From 3181422b12f7ce5158c9f8213c706d4647e72afc Mon Sep 17 00:00:00 2001 From: Gareth Burns Date: Thu, 22 Jun 2023 09:20:48 +0100 Subject: [PATCH] New Draft of blogs listings --- _site/blogs.html | 48 ++++++++++++++++----------- profile.jpg => _site/img/profile.jpg | Bin _site/index.html | 2 +- _site/posts/DeployingShiny.html | 20 +++++++---- _site/posts/img/cards.png | Bin 0 -> 15264 bytes _site/search.json | 8 ++--- blogs.qmd | 2 +- img/profile.jpg | Bin 0 -> 109070 bytes index.qmd | 2 +- posts/DeployingShiny.qmd | 23 +++++++++---- posts/img/cards.png | Bin 0 -> 15264 bytes 11 files changed, 66 insertions(+), 39 deletions(-) rename profile.jpg => _site/img/profile.jpg (100%) create mode 100755 _site/posts/img/cards.png create mode 100755 img/profile.jpg create mode 100755 posts/img/cards.png diff --git a/_site/blogs.html b/_site/blogs.html index c530c15..ef2ddca 100644 --- a/_site/blogs.html +++ b/_site/blogs.html @@ -70,9 +70,9 @@ } const options = { - valueNames: ['listing-date','listing-title','listing-author','listing-description','listing-categories',{ data: ['index'] },{ data: ['categories'] },{ data: ['listing-date-sort'] },{ data: ['listing-file-modified-sort'] }], + valueNames: ['listing-title','listing-author','listing-date','listing-image','listing-description','listing-categories',{ data: ['index'] },{ data: ['categories'] },{ data: ['listing-date-sort'] },{ data: ['listing-file-modified-sort'] }], - searchColumns: ["listing-date","listing-title","listing-author","listing-description","listing-categories"], + searchColumns: ["listing-title","listing-author","listing-date","listing-image","listing-description","listing-categories"], }; window['quarto-listings'] = window['quarto-listings'] || {}; @@ -135,7 +135,7 @@ +
Categories
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R (1)
Shiny (1)
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Blogs

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This was a simple Shiny application deployed on Shinyapps.io that highlighted some of the lessons learnt in going from desktop analysis to deploying on cloud.

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+Shiny
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-May 22, 2021 +
+This was a simple Shiny application deployed on Shinyapps.io that highlighted some of the lessons learnt in going from desktop analysis to deploying on cloud.
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Gareth Burns
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+Jun 21, 2023
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diff --git a/profile.jpg b/_site/img/profile.jpg similarity index 100% rename from profile.jpg rename to _site/img/profile.jpg diff --git a/_site/index.html b/_site/index.html index cafa354..01a664c 100644 --- a/_site/index.html +++ b/_site/index.html @@ -103,7 +103,7 @@
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diff --git a/_site/posts/DeployingShiny.html b/_site/posts/DeployingShiny.html index 8c734fb..b5dd536 100644 --- a/_site/posts/DeployingShiny.html +++ b/_site/posts/DeployingShiny.html @@ -7,7 +7,7 @@ - + Data Burns - Planning, Implementing, Developing & Deploying in Days! @@ -123,7 +123,11 @@

On this page

Planning, Implementing, Developing & Deploying in Days!

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Shiny
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Planning, Implementing, Developing & Deploying in Days!
Published
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May 22, 2021

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June 21, 2023

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Planning, Implementing, Developing & Deploying in Days!

Over 150 attendees at the PSI conference player the Exploristics Higher or Lower web app - and didn’t they all do well!? I was delighted to see the game generated so much interest, many people expressed an interest in the how we deployed the app on the cloud and that’s the motivation for this blog. This app is a microcosm of developing and deploying a Statistical Shiny app on the cloud. This blog is aimed at people who are experienced in developing desktop R scripts and have a desire to take the next step to create a Shiny app and deploy on the cloud.

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The premise of our app was simply to act as a hook to encourage attendees to visit the Exploristics stand and learn more about the products and services we offer. The challenge was to gather requirements, design, develop, implement, test and deploy an application that was a simple game in only a few days!

