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Right Process
Whether augmented bolt-on resources or individual projects, we utilize Kanban or Scrum for our agile workflows. This includes grooming, sizing, retros and stand-ups. Waterfall equates to chaos and it's not something we're interested in. All of our engagements are tracked hourly, invoiced weekly, and require payment less than or equal to NET-15. Engagement success occurs when product and engineering work together with a shared vision and goals to completion. In every case, we mandate transparency throughout the entire process and continually evaluate each component of our workflows to maintain a high level of efficiency and value. If you do not like a minimum level of the engagement process, we are not interested in working with you.
Right Metrics
We never take clients that do not pay for automated tests. At a foundational level, we believe automated tests are critical to the success of writing software. If you are wanting to cut this corner, don't worry, you can find many cheaper options out there. We'll pass, but call us when you're application melts down and no one knows why. Tests are not the only feature that matters. We advocate for community-driven, coding style approaches utilizing tools like rubocop, eslint, and stylelint. It's better to code with the community than increase our DSL, just to be "cool." Finally, we grade our work with tools like Code Climate, Simplecov, and RubyCritic. Knowing these metrics, increases confidence in what we are producing, reduces unnecessary complexity, and prevents defects.
Right Values
First and foremost, we are craftsmen. We intrinsically value the work we accomplish, the meticulous attention to detail, and the quality of the work we pass on. We understand that we are not perfect; software processes are not perfect; the bugs are inevitable. Perfect is the opposite of done, but our primary goal is to meet in that sweet spot in the middle. As constant learners with over 15 years of experience in technology from startups to enterprises, we understand the differences and requirements of each variation. However, every business presents an exciting unique set of challenges, and we tailor our approach accordingly. To us, they are opportunities to help, learn, and grow.
It doesn't have tobe crazy at work!We can help you!


