Social Networking: Visualizing Twitter

•

1 gostou•1,153 visualizações

Slides by TEAM BIRCH from the SICSA Big Data InfoVis Summer School 2013 - Members: Ruth Agbakoba Anil Bandhakavi Aminu Muhammad Chris Hillman Nut Limsopathan

Tecnologia Negócios

Social Networking: Visualizing Twitter
TEAM BIRCH: Chris, Ruth, Nut, Aminu and Anil

Overview
1. Introduction
2. Background to Twitter and Boston Bombings
3. Big and Dirty Data Issues
4. Process: Capturing the integrated learning process
5. 5 W’ of Twitter Analytics
6. DEMO ‘Visualisation’
7. Further Work
8. Learning Outcomes

Who We Are
• Aminu
• Anil
• Chris
• Nut
• Ruth

Our Data
• Twitter Data from 16:00 to 19:00
RE: Boston Marathon (Bombing)
• Approx 550,000 tweets covering the 3 hour Period
• Challenges
– Data format
– Lack of information
– UserIDs vs. UserNames

Big and Dirty Data Issues
1. Each tweet should have a record of its own! (Lines)
2. Formatting Issues
3. No standardisation (only ~10% tweets geo-location)
4. Only 5 fields > had to create three more
5. Different languages
6. Information overload – many different patterns identified
therefore difficult to focus on a particular visualisation.

Overview of Process
Python
Script
Harvests
Tweets using
the Twitter
API
MapReduce
code
processes
tweets
Acquire Parse/Filter/Mine
Create
Visualisation
in Tableau
Public and
Google
Fusion
Write out
Text Files
relevant to
the analytics
Display in
Web Portal
on Users
Screen
Represent Interact

Map Reduce
MapReduce code processes tweets
• Parse
• Added information where possible – retweet/hashtag/touser
• Filter
• Remove Records with invalid fields
• Split into Geocoded, non- Geocoded
• Mine
• Word Counts
• Hashtag Counts – all and split by location / original vs. retweet
• Sentiment Extraction
Acquire Parse/Filter/Mine Represent Interact

Visualisation Tools Used
Created a Real-time Twitter Analytics Portal with
• Tableau Public
• Google Fusion
• Wix Web Portal
• Purpose:
– Insight
– Exploratory
– Confirmation

Twitter Analytics
• 5 W’s of Social Media!
– Who
– What
– Where
– When
– Why

Future Work
• Gain an holistic view of the story over time
– Bombing – 15th April
– Shooting – 18th April
– Fire fight & Manhunt – 19th April
• Reflect the story as it evolved
– Clustering
– NLP (to move from basic to advanced analytics)
– Explore more visualisation types

Thank you for Listening!
TEAM BIRCH: Chris, Ruth, Nut, Aminu and Anil

Mais conteúdo relacionado

Semelhante a Social Networking: Visualizing Twitter

New Methodologies for Capturing and Working with Publicly Available Twitter Data

Axel Bruns

Web Analytics: A new Statistical Domain

Paul Askew

Collecting Twitter Data

Cornelius Puschmann

Content strategy in social media platforms

Hossein sharafi

Social Media Dataset

Jose Carlos Cortizo Perez

Twitter: A Hands-On Learning Session for Researcher

KMb Unit, York University

ThingSpeak: apps for social things

Hans Scharler

Online data sources and information exposure

University of Southampton

Building Effective Frameworks for Social Media Analysis

ikanow

Professional Social Media

Danielle Brigida

Social Media Data Collection & Analysis

Scott Sanders

Creating a social media presence

Phil Bradley

Building Effective Frameworks for Social Media Analysis

Open Analytics

Digital First Thinking and Working

Steve Buttry

Training workshop for the CHASE Arts and Humanities in the Digital Age programme. ( This session will give you an overview of a variety of techniques and tools available for data visualisation and analysis in the humanities. You will learn about common types of visualisations and the role of exploratory and explanatory visualisations, explore examples of scholarly visualisations, try some visualisation tools, and know where to find further information about analysing and building data visualisations.