The Higher of Lower game is based on the classic card game: an initial card is drawn from a standard deck of cards. Another card is then drawn from the deck and the player must guess if this drawn card will be of higher or lower value than the initial card. From a statistical perspective this is quite a simple process – random sampling without replacement of the deck and a logic-based approach of the guess. Although the statistical method and issues faced may seem trivial, they provide tangible examples of many of common issues faced and I attempt to generalize the solutions. When you attempt to deploy more complex statistical models it’ll be easier to identify the issues you’re facing, how to debug your code and solver your problems.

At Exploristics we use Shiny apps to provide dynamic and interactive visualization tools to enable clients to interpret the complex multi-dimensional data or models generated by KerusCloud. At the Jumping Rivers Shiny in Production conference, I spoke about the experiences and technology to create robust enterprise grade Shiny applications. However, the remit for the Higher or Lower application was very different from how we usually develop software – this was to be a one-off application to be used at the PSI conference and we only had a couple of days for development. This mean that many of our usual processes needed to be accelerated and we had to accept some trade-offs.

Although we have experience in developing Shiny apps using a new technology such as Shinyapps.io usually leads to unexpected changes that take time to resolve. The time frame was extremely short to deal with any technology issues and  address any feedback from stakeholders. However, as our preliminary research into Shinyapps.io looked promising we decided to have a go!.

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“If I have seen further than others, it is by standing upon the shoulders of giants.”

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If I have seen further than others, it is by standing upon the shoulders of giants.

Isaac Newton

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R and Shiny are open source and supported by a vibrant and passionate community of individuals. Without the years of effort and innovation from these individuals I would not have been able to deliver the app within our timescales. Any difficulty I faced on my part is not a criticism of these individuals but rather my experience under extremely tight time constraints that resulted in a limited amount of time to research appropriate solutions.  

How should I structure my code?

There are multiple ways to structure the files of a Shiny application and deciding which is the best often comes with experience or researching the best approach based upon your use case. I’d previously had the privilege of presenting along with Colin Fay at the Jumping Rivers Shiny in Production Conference and have read his book Engineering Production Grade Shiny apps but had never formally used the golem 📦. This provided me an opportunity to test out this framework and bring any lessons learnt into other Shiny apps.

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Using the golem 📦 package for the first time was a delight, it created much of the boiler plate code for the application, provided functions to carry out common tasks and laid out the process in a systematic order to follow. This enforced good practice such as modularization of code and enabled me to rapidly write production quality code. I’ve previously developed production grade Shiny apps and was already very familiar concepts such as Shiny modules. I’d really recommend reading Colins book as it articulates and conceptualizes many of the issues I have faced. My biggest take home message from the book is – “Don’t jump straight into coding!”

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Using the golem 📦 package for the first time was a delight, it created much of the boiler plate code for the application, provided functions to carry out common tasks and laid out the process in a systematic order to follow. This enforced good practice such as modularization of code and enabled me to rapidly write production quality code. I’ve previously developed production grade Shiny apps and was already very familiar concepts such as Shiny modules. I’d really recommend reading Colin’s book as it articulates and conceptualizes many of the issues I have faced. My biggest take home message from the book is – “Don’t jump straight into coding!”

How do I store and retrieve data?

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Shiny apps are transient by design and sessions don’t persist.  This means that all information is lost between using the app. Therefore, if you wish to store information that the app needs to access in the future or provide a central data store you need to provide your own persistent data storage. There’s a great article on Posit for doing providing persistent data storage. For someone used to working on a desktop computer this is an unusual concept as you always have access to your hard-drive and by in large don’t need to worry about access.

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Shiny apps are transient by design and sessions don’t persist. This means that all information is lost between using the app. Therefore, if you wish to store information that the app needs to access in the future or provide a central data store you need to provide your own persistent data storage. There’s a great article on Posit for doing providing persistent data storage. For someone used to working on a desktop computer this is an unusual concept as you always have access to your hard-drive and by in large don’t need to worry about access.

Usually, we use AWS S3 as our storage solution, but we didn’t want set up and manage access credentials for a one off project so decided to use Googlesheets as it was well documented and the package was actively developed. Whilst we got this to work locally, we could not get the authorization to work on Shinyapps.io and so decided to use rdrop2 📦 instead.

The rdrop2 📦 has no maintainer on CRAN so we had some initial reservations and we had to write some custom functionality to have refresh-able credentials. This cost us over a day’s development time which in the timescales of our project was huge!