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Keynote Speakers
All of this still needs updating
David Smith
Conference Master Of Ceremonies
David is a Cloud Advocate for Microsoft, specializing in the topics of artificial intelligence and machine learning. Since 2009 he has been the editor of the Revolutions blog http://blog.revolutionanalytics.com where he writes regularly about applications of data science with a focus on R, and is also a founding member of the R Consortium. Follow David on Twitter as @revodavid.
Raphael Gottardo
Keynote Speaker
The Role of Data Science in Translational Research at Fred Hutch
With recent advances in biomedical technologies, researchers at the Hutch (and elsewhere) are generating datasets at a scale we couldn't even envision five years ago. This is in addition to the amount of publicly available data that is growing at exponential pace, that could be mined for additional biological information. At the same time, recent advances in statistics, machine learning and artificial intelligence are revolutionizing the way we think about data, and the way we analyze data. In November 2018, the Fred Hutch launched the Translational Data Science Integrated Research Center (TDS-IRC), a cross-divisional, collaborative research effort that will enable the Hutch to leverage these recent advances — and spur future innovation — in large-scale biological experiments, computational methods and infrastructure. During this presentation I will give an overview of current data science efforts at the Hutch and discuss future directions using concrete examples from our work on infectious diseases, vaccines and cancer immunotherapy.
Dr. Gottardo is a pioneer in developing and applying statistical methods and software tools to distill actionable insights from large and complex biological data sets.In partnership with scientists and clinicians, he works to understand such diseases as cancer, HIV, malaria, and tuberculosis and inform the development of vaccines and treatments. He is a leader in forming interdisciplinary collaborations across the Hutch, as well as nationally and internationally, to address important research questions, particularly in the areas of vaccine research, human immunology, and immunotherapy. As director of the Translational Data Science Integrated Research Center, he fosters interaction between the Hutch's experimental and clinical researchers and their computational and quantitative science colleagues with the goal of transforming patient care through data-driven research. Dr. Gottardo partners closely with the cancer immunotherapy program at Fred Hutch to improve treatments. For example, his team is harnessing cutting-edge computational methods to determine how cancers evade immunotherapy. He has made significant contributions to vaccine research and is the principal investigator of the Vaccine and Immunology Statistical Center of the Collaboration for AIDS Vaccine Discovery.
Gabriela de Queiroz
Endnote Speaker
Gabriela de Queiroz is a Sr. Developer Advocate/Sr. Engineering & Data Science Manager at IBM where she leads the CODAIT Machine Learning Team. She works in different open source projects and is actively involved with several organizations to foster an inclusive community.
She is the founder of R-Ladies, a worldwide organization for promoting diversity in the R community with more than 150 chapters in 45+ countries. She likes to mentor and shares her knowledge through mentorship programs, tutorials and talks.
Session Talks
Kate Hertweck
R We There Yet? Building Communities of Practice Around R and Topics in Biology
R meetups and communities are thriving in cities around the world, but even identifying other R users at your workplace can be surprisingly difficult. While it's possible to develop expert-level R coding skills in isolation, it's much easier (and far more fun!) to improve your coding skills in cooperative communities of practice, encompassing users of various skills levels and working on different types of problems. What does it take to develop communities of practice at an institution or company? How do you assess what members of a community need or prefer? In this talk, I'll discuss my experiences supporting emerging communities of practice for coding skills at a large non-profit organization with many R users. I'll identify common impediments to community development, but also provide specific recommendations for facilitating and encouraging investment and cohesion in cooperative learning.Download Slides
Kate Hertweck is the bioinformatics training manager at Fred Hutchinson Cancer Research Center, where they develop and teach courses on reproducible computational methods to researchers. Kate's graduate training at University of Missouri in genomic evolution in monocotyledenous plants was followed by a postdoctoral fellowship at the National Evolutionary Synthesis Center (NESCent) at Duke University, where they fell in love with R and began working exclusively in computational biology and data science more broadly. Kate then spent four years as an assistant professor teaching bioinformatics, genomics, and plant taxonomy at the University of Texas at Tyler before deciding to focus more closely on training researchers. Kate has been involved in The Carpentries, a globally-distributed non-profit organization that teaches reproducible computational methods, since 2014, serving as a member in community governance since 2016. When not being an overenthusiastic instructor, Kate likes to spend their time doing fiber arts (knitting, crochet) and enjoying all things science fiction
Robert Amezquita
The Role of Data Science in Translational Cancer Research: From Desk, to Bench, to Bedside
Over the course of more than 40 years, we have been redefining what's possible in cancer research, and translating these findings into cures. Fred Hutch has been a pioneer of immunotherapies that have improved patient outcomes in ways we have never seen before. However, these novel therapies provide robust cures in only a subset of patients with specific types of cancer. Thus, there remain significant challenges in deciphering how to extend these cures to all cancers and all patients. To overcome these challenges, the Hutch has created the Immunotherapy Integrated Research Center (IIRC) to advance our research and increase collaboration across scientific disciplines. Here, I will discuss how we infuse data science throughout the bench-to-bedside discovery cycle to drive innovative research.
Robert Amezquita is a Postdoctoral Fellow in the Immunotherapy Integrated Research Center at Fred Hutch under the mentorship of Raphael Gottardo. His current research focuses on utilizing computational approaches leveraging transcriptional and epigenomic profiling at single-cell resolution to understand how novel anti-cancer therapeutics - ranging from small molecule therapies to biologics such as CAR-T cells - affect immune response dynamics. In particular, his work aims to better understand the process of immune cell differentiation under the duress of cancer as a means to inform future immunotherapies. To accomplish this, Robert works collaboratively across the center with experimental collaborators, extensively utilizing R for data analysis. Recently, Robert and colleagues published "Orchestrating Single-Cell Analysis with Bioconductor" on bioRxiv, a review focusing on single-cell RNA-seq analysis methods based in R.
Heather Nolis and
How To Talk So Engineers Will Listen: R in Production at T-Mobile
When we hired the very first data scientist for the AI @ T-Mobile team, nobody in our organization used R. Less than 8 weeks later, we had R models running in production environments. In lots of organizations, R isn't valued as a "real" programming language. At T-Mobile by sitting data scientists and engineers together we have cultivated a environment of mutual respect.
In this talk, we will walk through our typical engineering product development workflow at T-Mobile, where the heart of the product is a model created in R. We will also cover the differences in how engineers at data scientists work. By doing so, we hope to empower R users to consider themselves as engineers and convey the vocabulary necessary to make engineers stop and listen.Download Slides
Heather Nolis
Heather began her academic career receiving a dual degree in French and Neuroscience with intent to pursue a PhD in molecular neuropharmacology. Once she realized how heavily that field relied on software built by other people, she pivoted - deciding to make software herself. Over her time in graduate school for Computer Science at Seattle University and working as a software engineer at T-Mobile, she's developed significant strength in machine learning, cloud computing, and proof-of-concept product development.
Sai Jyotsna
Sai Jyotsna is a senior Software Engineer with extensive practice in computer science and technology engineering. She is currently working with Logic20/20 and part of the AI@T-Mobile team. She is passionate about using AI-ML in software products to augment customer service experiences.
Bethany Yollin
Creating Interactive GIS Applications with Shiny and Leaflet
Bethany Yollin is a data scientist working in the transportation industry. With an educational background in geography and applied mathematics, she enjoys developing fun and informative web applications using Shiny. She lives in Seattle, Washington.
Clara Yuan
Surge Pricing: An Application of Segmented Regression in Marketplace Pricing
Convoy engages in a two-sided marketplace, wherein we transact with both shippers and carriers. When shipper demand for shipment services increases quickly, the carrier supply reacts by raising prices. In order to limit Convoy's exposure to an unexpectedly large gap between the price shippers pay us and the price we pay carriers, we need to understand at what shipment volume carriers will begin raising prices, and by how much. In this talk, I will describe how segmented regression is a natural fit for identifying the surge point - the point at which prices begin rising - and the surge premium - how much prices will rise by, as a function of volume.
Clara Yuan is a data scientist at Convoy, where she works on economic research into the fundamental dynamics of Convoy's marketplace. She has a PhD in applied economics and a BS in operations research. She was introduced to R over 10 years ago and has never looked back.
Edward P. Flinchem
Bayesian NLP in R on Clinical Text: Predictions from Electronic Health Records
Healthcare in the US follows a crisis first, response second pattern. Consequences include high costs and potentially avoidable human suffering. Alternatively, many envision healthcare adopting data-informed patterns, so as to predict poor outcomes and deliver care proactively, thereby mitigating future suffering, controlling costs, and providing better care for more people. The intervention side of that vision is a vast scope and not my topic, but I will demonstrate that the predictive aspect is practical today with concrete examples and simple, transparent models constructed and visualized in R and trained on text extracted from electronic health records (EHRs).
The frontier of machine learning in healthcare is the analysis of unstructured text in EHRs. Naive Bayesian (NB) modeling is a core method for machine learning, well known in document classification, for example. I demonstrate the utility of NB models, with clinical text as input, to predict hospitalizations, emergency department usage, and mortality. I discuss simplicity and transparency as factors critical to gaining the support of stakeholders in adopting models.
Ed Flinchem is a Principal Data Scientist with the Davita Medical Group, a major provider of primary and specialty care in six states. Ed's focus is on developing predictive machine learning models to optimize value based care delivery with an emphasis on forecasting high risk, high complexity outcomes. Ed leverages both the structured and unstructured data (free text) of electronic health records, in the service of providing better healthcare, for more people, at lower cost. Ed has served the Davita Medical Group and its subsidiary, The Everett Clinic, since 2017.
Over his 27 year career, Ed has served in industry, government, academic, and startup roles. As Chief Data Scientist at TurboPatent, Ed applied machine learning to the text of patent applications to predict rejections by the US Patent Office. Ed co-invented the predictive text input method, T9, a product based on machine learning and one of the most widely distributed pieces of software in history, used daily by billions of persons texting on their mobile phones. Prior to developing T9, Ed served in academic and government labs developing software to advance research and teaching in physical oceanography and geophysics, acquiring expertise in large scale data analysis, statistics, geographical information systems, satellite remote sensing, fluid dynamics, and digital signal processing.
Ed earned his B.A. in physics at Brown University in 1985, followed by graduate study in physical oceanography and geophysics at the University of Washington. He has authored over 20 publications, including 5 journal articles and 15 patent applications.
Eina Ooka
Time Series Forcasting with Keras: LSTM vs ConvNN
When we look for examples of Long Short Term Memory (LSTM), they usually concern natural language processing. Similarly, Convolutional Neural Networks (ConvNN) usually concern image processing. As such, most popular applications of deep learning are not time series forecasting. How can we then effectively apply these methods to time series forecasting? To answer this I have built hourly solar generation forecasts with different methods in Keras. As a practitioner in the power utility industry, I will talk about different deep learning architectures suitable for time series forecasting and how they compare to traditional statistical methods.
Eina Ooka is a senior quantitative analyst at the Energy Authority. She develops multivariate stochastic forecasting models for electric power markets and utility portfolios, utilizing both statistical and data science methods. She develops production-level models in R, all the way from R&D to the shiny app deployment that can be utilized throughout the company for portfolio management.
Michael Frasco
Deploying Machine Learning in R with Amazon SageMaker
Too often, data scientists build potentially high-impact models in R on their personal laptops that never see the light of day in production due to deployment obstacles. At Convoy, we leverage machine learning to manage hundreds of marketplaces each day, so building a robust and frictionless platform to deploy models is critical to our success. Convoy uses Amazon SageMaker to minimize the amount of code that data scientists need to write to go from researching and training a model locally in R to deploying the same model in production. As a result, our team has ownership over the end-to-end machine learning pipeline and can rapidly deliver impact on the Convoy product. In this talk, we'll discuss the central challenge of deploying machine learning in production, how the Plumber package allows us to serve our models in production, and the benefits that Amazon SageMaker provides in this project.
Michael Frasco is a data scientist at Convoy, a private company in Seattle that operates a marketplace for trucking services. At Convoy, he builds internal tools that enable collaboration across the company and make other data scientists more productive. Michael received an MS in Statistics from the University of Chicago, where he fell in love with Bayesian statistics. In his free time, Michael enjoys watching basketball, exploring the pacific Northwest, and reading books from the library.
Kevin Kuo
The latest drops from the Tensorflow + R ecosystem
We provide a quick overview of the R interface to the TensorFlow ecosystem and move on to recent developments, including support for TF 2.0. We introduce the tfprobability package which enables building probabilistic models and demonstrate some applications.
Kevin is a software engineer at RStudio building open source packages for machine learning development and deployment.
Bryan Mayer
Reproducible Data Processing in Team Workflows with DataPackageR
As data is cleaned and updated throughout a research project, it can be easy for each user to generate their own versions. With many instances of data, confusion often surfaces for naming conventions (i.e., date and initial suffixes) and could result in multiple "final" versions, potentially hindering the analysis work flow and making reproducibility difficult. In this talk, I will motivate and demonstrate the use of DataPackageR: an R package that transforms the data processing pipeline into a version-controlled data package. With data packages generated by DataPackageR, raw data remains immutable, read-only input that is processed into analysis datasets once the package is built. To maintain reproducibility, pre-specified user-generated R markdown scripts are rendered, simultaneously generating processed data and documentation vignettes. The data package version is also automatically updated with each build. The R dataset can then be consumed downstream, with the data version established, by the original author, teammates, or other researchers by simply installing and loading the data package. As part of the presentation, I will demonstrate real-life application where we package laboratory-generated HIV data for downstream clinical trial analysis.
