02-AREAS

02-AREAS

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SPA Mode | Remix
SPA Mode | Remix
From the beginning, Remix's opinion has always been that you own your server architecture. This is why Remix is built on top of the Web Fetch API and can run on any modern runtime via built-in or community-provided adapters. While we believe that having a server provides the best UX/Performance/SEO/etc. for most apps, it is also undeniable that there exist plenty of valid use cases for a Single Page Application in the real world:
SPA Mode is basically what you'd get if you had your own React Router + Vite setup using createBrowserRouter/RouterProvider, but along with some extra Remix goodies: File-based routing (or config-based via routes()) Automatic route-based code-splitting via route.lazy <Link prefetch> support to eagerly prefetch route modules <head> management via Remix <Meta>/<Links> APIs SPA Mode tells Remix that you do not plan on running a Remix server at runtime and that you wish to generate a static index.html file at build time and you will only use Client Data APIs for data loading and mutations. The index.html is generated from the HydrateFallback component in your root.tsx route. The initial "render" to generate the index.html will not include any routes deeper than root. This ensures that the index.html file can be served/hydrated for paths beyond / (i.e., /about) if you configure your CDN/server to do so.
·remix.run·
SPA Mode | Remix
Smarter Single Page Application with a REST API
Smarter Single Page Application with a REST API
How can you build a Single Page Application with a REST API that doesn't have a ton of business logic in the client? Use Hypermedia!
When the Browser is the client consuming HTML, it understands how to render HTML. HTML has a specification. The browser understands how to handle a <form> tag or a <button>. It was driven by the HTML at runtime.
How can you build a smarter Single Page Application with a REST API? The concepts have been since the beginning of the web, yet have somehow lost their way in modern REST API that drives a Single Page Application or Mobile Applications. Here’s how to guide clients based on state by moving more information from design time to runtime.
State If you’re developing more than a CRUD application, you’re likely going to be driven by the state of the system. Apps that have Task Based UIs (hint: go read my post on Decomposing CRUD to Task Based UIs) are guiding users down a path of actions they can perform based on the state of the system. The example throughout this post is the concept of a Product in a warehouse. If we have a tasks that let’s someone mark a Product as no longer being available for sale or it being available for sale, these tasks can be driven by the state of the Product. If the given UI task is “Mark as Available” then the Product must be currently unavailable and we have a quantity on hand that’s greater than zero
History of Clients Taking a step back a bit, web apps were developed initially with just plain HTML (over 20 years ago for me). In its most basic form, a static HTML page contained a <form> that the browser rendered for the user to fill out and submit. The form’s action would point to a URI usually to a script, often written in Perl, in the cgi-bin folder on the webserver. The script would take the form data (sent via POST from the browser) and insert it into a database, send an email, or whatever the required behavior was. As web apps progressed, instead of the HTML being in a static file, it was dynamically created by the server. But it was still just plain HTML. The browser was the client. HTML was the content it’s consuming.
Modern Clients As web apps progressed with AJAX (XMLHttpRequest) instead of using HTML forms, Javascript was used to send the HTTP request. The browsers turned more into the Host of the application which was written in Javascript. Now, Javascript is the client. JSON is the content it’s consuming.
Runtime vs Design Time When the Browser is the client consuming HTML, it understands how to render HTML. HTML has a specification. The browser understands how to handle a <form> tag or a <button>. It was driven by the HTML at runtime.
In modern SPAs consuming JSON, the data itself is unstructured. Each client has to be created uniquely based on the content it receives. This has to be developed at design time when creating the javascript client.
When developing a SPA, you may leverage something like OpenAPI to generate code to use in the SPA/clients to make the HTTP calls to the server. But you must understand as a developer, at design time (when developing) when to make a call to the server.
To use my earlier example of making a product available for sale, if you were developing a server-side rendered HTML web app, you wouldn’t return the form apart of the HTML if the product couldn’t be made available. You would do this because on the server you have the state of the product (fetched from the database). If you’re creating a SPA, you’re likely putting that same logic in your client so you can conditionally show UI elements. It wouldn’t be a great experience for the user to be able to perform an action, then see an error message because the server/api threw a 400 because the product is not in a state to allow it to be available.
Hypermedia Hypermedia is what is used in HTML to tell the Browser what it can do. As I mentioned earlier, a <form> is a hypermedia control.
HTTP APIs The vast majority of modern HTTP APIs serving JSON, do not provide any information in the content (JSON) about what actions or other resources the consuming client (SPA) can take. Meaning, we provide no information at runtime. All of that has to be figured out at design time.
You will still need to know (via OpenAPI) at design time, all the information about the routes you will be calling, and their results, however, you can now have the server return JSON that can guide the client based on state.
·codeopinion.com·
Smarter Single Page Application with a REST API
Free Website Speed Test
Free Website Speed Test
Measure the speed and Core Web Vitals of your website. Find out how to make your website load faster and rank well in Google.
·debugbear.com·
Free Website Speed Test
Rectangling
Rectangling
Rectangling is the art and craft of taking a deeply nested list (often sourced from wild caught JSON or XML) and taming it into a tidy data set of rows and columns. This vignette introduces you to the main rectangling tools provided by tidyr: `unnest_longer()`, `unnest_wider()`, and `hoist()`.
·tidyr.tidyverse.org·
Rectangling
How to Wrangle JSON Data in R with jsonlite, purr and dplyr - Robot Wealth
How to Wrangle JSON Data in R with jsonlite, purr and dplyr - Robot Wealth
Working with modern APIs you will often have to wrangle with data in JSON format. This article presents some tools and recipes for working with JSON data with R in the tidyverse. We’ll use purrr::map functions to extract and transform our JSON data. And we’ll provide intuitive examples of the cross-overs and differences between purrr ... Read more
·robotwealth.com·
How to Wrangle JSON Data in R with jsonlite, purr and dplyr - Robot Wealth
R - JSON Files
R - JSON Files
R - JSON Files - JSON file stores data as text in human-readable format. Json stands for JavaScript Object Notation. R can read JSON files using the rjson package.
·tutorialspoint.com·
R - JSON Files
hendrikvanb
hendrikvanb
Working with complex, hierarchically nested JSON data in R can be a bit of a pain. In this post, I illustrate how you can convert JSON data into tidy tibbles with particular emphasis on what I’ve found to be a reasonably good, general approach for converting nested JSON into nested tibbles. I use three illustrative examples of increasing complexity to help highlight some pitfalls and build up the logic underlying the approach before applying it in the context of some real-world rock climbing competition data.
·hendrikvanb.gitlab.io·
hendrikvanb
JSON files & tidy data | The Byrd Lab
JSON files & tidy data | The Byrd Lab
My lab investigates how blood pressure can be treated more effectively. Much of that work involves the painstaking development of new concepts and research methods to move forward the state of the art. For example, our work on urinary extracellular vesicles’ mRNA as an ex vivo assay of the ligand-activated transcription factor activity of mineralocorticoid receptors is challenging, fun, and rewarding. With a lot of work from Andrea Berrido and Pradeep Gunasekaran in my lab, we have been moving the ball forward on several key projects on that front.
·byrdlab.org·
JSON files & tidy data | The Byrd Lab