Text Analysis Using Twitter: A Case Study in Dhaka

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Text Analysis Using Twitter: A Case Study in Dhaka.

The Power of Partnership – from Vision to Reality
Welcome!
Text Analysis Using Twitter: A Case Study in
Dhaka
June 16, 2014
!
By Cadet James Cho and the Data Science Team

L-3
Class Year and Cadet Company: 2016, CO A4!
!
Major & Engineering Track: Engineering
Management Major (Environmental Track) and
Applied Statistics Minor.!
!
Top 3 Branch Choices: Aviation, Military
Intelligence, Cyber!
!
Sport: West Point Club Soccer Team!
!
Academic Individual Advance Development – an internship without being paid
Background

L-3
Can we use Twitter to gauge
stability in the PACOM region? !
!
What is the best way to
quantitatively measure sentiment?

Research Questions

L-3
What is PACOM !
Where is PACOM!
Where is Bangladesh? !
Where is Dhaka?
PACOM - committed to enhancing
stability in the Asia-Pacific region
by promoting security cooperation,
encouraging peaceful
development, responding to
contingencies, deterring
aggression, and, when
necessary, fighting to win.
“Information engagement can communicate
critical knowledge, build trust, promote
support for U.S. operations, and influence
the perceptions and behaviors of many
audiences” - Report of the Defense
Science Board Task Force on
Understanding Human Dynamics
PACOM

L-3
What is Twitter?

L-3
Authoritative News vs Twitter
Information Resources

L-3
Mining Twitter

L-3
!
!
June 11 – June 13!
!
Limitations

2 datasets: one broadly bangladesh (n=1700)

and one dhaka (n=1100)
+ = twitteR
About the Data…

L-3
During Data Collection Today (16 June 2014)
Bangladesh News

L-3
Sifting through the data…

sum(bang.score$pos)

183

sum(bang.score$neg)

171

!
!
!
sum(dhaka.score$pos)

157

sum(dhaka.score$neg)

245
Raw Score:

+12

!
Negative Sentiment Ratio:

10%
Raw Score:

-88

!
Negative Sentiment Ratio:

22%
Sentiment Analysis

Homepage: http://www.data-tactics.com
Blog: http://datatactics.blogspot.com
Questions?
L-3

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Data Tactics dhs introduction to cloud technologies wtc

Data Tactics dhs introduction to cloud technologies wtc

Data Tactics dhs introduction to cloud technologies wtc

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Multi Discipline Intelligence Production Teams 1

Multi Discipline Intelligence Production Teams 1

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Anna Loughnan Colquhoun

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The Digital Insurer

As privacy and data protection regulations evolve rapidly, organizations operating in multiple jurisdictions face mounting challenges to ensure compliance and safeguard customer data. With state-specific privacy laws coming up in multiple states this year, it is essential to understand what their unique data protection regulations will require clearly. How will data privacy evolve in the US in 2024? How to stay compliant? Our panellists will guide you through the intricacies of these states' specific data privacy laws, clarifying complex legal frameworks and compliance requirements. This webinar will review: - The essential aspects of each state's privacy landscape and the latest updates - Common compliance challenges faced by organizations operating in multiple states and best practices to achieve regulatory adherence - Valuable insights into potential changes to existing regulations and prepare your organization for the evolving landscape

TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments

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With more memory available, system performance of three Dell devices increased, which can translate to a better user experience Conclusion When your system has plenty of RAM to meet your needs, you can efficiently access the applications and data you need to finish projects and to-do lists without sacrificing time and focus. Our test results show that with more memory available, three Dell PCs delivered better performance and took less time to complete the Procyon Office Productivity benchmark. These advantages translate to users being able to complete workflows more quickly and multitask more easily. Whether you need the mobility of the Latitude 5440, the creative capabilities of the Precision 3470, or the high performance of the OptiPlex Tower Plus 7010, configuring your system with more RAM can help keep processes running smoothly, enabling you to do more without compromising performance.

Boost PC performance: How more available memory can improve productivity

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Principled Technologies

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08448380779 Call Girls In Greater Kailash - I Women Seeking Men

