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  1. Is the tidymodels package `infer` mostly abandoned at this point? At one point I thought it would accumulate a larger corpus of tests, or develop an API for other pkgs to extend it, but it has seemed pretty frozen. Also, I was reminded by some recent GH issues that it's bootstrapping implementation is flawed in some annoying ways that make it seem more like a purely pedagogical tool than a real analysis too. #rstats #tidymodels #tidyverse

  2. Is the tidymodels package `infer` mostly abandoned at this point? At one point I thought it would accumulate a larger corpus of tests, or develop an API for other pkgs to extend it, but it has seemed pretty frozen. Also, I was reminded by some recent GH issues that it's bootstrapping implementation is flawed in some annoying ways that make it seem more like a purely pedagogical tool than a real analysis too. #rstats #tidymodels #tidyverse

  3. [CLOSED] One factor that may contribute to the problem is #R not having a #ReleaseFile. When I run this command:
    sudo apt update

    I get this error notification:

    E: The repository ‘cloud.r-project.org/bin/linux/ zena-cran40/ Release’ does not have a Release file.
    N: Updating from such a repository can’t be done securely, and is therefore disabled by default.
    N: See apt-secure(8) manpage for repository creation and user configuration details.

    I have not been able to resolve that issue either. Can anyone help me establish a release file for R and get #tidyverse and other libraries installed? #LinuxMint #Linux #RStats 3/3

  4. One factor that may contribute to the problem is #R not having a #ReleaseFile. When I run this command:
    sudo apt update

    I get this error notification:

    E: The repository ‘cloud.r-project.org/bin/linux/ zena-cran40/ Release’ does not have a Release file.
    N: Updating from such a repository can’t be done securely, and is therefore disabled by default.
    N: See apt-secure(8) manpage for repository creation and user configuration details.

    I have not been able to resolve that issue either. Can anyone help me establish a release file for R and get #tidyverse and other libraries installed? #LinuxMint #Linux #RStats 3/3

  5. [CLOSED] I looked at additional-repositories.list in etc/apt/sources.list.d. It includes the following:

    # deb cloud.r-project.org/bin/linux/ xia-cran40/
    deb [arch=amd64] download.docker.com/linux/ubun jammy stable
    deb cloud.r-project.org/bin/linux/ zena-cran40/
    # deb cloud.r-project.org/bin/linux/ focal-cran40/

    I added marutter-rrutter4_0-noble.list to the same directory. (#noble is the release code for the #Ubuntu version that my #Mint distro is based on.) That file reads as follows:

    deb [signed-by=/etc/apt/keyrings/marutter-rrutter4_0-noble.gpg] ppa.launchpadcontent.net/marut noble main

    #LinuxMint #Linux #RStats #R #tidyverse 2/3

  6. I looked at additional-repositories.list in etc/apt/sources.list.d. It includes the following:

    # deb cloud.r-project.org/bin/linux/ xia-cran40/
    deb [arch=amd64] download.docker.com/linux/ubun jammy stable
    deb cloud.r-project.org/bin/linux/ zena-cran40/
    # deb cloud.r-project.org/bin/linux/ focal-cran40/

    I added marutter-rrutter4_0-noble.list to the same directory. (#noble is the release code for the #Ubuntu version that my #Mint distro is based on.) That file reads as follows:

    deb [signed-by=/etc/apt/keyrings/marutter-rrutter4_0-noble.gpg] ppa.launchpadcontent.net/marut noble main

    #LinuxMint #Linux #RStats #R #tidyverse 2/3

  7. [CLOSED] I’m seeking guidance from people familiar with #LinuxMint and #RStats. After updating #R, I’m missing some of my libraries, including #tidyverse. When I try to install them, I got a non-zero exist status.

    My #Mint version is 22.3 #Zena. I ran this command to install dependencies:
    sudo apt install libcurl4-openssl-dev libssl-dev libxml2-dev

    I also added the directory for R 4.6 to PATH. #Linux 1/3

  8. [CLOSED] I’m seeking guidance from people familiar with #LinuxMint and #RStats. After updating #R, I’m missing some of my libraries, including #tidyverse. When I try to install them, I got a non-zero exist status.

    My #Mint version is 22.3 #Zena. I ran this command to install dependencies:
    sudo apt install libcurl4-openssl-dev libssl-dev libxml2-dev

    I also added the directory for R 4.6 to PATH. #Linux 1/3

  9. Does urban greenery yield microclimatic cooling? Spatial analysis of Calgary (Summer 2025) shows a non-linear NDVI vs LST response.

    🛠 Stack: Google Earth Engine (Landsat 8/9, Sentinel-2) + R (terra, tidyverse).

    📊 Key Findings:
    🔹 Cooling Deficit (NDVI < 0.34): LST stays trapped at 35–36°C. Heat stress overrides evapotranspiration; saplings & isolated lawns fail to cool.
    🔹 Tipping Point (NDVI > 0.34): Cooling begins above 0.34. Dense canopy (NDVI > 0.70) suppresses LST below 28–30°C (6–8°C delta).

    💡 Takeaway: Urban forestry can't just count saplings. Without threshold canopy density, isolated greenery is decoration, not climate infrastructure.

    🔗 Link to the research:
    datastory.org.ua/calgarys-summ

    #RemoteSensing #GIS #RStats #rspatial #terra #tidyverse #GoogleEarthEngine #UrbanForestry #Calgary #YYC #OpenData #GreennessOfCalgary #FOSSGIS #Landsat #Sentinel2

  10. Does urban greenery yield microclimatic cooling? Spatial analysis of Calgary (Summer 2025) shows a non-linear NDVI vs LST response.

    🛠 Stack: Google Earth Engine (Landsat 8/9, