Volunteer Mappers: Building community resilience with citizen mediaUshahidi
Building community resilience with citizen media
Canadian Risks and Hazards Conference
October 18, 2011
Presented by Heather Leson, Director of Community Engagement, Ushahidi
Caravan Studios has been working away for the last 24 months (give or take) and we wanted to do an update for our staff. With a small about of editing (we didn't share some confidential funding details) I thought others might be interested as well.
Volunteer Mappers: Building community resilience with citizen mediaUshahidi
Building community resilience with citizen media
Canadian Risks and Hazards Conference
October 18, 2011
Presented by Heather Leson, Director of Community Engagement, Ushahidi
Caravan Studios has been working away for the last 24 months (give or take) and we wanted to do an update for our staff. With a small about of editing (we didn't share some confidential funding details) I thought others might be interested as well.
Tech for Good: Using Map-Based Apps to Connect Us During a PandemicTechSoup
Mapbox and TechSoup are teaming up to host a virtual demo event on how map-based apps are minimizing the spread of the coronavirus and supporting community members in need. During this event, participants will demo tech solutions, including data visualizations and real-time dashboards that support decision-making and resource-sharing related to the pandemic.
Media Reforms in Sri Lanka - Some Big Picture Ideas by Nalaka GunawardeneNalaka Gunawardene
Talk given by science writer and media researcher Nalaka Gunawardene to the Sri Lanka Media Reform Working Goup, at its first meeting held at Sri Lanka Press Institute (SLPI), Colombo, on 20 March 2015. The group will prepare for National Summit on Media Reforms to be held in mid May 2015.
In this talk, Nalaka looks at four facets of Lankan media -- owners, advertisers, practitioners and consumers -- and identifies some reform needs in each.
Right to Information Matters Most to Citizens - by Nalaka GunawardeneNalaka Gunawardene
On 11 May 2016, Sri Lanka’s Ministry of Parliamentary Reforms & Mass Media convened a meeting with the senior managers of print and broadcasting media house to discuss how media can support the new Right to Information (RTI) law that has recently been tabled in Parliament.
Nearly 15 years in the making, the RTI law is to be debated in June and expected to be adopted with multi-party consensus. The law represents a transformation across government by opening up hitherto closed public information (with certain cleared specified exceptions).
While media can also benefit from RTI, it is primarily a law for ordinary citizens to demand and receive information related to everyday governance (most of it at local levels). For this, citizens need to understand the RTI process and potential benefits. Media can play a major role in explaining RTI law, and promoting its use in many different ways to promote the public interest and to nurture a culture of evidence-based advocacy for good governance and public accountability.
This presentation was made by media researcher and columnist Nalaka Gunawardene in his capacity as a member of the voluntary Right to Information Task Force convened by the Ministry of Parliamentary Reforms & Mass Media. He illustrates how RTI can benefit citizens, and shares examples from other South Asian countries where newspapers and broadcast houses have been promoting RTI in innovative ways.
NetSquared - for Social and User-driven Open InnovationMarlon Parker
Presentation presented at the NetSquared NetTuesday Meetup in Cape Town, South Africa. The presentation looks at Social and User-driven Open Innovation and how Living Labs support such approaches to new services and technological developments
ДОСЛІДЖЕННЯ МОЖЛИВИХ СПОСОБІВ РЕФОРМУВАННЯ ДІЯЛЬНОСТІ ПРИРОДНОЇ МОНОПОЛІЇ "УК...Alex Grebeshkov
Грушка Мар’яна
ФЕФ, 2 курс, 203, maryanagrushka@ukr.net
(науковий керівник: ас. Поліщук Марина Юріївна
Дослідження можливих способів реформування діяльності природної монополії «Укрзалізниці»
Исследование возможных способов реформирования деятельности естественной монополии «Укрзалізниця»
The study of possible ways of reforming natural monopoly "Ukrzaliznytsya"»
http://conference.spkneu.org/2015/12/doslidzhennya-mozhlivih-sposobiv-reformuvannya-diyal-nosti-prirodnoyi-monopoliyi-ukrzaliznitsi/
Isaac Newton es uno de los padres de la ciencia moderna y, gracias a él, se han podido explicar algunos "misterios" de la naturaleza y otros muchos más desconocidos hasta la aplicación de sus leyes junto a otras. Los descubrimientos de este científico han explicado la existencia de la gravedad, la de los movimientos de los planetas
Durante muchos siglos se intentó encontrar leyes fundamentales que se apliquen a todas o por lo menos a muchas experiencias cotidianas relativas al movimiento. Fue un tema central de la filosofía natural. No fue sino hasta la época de Galileo y Newton cuando se efectuaron dramáticos progresos en la resolución de esta búsqueda.
Las Leyes de Newton, también conocidas como Leyes del movimiento de Newton,1 son tres principios a partir de los cuales se explican la mayor parte de los problemas planteados por la dinámica, en particular aquellos relativos al movimiento de los cuerpos. Revolucionaron los conceptos básicos de la física y el movimiento de los cuerpos en el universo, en tanto que Constituyen los cimientos no sólo de la dinámica clásica sino también de la física clásica en general. Aunque incluyen ciertas definiciones y en cierto sentido pueden verse como axiomas, Newton afirmó que estaban basadas en observaciones y experimentos cuantitativos; ciertamente no pueden derivarse a partir de otras relaciones más básicas. La demostración de su validez radica en sus predicciones. La validez de esas predicciones fue verificada en todos y cada uno de los casos durante más de dos siglos.
Search marketing: cuando el SEO ya no es suficienteHuman Level
Presentación de Fernando Maciá en el Search Day de la OMWeek de Madrid el 5 de noviembre de 2013, en la que se destaca la importancia de considerar el contexto en todos los aspectos de la optimización para búsqueda.
Arquitectura de la información y SEO: el caso Guias11811.es - Fernando Maciá ...Human Level
La presentación muestra cómo una arquitectura de la información inteligente favorece el posicionamiento en buscadores de los grandes directorios a través del caso de Guias11811.es.
Tech for Good: Using Map-Based Apps to Connect Us During a PandemicTechSoup
Mapbox and TechSoup are teaming up to host a virtual demo event on how map-based apps are minimizing the spread of the coronavirus and supporting community members in need. During this event, participants will demo tech solutions, including data visualizations and real-time dashboards that support decision-making and resource-sharing related to the pandemic.
Media Reforms in Sri Lanka - Some Big Picture Ideas by Nalaka GunawardeneNalaka Gunawardene
Talk given by science writer and media researcher Nalaka Gunawardene to the Sri Lanka Media Reform Working Goup, at its first meeting held at Sri Lanka Press Institute (SLPI), Colombo, on 20 March 2015. The group will prepare for National Summit on Media Reforms to be held in mid May 2015.
In this talk, Nalaka looks at four facets of Lankan media -- owners, advertisers, practitioners and consumers -- and identifies some reform needs in each.
Right to Information Matters Most to Citizens - by Nalaka GunawardeneNalaka Gunawardene
On 11 May 2016, Sri Lanka’s Ministry of Parliamentary Reforms & Mass Media convened a meeting with the senior managers of print and broadcasting media house to discuss how media can support the new Right to Information (RTI) law that has recently been tabled in Parliament.
Nearly 15 years in the making, the RTI law is to be debated in June and expected to be adopted with multi-party consensus. The law represents a transformation across government by opening up hitherto closed public information (with certain cleared specified exceptions).
While media can also benefit from RTI, it is primarily a law for ordinary citizens to demand and receive information related to everyday governance (most of it at local levels). For this, citizens need to understand the RTI process and potential benefits. Media can play a major role in explaining RTI law, and promoting its use in many different ways to promote the public interest and to nurture a culture of evidence-based advocacy for good governance and public accountability.
This presentation was made by media researcher and columnist Nalaka Gunawardene in his capacity as a member of the voluntary Right to Information Task Force convened by the Ministry of Parliamentary Reforms & Mass Media. He illustrates how RTI can benefit citizens, and shares examples from other South Asian countries where newspapers and broadcast houses have been promoting RTI in innovative ways.
NetSquared - for Social and User-driven Open InnovationMarlon Parker
Presentation presented at the NetSquared NetTuesday Meetup in Cape Town, South Africa. The presentation looks at Social and User-driven Open Innovation and how Living Labs support such approaches to new services and technological developments
ДОСЛІДЖЕННЯ МОЖЛИВИХ СПОСОБІВ РЕФОРМУВАННЯ ДІЯЛЬНОСТІ ПРИРОДНОЇ МОНОПОЛІЇ "УК...Alex Grebeshkov
Грушка Мар’яна
ФЕФ, 2 курс, 203, maryanagrushka@ukr.net
(науковий керівник: ас. Поліщук Марина Юріївна
Дослідження можливих способів реформування діяльності природної монополії «Укрзалізниці»
Исследование возможных способов реформирования деятельности естественной монополии «Укрзалізниця»
The study of possible ways of reforming natural monopoly "Ukrzaliznytsya"»
http://conference.spkneu.org/2015/12/doslidzhennya-mozhlivih-sposobiv-reformuvannya-diyal-nosti-prirodnoyi-monopoliyi-ukrzaliznitsi/
Isaac Newton es uno de los padres de la ciencia moderna y, gracias a él, se han podido explicar algunos "misterios" de la naturaleza y otros muchos más desconocidos hasta la aplicación de sus leyes junto a otras. Los descubrimientos de este científico han explicado la existencia de la gravedad, la de los movimientos de los planetas
Durante muchos siglos se intentó encontrar leyes fundamentales que se apliquen a todas o por lo menos a muchas experiencias cotidianas relativas al movimiento. Fue un tema central de la filosofía natural. No fue sino hasta la época de Galileo y Newton cuando se efectuaron dramáticos progresos en la resolución de esta búsqueda.
Las Leyes de Newton, también conocidas como Leyes del movimiento de Newton,1 son tres principios a partir de los cuales se explican la mayor parte de los problemas planteados por la dinámica, en particular aquellos relativos al movimiento de los cuerpos. Revolucionaron los conceptos básicos de la física y el movimiento de los cuerpos en el universo, en tanto que Constituyen los cimientos no sólo de la dinámica clásica sino también de la física clásica en general. Aunque incluyen ciertas definiciones y en cierto sentido pueden verse como axiomas, Newton afirmó que estaban basadas en observaciones y experimentos cuantitativos; ciertamente no pueden derivarse a partir de otras relaciones más básicas. La demostración de su validez radica en sus predicciones. La validez de esas predicciones fue verificada en todos y cada uno de los casos durante más de dos siglos.
Search marketing: cuando el SEO ya no es suficienteHuman Level
Presentación de Fernando Maciá en el Search Day de la OMWeek de Madrid el 5 de noviembre de 2013, en la que se destaca la importancia de considerar el contexto en todos los aspectos de la optimización para búsqueda.
Arquitectura de la información y SEO: el caso Guias11811.es - Fernando Maciá ...Human Level
La presentación muestra cómo una arquitectura de la información inteligente favorece el posicionamiento en buscadores de los grandes directorios a través del caso de Guias11811.es.
Fragile States and the Media: A Research Dialogue Across Disciplines - Symposium
Guy Collender, LIDC; Charlie Matthews, IDS & James Deane
Stanmer House, Brighton, January 16 2009
Case Study: From Kenya to the US: How new technologies and changing media are affecting elections
An Overview and History of the Sahana Free and Open Source Disaster Management Platform. What differentiates it and makes it a leading Disaster Management platform in the world
A Presentation on "Effective Use of Social Media for Advocacy" in Africa. Prepared for the Africans Act 4 Africa campaign review & strategy meeting held in Addis Ababa, Ethiopia, January 26th, 2012.