Introduction to information visualisation for humanities PhDs

Mia

2014_WWW_BTOR

Dongpo Deng

#AMC2013 Participatory Social Impact Research

Georgia Bullen

Presented at Diana Initiative, Queercon 16, and DEFCON 27 Recon Village 8/9-10, 2019. When we think of the process for attacking an organization, OSINT comes to the front and center of our minds. This presentation takes a presenter with experience in applying OSINT to effective penetration testing and social engineering and reverse engineers the process to determine what steps can be taken to further complicate their efforts. This is a presentation that talks about online deception, decoy accounts, canary data, encryption, maintaining one’s social media in a secure manner, and protecting one’s identity as much as possible. While nothing is absolute, this is a presentation that will leave attendees more aware of techniques to make it harder for attackers to collect accurate OSINT, either by removal or deception.

DECEPTICONv2

👀 Joe Gray

For centuries, science (in German "Wissenschaft") has aimed to create ("schaften") new knowledge ("Wissen") from the observation of physical phenomena, their modelling, and empirical validation. Recently, a new source of knowledge has emerged: not (only) the physical world any more, but the virtual world, namely the Web with its ever-growing stream of data materialized in the form of social network chattering, content produced on demand by crowds of people, messages exchanged among interlinked devices in the Internet of Things. The knowledge we may find there can be dispersed, informal, contradicting, unsubstantiated and ephemeral today, while already tomorrow it may be commonly accepted. The challenge is once again to capture and create knowledge that is new, has not been formalized yet in existing knowledge bases, and is buried inside a big, moving target (the live stream of online data). The myth is that existing tools (spanning fields like semantic web, machine learning, statistics, NLP, and so on) suffice to the objective. While this may still be far from true, some existing approaches are actually addressing the problem and provide preliminary insights into the possibilities that successful attempts may lead to. The talk explores the mixed realistic-utopian domain of knowledge extraction and reports on some tools and cases where digital and physical world have brought together for better understanding our society.

Myths and challenges in knowledge extraction and analysis from human-generate...

Marco Brambilla

Rob Procter

NSMNSS

Semelhante a Social Networking: Visualizing Twitter (20)

New Methodologies for Capturing and Working with Publicly Available Twitter Data

Web Analytics: A new Statistical Domain

Collecting Twitter Data

Content strategy in social media platforms

Social Media Dataset

Twitter: A Hands-On Learning Session for Researcher

ThingSpeak: apps for social things

Online data sources and information exposure

Building Effective Frameworks for Social Media Analysis

Professional Social Media

Social Media Data Collection & Analysis

Creating a social media presence

Building Effective Frameworks for Social Media Analysis

Digital First Thinking and Working

Introduction to information visualisation for humanities PhDs

2014_WWW_BTOR

#AMC2013 Participatory Social Impact Research

DECEPTICONv2

Myths and challenges in knowledge extraction and analysis from human-generate...

Rob Procter

Último

Advantages of Hiring UIUX Design Service Providers for Your Business

Pixlogix Infotech

2024: Domino Containers - The Next Step. News from the Domino Container commu...

Martijn de Jong

Axa Assurance Maroc - Insurer Innovation Award 2024

The Digital Insurer

MySQL Webinar, presented on the 25th of April, 2024. Summary: MySQL solutions enable the deployment of diverse Database Architectures tailored to specific needs, including High Availability, Disaster Recovery, and Read Scale-Out. With MySQL Shell's AdminAPI, administrators can seamlessly set up, manage, and monitor these solutions, ensuring efficiency and ease of use in their administration. MySQL Router, on the other hand, provides transparent routing from the application traffic to the backend servers in the architectures, requiring minimal configuration. Completely built in-house and supported by Oracle, these solutions have been adopted by enterprises of all sizes for their business-critical applications. In this presentation, we'll delve into various database architecture solutions to help you choose the right one based on your business requirements. Focusing on technical details and the latest features to maximize the potential of these solutions.

Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...