Going forward we will assess the Pins 📦 or use AWS S3, though the AWS solutions is not be suitable for people wanting to avoid a paid for service, although it has a free tier with limited usage.

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I was delighted to see the game generated so much interest, many people expressed an interest in the how we deployed the app on the cloud and that’s the motivation for this blog. This app is a microcosm of developing and deploying a Statistical Shiny app on the cloud. This blog is aimed at people who are experienced in developing desktop R scripts and have a desire to take the next step to create a Shiny app and deploy on the cloud.\nThe premise of our app was simply to act as a hook to encourage attendees to visit the Exploristics stand and learn more about the products and services we offer. The challenge was to gather requirements, design, develop, implement, test and deploy an application that was a simple game in only a few days!\nThe Higher of Lower game is based on the classic card game: an initial card is drawn from a standard deck of cards. Another card is then drawn from the deck and the player must guess if this drawn card will be of higher or lower value than the initial card. From a statistical perspective this is quite a simple process – random sampling without replacement of the deck and a logic-based approach of the guess. Although the statistical method and issues faced may seem trivial, they provide tangible examples of many of common issues faced and I attempt to generalize the solutions. When you attempt to deploy more complex statistical models it’ll be easier to identify the issues you’re facing, how to debug your code and solver your problems.\nAt Exploristics we use Shiny apps to provide dynamic and interactive visualization tools to enable clients to interpret the complex multi-dimensional data or models generated by KerusCloud. At the Jumping Rivers Shiny in Production conference, I spoke about the experiences and technology to create robust enterprise grade Shiny applications. However, the remit for the Higher or Lower application was very different from how we usually develop software – this was to be a one-off application to be used at the PSI conference and we only had a couple of days for development. This mean that many of our usual processes needed to be accelerated and we had to accept some trade-offs.\nAlthough we have experience in developing Shiny apps using a new technology such as Shinyapps.io usually leads to unexpected changes that take time to resolve. The time frame was extremely short to deal with any technology issues and  address any feedback from stakeholders. However, as our preliminary research into Shinyapps.io looked promising we decided to have a go!.\n“If I have seen further than others, it is by standing upon the shoulders of giants.”\nIsaac Newton\nR and Shiny are open source and supported by a vibrant and passionate community of individuals. Without the years of effort and innovation from these individuals I would not have been able to deliver the app within our timescales. Any difficulty I faced on my part is not a criticism of these individuals but rather my experience under extremely tight time constraints that resulted in a limited amount of time to research appropriate solutions." + "text": "Over 150 attendees at the PSI conference player the Exploristics Higher or Lower web app - and didn’t they all do well!? I was delighted to see the game generated so much interest, many people expressed an interest in the how we deployed the app on the cloud and that’s the motivation for this blog. This app is a microcosm of developing and deploying a Statistical Shiny app on the cloud. This blog is aimed at people who are experienced in developing desktop R scripts and have a desire to take the next step to create a Shiny app and deploy on the cloud.