Bryan Mayer is a Staff Scientist at the Fred Hutchinson Cancer Research Center in Seattle currently working on a team of biostatisticians that analyzes pre-clinical HIV vaccine trials. The team relies heavily on R-developed tools emphasizing best coding practices, reproducible research, and open access to data. In additional to his current work in HIV vaccine research, Bryan has been using R for over a decade on a variety of statistical and epidemiological applications in infectious disease research.
Javier Luraschi
Cluster Computing Made Easy with Spark and R
Have you ever found yourself waiting hours for R to finish analyzing data, running out of memory or spending hours fine tunning your model parameters? Are you interested in using large datasets in R but you are not sure where to start? Fear not, this talk will introduce you to the exciting world of cluster computer using Apache Spark with the ease of use of R.
This talk will start by introducing techniques to make code faster and explain where Apache Spark fits. It will introduce Apache Spark and then the sparklyr package, which provides an interface to Apache Spark for R.
You will learn how to install and use Spark from R with familiar packages like dplyr, DBI and broom. You will then learn how to make use of the modeling functionality available in Spark and advanced functions like processing graphs, using other machine learning frameworks, process real time data, run custom R code using new features introduced in sparklyr 1.0.0 and upcoming extension currently being developed.
This talk should be of interest to new users that are unfamiliar to cluster computing, intermediate users that have used Apache Spark with R and advanced users interested in learning the latest best practices and features available in Spark with R.
Javier is a software engineer with experience in technologies ranging from desktop, web, mobile and backend; to augmented reality and deep learning applications. He previously worked in Microsoft Research and SAP and holds a double degree in Mathematics and Software Engineering. Javier is the creator of sparklyr, r2d3, cloudml and other R packages.
Gagandeep Singh
Building Data Science Infrastructure at Enterprise Level
Modern day organizations are spending considerable amount of resources in data science research and development and the need for having a dedicated data science department in house has increased exponentially. Companies are looking at external partners with dedicated competence and experience in this field to assist in building a comprehensive 'one place all tools' solution. We, as data science specialty consultants, have established partnerships with popular data science platforms providers like RStudio and Jupyterhub. We were brought in by a multinational leading biotechnology company to design, develop and deploy an integrated data science development platform for their team of over 100 data scientists. The ask was to build a comprehensive solution- where users can use either R and Python and to develop model and share results through a common platform.
The biggest concern for us was to provide a solution which can handle multitude of user sessions, but also provide high performance computing and resources at the same time. Safe option was to build a high availability, load balanced environment, though it will create troubles in the future as numbers of users keep on increasing and resources need to be optimized. We decided to take a two-pronged approach, where a kubernetes backed containerized solution will be the primary interface and a load balanced product for backing up additional load. Users launch their own containers for each processing session and kubernetes takes care of backend resource allocations. They can run both Jupyter notebooks (through Python IDE) and R scripts(through R IDE) in the container and perform multiple assignments concurrently. The publishing platform provides a cohesive product to share results through shiny applications, HTML reports, or even python code. Connect is enabled to run both Python and R. It has also been configured to schedule reports to be sent as emails. We have also built R IDE in a load balanced High availability environment. Here R IDE's internal load balancer works with AWS's load balancer to accommodate backup and smooth operations in case any of the server(s) goes down. The publishing platform is also configured with high availability, which means multiple servers are simultaneously serving the user's publishing needs by using a common database. We have also integrated a high availability Package Manager in the mix, which enables the administrator to establish control over package access and downloads. Users can also utilize Package Manager to access different versions of R packages. Our instance of Package Manager is also capable of serving internally developed packages by connecting to the original git source, which eliminates the need for additional administration.
Gagandeep is a Senior Data Scientist at ProCogia, a Seattle based data science consulting firm. An avid user of R since his graduate school days, he has developed R based data science solutions at multiple Fortune 500 clients. He is a certified RStudio Administrative Professional and a regular contributor to the eastide Seattle useR meetup. Through his talk at Cascadia, Gagandeep wants to evangelize the strength of R and related products as a production ready enterprise solution.
Lightning Talks
- ROpenSci's {drake} https://ropensci.github.io/drake/
- Speaker's {drakepkg} https://github.com/tiernanmartin/drakepkg (WIP)
- Example of a project that so desperately needed {drake} to save the day:
- Lesson #1: Begin at the end! Define what your scope is. Do you need to extend it?
- Lesson #2: Do not reinvent the wheel! There are other experts that know how to do it better than you!
- Lesson #3: Found a gap? Be creative, but keep it simple!
- Lesson #4: Do not be afraid to refactor!
- Lesson #5: go to lesson #1
Brittany Barker
Modeling in R to safeguard U.S. agricultural and natural resources from invasive pests
A primary goal of the US Department of Agriculture (USDA) is to safeguard US agricultural and natural resources through early detection of exotic plant pests and weeds. We have developed a spatial modeling platform in R for the prediction of life cycle events (phenology) and climate suitability of invasive insect species in the continental US. This platform combines gridded weather/climate data with insect temperature response parameters to produce maps that can depict the potential range of a species and the timing of pest events (e.g., when adults will emerge and start laying eggs). Products from the model will be used to guide USDA supported trapping programs for at least 16 insect species. We plan to place a version of the model online, and to share the source code as open source software.
I use R and other bioinformatic tools to study how animal and plant population dynamics are influenced by environmental changes resulting from climate, land use, fires, and invasive species. My current research focuses on supporting agriculture by developing climate driven models for several insect pests. I am currently a Research Associate with the Integrated Plant Protection Center in the College of Agricultural Sciences at Oregon State University. Previously, I worked as an Ecologist with the US Geological Survey in Boise, Idaho, and I completed a postdoctoral fellowship in the Ecology and Evolutionary Department at the University of Arizona
Joseph Scheidt
Improving Performance Metrics with R
In many situations, we are limited in our choices of metrics to evaluate performance. Often, the metrics we do have are flawed, as they are impacted by factors which are not performance related. Using my development of Student Independent Performance as an example, I will show the steps to using linear or logistic regression models in R to improve performance metrics by adjusting for these factors.
Student Independent Performance is a simple metric I created to better compare schools using standardized test scores. As a school's average test score is impacted heavily by the racial and class demographic of that school, I used logistic regression to filter out the variance in test scores caused by student demographics. What remains is a measure that compares the performance of schools on standardized tests independent of the demographics of their student bodies.
The project is hosted at https://github.com/josephscheidt/sip
Joe is an operations manager for a transportation company, where he specializes in developing metrics to track and improve company performance. He is also pursuing a Master in Data Science degree from Johns Hopkins University. He spends way too much of his spare time using R to explore baseball statistics and to be grumpy about the Mariners.
Scott Came
Analyzing Legislative Activity with R
During the 2019 session of the Washington Legislature, I used R to curate a dataset of bills and roll call vote results (i.e., capturing how each Representative and Senator voted on each bill). This involved using httr and the tidyverse to harvest data from the Legislative Service Center's XML data feed, and munge the data into data frames suitable for analysis and visualization. I used the sf package and ggplot to create a cartogram of how legislators voted, and also performed analyses of caucus loyalty. I published results/visualizations periodically throughout the session on my Twitter timeline ( @scottcame ).
This talk will provide a very quick walkthrough of the R code and a glimpse of some of the results.
Scott Came is the principal consultant in Olympia-based Cascadia Analytics LLC, where he provides data engineering and data science consulting services to clients in the Northwest and nationally. His 25-year career has spanned software engineering, data science, and executive management, mostly in the public and non-profit sectors. He also enjoys analyzing and visualizing data to explore interesting topics in sport (baseball mostly), elections, politics, and education policy.
Tiernan Martin
DRAKE-AGE: Lessions Learned While Package-ing {drake}
ROpenSci's {drake} package is a workflow management toolkit that cuts downtime and rewards well-organized projects with reliable reproducibility. This talk shares the author's experience of drowning in one project's workflow complexity and finding a lifeline in the pairing of {drake} and R's package framework. Talk content will include best practices, lessons learned (the hard way), and opportunities for improvement to this killer combination.
Tiernan Martin is a data analyst and program manager at Futurewise, an urban planning policy organization based in Seattle, Washington. His research and analytical work spans a variety of topics including gentrification, affordable housing, and bicycle/pedestrian transportation.
tw: @maynardandking
Dror Berel
Scope Creep and other Software design lessons learned the hard way...
5 lessons on how to deal with scope creep, from a data-science / machine learning perspective.
Couple of case studies will be demonstrated in the context of machine learning, and genomic data analysis.More details at my recent blog: https://medium.com/@drorberel/scope-creep-and-other-software-design-lessons-learned-the-hard-way-edacf021965b
Dror Berel enjoys analyzing and exploring data, especially using his favorite open-source tool: R. With a background in statistics and biology, he was an early adopter of R and started using it nearly 18 years ago; he's thrilled to see how it's grown since then. With work experience in biostatistics cores at several medical research institutes, he gained experience in collecting and analyzing clinical and public-health data, communicating it with collaborators and publishing at peer-reviewed journals.
Jacqueline Nolis
Adding shine to Shiny: improving the look of your UI
Shiny is a package that makes it incredibly easy to create a graphical user interface around R code and quickly share prototypes with colleagues. By default, Shiny apps end up all having the same grey and blue look - which is boring and often comes across as sloppy. From themes to editing CSS files and even creating your own website templates, there are so many ways to improve the styling and design of your shiny app. In this talk I'll walk through these methods, pros and pitfalls. By the end, you should be ready to add some pizzaz to your apps!
Dr. Jacqueline Nolis is the Principal Data Scientist at Nolis, LLC. She has over a decade of experience in the data science industry, working with companies ranging from DSW and Union bank to T-Mobile and Airbnb. Her academic research covered optimization under uncertainty with a specialization in electric vehicle routing, which yielded a PhD in Industrial Engineering from ASU. Previously, Jacqueline was the Director of Insights and Analytics at Lenati and a Lead of Advanced Analytics at Promontory Financial Group.
M. Edward (Ed) Borasky
Archetypal Ballers and Ternary Plots - Evaluating Basketball Players via Unsupervised Learning
Archetypal analysis is a dimensionality reduction technique that reduces an 18-dimensional box score dataset down to three dimensions by representing each player's skills as a linear combination of the skills of the extreme players - the best and the worst. Combined with ternary plot visualization, archetypal analysis offers both insight and quantitative evaluation of players and teams.
This talk describes a new R package for archetypal analysis of men's and women's college and professional basketball players obtained from the web, with examples from the 2019 NCAA "March Madness" tournaments, the 2018-2018 NBA season and the 2018 WNBA season.
M. Edward (Ed) Borasky is a retired scientific applications / operating systems programmer and open source aficionado, He has been using Linux and R for almost 20 years. He is a volunteer at Hack Oregon, where he builds transit operations databases and APIs.
Mark Druffel
Bootstrapping Business / Data Transformation with R
Companies routinely lack the necessary information to make a confident decision - they instead rely on experience and anecdotes because supporting data and analytics aren't readily available. Often these same companies hire teams of data analysts and data scientists to provide context to decision makers, but they do so without a strategy, infrastructure, IT support – much less refined requirements to execute against. This leads to analysts and data scientists executing full-stack work while trying to manage the expectations of their business partners, who rarely understand the complexities…
Our team spent the last year applying a new framework to our internal operations to enable our leadership team to leverage data and analytics in their process. I will walk through this framework at a high-level and discuss how we were able use it as a tool to communicate to the business. Further, I'll discuss how we were able to plug R into the process to bootstrap solutions that are scalable and lightweight.
Mark Druffel is a Consultant at Propeller, a boutique consulting firm with offices in Portland, San Francisco, and Denver. As a consultant, Mark works within industry clients to enable their organizations to better leverage data for their businesses. Mark has worked in several industries and roles and has been an active member of the R community since 2015.
Ryan Hafen
Visualizing geographic data with geofacet
Data scientists often encounter data with a geographical component, such as presidential approval ratings by state, annual crime rates by county, etc.There are a number of ways to visualize geographic data but many come with limitations to effectively conveying the information. In this talk I will introduce the geofacet package, which provides a mechanism to create any type of visualization to the data for each geographic entity and then easily arrange the plots into a grid according to the underlying geography, allowing for more flexibility in creating more effective visualizations for geographic data.
Ryan Hafen is a data scientist working as an independent consultant. He works on tools, methodology, and applications in exploratory analysis, visualization, computational statistics, statistical model building, and machine learning on large, complex datasets. Ryan is active in the data science open source community, mainly working on projects in R and JavaScript.