08448380779 Call Girls In Greater Kailash - I Women Seeking Men

08448380779 Call Girls In Greater Kailash - I Women Seeking Men

Delhi Call girls

The presentation explores the development and application of artificial intelligence (AI) from its inception to its current status in the modern world. The term "artificial intelligence" was first coined by John McCarthy in 1956 to describe efforts to develop computer programs capable of performing tasks that typically require human intelligence. This concept was first introduced at a conference held at Dartmouth College, where programs demonstrated capabilities such as playing chess, proving theorems, and interpreting texts. In the early stages, Alan Turing contributed to the field by defining intelligence as the ability of a being to respond to certain questions intelligently, proposing what is now known as the Turing Test to evaluate the presence of intelligent behavior in machines. As the decades progressed, AI evolved significantly. The 1980s focused on machine learning, teaching computers to learn from data, leading to the development of models that could improve their performance based on their experiences. The 1990s and 2000s saw further advances in algorithms and computational power, which allowed for more sophisticated data analysis techniques, including data mining. By the 2010s, the proliferation of big data and the refinement of deep learning techniques enabled AI to become mainstream. Notable milestones included the success of Google's AlphaGo and advancements in autonomous vehicles by companies like Tesla and Waymo. A major theme of the presentation is the application of generative AI, which has been used for tasks such as natural language text generation, translation, and question answering. Generative AI uses large datasets to train models that can then produce new, coherent pieces of text or other media. The presentation also discusses the ethical implications and the need for regulation in AI, highlighting issues such as privacy, bias, and the potential for misuse. These concerns have prompted calls for comprehensive regulations to ensure the safe and equitable use of AI technologies. Artificial intelligence has also played a significant role in healthcare, particularly highlighted during the COVID-19 pandemic, where it was used in drug discovery, vaccine development, and analyzing the spread of the virus. The capabilities of AI in healthcare are vast, ranging from medical diagnostics to personalized medicine, demonstrating the technology's potential to revolutionize fields beyond just technical or consumer applications. In conclusion, AI continues to be a rapidly evolving field with significant implications for various aspects of society. The development from theoretical concepts to real-world applications illustrates both the potential benefits and the challenges that come with integrating advanced technologies into everyday life. The ongoing discussion about AI ethics and regulation underscores the importance of managing these technologies responsibly to maximize their their benefits while minimizing potential harms.

Artificial Intelligence: Facts and Myths

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Handwritten Text Recognition for manuscripts and early printed texts

Handwritten Text Recognition for manuscripts and early printed texts

Handwritten Text Recognition for manuscripts and early printed texts

Maria Levchenko

Three things you will take away from the session: • How to run an effective tenant-to-tenant migration • Best practices for before, during, and after migration • Tips for using migration as a springboard to prepare for Copilot in Microsoft 365 Main ideas: Migration Overview: The presentation covers the current reality of cross-tenant migrations, the triggers, phases, best practices, and benefits of a successful tenant migration Considerations: When considering a migration, it is important to consider the migration scope, performance, customization, flexibility, user-friendly interface, automation, monitoring, support, training, scalability, data integrity, data security, cost, and licensing structure Next Wave: The next wave of change includes the launch of Copilot, which requires businesses to be prepared for upcoming changes related to Copilot and the cloud, and to consolidate data and tighten governance ShareGate: ShareGate can help with pre-migration analysis, configurable migration tool, and automated, end-user driven collaborative governance

Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff

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Building Digital Trust in a Digital Economy Veronica Tan, Director - Cyber Security Agency of Singapore Apidays Singapore 2024: Connecting Customers, Business and Technology (April 17 & 18, 2024) ------ Check out our conferences at https://www.apidays.global/ Do you want to sponsor or talk at one of our conferences? https://apidays.typeform.com/to/ILJeAaV8 Learn more on APIscene, the global media made by the community for the community: https://www.apiscene.io Explore the API ecosystem with the API Landscape: https://apilandscape.apiscene.io/

Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...

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Scaling API-first – The story of a global engineering organization

Scaling API-first – The story of a global engineering organization

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Imagine a world where information flows as swiftly as thought itself, making decision-making as fluid as the data driving it. Every moment is critical, and the right tools can significantly boost your organization’s performance. The power of real-time data automation through FME can turn this vision into reality. Aimed at professionals eager to leverage real-time data for enhanced decision-making and efficiency, this webinar will cover the essentials of real-time data and its significance. We’ll explore: FME’s role in real-time event processing, from data intake and analysis to transformation and reporting An overview of leveraging streams vs. automations FME’s impact across various industries highlighted by real-life case studies Live demonstrations on setting up FME workflows for real-time data Practical advice on getting started, best practices, and tips for effective implementation Join us to enhance your skills in real-time data automation with FME, and take your operational capabilities to the next level.

From Event to Action: Accelerate Your Decision Making with Real-Time Automation

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From Event to Action: Accelerate Your Decision Making with Real-Time Automation

What are drone anti-jamming systems? The drone anti-jamming systems and anti-spoof technology protect against interference, jamming, and spoofing of the UAVs. To protect their security, countries are beginning to research drone anti-jamming systems, also known as drone strike weapons. The anti-jam and anti-spoof technology protects against interference, jamming and spoofing. A drone strike weapon is a drone attack weapon that can attack and destroy enemy drones. So what is so unique about this amazing system?