Social media, journalism & climate change in Africa: presentationAgnes Lesage-Possolo
Social media for journalists and how e-tools can help cover an issue like climate change in Africa. Part of the Africa Adaptation Programme journalism workshop, a training delivered to journalists in Lesotho.
International Disaster Conference and Expo PresentationGreg Licamele
Presentation delivered in New Orleans at the 2013 International Disaster Conference and Expo. http://idcexpo.blogspot.com/2012/12/idce-panelist-bios-licamele-dudgeon.html
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionAggregage
Join Maher Hanafi, VP of Engineering at Betterworks, in this new session where he'll share a practical framework to transform Gen AI prototypes into impactful products! He'll delve into the complexities of data collection and management, model selection and optimization, and ensuring security, scalability, and responsible use.
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
Welocme to ViralQR, your best QR code generator.ViralQR
Welcome to ViralQR, your best QR code generator available on the market!
At ViralQR, we design static and dynamic QR codes. Our mission is to make business operations easier and customer engagement more powerful through the use of QR technology. Be it a small-scale business or a huge enterprise, our easy-to-use platform provides multiple choices that can be tailored according to your company's branding and marketing strategies.
Our Vision
We are here to make the process of creating QR codes easy and smooth, thus enhancing customer interaction and making business more fluid. We very strongly believe in the ability of QR codes to change the world for businesses in their interaction with customers and are set on making that technology accessible and usable far and wide.
Our Achievements
Ever since its inception, we have successfully served many clients by offering QR codes in their marketing, service delivery, and collection of feedback across various industries. Our platform has been recognized for its ease of use and amazing features, which helped a business to make QR codes.
Our Services
At ViralQR, here is a comprehensive suite of services that caters to your very needs:
Static QR Codes: Create free static QR codes. These QR codes are able to store significant information such as URLs, vCards, plain text, emails and SMS, Wi-Fi credentials, and Bitcoin addresses.
Dynamic QR codes: These also have all the advanced features but are subscription-based. They can directly link to PDF files, images, micro-landing pages, social accounts, review forms, business pages, and applications. In addition, they can be branded with CTAs, frames, patterns, colors, and logos to enhance your branding.
Pricing and Packages
Additionally, there is a 14-day free offer to ViralQR, which is an exceptional opportunity for new users to take a feel of this platform. One can easily subscribe from there and experience the full dynamic of using QR codes. The subscription plans are not only meant for business; they are priced very flexibly so that literally every business could afford to benefit from our service.
Why choose us?
ViralQR will provide services for marketing, advertising, catering, retail, and the like. The QR codes can be posted on fliers, packaging, merchandise, and banners, as well as to substitute for cash and cards in a restaurant or coffee shop. With QR codes integrated into your business, improve customer engagement and streamline operations.
Comprehensive Analytics
Subscribers of ViralQR receive detailed analytics and tracking tools in light of having a view of the core values of QR code performance. Our analytics dashboard shows aggregate views and unique views, as well as detailed information about each impression, including time, device, browser, and estimated location by city and country.
So, thank you for choosing ViralQR; we have an offer of nothing but the best in terms of QR code services to meet business diversity!
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
A tale of scale & speed: How the US Navy is enabling software delivery from l...sonjaschweigert1
Rapid and secure feature delivery is a goal across every application team and every branch of the DoD. The Navy’s DevSecOps platform, Party Barge, has achieved:
- Reduction in onboarding time from 5 weeks to 1 day
- Improved developer experience and productivity through actionable findings and reduction of false positives
- Maintenance of superior security standards and inherent policy enforcement with Authorization to Operate (ATO)
Development teams can ship efficiently and ensure applications are cyber ready for Navy Authorizing Officials (AOs). In this webinar, Sigma Defense and Anchore will give attendees a look behind the scenes and demo secure pipeline automation and security artifacts that speed up application ATO and time to production.