subset: commoncrawl


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Constant Increases in Photonic Activity: Recognize Your Own Ego Programs as there is a Zero Tolerance in allowing Ego Timelines to Play Out.... If you want Magic, you have to CONSCIOUSLY CHOOSE to LIVE it...
Aloha beaYOUtiFUL Love family!
We are again in "high reality dissolving" frequencies, where Diamond Light Codes and Cosmic RAYnbow Codes work through and "up-heave" anything that each might not have resolved fully from within......
This will mean many things.... as these Light Codes "apply" differently, dependent on the Dimensions one occupies/lives in... from within.
These bring magic, amazing, pristine.... and in order for "these energies" to be each's full experience, anything "not this" will surface/emerge to be felt/seen/observed and how each "chooses" to handle/deal/experience, will be relative to each's own level of consciousness (Mastery), awareness, realizations and readiness to "deal", process, move through... dissolve, resolve and shift. ↓↓↓
These are PROCESSES.... that we each must "learn" along the way. The AMOUNT OF MAGIC IS REAL/relative to who's flying your ship/driving your bus/steering your boat/vessel..... your higher self/selves or your ego/fractaled/dis-empowered aspects....
We are in heightened PHOTONIC ACTIVITY that continually increases powerfully as we go... This makes distortions INSTANTLY, blatantly, loudly and easily visible (mind blowing too), while also creating great ease for Quantum Existence... which is how we all function as NEW Earther's.... (all linear goes, AS ALL IS VIBRATIONAL and about ENERGY here).
We are in increased AKASHIC CLEARINGS... where emotions and memories are exacerbated for cleansing from each's template and cellular body for transitioning out of lower frequency bandwidths, with our bodies... to literally walk, live and exist on NEW EARTH.... because NEW EARTH emanates from within and materializes in our physical reality as a RESPONSE to us....
We are in... many things... as there are infinite dimensions/timelines currently running and each has their own reality..... because REALity is based upon perception and each's own transmission through "codes" that "activate" those holographic geometrics to take form and the physical to reshape according to each's vibratory oscillation...
PHOTONIC REALITIES.... these allow our consciousness to travel easier... for us to collapse/dissolve and clear old timelines, see what we could not see before, open up portals and transverse gateways.... with much greater ease than ever before....
Photonic activity... weakens the human body ... for cellular/template re-writing to occur. These work through the body and deconstruct/reconstruct cellularly... from linear to Quantum.... and it's a huge process, so the more we honor it, the more we become Quantum too.
Increased Cosmic Rays.... these have many purposes and are quite POWERFUL when working through the body too. Nausea, weakness and disorientation are just a small part of what they do.
SOULar/Galactic/Cosmic Activity: Re-writing our DNA on an atomic level requires much down-time until the process is complete. Learning to function "around" all of this, through it, during it, while honoring it.... it's an immense process within itself.
Days upon days upon days of increasing activity.... and it's not going to "let up".... we just shift between activations constantly and continually acclimate to be able to function in all new ways.....
Your POWER comes through your connection.... your purity, your kindness, your respect, your embracing what's available and your ability to appropriately see/deal with any unconsciousness that presents. There is such beauty in innocence, in caring, in that softness... without one ounce of lack encoded anymore... That "lack" was your ego.... and is what these frequencies activate to dissolve... and every "real"ity that was a part of that... you'll have to decide how all of that "fits" into your "new picture" of what you desire to experience here.
For the "Ego"... be prepared to not be "welcomed" or "tolerated" anymore. Full Consciousness won't play with you, won't "entertain you" and won't let you keep playing victim or projecting your narcissistic BS out as OKAY anymore.... Why? Because it's all a PROGRAM... held together by unconscious mentalities and beliefs. (and great dis-respect, which is no longer acceptable in any way). Those mentalities (and Energy) are what you/we/each have to shift. The way we "treat" each other matters.... and attempting to manipulate feelings through projecting, bullying, fear or "I'm a victim" and "stories to convince", those things don't work here.
Now, I write the above paragraph, to empower those who choose to utilize it to easier recognize, resolve and shift. Seeing your own EGO is the first part of the process.... the next is the "challenge" for awhile, because it means taking your own power back, as your Higher Self Aspect, standing in your power and learning to fully love and respect yourself, to where you won't compromise, go small and play in those Ego games anymore. As you do, you'll stop calling forth those realities to reflect this back as your own Experiences.... So that kindness, respect, consideration and beautiful magical harmonizing frequencies/energies that you want to RECEIVE, this is what you transmit out instead.
It all starts at "HOME". Home is THE SPACE body occupies and what goes on in THAT SPACE (INSIDE). Home is what you manage and your "yard" is your field... all around you. Your RESPONSIBILITY... you and what you transmit out and allow. It is this SIMPLE.
In observing different timelines of collective energies and clearings, in the UNCONSCIOUS TIMELINES, there's a lot of defensiveness lately, a lot of excuses, a lot of pointing the finger and extremely heightened emotions where there is any ego stuff still going on. This is a part of the Akashic Clearing that each is going through.... if you are aware of this, you will be aware of "how" to move through these experiences with greater ease. All of the judgment.... let that stuff go. All of the "taking it personal"... let that go too... as it keeps you in a loop-cycle of EGO UNCONSCIOUSNESS.....
In the conscious timelines, there is magic, bliss, beauty and kindness.... the Experiences are just as blissful and magical too. None of that "unconscious stuff", because we don't allow it... yes, it is that simple too.
I love you.... grab your reality by the "horns" and deal with yourself.... then deal with each other and lets all come together to live in UNITY CONSCIOUSNESS --- where the/our/your Ego is unable to exist/live... as that's an entirely different reality/timeline/dimension..... it's up to you to PICK! ♥
It's time for MAGIC, amazingness, and UNITY LOVE CONSCIOUSNESS to be EVERYONE'S reality.... at least for all who are truly ready for this.... and for those who are not... that's okay too. That's the BEAUTY of MULTI-DIMENSIONALITY... YOU GET TO LIVE OUT WHATEVER REALITY/TIMELINE YOU CREATE AND ALLOW..... pretty rockin' awesome, ain't it?
Lisa Transcendence Brown ☼
Stacey Taylor
7/23/2018 04:39:48 pm
Yep, pretty rockin awesome!! You rock Lisa!! Magic is the reality! 😇✌❤
7/23/2018 04:57:05 pm
thank you thank you thank you for providing compass points and context! You --and what comes through you ...such infinite gifts! x0x0
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September 2020
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Information and Support
Everything we provide, share, and offer, is a way for each to choose consciously what each values as important and worth, in supporting and accelerating their own heart-opening experiences here, as well as further activating their own LightBody too. Each one of us does this differently, yet to understand that all is important and serves a much bigger picture/purpose, we start to understand that Energetic Exchange is a way to respect, reciprocate, gift and in-turn support the vastness of what we receive ENERGETICALLY and that all of these things are just tools and ways to activate, therefore it's not about a "thing" anymore.
All are here because they receive something, through the Light Encoded sharings and various ways to activate, elevate and expand by way of opening our Universal/Cosmic heart/ higher mind chambers and Gateways, often in seemingly unorthodox ways. By combining various activation tools and utilizing each for the purposes of stimulating and awakening pure beauty, kindness and a deep sacred connection from deep within, all of these "things" are just something that we each consciously choose to use. The value is not the value of a "thing", yet instead the value of what we decide is our reasonable exchange in order to receive heart-opening Soul activations, which is determined by how we utilize these "things". The value is determine by you, how you value and place worth on your your own Awakening Soul journey, and what tools you feel will most benefit and assist you with this. The value is the value you place upon yourself, your energy and what you choose to utilize to accelerate your own awakening journey and current (LightBody) phases you are in.
The tool itself doesn't matter. Your openness, your making a conscious choice and deciding what's important and how you desire to do this for yourself, as what "things" you feel will most benefit you in opening your heart. Your conscious choice is a very important part of the your own Awakening processes here.
Through our own higher states of love-consciousness, we take the focus off of the thing and we shift it to what we feel will most assist us with our current processes and phases. We shift the value off of the "thing" and onto our energy, our vibration, our LightBody, and what we feel will assist us with opening our hearts to/through more beauty, unity, kindness and love.
Our Entire Value System evolves, as we start to value ourselves and our Light/Energy, we start to value the energy, the work, the contributions of others too.
Here, each is supporting ENERGETICALLY the work, the programs, services, those working in Dedicated Service to create, share and provide the vastness of all that is offered to support, inspire, awaken, assist and consciously evolve.
Each is contributing to a much higher purpose, the Evolution of a much Higher Consciousness HUmanity. Your CONSCIOUS EXCHANGE becomes a part of this. ♥
In essence, what you are investing in, is your own SoulBody/LightBody and you are consciously choosing (free-will) activation tools to work with, in order to further assist you with the acceleration of this. You are exercising a conscious exchange of Love Energy (In form) in order to do this, which will in-turn assist with fulfilling higher purposes and Service to HUmanity roles here.
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If we find any others that are relative, we will update those here for you to access too. Click on any applicable service, to locate and review their Privacy Policies and Disclosures. Emails will be sent out accordingly, so all can re-optin in order to consciously choose to continue to receive supporting newsletters, announcements and updates through our email service.
We will update this section again with more information in order to assist you soon.
"WE" totally love, honor, respect and appreciate you and your presence, participation and contributions for all of HUmanity too!!! ♥


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Questions? Contact us to find out more about our vinyl backlit media.