\nThe premise of our app was simply to act as a hook to encourage attendees to visit the Exploristics stand and learn more about the products and services we offer. The challenge was to gather requirements, design, develop, implement, test and deploy an application that was a simple game in only a few days!\nThe Higher of Lower game is based on the classic card game: an initial card is drawn from a standard deck of cards. Another card is then drawn from the deck and the player must guess if this drawn card will be of higher or lower value than the initial card. From a statistical perspective this is quite a simple process – random sampling without replacement of the deck and a logic-based approach of the guess. Although the statistical method and issues faced may seem trivial, they provide tangible examples of many of common issues faced and I attempt to generalize the solutions. When you attempt to deploy more complex statistical models it’ll be easier to identify the issues you’re facing, how to debug your code and solver your problems.\nAt Exploristics we use Shiny apps to provide dynamic and interactive visualization tools to enable clients to interpret the complex multi-dimensional data or models generated by KerusCloud. At the Jumping Rivers Shiny in Production conference, I spoke about the experiences and technology to create robust enterprise grade Shiny applications. However, the remit for the Higher or Lower application was very different from how we usually develop software – this was to be a one-off application to be used at the PSI conference and we only had a couple of days for development. This mean that many of our usual processes needed to be accelerated and we had to accept some trade-offs.\nAlthough we have experience in developing Shiny apps using a new technology such as Shinyapps.io usually leads to unexpected changes that take time to resolve. The time frame was extremely short to deal with any technology issues and  address any feedback from stakeholders. However, as our preliminary research into Shinyapps.io looked promising we decided to have a go!.\nR and Shiny are open source and supported by a vibrant and passionate community of individuals. Without the years of effort and innovation from these individuals I would not have been able to deliver the app within our timescales. Any difficulty I faced on my part is not a criticism of these individuals but rather my experience under extremely tight time constraints that resulted in a limited amount of time to research appropriate solutions." }, { "objectID": "posts/DeployingShiny.html#how-should-i-structure-my-code", "href": "posts/DeployingShiny.html#how-should-i-structure-my-code", "title": "Planning, Implementing, Developing & Deploying in Days!", "section": "How should I structure my code?", - "text": "How should I structure my code?\nThere are multiple ways to structure the files of a Shiny application and deciding which is the best often comes with experience or researching the best approach based upon your use case. I’d previously had the privilege of presenting along with Colin Fay at the Jumping Rivers Shiny in Production Conference and have read his book Engineering Production Grade Shiny apps but had never formally used the golem 📦. This provided me an opportunity to test out this framework and bring any lessons learnt into other Shiny apps.\nUsing the golem 📦 package for the first time was a delight, it created much of the boiler plate code for the application, provided functions to carry out common tasks and laid out the process in a systematic order to follow. This enforced good practice such as modularization of code and enabled me to rapidly write production quality code. I’ve previously developed production grade Shiny apps and was already very familiar concepts such as Shiny modules. I’d really recommend reading Colins book as it articulates and conceptualizes many of the issues I have faced. My biggest take home message from the book is – “Don’t jump straight into coding!”" + "text": "How should I structure my code?