Kesari conducted an interesting webinar that will give you an idea of how to analyze your data maturity and plan the five steps to transforming your business using data.
Who should watch this webinar?
Executives, Chief Data/Analytics Officers, Technology leaders, Business heads, Directors, and Managers.
Important points discussed on the webinar:
-The majority of businesses reach a halt in the middle of their data journey.
-According to Gartner, approximately 87% of companies in the business have a poor degree of data maturity (levels 1 and 2 on a scale of 5).
-Adding more data science projects to your portfolio will not boost your talents or results. The truth is that CDOs' primary issues are divided into five categories.
Learnings from this webinar:
-Data Science Maturity. What is it and why is it important?
-How can you determine the maturity of data science and its limitations?
-How does data science maturity (described with an example) assist your business in progressing?
Watch the full webinar on:
https://info.gramener.com/5-steps-to-transform-into-data-driven-organization
To know more about Data Maturity visit:
https://gramener.com/data-maturity/#
5 Steps To Measure ROI On Your Data Science Initiatives - WebinarGramener
Gramener's Chief Decision Scientist & Co-Founder Ganes Kesari conducted an exciting webinar on how to measure ROI on your data science initiatives.
In this webinar people from the C-suite level CEO, COO, Directors, Managers across various industries joined.
Ganes Kesari covered the following points with industry examples:
-Identifying business use cases with a high impact
-Choosing effective success indicators
-Ascertaining that the consequences may be traced back to your data project
The attendees had a good time. Learnings from the webinar:
-Why do businesses struggle to get a return on their data investments?
-A straightforward framework for calculating the return on investment from your data projects
-Benchmarking of typical payback from data initiatives in the industry
To check out the complete recording of the webinar please visit:
https://info.gramener.com/5-steps-to-measure-roi-on-your-data-science-initiatives
To know more about data advisory check out:
https://gramener.com/advisory-consulting/
Saving Lives with Geospatial AI - Pycon Indonesia 2020Gramener
There’s a powerful way to fight dengue. Infect a mosquito with Wolbachia, release it in highly populated regions, and wait for it to infect all mosquitoes in the region.
But this process is expensive, and we need to release it in the most densely populated regions in a city.
And no one really knows what population density is at a 100m x 100m level.
Can we use satellite imagery and use this to identify building density?
Driving Transformation in Industries with Artificial Intelligence (AI)Gramener
Gramener's Director of Delivery, Priyaranjan Mohanty, delivered a virtual session at IIM Nagpur and talked about how organizations are moving towards digital transformation by leveraging advanced technologies such as Artificial Intelligence (AI), Machine Learning (ML) and Deep Learning.
Starting from what the industry leaders think about digital transformation to how it can shape the global economy, this presentation explores the scope of AI in the digital world.
The Art of Storytelling Using Data ScienceGramener
Gramener's VP - Sales, APAC Region, Vijayam Sirikonda interacted with the students of IIM Raipur and talked about the importance of data storytelling for business users.
Storyfying your Data: How to go from Data to Insights to StoriesGramener
Gramener's Director - Client success, Shravan Kumar A, delivered an online session to the students of Praxis Business School.
In his session he talked about how converting data into stories can benefit businesses and enable quick decision making. Furthermore, he shared approaches to create data stories along with some use cases and case studies we solved at Gramener to benefit our clients.
Check out our initiative to teach data storytelling to data scientists and analysts so that they can think out of the box and create wonderful data stories for their stakeholders: https://gramener.com/data-storytelling-workshop
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This slides describes the basic concepts of ICT, basics of Email, Emerging Technology and Digital Initiatives in Education. This presentations aligns with the UGC Paper I syllabus.
Safalta Digital marketing institute in Noida, provide complete applications that encompass a huge range of virtual advertising and marketing additives, which includes search engine optimization, virtual communication advertising, pay-per-click on marketing, content material advertising, internet analytics, and greater. These university courses are designed for students who possess a comprehensive understanding of virtual marketing strategies and attributes.Safalta Digital Marketing Institute in Noida is a first choice for young individuals or students who are looking to start their careers in the field of digital advertising. The institute gives specialized courses designed and certification.
for beginners, providing thorough training in areas such as SEO, digital communication marketing, and PPC training in Noida. After finishing the program, students receive the certifications recognised by top different universitie, setting a strong foundation for a successful career in digital marketing.
The simplified electron and muon model, Oscillating Spacetime: The Foundation...RitikBhardwaj56
Discover the Simplified Electron and Muon Model: A New Wave-Based Approach to Understanding Particles delves into a groundbreaking theory that presents electrons and muons as rotating soliton waves within oscillating spacetime. Geared towards students, researchers, and science buffs, this book breaks down complex ideas into simple explanations. It covers topics such as electron waves, temporal dynamics, and the implications of this model on particle physics. With clear illustrations and easy-to-follow explanations, readers will gain a new outlook on the universe's fundamental nature.
This slide is special for master students (MIBS & MIFB) in UUM. Also useful for readers who are interested in the topic of contemporary Islamic banking.
Exploiting Artificial Intelligence for Empowering Researchers and Faculty, In...Dr. Vinod Kumar Kanvaria
Exploiting Artificial Intelligence for Empowering Researchers and Faculty,
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How to Build a Module in Odoo 17 Using the Scaffold MethodCeline George
Odoo provides an option for creating a module by using a single line command. By using this command the user can make a whole structure of a module. It is very easy for a beginner to make a module. There is no need to make each file manually. This slide will show how to create a module using the scaffold method.
Macroeconomics- Movie Location
This will be used as part of your Personal Professional Portfolio once graded.