Miguel Araújo

Join our latest Connector Corner webinar to discover how UiPath Integration Service revolutionizes API-centric automation in a 'Quote to Cash' process—and how that automation empowers businesses to accelerate revenue generation. A comprehensive demo will explore connecting systems, GenAI, and people, through powerful pre-built connectors designed to speed process cycle times. Speakers: James Dickson, Senior Software Engineer Charlie Greenberg, Host, Product Marketing Manager

Connector Corner: Accelerate revenue generation using UiPath API-centric busi...

DianaGray10

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

Rafal Los

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

Principled Technologies

Real Time Object Detection Using Open CV

Khem

In this session, we will delve into strategic approaches for optimizing knowledge management within Microsoft 365, amidst the evolving landscape of Copilot. From leveraging automatic metadata classification and permission governance with SharePoint Premium, to unlocking Viva Engage for the cultivation of knowledge and communities, you will gain actionable insights to bolster your organization's knowledge-sharing initiatives. In this session, we will also explore how to facilitate solutions to enable your employees to find answers and expertise within Microsoft 365. You will leave equipped with practical techniques and a deeper understanding of how there is more to effective knowledge management than just enabling Copilot, but building actual solutions to prepare the knowledge that Copilot and your employees can use.

Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...

Drew Madelung

Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024

The Digital Insurer

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?

What Are The Drone Anti-jamming Systems Technology?

Antenna Manufacturer Coco

Developing An App To Navigate The Roads of Brazil

V3cube

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

sammart93

Automating Google Workspace (GWS) & more with Apps Script

wesley chun

Abhishek Deb(1), Mr Abdul Kalam(2) M. Des (UX) , School of Design, DIT University , Dehradun. This paper explores the future potential of AI-enabled smartphone processors, aiming to investigate the advancements, capabilities, and implications of integrating artificial intelligence (AI) into smartphone technology. The research study goals consist of evaluating the development of AI in mobile phone processors, analyzing the existing state as well as abilities of AI-enabled cpus determining future patterns as well as chances together with reviewing obstacles as well as factors to consider for more growth.

Exploring the Future Potential of AI-Enabled Smartphone Processors

debabhi2

💉💊+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHABI}}+971581248768 +971581248768 Mtp-Kit (500MG) Prices » Dubai [(+971581248768**)] Abortion Pills For Sale In Dubai, UAE, Mifepristone and Misoprostol Tablets Available In Dubai, UAE CONTACT DR.Maya Whatsapp +971581248768 We Have Abortion Pills / Cytotec Tablets /Mifegest Kit Available in Dubai, Sharjah, Abudhabi, Ajman, Alain, Fujairah, Ras Al Khaimah, Umm Al Quwain, UAE, Buy cytotec in Dubai +971581248768''''Abortion Pills near me DUBAI | ABU DHABI|UAE. Price of Misoprostol, Cytotec” +971581248768' Dr.DEEM ''BUY ABORTION PILLS MIFEGEST KIT, MISOPROTONE, CYTOTEC PILLS IN DUBAI, ABU DHABI,UAE'' Contact me now via What's App…… abortion Pills Cytotec also available Oman Qatar Doha Saudi Arabia Bahrain Above all, Cytotec Abortion Pills are Available In Dubai / UAE, you will be very happy to do abortion in Dubai we are providing cytotec 200mg abortion pill in Dubai, UAE. Medication abortion offers an alternative to Surgical Abortion for women in the early weeks of pregnancy. We only offer abortion pills from 1 week-6 Months. We then advise you to use surgery if its beyond 6 months. Our Abu Dhabi, Ajman, Al Ain, Dubai, Fujairah, Ras Al Khaimah (RAK), Sharjah, Umm Al Quwain (UAQ) United Arab Emirates Abortion Clinic provides the safest and most advanced techniques for providing non-surgical, medical and surgical abortion methods for early through late second trimester, including the Abortion By Pill Procedure (RU 486, Mifeprex, Mifepristone, early options French Abortion Pill), Tamoxifen, Methotrexate and Cytotec (Misoprostol). The Abu Dhabi, United Arab Emirates Abortion Clinic performs Same Day Abortion Procedure using medications that are taken on the first day of the office visit and will cause the abortion to occur generally within 4 to 6 hours (as early as 30 minutes) for patients who are 3 to 12 weeks pregnant. When Mifepristone and Misoprostol are used, 50% of patients complete in 4 to 6 hours; 75% to 80% in 12 hours; and 90% in 24 hours. We use a regimen that allows for completion without the need for surgery 99% of the time. All advanced second trimester and late term pregnancies at our Tampa clinic (17 to 24 weeks or greater) can be completed within 24 hours or less 99% of the time without the need surgery. The procedure is completed with minimal to no complications. Our Women's Health Center located in Abu Dhabi, United Arab Emirates, uses the latest medications for medical abortions (RU-486, Mifeprex, Mifegyne, Mifepristone, early options French abortion pill), Methotrexate and Cytotec (Misoprostol). The safety standards of our Abu Dhabi, United Arab Emirates Abortion Doctors remain unparalleled. They consistently maintain the lowest complication rates throughout the nation. Our Physicians and staff are always available to answer questions and care for women in one of the most difficult times in their lives. The decision to have an abortion at the Abortion Cl