\nThere are multiple ways to structure the files of a Shiny application and deciding which is the best often comes with experience or researching the best approach based upon your use case. I’d previously had the privilege of presenting along with Colin Fay at the Jumping Rivers Shiny in Production Conference and have read his book Engineering Production Grade Shiny apps but had never formally used the golem 📦. This provided me an opportunity to test out this framework and bring any lessons learnt into other Shiny apps.\nUsing the golem 📦 package for the first time was a delight, it created much of the boiler plate code for the application, provided functions to carry out common tasks and laid out the process in a systematic order to follow. This enforced good practice such as modularization of code and enabled me to rapidly write production quality code. I’ve previously developed production grade Shiny apps and was already very familiar concepts such as Shiny modules. I’d really recommend reading Colin’s book as it articulates and conceptualizes many of the issues I have faced. My biggest take home message from the book is – “Don’t jump straight into coding!”" }, { "objectID": "posts/DeployingShiny.html#how-do-i-store-and-retrieve-data", "href": "posts/DeployingShiny.html#how-do-i-store-and-retrieve-data", "title": "Planning, Implementing, Developing & Deploying in Days!", "section": "How do I store and retrieve data?", - "text": "How do I store and retrieve data?\nShiny apps are transient by design and sessions don’t persist.  This means that all information is lost between using the app. Therefore, if you wish to store information that the app needs to access in the future or provide a central data store you need to provide your own persistent data storage. There’s a great article on Posit for doing providing persistent data storage. For someone used to working on a desktop computer this is an unusual concept as you always have access to your hard-drive and by in large don’t need to worry about access.\nUsually, we use AWS S3 as our storage solution, but we didn’t want set up and manage access credentials for a one off project so decided to use Googlesheets as it was well documented and the package was actively developed. Whilst we got this to work locally, we could not get the authorization to work on Shinyapps.io and so decided to use rdrop2 📦 instead.\nThe rdrop2 📦 has no maintainer on CRAN so we had some initial reservations and we had to write some custom functionality to have refresh-able credentials. This cost us over a day’s development time which in the timescales of our project was huge!\nGoing forward we will assess the Pins 📦 or use AWS S3, though the AWS solutions is not be suitable for people wanting to avoid a paid for service, although it has a free tier with limited usage." + "text": "How do I store and retrieve data?\nShiny apps are transient by design and sessions don’t persist. This means that all information is lost between using the app. Therefore, if you wish to store information that the app needs to access in the future or provide a central data store you need to provide your own persistent data storage. There’s a great article on Posit for doing providing persistent data storage. For someone used to working on a desktop computer this is an unusual concept as you always have access to your hard-drive and by in large don’t need to worry about access.\nUsually, we use AWS S3 as our storage solution, but we didn’t want set up and manage access credentials for a one off project so decided to use Googlesheets as it was well documented and the package was actively developed. Whilst we got this to work locally, we could not get the authorization to work on Shinyapps.io and so decided to use rdrop2 📦 instead.\nThe rdrop2 📦 has no maintainer on CRAN so we had some initial reservations and we had to write some custom functionality to have refresh-able credentials. This cost us over a day’s development time which in the timescales of our project was huge!