Objective:
Prepare a presentation or a paper using research, basic comparative analysis, data organization and application of economic information. You will make an informed assessment of an economic climate outside of the United States to accomplish an entertainment industry objective.
Acetabularia Information For Class 9 .docxvaibhavrinwa19
Acetabularia acetabulum is a single-celled green alga that in its vegetative state is morphologically differentiated into a basal rhizoid and an axially elongated stalk, which bears whorls of branching hairs. The single diploid nucleus resides in the rhizoid.
1. S ANAND
DATA SCIENTIST
GRAMENER.COM
DATA VISUALISATION
IN JAVASCRIPT
2.
3. WHY VISUALISE?
Consider the sales report shown 2010 Bangalore Delhi Hyderabad Mumbai
alongside Month Price Sales Price Sales Price Sales Price Sales
It shows performance of 4 Jan 10.0 8.04 10.0 9.14 10.0 7.46 8.0 6.58
branches with average price and Feb 8.0 6.95 8.0 8.14 8.0 6.77 8.0 5.76
sales across 4 cities Mar 13.0 7.58 13.0 8.74 13.0 12.74 8.0 7.71
Apr 9.0 8.81 9.0 8.77 9.0 7.11 8.0 8.84
Each of the branches change May 11.0 8.33 11.0 9.26 11.0 7.81 8.0 8.47
prices every month with a Jun 14.0 9.96 14.0 8.10 14.0 8.84 8.0 7.04
corresponding change in the Jul 6.0 7.24 6.0 6.13 6.0 6.08 8.0 5.25
sales value Aug 4.0 4.26 4.0 3.10 4.0 5.39 19.0 12.50
Basic analytics of these Sep 12.0 10.84 12.0 9.13 12.0 8.15 8.0 5.56
numbers reveal a consistent Oct 7.0 4.82 7.0 7.26 7.0 6.42 8.0 7.91
performance across 4 branches. Nov 5.0 5.68 5.0 4.74 5.0 5.73 8.0 6.89
Average 9.0 7.50 9.0 7.50 9.0 7.50 9.0 7.50
Further, these sales figures have
Variance 10.0 3.75 10.0 3.75 10.0 3.75 10.0 3.75
a consistent Correlation and
Linear regression across all cities
4. WHY VISUALISE?
The four cities are completely
different in behaviour and need
different strategies for growth.
Bangalore sales has generally
increased with price.
Hyderabad has a nearly perfect
increase in sales with price,
except for one aberration.
Delhi, however, shows a decline
in sales as price is increased
beyond a certain point.
Mumbai sales fluctuated despite
a constant price, except for 1
month.
5. DETECTING FRAUD
“
We know meter readings are
incorrect, for various reasons.
We don’t, however, have the
concrete proof we need to start the
process of meter reading
ENERGY UTILITY automation.
Part of our problem is the volume
of data that needs to be analysed.
The other is the inexperience in
tools or analyses to identify such
patterns.
6. This plot shows the frequency of all meter readings from
Why would Apr-2010 to Mar-2011. An unusually large number of
these happen?
readings are aligned with the tariff slab boundaries.
This clearly shows Apr-10 May-10 Jun-10 Jul-10 Aug-10 Sep-10 Oct-10 Nov-10 Dec-10 Jan-11 Feb-11 Mar-11
collusion of some form 217 219 200 200 200 200 200 200 200 350 200 200
with the customers. 250 200 200 200 201 200 200 200 250 200 200 150
250 150 150 200 200 200 200 200 200 200 200 150
This happens with specific 150 200 200 200 200 200 200 200 200 200 200 50
customers, not randomly. 200 200 200 150 180 150 50 100 50 70 100 100
Here are such customers’ 100 100 100 100 100 100 100 100 100 100 110 100
100 150 123 123 50 100 50 100 100 100 100 100
meter readings.
0 111 100 100 100 100 100 100 100 100 50 50
0 100 27 100 50 100 100 100 100 100 70 100
If we define the “extent of
1 1 1 100 99 50 100 100 100 100 100 100
fraud” as the percentage
excess of the 100 unit
meter reading, Section Apr-10 May-10 Jun-10 Jul-10 Aug-10 Sep-10 Oct-10 Nov-10 Dec-10 Jan-11 Feb-11 Mar-11
the value varies Section 1 70% 97% 136% 65% 110% 116% 121% 107% 114% 88% 74% 109%
considerably Section 2 66% 92% New section
66% 87% 70% 64% is
… and 63% 50% 58% 38% 41% 54%
manager arrives transferred50%
out
across sections, Section 3 90% 46% 47% 43% 28% 31% 32% 19% 38% 8% 34%
Section 4 44% 24% 36% 39% 21% 18% 24% 49% 56% 44% 31% 14%
and time
Section 5 4% 63% -27% 20% 41% 82% 26% 34% 43% 2% 37% 15%
Section 6 18% 23% 30% 21% 28% 33% 39% 41% 39% 18% 0% 33%
… with some
Section 7 36% 51% 33% 33% 27% 35% 10% 39% 12% 5% 15% 14%
explainable Section 8 22% 21% 28% 12% 24% 27% 10% 31% 13% 11% 22% 17%
anamolies. Section 9 19% 35% 14% 9% 16% 32% 37% 12% 9% 5% -3% 11%
7. SECURITIES FINDING PATTERNS
Which securities move together?
How should I diversify?
What should I sell to reduce risk?
What’s a reliable predictor of a security?
8. 68% correlation
between AUD & EUR
Plot of 6 month daily
AUD - EUR values … that move
counter-cyclically to
indices
Block of correlated
currencies
… clustered
hierarchically
Good evening. My name is Anand, and you can find more about me by googling for “S Anand”. My site is the first hit.I’ll be talking about recent trends in technology, and how you can leverage them.