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Antenna Manufacturer Coco

What is a good lead in your organisation? Which leads are priority? What happens to leads? When sales and marketing give different answers to these questions, or perhaps aren't sure of the answers at all, frustrations build and opportunities are left on the table. Join us for an illuminating session with Cian McLoughlin, HubSpot Principal Customer Success Manager, as we look at that crucial piece of the customer journey in which leads are transferred from marketing to sales.

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Automating Google Workspace (GWS) & more with Apps Script

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Martijn de Jong

In an era where artificial intelligence (AI) stands at the forefront of business innovation, Information Architecture (IA) is at the core of functionality. See “There’s No AI Without IA” – (from 2016 but even more relevant today) Understanding and leveraging how Information Architecture (IA) supports AI synergies between knowledge engineering and prompt engineering is critical for senior leaders looking to successfully deploy AI for internal and externally facing knowledge processes. This webinar be a high-level overview of the methodologies that can elevate AI-driven knowledge processes supporting both employees and customers. Core Insights Include: Strategic Knowledge Engineering: Delve into how structuring AI's knowledge base is required to prevent hallucinations, enable contextual retrieval of accurate information. This will include discussion of gold standard libraries of use cases support testing various LLMs and structures and configurations of knowledge base. Precision in Prompt Engineering: Learn the art of crafting prompts that direct AI to deliver targeted, relevant responses, thereby optimizing customer experiences and business outcomes. Unified Approach for Enhanced AI Performance: Explore the intersection of knowledge and prompt engineering to develop AI systems that are not only more responsive but also aligned with overarching business strategies. Guiding Principles for Implementation: Equip yourself with best practices, ethical guidelines, and strategic considerations for embedding these technologies into your business ecosystem effectively. This webinar is designed to empower business and technology leaders with the knowledge to harness the full potential of AI, ensuring their organizations not only keep pace with digital transformation but lead the charge. Join us to map a roadmap to fully leverage Information Architecture (IA) and AI chart a course towards a future where AI is a key pillar of strategic innovation and business success.

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx

Earley Information Science

The 7 Things I Know About Cyber Security After 25 Years | April 2024

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08448380779 Call Girls In Greater Kailash - I Women Seeking Men

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Artificial Intelligence: Facts and Myths

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Handwritten Text Recognition for manuscripts and early printed texts

Handwritten Text Recognition for manuscripts and early printed texts

Handwritten Text Recognition for manuscripts and early printed texts

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04-2024-HHUG-Sales-and-Marketing-Alignment.pptx

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Text Analysis Using Twitter: A Case Study in Dhaka

1. The Power of Partnership – from Vision to Reality Welcome! Text Analysis Using Twitter: A Case Study in Dhaka June 16, 2014 ! By Cadet James Cho and the Data Science Team

2. L-3 Class Year and Cadet Company: 2016, CO A4! ! Major & Engineering Track: Engineering Management Major (Environmental Track) and Applied Statistics Minor.! ! Top 3 Branch Choices: Aviation, Military Intelligence, Cyber! ! Sport: West Point Club Soccer Team! ! Academic Individual Advance Development – an internship without being paid Background

3. L-3 Can we use Twitter to gauge stability in the PACOM region? ! ! What is the best way to quantitatively measure sentiment? Research Questions

4. L-3 What is PACOM ! Where is PACOM! Where is Bangladesh? ! Where is Dhaka? PACOM - committed to enhancing stability in the Asia-Pacific region by promoting security cooperation, encouraging peaceful development, responding to contingencies, deterring aggression, and, when necessary, fighting to win. “Information engagement can communicate critical knowledge, build trust, promote support for U.S. operations, and influence the perceptions and behaviors of many audiences” - Report of the Defense Science Board Task Force on Understanding Human Dynamics PACOM

5. L-3 What is Twitter?

6. L-3 Authoritative News vs Twitter Information Resources

7. L-3 Mining Twitter

8. L-3 ! ! June 11 – June 13! ! Limitations 2 datasets: one broadly bangladesh (n=1700) and one dhaka (n=1100) + = twitteR About the Data…

9. L-3 During Data Collection Today (16 June 2014) Bangladesh News

10. L-3 Sifting through the data…

11. sum(bang.score$pos) 183 sum(bang.score$neg) 171 ! ! ! sum(dhaka.score$pos) 157 sum(dhaka.score$neg) 245 Raw Score: +12 ! Negative Sentiment Ratio: 10% Raw Score: -88 ! Negative Sentiment Ratio: 22% Sentiment Analysis

12. Homepage: http://www.data-tactics.com Blog: http://datatactics.blogspot.com Questions? L-3