\nGoing forward we will assess the Pins 📦 or use AWS S3, though the AWS solutions is not be suitable for people wanting to avoid a paid for service, although it has a free tier with limited usage." }, { "objectID": "posts/DeployingShiny.html#failure-to-build.what-do-you-mean", @@ -102,6 +102,6 @@ "href": "blogs.html", "title": "Blogs", "section": "", - "text": "Planning, Implementing, Developing & Deploying in Days!\n\n\n\n\n\nThis was a simple Shiny application deployed on Shinyapps.io that highlighted some of the lessons learnt in going from desktop analysis to deploying on cloud.\n\n\n\n\n\n\nMay 22, 2021\n\n\nGareth Burns\n\n\n\n\n\n\nNo matching items" + "text": "Planning, Implementing, Developing & Deploying in Days!\n\n\n\nR\n\n\nShiny\n\n\n\nThis was a simple Shiny application deployed on Shinyapps.io that highlighted some of the lessons learnt in going from desktop analysis to deploying on cloud.\n\n\n\nGareth Burns\n\n\nJun 21, 2023\n\n\n\n\n\n\n\n\nNo matching items" } ] \ No newline at end of file diff --git a/blogs.qmd b/blogs.qmd index 64fa1c8..38b819d 100644 --- a/blogs.qmd +++ b/blogs.qmd @@ -3,6 +3,6 @@ title: "Blogs" listing: contents: posts sort: "date desc" - type: default + type: grid categories: true --- diff --git a/img/profile.jpg b/img/profile.jpg new file mode 100755 index 0000000000000000000000000000000000000000..8c5c796b753852f9c2c7c11547a82fe59d11db31 GIT binary patch literal 109070 zcmb4pgL5X&_jU5b*;pHGY}-$4+uYdRI2+rxZ5tb#Pi)&xHp#yEe5-zcz6DAM9m;$Yz5U|`^11?=BCm1g6OM&lYjwG!68t={|$ou`0^79{0m_J2XHXJmyggeuy9{y-2Y7f z;s2~(!~bXgw+4m)@ii0$0_CggNmL_tejyAWMVJOnSO^Ld12#cetW1$ejEY(^K)nDH zD;aJ|h@MzZh)x6~M5+ykVd$ldgBXlaFsGC>6=2lr+B_o$3QUTvWgl#8hk=|Cl*k!6 z8NE;O6jERcU6eYge|zKmg>1o-L;1ap=H}>cdMr%s^%=i6p)el5YwXF80f*4TM(9MH zkNp0jxR0(vV&-F!`B>!H3377i!mP%`Lr=wk0sk3qw71rvlRsB{xi&NREovNU`5eHL zl!aY0axOwuG)tTs71vn}up7Pun+F3%B2Gy}5)vmEft%G}MI=SUe(5J&QVMTH10W(M 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z!Ay7bGdP9ZF?c!u05E0W71fkce!!05#k_M6Re_Ai0QE9l2rk!_;aKF4QsSVchziYB zvGFL#H*YXYI19YYMGVeX<~&utXP9y3U!g3ZbhsUK9NKaH#Ks`UF^w7>0!mYW1$ZS~ zb!p{@C~`KH;1x?${DuL09RPbaz^Zn+O|=Mj1i%4NFHUbRxCY#sv{F z;o^wFZ-9oNDpV%!1+CPz-Muo`I^rZ!(Ne}W7OZh{_VDf^RI?k73{frK2;Bv*Q3Q1B z%-*5y6&01$Hghlu1!ZLAj6oog>YBbLKtaO-25yAe7u8p`;-f9~Gm+f9uvHsooX#?F zNlXiBW?Cs#K7y>7A%sB`DxRi1HrK^}QDug)rpNfhowzpzEM77}C}H%jXba&5aP#vW zj}!Dt6U + + + The premise of our app was simply to act as a hook to encourage attendees to visit the [Exploristics](https://exploristics.com/) stand and learn more about the products and services we offer. The challenge was to gather requirements, design, develop, implement, test and deploy an application that was a simple game in **only a few days!** The Higher of Lower game is based on the classic card game: an initial card is drawn from a standard deck of cards. Another card is then drawn from the deck and the player must guess if this drawn card will be of higher or lower value than the initial card. From a statistical perspective this is quite a simple process -- random sampling without replacement of the deck and a logic-based approach of the guess. Although the statistical method and issues faced may seem trivial, they provide tangible examples of many of common issues faced and I attempt to generalize the solutions. When you attempt to deploy more complex statistical models it'll be easier to identify the issues you're facing, how to debug your code and solver your problems. @@ -17,9 +28,9 @@ At [Exploristics](https://exploristics.com/) we use Shiny apps to provide dynami Although we have experience in developing Shiny apps using a new technology such as [Shinyapps.io](https://www.shinyapps.io/) usually leads to unexpected changes that take time to resolve. The time frame was extremely short to deal with any technology issues and  address any feedback from stakeholders. However, as our preliminary research into [Shinyapps.io](https://www.shinyapps.io/) looked promising we decided to have a go!. -"If I have seen further than others, it is by standing upon the shoulders of giants." - -Isaac Newton +> *If I have seen further than others, it is by standing upon the shoulders of giants.