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What a bold picture this is! If one reflection on the water is good…well, let's have ten of them!
And those stars. Let's make each one of those suckers look like comets!
Don't you just love people who are unafraid? Who dare to dare?
Starry Night Over The Rhone by Vincent van Gogh
*Listen to Marilyn Lightstone read this text:


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Bali Jatiluwih and Tanah Lot Tour Packages is part of Bali Full Day Tour Packages we offer to you for enjoy the stunning view of sunset at Tanah Lot Temple and visit other interesting tourist destination in one day. Bali Full Day Jatiluwih and Tanah Lot Tour will visit tourist destination such as Taman Ayun Temple is mother temple at mengwi regency, and the we directly to Ulun Danu Beratan temple to see the beautiful Hindu temple in the lake of beratan, then the tour continue to visit the Jatiluwih Rice Terrace to admit the fascinating view of rice terrace, then we will having lunch in jatiluwih with view of rice terrace, after lunch if you want to do trekking at rice terrace, we welcome you to do the trekking and enjoy see the rice terrace from close, then we continue the Full day tour jatiluwih and tanah lot to visit the Tanah Lot Temple to see the magnificent, spectacular and fascinating view of sunset at Tanah lot temple, this temple function as a sea temple located right on the beach in the 3 acre small rock. After visit tanah lot temple we will drop you back to your hotel with bring the spectacular memory. Our Bali Tour driver will give his best service to make you more enjoyable during the Full Day Jatiluwih and Tanah Lot Temple Tours Packages.
Places of Interest will be visit during Full Day Jatiluwih and Tanah Lot Tour
Taman Ayun Temple
Taman Ayun Temple located in Mengwi District, the temple is mother temple of Mengwi Regency. This sanctuary is composed with Bali structural planning, the structure this sanctuary building is additionally claims separate extraordinary. Taman Ayun Temple is based on the level area with big fish lake encompass it and it is looked like afloat on the water.
Ulun Danu Beratan Temple
Ulun Danu Beratan Temple was built in the lake of Beratan, Bedugul, the temple was build to dedicate to goddess of the lake which is God Danu and also dedicated to goddess Mount Batur and Mount Agung. The temple is the most favorite to visit, due the temple has the uniqueness which is if the water of the lake is high, we can see the temple look like floating in the water.
Jatiluwih Rice Terrace
Jatiluwih is the name of Village located in Tabanan regency, the village has the famous and the largest rice terrace in Bali and become one of world heritage list of Unesco. The jatiluwih rice terrace is the most visited tourist destination in Bali, and the most photographed by tourist. In jatiluwih rice terrace you able to do the trekking and see the view of the rice terrace from the close.
Tanah Lot Temple
Tanah lot temple is sea temple located in tabanan village, the unique of this temple make lot of visitor visit every day, the temple located in small rock in the sea, if the sea water is high tide, it will look like the temple was floating in the sea, the perfect time to visit is in the afternoon during the sunset time, due in this time you will amazed by the view of sunset and the temple.
Jati Luwih & Tanah Lot Tour Itinerary
Start from : 08.30 AM { Duration 8 - 10 Hours }
- Pick up at the Lobby hotel
- Visit Taman Ayun Temple
- Visit Ulun Danu Beratan Temple
- Luch Time
- Visit Jati Luwih Rice Terrace
- Visit Tanah Lot Temple
- Drop at the hotel
The tour we provide is based on Private Basis (private tour),
vehicle capacity 1 - 5 paxs /car
Extra Hours Price
Extra Hours : will be charge : IDR 50.000 / Hour / Car
Price Inclusion
- Private car with good AC
- Engglish speaking driver
- Petrol
- 1 Bottle mineral water 600 ml / person during the trip
- Return transfer { Hotel Area : Ubud, Sanur, Denpasar, Legian, Seminyak }
- Entrance Fee { Admission Ticket }.
- Lunch { Meals },
- Alcoholic drinks,
- Personal expenses,
- Gratuities (optional),
Tour Condition:
- All price is net, include tax already
- Tour will be assist by English Speaking Driver
- Tour Guide with any language is available with Additional charge IDR 250.000 / tour, contact us if you want to request tour guide during the tour
Terms Payment:
- Payment is cash payment on the day itself with our tour driver upon pick up,
- Credit Card and payment with other currency will convert based on daily exchange rate
- No hidden charge and no need deposit
Cancellation Policy :
Cancellations made 3 days before are not subject to cancellation fees
Cancellation is done 2 days in advance with a cancellation fee of 50% charge from the total tour price
Cancellation is made 1 day in advance are subject to 100% charge from the total tour price


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The Delhi High Court slammed the CBI for its "complete lack of interest" in probing the disappearance of JNU student Najeeb Ahmed. The word from the High Court came exactly a year after JNU student Najeeb Ahmed went missing from the campus following a scuffle with alleged ABVP members.
A bench of Justices G S Sistani and Chander Shekhar observed that there was "no result either way. No result even on paper".
The strong remarks by the bench came after contradictions appeared in what the CBI said in court and what it had indicated in its status report on the issue of analysis of the calls and messages of the suspect students in the case.
Who's Najeeb Ahmed?
Najeeb is a 27-year-old first-year MSc student at the School of Biotechnology in JNU. He hails from Badaiyun, Uttar Pradesh.
Reports have it that on October 14 last year, Najeeb had gotten into a scuffle with three ABVP members outside his room at the Mahi-Mandvi Hostel. Najeeb is said to have gone missing since October 15, 2016.
What happened on 14 October 2016?
According to published pamphlets in JNUSU, "On 14/10/2016, around 11:30 pm, some three students went to the room of Najeeb Ahmed, MSc Biotechnology (first year), Room No 106, Mahi Hostel to campaign for hostel elections. At this time, there was an alleged scuffle which took place between Najeeb and the others. Hearing noise and commotion, when the residents of Mahi reached Room no 106, they witnessed three students assaulting Najeeb."
"In the Warden's office, in front of the Senior Warden Dr. Sushil Kumar, and the other wardens Dr. Somyajit Ray and Dr. Arun Srivastava, these group of lumpens threatened Najeeb Ahmed for his life and limb. They repeatedly told the warden not to initiate any proceedings and leave Najeeb to them and then they would not spare him.
They also hurled patriarchal and communal abuses at Najeeb in the presence of the wardens. Despite being present at the site all along the G4S did not collect any video evidence of the assault and the Warden failed to intervene to stop the assaulting students."– the pamphlet further read.


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E. Bimla Schwarz, a women's health expert and scholar of evidence-based data, sheds new light on breastfeeding's preventative effects on heart disease and other maladies. While the positive effects of breastfeeding are often noted for infant health, physicians have virtually ignored benefits for the mother. We discussed with Bimla the meaning and impact of her powerful talk.
What motivated you to speak at TEDMED?
I was intrigued by the diversity of TEDMED's audience. Addressing heart disease in our community and making it easier for moms to breastfeed for as long they want to is going to require lots of new partnerships and creative collaborations.
Why does this talk matter now?
As we become more aware of the lifelong effects of infant feeding practices on maternal and infant health, it becomes imperative to do whatever we can do to make it easier for the moms in our community to recover from pregnancy as nature intended.
What impact do you hope the talk will have?
I hope this talk will inspire more obstetricians and maternity facilities to ensure that the women they care for get the support they need to learn how to breastfeed, and that new moms who are facing the multiple challenges that mothers still commonly face, find the resolve to give breastfeeding a try…and stick with it for a few months.
Is there anything else you really wish you could have included in your talk?
I wish I had woven in the fact that breastfeeding protects moms from breast and ovarian cancer. (See Bimla's TEDMED page for more resources).
Check out our archived live Facebook Q&A where we'll dive deeper into these issues with Bimla.