We will cover:
- How to remove silos in DevSecOps
- How to build efficient development pipeline roles and component templates
- How to deliver security artifacts that matter for ATO’s (SBOMs, vulnerability reports, and policy evidence)
- How to streamline operations with automated policy checks on container images
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...DanBrown980551
Do you want to learn how to model and simulate an electrical network from scratch in under an hour?
Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)!
During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook.
PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides:
- A fully editable and extendable library for grid component modelling;
- Visualization tools to display your network;
- Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses;
The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well.
What you will learn during the webinar:
- For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills;
- For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.
Securing your Kubernetes cluster_ a step-by-step guide to success !KatiaHIMEUR1
Today, after several years of existence, an extremely active community and an ultra-dynamic ecosystem, Kubernetes has established itself as the de facto standard in container orchestration. Thanks to a wide range of managed services, it has never been so easy to set up a ready-to-use Kubernetes cluster.
However, this ease of use means that the subject of security in Kubernetes is often left for later, or even neglected. This exposes companies to significant risks.
In this talk, I'll show you step-by-step how to secure your Kubernetes cluster for greater peace of mind and reliability.
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
5. Protesters gathered in groups and attempted to walk into the town centre; police fired live shots and tear gas canisters to disperse them. Three protesters were seriously injured and one shot dead. Police battled youths who set fire to roadblocks; the police shot indiscriminately, “targeting anyone on sight”; one man was shot in the stomach as he stood in front of his house. A 13-year old boy was laid to rest next to his uncle´s house; the burial was attended by hundreds of residents who wailed and lit up bonfires. January 17
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8. Ushahidi Historical Benchmarks Apr 2008 – Deployed Ushahidi to South Africa May 2008 – Won the NetSquared mashup challenge June 2008 - Began gathering developers for the open source rebuild Sep 2008 - We get a new website Sep 2008 – Featured in Technoloy Review magazine Aug 2008 - Integration with FrontlineSMS and iPhone application designed July 2008 – Receive initial funding from Humanity United July 2008 - Ushahidi v2 development starts July 2008 – Started the CrisisMappers group Jan 2008 - Initial deployment in the Kenya crisis
9. Ushahidi Historical Benchmarks Nov 2008 – Founding member of the Open Mobile Consortium Nov 2008 – Deployed alpha version into DR Congo Nov 2008 – Translation features launched May 2009 – MacArthur Funds Ushahidi Dec 2008 - Top 3 USAID mobile challenge finalist Dec 2008 – Won a WeMedia GameChangers Award Dec 2008 – Featured in Forbes magazine and the BBC print/radio/TV Nov 2008 - PeaceHeroes uses Ushahidi to find people who helped do positive things during and after the post-election violence in Kenya Oct 2008 - Launched our alpha software, Ushahidi Engine v0.1 (“eldoret”)
26. Map Timeline SMS Alerts RSS Email Output Methods Ushahidi Crisis Mapping Engine News Media Citizen Generated NGO data Government Public APIs Flickr YouTube Twitter Data Types Input Methods SMS Email Web form API RSS MMS twitter Direct input
ALJazeera did not have to start from scratch to track the war in Gaza. They added the twitter integration, which became helpful for VoteReport.in including technology from TwitterReport that was used in the US elections.
VoteReport did not have to start from scratch, they could build on what was improved by AlJazeera, and the partnerships formed with Emoksha, Meedan and other in that initiative inform the just launched Sharek961 in Lebanon
So far we’ve had more that
Elections in Mexico July 5th 2009 - Oscar Salazar
With what functionality do we do this?
Map Kibera Team uses the Ushahidi platform to aggregate data and maps the info on the Map Kibera map