* +> +> Isaac Newton R and Shiny are open source and supported by a vibrant and passionate community of individuals. Without the years of effort and innovation from these individuals I would not have been able to deliver the app within our timescales. Any difficulty I faced on my part is not a criticism of these individuals but rather my experience under extremely tight time constraints that resulted in a limited amount of time to research appropriate solutions.   @@ -27,11 +38,11 @@ R and Shiny are open source and supported by a vibrant and passionate community There are multiple ways to structure the files of a Shiny application and deciding which is the best often comes with experience or researching the best approach based upon your use case. I'd previously had the privilege of presenting along with Colin Fay at the Jumping Rivers Shiny in Production Conference and have read his book Engineering Production Grade Shiny apps but had never formally used the [golem](https://engineering-shiny.org/golem.html) 📦. This provided me an opportunity to test out this framework and bring any lessons learnt into other Shiny apps. -Using the [golem](https://engineering-shiny.org/golem.html) 📦 package for the first time was a delight, it created much of the boiler plate code for the application, provided functions to carry out common tasks and laid out the process in a systematic order to follow. This enforced good practice such as modularization of code and enabled me to rapidly write production quality code. I've previously developed production grade Shiny apps and was already very familiar concepts such as Shiny modules. I'd really recommend reading Colins book as it articulates and conceptualizes many of the issues I have faced. My biggest take home message from the book is -- "**Don't jump straight into coding!**" +Using the [golem](https://engineering-shiny.org/golem.html) 📦 package for the first time was a delight, it created much of the boiler plate code for the application, provided functions to carry out common tasks and laid out the process in a systematic order to follow. This enforced good practice such as modularization of code and enabled me to rapidly write production quality code. I've previously developed production grade Shiny apps and was already very familiar concepts such as Shiny modules. I'd really recommend reading Colin's book as it articulates and conceptualizes many of the issues I have faced. My biggest take home message from the book is -- "**Don't jump straight into coding!**" ## How do I store and retrieve data? -Shiny apps are transient by design and sessions don't persist.  This means that all information is lost between using the app. Therefore, if you wish to store information that the app needs to access in the future or provide a central data store you need to provide your own persistent data storage. There's a great article on Posit for doing providing [persistent data storage](https://shiny.posit.co/r/articles/build/persistent-data-storage/). For someone used to working on a desktop computer this is an unusual concept as you always have access to your hard-drive and by in large don't need to worry about access. +Shiny apps are transient by design and sessions don't persist. This means that all information is lost between using the app. Therefore, if you wish to store information that the app needs to access in the future or provide a central data store you need to provide your own persistent data storage. There's a great article on Posit for doing providing [persistent data storage](https://shiny.posit.co/r/articles/build/persistent-data-storage/). For someone used to working on a desktop computer this is an unusual concept as you