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These are the best upcoming Android smartphones in the month of June that are worth waiting for
Source: http://www.androidupdated.com
Vivo is going to hold a launch event in Shanghai, China on 12th June where it will unveil the Vivo Apex smartphone. Recent reports suggest that the Vivo Apex will be publically launched as the Vivo NEX. Know the full specifications, features, price, release date, and everything about the Vivo NEX at Android Updated
BlackBerry is going to launch the BlackBerry KEY2 on June 7. Right ahead of the launch, the company has posted a new teaser video which shows off a dual rear camera setup and the special hardware button. Know the full specifications, features, price, release date, and more about the BlackBerry KEY2 at Android Updated
The Xiaomi Mi 8 is going to be unveiled on May 31. A freshly leaked image confirms all the specifications of the device - 6.2-inch Display, Qualcomm Snapdragon 845 chipset, 6GB of RAM, 128GB of internal storage, 3,300 mAh battery, dual rear camera (16MP + 20MP), 16MP front camera, Android 8.1 Oreo with MIUI 10
Android Updated - Your home to all the latest Android news, updates, smartphones, tech news, games, apps, and a lot more
The specifications of the upcoming Moto Z3 Play have just got revealed courtesy of XDA Developers. The Moto Z3 Play will sport a 6-inch AMOLED MaxVision display with an 18:9 aspect ratio, a Qualcomm Snapdragon 660 chipset, 4GB of RAM, 32/64GB of internal storage, a dual camera setup, 3,000 mAh battery.
Vivo is going to launch a new series of smartphones. The first device under the lineup will be the Vivo Z1. The Vivo Z1 will feature a 19:9 aspect ratio display with a notch at the top, AI capabilities, and will be a mid-range smartphone. Know the full specifications, features, release date, price, and more
LG has launched three new smartphones in the LG Q series of smartphones. The three smartphones - The LG Q7, Q7 Plus, and Q7 Alpha offer decent specifications. You get a 5.5-inch FHD+ display, 3GB/4GB of RAM, 32GB/64GB of internal storage, Android Oreo, 3,000 mAh battery. Know the full specs, features, review, price
Samsung has recently announced that the upcoming flagship, the Samsung Galaxy Note 9 will feature the second-gen Bixby. The Bixby 2.0 will feature improved natural language capabilities. Know the full features of Bixby 2.0 and the full specifications, features, and more about the Samsung Galaxy Note 9.


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Whether you are visiting from the Press or Media, or a parishioner or member of the clergy from our Diocese with an interest in Communications or a story to publicise, these pages are for you!
After more than two decades as a BBC producer and director of religious TV and Radio programmes (including Songs of Praise) and as a news and current affairs journalist, I was appointed in 2016 to devise and implement a diocesan communications strategy, and all my work is geared to facilitating this mission:
- to spread the Gospel of Jesus Christ to the widest possible audience through the dissemination of 'good news stories' of general interest;
- to dispel myths and misconceptions about the Catholic Church, her clergy and laity, with the aim of enthusing the faithful, welcoming back the lapsed, and having a positive effect on vocations;
- to listen and to facilitate internal communications and collaborations, enabling all to feel heard, valued, acknowledged and supported as individual members of our one Diocese of Leeds.
Mrs Rowan Morton-Gledhill
Diocesan Director of Communications and Press Secretary to the Bishop of Leeds
E: firstname.lastname@example.com


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The KOBOLD NLP hydrostatic pressure level switch is designed for level-control applications in open tanks where suspended deposits are present. Operation of the switch is based upon the change in hydrostatic pressure within the standpipe. When media rises or falls to the desired level, the changing air pressure within the tube reacts on the internal diaphragm, actuating or de-actuating the SPDT contact within the switch housing. The switchpoint can be adjusted in the field by turning a screw located within the switch housing. Features include a process connection type of 1" NPT, G1, a maximum process temperature of +158°F, switch rating of 250 Vac/1A
Polypropylene or PVDF fittings and tube material, IP65 protection, and stand-pipe lengths of 3 ft., 6 ft., 10 ft., or custom up to 16 ft. For more specs, a NLP datasheet is available. KOBOLD Instruments Inc., Pittsburgh, PA. 800-998-1020 or 412-788-4890


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My name is Georgie Bassford and I've lived with my husband and three children in Bath since 2003 and
taught yoga here since 2004.
I don't teach a specific style of yoga, although over the years I've developed specialisms in pregnancy, postnatal yoga and women's health, as well as yin yoga. I bring to my classes whatever new ideas I'm learning, share my inspirations and try new things. And I am still learning. Of course!
"You teach best what you most need to learn" Richard Bach
It's very important to me honest and authentic, to keep studying the ancient wisdom as well as the latest understanding about the mind and body and to bring this to my classes. I particularly am inspired by the work of people Gary Carter of Natural Bodies, a world authority in the field of fascia and myofascial (muscle) within a yoga context and am always love anyything by Katy Bowman of Nutritious Movement. I also regularly attend in-person workshops and online trainings, which you can see below.
Yoga is not a religion. It's not a panacea. But it has the potential to be life changing, moving you in the direction of good health and happiness. Yoga can be fun or serious. fast-paced or slow, intense or relaxing, solitary or companiable, and much more besides. You know your mind and body better than anyone else and in my classes you're encouraged to be your own teacher, listening to your instincts so you get the most out of every class and leave feeling uplifted, happier and healthier than when you walked in!


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New Read or Die on the horizon?
Join us as we share possible exciting news on the anime Read or Die and look at a second Promotional video for the upcoming anime Nanbaka. Hungry for anime? Itadakimasu!!
Read or Die
Some fanatiks may remember the anime series Read or Die. The series started off with a 3-episode OVA (Original Video Anime) in 2001 and an anime series in 2003 and it is based on a series of novels written by Hideyuki Kurata. The novels tell us the tale of agent Yomiko Readman codename The Paper, who goes on missions for the British Library's Special Operations Division, and at the same time trying to help a young novelist named Nenene Sumiregawa who she befriended during a mission.
On Thursday the wraparound jacket band on the 12th volume of the novel series shared that a new anime project is 'under consideration'. There is also a quote on the jacket band by Tomonori Ochikosi, president of A-1 Pictures AND producer of the 2003 anime series that teases ongoing discussions. All this being said it seems that Read Or Die Fanatiks may soon see a new installment of The Paper, taking down some bad guys.
A second promo video for Nanbaka, the upcoming anime based on Shō Futamata's Nanbaka manga began streaming this week. In Nanbaka's director seat is Shinji Takamatsu (Gintama) and Mitsutaka Hirota (Bakumatsu Rock) is writing the scripts. The opening song, 'Rin! Rin! Hi! Hi!' will be performed by Super Ball and the ending 'Nanbaka Jailbreak Theory' by the cast members.
The anime's main cast includes Yuuto Uemura, Tetsuya Kakihara, Airu Shiozaki, Daiki Kobayashi, Tomokazu Seki, Satomi Akesaka, Kenjiro Tsuda, Kimeru, Shouma Yamamoto, Sōichiro Hoshi, Shunsuke Takeuchi and Keito Okuyama. The anime will premiere this anime fall season.
The manga tells the tale of four prisoners: Jūgo, a man on extended jail time because he tried to break out of jail; Uno, a man who likes to play around with women; Rokku, fist-happy fighter; and Niko, an anime fanatik. And then there is their warden Hajime. The anime promises to be a high-tension action comedy.
For any suggestions, opinions or requests please mail us at email@example.com