+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...

?#DUbAI#??##{{(☎️+971_581248768%)**%*]'#abortion pills for sale in dubai@

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

Radu Cotescu

How to Troubleshoot Apps for the Modern Connected Worker

ThousandEyes

Tech Trends Report 2024 Future Today Institute.pdf

hans926745

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

Safe Software

Social Networking: Visualizing Twitter

1. Social Networking: Visualizing Twitter TEAM BIRCH: Chris, Ruth, Nut, Aminu and Anil

2. Overview 1. Introduction 2. Background to Twitter and Boston Bombings 3. Big and Dirty Data Issues 4. Process: Capturing the integrated learning process 5. 5 W’ of Twitter Analytics 6. DEMO ‘Visualisation’ 7. Further Work 8. Learning Outcomes

3. Who We Are • Aminu • Anil • Chris • Nut • Ruth

4. Our Data • Twitter Data from 16:00 to 19:00 RE: Boston Marathon (Bombing) • Approx 550,000 tweets covering the 3 hour Period • Challenges – Data format – Lack of information – UserIDs vs. UserNames

5. Big and Dirty Data Issues 1. Each tweet should have a record of its own! (Lines) 2. Formatting Issues 3. No standardisation (only ~10% tweets geo-location) 4. Only 5 fields > had to create three more 5. Different languages 6. Information overload – many different patterns identified therefore difficult to focus on a particular visualisation.

6. Overview of Process Python Script Harvests Tweets using the Twitter API MapReduce code processes tweets Acquire Parse/Filter/Mine Create Visualisation in Tableau Public and Google Fusion Write out Text Files relevant to the analytics Display in Web Portal on Users Screen Represent Interact

7. Map Reduce MapReduce code processes tweets • Parse • Added information where possible – retweet/hashtag/touser • Filter • Remove Records with invalid fields • Split into Geocoded, non- Geocoded • Mine • Word Counts • Hashtag Counts – all and split by location / original vs. retweet • Sentiment Extraction Acquire Parse/Filter/Mine Represent Interact

8. Visualisation Tools Used Created a Real-time Twitter Analytics Portal with • Tableau Public • Google Fusion • Wix Web Portal • Purpose: – Insight – Exploratory – Confirmation

9. Twitter Analytics • 5 W’s of Social Media! – Who – What – Where – When – Why

10. DEMO

11. Future Work • Gain an holistic view of the story over time – Bombing – 15th April – Shooting – 18th April – Fire fight & Manhunt – 19th April • Reflect the story as it evolved – Clustering – NLP (to move from basic to advanced analytics) – Explore more visualisation types

12. Thank you for Listening! TEAM BIRCH: Chris, Ruth, Nut, Aminu and Anil

Social Networking: Visualizing Twitter

Recomendados

Recomendados

Mais conteúdo relacionado

Semelhante a Social Networking: Visualizing Twitter

Semelhante a Social Networking: Visualizing Twitter (20)

Último

Último (20)

Social Networking: Visualizing Twitter