always have access to your hard-drive and by in large don't need to worry about access. Usually, we use AWS S3 as our storage solution, but we didn't want set up and manage access credentials for a one off project so decided to use Googlesheets as it was well documented and the package was actively developed. Whilst we got this to work locally, we could not get the authorization to work on [Shinyapps.io](https://www.shinyapps.io/) and so decided to use [rdrop2](https://cran.r-project.org/web/packages/rdrop2/rdrop2.pdf) 📦 instead. diff --git a/posts/img/cards.png b/posts/img/cards.png new file mode 100755 index 0000000000000000000000000000000000000000..29bd248a10075b49ad752277fe58ef9cf7dbf8f2 GIT binary patch literal 15264 zcmb_jRahNOl*HW$?jg9lyA#~q-CcrvAh^4`y9L6_5tp9`G%RE z?$hT~)v1nDQjkJMz()WB14EXP7FPj2r+}XqI0)c(q*^F8@B!|sA|(n|J4tv9e1WnQ zkrx32YluU9HHHSh!#hc9yMlqC^#A(-A9gG^0|VpZkP#PA^D;Qkfz|u8_%NK*GxE3i zDe>{S;TF)a*i*~V z|9+fJnm5s(U7THv({K3-`96)W>4)cZ_wYPs`&@QBCZV#ktBF*_g!5Xp%qYRuaN?ij z&r6CCHLqBehiDKWyHDE`6`<(Yv(NqiT+}z`alJE`nVC5{I!cS50Q$xIghC?ZAN^|< z92VTh=jqB=M5H%~N|Be3&kzGy@AiDP?Q)|#WD}IdQ~b9+}m&Aq=-SRca{nLI#4og*R$ zpb=}M;kk12UP#+PJP!WtL-nnkw~gcAY%R<>o_zcJxZNR21qrP(_ptM9nA)TnhudLt zR*vJ4%pW8%y>nI_}RLaG-^5P?H$FxEjoLsUxouA?QV%@_HQa`Zj+rc=V8>`+iK;eckOg=NQ0ZD^*P7Q zL`xjJiT?uE*Up2di)1vSX>{9?JLEZ|WN9BsaDTAKBxB#{@1N_zM)WY*g)B33(Pnq@ z%X>6EeSHRAd}_2hPTMRF6%{gsub#4X{4_)!(vI66i-Dq=o87yX)rQ#G*~tq=7HMQf zn7d=tk@|+0?Otiu#6MG33@wN?+` zS#*O^ozkkuO}66oMu0VHyHpjkx3BW5?s!inY;g5cN`Ek9 zY-mJ^)$sr|by!wL%~$F2OzRZNDm0At9ciO!W%(K_?~?lCS*|aXYVvK;DXK_eeSv}f zDvid=+R#UZ+1$LW^A9~ALHSBDj(Wd*@pL}B{UHE$kB#*&mkYUx{qUF5#mqWR4t33i zJu~d(iLcZ1w{6X9Xt-{A+5(aWH2mzJ_ybj52htRIN_W2r-oFY<9>Cu{YfanihJUrcU7r;ZU>%_{OS@E7k5rnCP7G5m zVaA%UQm?V1xR=HoRFdF;A#_cptCW&u8zXOUd3rXNn;t|I=maC>hOX$H3V08Z^>TVR z({}p;heq+VJ3p_U#>Cay%4r(b=D1l~S*ftuwP?D{J8RwBDEn@@Cn_l$5t|54#6VD) zk6%%Y&QOF)S%!f^g6scDjeP62%1W~LT$(O?#4}|~tOFuhs%cbgU;XntjV4kUBvuTy zd5IHG-T5CHsy%lTddr$2K`@vaPKWln(tNaPW}n%mz1_^+UH7}4WcI>n$}f1hRHA<6 z^>duYe`M|7yv$>yi{M9Kb}_N$aFsA+Pom*V>00hgQ#cBT2`dzod_qnz#s92d>73-1x>%-OnpKNuLRCJh1xwQ9X?5;!kR4wimSW=2htPav9JIW z`4KwIM#-U5MHT0QJxU$r(lW(%SdLjndGSYT6hortWOAa;^>)9{ouPHhedt$vp|>u% z85Y~(&5Jb#%`?K=;=Pbv3skFQO&)*s=9O)0+!(CpIidQdhJf&M9$N5b9WpEm+~e|laLudQ^r9@gr0Kp2pI3mW|CS?93c<^6D$;rBPr$J;TTS73b6@iFuM z{$^B}wA7t|U?<7O4HN=A^#@WIc+ zIygaI%Zt>bC6|!vk?G_mzWt{6bTi1#t z0^gRVrI|dZn7vmU1f12Z#MkeIkZK;%PNo4mxHl$Udg0D-ZXfUqRj{9Vi(?N!PYh z65mIUW#m)HsT9#1pk^?ql~auKK06!dKR}1o>+-su$l^LGM%32Umb0Hu47O6T_5_*o zIqwV{&z7B@oPhepO8CJlf=Wfar)}C=9|UnhBSk_axqOC(dU~DCvqAM&{6Zgk?)F1) z74gcf#+jYh{$mK1&{(qG4rTL{fw?wGuA_f$R}ydoY=VzzdG?(w+w8$bBpitOd|y!} zU4KV?EhiMRrbzzDu(XZiG_dYUmAuMhHcXj~&&2{=$RB?Y9OhGJ&=Fnx-PmGC4R@jK zml^zRd+ATYpMluOMD7VWImoS9RSQwh(j;<`hWZO_oNMGh>j@7==)2gx(QIes5m#>)cNAz-Dhj-btP#S8py%nJ2#=rm{X^_2G4k z!DzYH-p^DbhTg~TY@p3l&in>{!1j4&pP64EVTC)u<6N}P#p&by4HlI+9}|0fdz+L) zN=k}59Fm5HraBuls6PR%aO0OBff+0@K`tpI60w%lv_QM(6;-##@D;e8VtvA5onc*d zb*KeVrdK=48os908VQ+!eH0^40Z!FbRX+?)Ay#Dh z{XXMvp$Eg|CqUc6rXr=>KnG(yC9SOJpd%5(SP{MBl%M}8`3m4;C!%Q*J%kIC?xGLj zs7;Hmv$m&nmnt6JVl1&YNYsc>oKt)X;UCt5Y#fXYHV0>JJSEeCpnj2pLEi9dB|+B( zN-L)c2G!oY+iO1G@_a&l6s@N4iW+Fd^x>G8ahSQjU~LSdiEkYQdII*h2NRHCz)tFA zQNtxXHFk!96?o&1PESv_2DMqlc=;)n(Cv9`fhIIccG zLvUvT+fZ{zv7}bDot^mpKTNNUZpLfS-XCQJZt4uBT5nGBgIp0a_wIMt zcJ|}-dD~{NUS(zF^m7ENx3{;_&i;Pbq_!~m_t;L*#>28@UhgH3>p{LsLf{eZX)`2p z!DrvV-VjMN9kJ>PXx$$MXpr^!0*UbquKqDQOfIRw zZ2J5p?Xlr*yNYBz7~dXRDWAmzTm*Fu9Y#Dc@)JdQ5O;YxJKMyK!Px8W2>qu9h}rjk zUQ=)TFo9f3Sh%5~;V7HK3uG>oPX=j-ypfunjnqR<{?l{dI~2ET000M`Zl-^`+)r+S z3zEI^_>OEDx^y7)K}-?*PbGf&u9+3=+FEIQ;d|H>sk%U0E;-&XmdVDHv@BaGWpg~( z(SDiE?HvV`t3r4f+M`}TXC#EVY|anl13aZ0Wj;4wa|gro}K_5G?)6zzxH6T zDz4Dj*eEQFW?gu@QK(EGE-x!PIyDs$f=s}fkMkYO*SmTarOV6M5(doZ3d9l04EM{a zUZv{*_6qzxb!v%`10Z!40a;?<$!et1vhsYAk~DHUK|HQ#vH#HQXqelx{YSExQ(#J5 zGKz!!KCWt7qDiOKRZ+|9hY+F%RO3m?OCUHWP@ zyJ>#iML*|OuCz8mGbY_O&D=H*!1op9*cGN|LYscWp(9nj2NNw*jV)tfA+Y=3B(G}` zJ#gjqD)KR&4%`<#)6yb}!{3gMUR~FUR)g8ZL6BW}O`G7A+lz()&|$`tF)=a7gh@F! 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