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Joint Replacement Surgery - Fequently Asked Questions
Q: When do the sutures or staples come out?A: Typically 12-14 days after the surgery.
Q: When can I return to work?A: The answer to this question is very individualized. It depends on the type of work you do and the complexity of the surgery. Typically for uncomplicated hip replacement, as soon as you are comfortable you can return to sedentary types of work (desk jobs, etc.). If your work requires significant walking, carrying or lifting, it will often take 4-6 weeks for many people to return to work.
Q: When can I shower?A: It is usually best to wait until the staples or sutures are removed to begin showering. Sponge baths can be used for the first two weeks. If care is made to protect the wound and avoid getting it wet, then some can shower earlier.
Q: When can I drive?A: The laws of the state that you live in will govern when it is legal to drive after surgery on your limbs. Everybody is different and I would encourage you to wait until you are fully recovered and your response time has returned to normal. You may feel that you can drive earlier, but you may be placing yourself and others at risk.
Q: After Hip Replacement how long must I sleep on my back with the abduction pillow between my legs?A: Six weeks. I know it is tough, but it is a good idea to let the tissues heal completely to allow for maximum stability of your hip.
Q: What sort of activities may I participate in after my hip/ knee replacement?A: Once your hip has healed and your recovery is complete, you may return to a wide variety of recreational activities. I would recommend that you choose low impact sports and activities, as these place a risk on your artificial hip. Walking, swimming, bicycling, and golfing are all recommended activities. Higher impact activities such as running, tennis and skiing are discouraged. High impact activities may damage the prosthesis and lead to wear and loosening. Activities which cause a lot of twisting of the leg (skiing and tennis) increase the risk of a dislocation.
Q: When can I return to sexual activity?A:Typically, patients can return to sexual activity 6 weeks after surgery. It is important to respect the hip precautions during any activity to minimize risk of dislocation. It is rare for there to be any problem in this regard.
Q: How long do I need a raised toilet seat?A: Usually six weeks. Some people find it more comfortable to use it longer.
Q: When can I travel?A: Depending on the rate of your recovery, most people who live out of state can return home after the sutures or staples are removed (12-14 days after surgery). Occaisionaly people can travel sooner depending on the circumstances. If an airplane flight is required, I would recommend a first-class or business-class seat to allow for leg elevation. It is also a good idea to make sure that the Coumadin level is optimal prior to flying, to reduce the risks of thrombosis.
Q: Which is better home therapy or outpatient therapy?A: Whenever possible we prefer that patients go to a recommended outpatient center for their physical therapy. This usually results in a more rapid recovery then in-home physical therapy.
Q: How many sessions of physical therapy do I need?A: Everyone is different. Most people are on at least 6 weeks of outpatient physical therapy. Several HMOs will not cover all the therapy which you need. Patients need to contact their provider to find out what their benefits are.
Q: Will I need to go to an inpatient rehabilitation center?A: After their hospital stay, patients can either go home with assistance or can go to stay in an inpatient rehab unit. This decision is determined by the level of support at home, your progress, the complexity of the surgery and the benefits allowed by your insurance.
Q: Which inpatient rehabilitation center will I go to?A: This completely depends on what your insurance company will allow. My preference is for my patients to go to Mount Sinai Medical Center's inpatient rehabilitation unit. Most insurances, including Medicare, will allow for inpatient rehab at Mount Sinai. It is very important for you to verify your allowed benefits with your individual insurance company to determine where they will let you go. In the case of HMO and PPO plans, my staff is usually unable to make this determination. It is up to the individual patient to discuss this with their own insurance.
Q: Who will follow me when I am in the rehab unit?A: For patients who go to Mount Sinai Medical Center's inpatient rehabilitation unit, a rehabilitation medicine specialist will see you daily and monitor your rehab course. This is usually Dr. Lipkin, Dr. Toledo or Dr. Tolchin. I typically do not go to the rehab on a regular basis unless there is a problem. If I am needed I will go there immediately and resolve any Orthopaedic issues. Your medical doctor, if on staff at Mount Sinai, may also see you while in the rehab. For patients who go to an outside facility, most of these facilities have a medical staff. If a problem arises there, you can either be transported to the Emergency Room or my office via ambulance or patient transport.
Q: Will I be on a Walker?, Crutches?, a Cane? If so, for how long?A: Every patient and each operation is different. Typically most patients begin on a Walker and progress to Crutches or a Cane and then to nothing. The rate of this progression is highly individualized. In most cases, we let the patient progress as rapidly as they feel able.
Q: Why is it important to stop smoking before the surgery?A: One of the major risks of hip replacement is thromboembolism (blood clots). Smoking increases the risk of this complication significantly and therefore must be stopped prior to surgery. Smoking also increases the risks from the anesthesia and often complicates the post-operative care.
Q: Do I need to take antibiotics for dental work and medical procedures after my hip/knee replacement?A: This point is somewhat controversial. I recommend that my patients take antibiotics prior to any dental work or medical procedure after a joint replacement has been performed. My office staff will be happy to provide you with our recommended guidelines for this.
Q: If I have not been to a dentist for some time, is it a good idea to go prior to my hip replacement?A: Absolutely. One of the risk factors for post-operative infections is dental disease. I recommend that all my patients have their teeth checked and have any contemplated dental work performed before their hip replacement.
Q: What kind of floors and rooms are available for me at Mount Sinai Medical Center?A: Both private and semi-private (shared) rooms are available. Private rooms are available on both the orthopaedic floor (4-main) and 8-main, a special luxury floor with a separate foodservice and accommodations. Private rooms on 4-main and 8-main cost extra and my staff will be happy to direct you to the appropriate hospital official to make these arrangements.
Q: What type of Anesthesia should I get?A: Total hip/knee replacement can either be done with a general anesthetic, a spinal anesthetic or an epidural anesthetic. From my perspective, it usually doesn't matter. The anesthesiologist will meet with each patient during their pre-op visit and discuss the risks and benefits of each option. Sometimes, a patient's medical condition will eliminate some of the options. You can decide on the type of anesthesia during your meeting with the anesthesiologist.
Q: Will I need a blood transfusion?A: All patients will lose blood during the course of a hip replacement procedure. Most patients will then need a blood transfusion. Transfusions come in three types: Autologous, Directed-Donor, and Blood Bank (anonymous donor). Most hip replacement patients will donate some blood to be set aside prior to surgery. This is autologous blood. It will be given back after the surgery. Usually, this is all the blood that a patient will need. Sometimes, additional blood is necessary. This blood will have to come from another person, either known (directed-donor) or anonymous (blood bank). If blood can be donated by a relative in advance of surgery, then this can be used. Usually, however, additional blood is obtained from the blood bank. Blood transfusions are only performed if it is medically necessary. This means that the risks of not obtaining the blood can be life threatening. All blood bank units are tested as much as possible and the risks of transfusion are kept as low as medically possible.


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Casio G-Shock GPW-2000 Gravitymaster
February 12, 2018 at 12:27 am
The aim of the smartwatch is to bring the features of a smartphone to your wrist, with options such as notifications, fitness tracking, and other high-tech wonders. Casio employs a different approach with G-Shock Bluetooth connected watches, which uses the Bluetooth connection to deliver various traditional smartwatch features. The GPW-2000 Gravitymaster is one example.
The GPW-2000 had a new, refreshed version released to celebrate the 35th anniversary of G-shock. The Bluetooth capabilities of the watch does make it an interesting alternative for those deliberating on their smartwatch purchase.
Deewatch Bracelets and Jewelry
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Welcome to Consumers' Notebook, where we feature news-you-can-use and other timely information to help you become a more informed consumer. Check back often to read the latest pieces in our Notebook.
Grocery Prices Are Up. Here's How to Save at the Supermarket.
If you do the grocery shopping in your family, you've probably noticed that the grocery bills keep going up. Blame the pandemic for pushing up the prices of many staples. Here are some simple tips to help lower your food bills.
Why Did I Get a Small, Unexpected Payment From the IRS?
By law, the IRS owes interest on refunds that accrued between the original April 15th filing deadline and whenever the refund was actually paid.
Is That Email from the U.S. Census Bureau or a Cyber-Thief?
The Census Bureau is emailing more than 20 million households to encourage participation. Top digital security experts interviewed by Checkbook agreed that this is a bad idea that creates an opportunity for cyber-criminals.
Dealing with Debt Collectors: Know the Rules, Your Rights, and How to Spot a Scammer
If you get a call from someone claiming to be a debt collector, it's not always easy to tell if the caller is a real debt collector or a scammer. That's why it's important to go slowly and know your rights.
Drowning in Debt? Here Are Your Options, Good and Bad
The number of people saddled with excessive debt is growing. Help is available in the form of debt management, debt settlement, consolidation loans, and bankruptcy attorneys. Some are good choices; others could make your financial situation worse.
Fraud Alert: How to Spot Scammers Posing as Health Department COVID-19 Contact Tracers
Contact tracing is one of the critical tools state and local health departments are using to help stop the spread of the coronavirus. Unfortunately, it's also given criminals a new way to scam people.
Financial Toolkit: How to Survive the COVID-19 Recession
Stimulus payments, expanded unemployment benefits, government loans, and payment accommodations from lenders have helped keep many families and businesses afloat so far. But as these programs end, millions will find their budgets stretched to the breaking point.
Is That Really Customer Service You Just Dialed... Or an Imposter Hoping to Scam You?
Fraudsters have created fake customer service numbers for many well-known companies and wait for you to slip up and call them. This scam is deviously simple, which is why it's often difficult to spot.
New Report Warns of Bad Actors in the Interstate Moving Industry
During a move, you're trusting a company to get your possessions from here to there on time, without damage, and at the agreed upon price. All too often that doesn't happen, especially for long-distance interstate relocations.
Consumer Advocates Blast Federal Government for 'Gutting' Payday Lending Rules
At a time when American consumers need more protection than ever from predatory loans, the Consumer Financial Protection Bureau (CFPB) has issued a final rule on payday loans that rolls back important protections.
Be Safe in the Sun: Top-Rated Sunscreens, and How to Use Them Properly
The Skin Cancer Foundation says a good sunscreen, used properly, can dramatically lower your risk of skin cancer––reducing the risk of developing melanoma by 50 percent.
Many Consumers Enrolled in COVID-19 Payment Modification Programs Find Their Credit Files Erroneously Tarnished
Many lenders let their customers make reduced payments or skip payments altogether, without damaging their credit histories. But, in many cases, companies haven't held up their end of the deal.
The Well-Known Brands Criminals Most Often Spoof in Phishing Attacks
Phishing is one of the most popular techniques used by cyber criminals because it's simple and effective. The typical phishing attack involves creating an email that appears to be from a reputable company or organization and encourages potential victims to click on a link.
Is This a Good Time to Buy a New or Used Car?
People are buying cars again. To regain lost business, car manufacturers and dealers are promoting steep discounts and special financing.
Want the Best Price on a New Car? Force Dealers to Bid for Your Business
Ready to pounce on a deal on new wheels? Don't let hype about current deals bait you into spending too much. Our strategy of collecting competitive bids will save you $1,000 or more compared to other buying approaches.
Retailers Respond to COVID-19 by Expanding Return Windows
As stores across the country reopen, customers will soon be able to return some unwanted merchandise they've been stuck with during the coronavirus shutdown. Some retailers have already made changes to accommodate the inconvenience.
Fraud Alert: A New Religious Twist to the Old Gift Card Scam
Con artists are putting a new twist on the old gift-card scam by sending out email and text messages that look as if they originated from someone at your church, synagogue, or mosque asking you to buy some gift cards to give to needy congregants or others in the community.
Is the Government Really Mailing Out Visa Debit Cards Loaded with Stimulus Money?
Nearly 4 million people are being sent their Economic Impact Payment by prepaid debit card, instead of a check, in a plain envelope. Many recipients are throwing theirs away (assuming It's junk mail) or destroying them (afraid it's a scam).
Latest Results from the American Customer Satisfaction Index Survey of Cell Phone Customers
Every wireless company claims to be the best, but consumer surveys tell a different story—some carriers are clearly doing a better job of delivering network quality, customer service, and value.
My Gym Is Closed and Still Billing Me. Can It Do That?
What happens when your gym is forced to close because of a pandemic? Should you get a refund for the time you were locked out? And what can you do if the company wants to keep your money and credit your membership account, instead of processing a refund?...
Looking to Save Money? Audit Your Digital Subscriptions
Subscription-based digital services are the ultimate in convenience, but their fees can add up to hundreds of dollars in wasted money if you don't cancel unused or unwanted ones.
Amid a Troubled Economy, Credit Cards Cut Credit Limits and Cancel Cards
As the unemployment rate continues to climb due to the coronavirus outbreak, the banks that issue credit cards are taking defensive action by closing accounts and reducing credit limits.
Scammers Cash-In on COVID-19: How to Protect Yourself
The coronavirus pandemic is a dream come true for con artists across the globe: Millions of people are afraid of getting sick and struggling to make ends meet, just as trillions of dollars in stimulus funds make their way into the economy.
Strategies for Stocking Your Fridge and Pantry During the Pandemic
There's a growing list of grocery-buying options that don't involve you braving a mainstream grocery store or banging your head against the booked-up delivery service dilemma.
Now You Can Check Your Credit Files Once a Week for FREE
During the coronavirus crisis, the three major credit-reporting agencies are making it easy for you to track what's happening to your credit history in real time.
Update: Advice from a Patient Advocate for Families with Vulnerable Loved Ones
During the coronavirus pandemic, patient advocates can offer vital assistance to the families of those who are hospitalized or locked down in senior communities.
How to Create and Easily Store Secure Passwords
Password management software helps you create strong and unique passwords for all your online accounts.
Stimulus Payment Glitches: Why Millions of Taxpayers Will Get Their Payments Late
Millions of Americans who filed their tax returns via tax preparation services haven't received their stimulus payments yet.
Your Car Needs Some TLC During the Coronavirus Outbreak
Driving patterns have changed dramatically because of the coronavirus outbreak. While you're staying safe at home, your car sits for long stretches of time, and that can cause some mechanical problems.
Air Passenger Rights During Coronavirus Crisis
An airline must give you a refund if it cancels your flight. Many carriers finally are granting more flexibility for flyers who wish to change their travel plans due to the coronavirus crisis.
Where's My Coronavirus Stimulus Payment? Here's How to Check
You've looked in your checking account and your government stimulus payment hasn't arrived yet. Don't panic. Here's when you can expect to receive it.
Is Your Auto Insurer Offering Help During the Coronavirus Outbreak?
Most of the largest U.S. insurance companies have announced plans to give their auto policyholders some form of relief. Some insurers are offering a lot more help than others.


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The Returning Officer in the Osun State governorship election, Prof Joseph Fuwape, has advised the candidate of the Peoples Democratic Party, PDP, "to seek redress in court if you have noticed any errors in the results already announced."
The Returning Officer, who also is the Vice Chancellor of the Federal University of Technology, Akure, made the comment on Thursday when the PDP agent, Dele Adeleke, raised an observation that there were errors on the results of the Local Government announced earlier last Sunday.
Backing the Returning Officer, agents of the All Progressives Congress, APC, National Conscience Party, NCP, and other parties told the aggrieved Adeleke to take his case to the tribunal for redress.
Meanwhile, INEC has declared Gboyega Oyetola winner of the poll.
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Super Bowl 2014 American Bastards Commercial
The Accurate Source To Find Transcript To Super Bowl 2014 American Bastards Commercial."
[Super Bowl 2014 American Bastards Commercial]
Who is it?
That is really easy, this is Lenin.
And who is that to the left?
This is Lenin's friend Stalin.
Stalin looks Robert De Niro.
What are they doing anyways?
I don't really know. It looks like there is some kind of war or something like World War II, cold war?
So why don't they have like real guns?
Exactly this is why they loss the war. They didn't have proper guns just spears, bows and shit.
Well these stupid Russians were trying to kill Nazi's with the spears. Our courageous guys like Tom Hanks, were risking their life.
Right. Source: LYBIO.net
What are you doing? What's the matter? Let's get the hell out of here.
Engaging Gamified Language Learning
Super Bowl 2014 American Bastards Commercial. Engaging Gamified Language Learning. Our courageous guys like Tom Hanks, were risking their life. Complete Full Transcript, Dialogue, Remarks, Saying, Quotes, Words And Text.


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"Welcome back my friends to the show that never ends
I'm so glad you could attend
Come inside! Come inside!"
Are you looking for a picture to cover that annoying stain on the wall? :), or maybe you'd like a picture to hang on the wall that you and your friends and family can enjoy!. I now have more than 50 of my prints for sale on Saatchi Art. Why not hop over to my Saatchi Art page and sneak a look.


text: In my opening post to this new blog, I pointed out that a top objective was to correct false assertions regarding economic arguments. Well, allow me to outsource to my CBPP colleague Paul Van de Water. If we're going to meet the fiscal challenges we face, we've got to accurately diagnose the problem. The much-circulated… Read more


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Origin of commotion
SYNONYMS FOR commotion
synonym study for commotion
OTHER WORDS FROM commotioncom·mo·tion·al, adjectivecom·mo·tive, adjective
Words nearby commotion
Example sentences from the Web for commotion
Yesterday morning, as I was wrapping up the newsletter, I got a bit distracted by some commotion on the street.Investors ride the Big Tech rally even as COVID cases and unemployment spike|Bernhard Warner|August 21, 2020|Fortune
Some who heard the commotion claimed to have thought it was a drunken brawl or a lovers' quarrel.5 Psychology Terms You're Probably Misusing (Ep. 334 Rebroadcast)|Stephen J. Dubner|January 9, 2020|Freakonomics
Apparently she had heard the commotion and made her way down from the third floor of the four-story townhouse.'I Saved My Friend From Bill Cosby'|Lloyd Grove|December 3, 2014|DAILY BEAST
And you go on this boat because of all the hype and the commotion around it, and the boat is sinking.Can Linda Perry Save Music?|Kevin Fallon|July 16, 2014|DAILY BEAST
A commotion has erupted in one of the dressing rooms, sparing me more reminiscences from Tyrone.The Stacks: The Neville Brothers Stake Their Claim as Bards of the Bayou|John Ed Bradley|April 27, 2014|DAILY BEAST
Someone from the nearby Choir Geek table hears the commotion, looks up, and sees me sitting at the most popular table at school.How to Be Popular, '50s Style: 'Vintage Wisdom for a Modern Geek'|Maya Van Wagenen|April 17, 2014|DAILY BEAST
He also was entirely oblivious of the commotion he caused—the flooded streets, the hoards of photographers, the live telecasts.Kate Middleton Wears Alexander McQueen to Prince George's Christening|Isabel Wilkinson|October 23, 2013|DAILY BEAST
Great was the commotion stirred up against him in the Jewish community of Amsterdam.Creed And Deed|Felix Adler
The crowd danced, laughed, yelled, and ran wild with commotion.Wrestling and Wrestlers:|Jacob Robinson
He calls for his attendant Herbert, who is sent to ascertain the cause of this midnight commotion.
For Mary Matchwell, at the Mills, the tidings which had thrown the town into commotion had but a solitary and a selfish interest.The House by the Church-Yard|J. Sheridan Le Fanu
The people soon learned of what had taken place, and the commotion was evident.The Wonder Island Boys: Treasures of the Island|Roger Thompson Finlay
British Dictionary definitions for commotion
Derived forms of commotioncommotional, adjective
Word Origin for commotion
Idioms and Phrases with commotion
see cause a commotion.


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Portraiture as Therapy – Dr Paul Farrand, Medical Psychologist
Conventionally, art therapy combines the disparate discipline of art and psychotherapy in treating patients with a range of psychological problems. Whilst disagreement still exists as to its theoretical assumptions, the practical emphasis is usually placed upon the art therapist in facilitating the production of art by the patient. The main aim of this process is … Continue reading Portraiture as Therapy – Dr Paul Farrand, Medical Psychologist
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Hi…This is Aishwarya and I am back with another Vlog on Breaking Stereotype. This episode covers the topic of Employment Agreement. While entering into an employment Agreement, there are certain terms and conditions that one must read and understand. Failure to do so amounts to breach of contract.
What are these terms and conditions. To know more watch the complete video.
If you like this video. Please like, share, comment and subscribe to this channel and also follow me on Facebook and Twitter:
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text: On January 29, 2018, the Georgia Supreme Court reversed the Georgia Court of Appeals and trial court, both of which had denied summary judgment to Oliver Maner client Garden City, Georgia. The City was sued for negligence related to a six year old child falling approximately twenty feet at its football stadium. Following oral argument by Mr. O'Connor, the Georgia Supreme Court ruled in favor of the City, concluding that as a matter of statutory interpretation the City was entitled to immunity under the Recreational Property Act, O.C.G.A. § 51-3-20 et seq. The Court reasoned that, even though most attendees had to pay to attend a youth football game, because "the injured party in this case was not charged a fee to use the City's property for recreational purposes, the City was shielded from liability for the party's injuries as a matter of law." THE MAYOR AND ALDERMEN OF GARDEN CITY v. HARRIS et al. Additional Party Names: Kristy Harris, No. S17G0692, 2018 WL 575988, at *1 (Ga. Jan. 29, 2018)


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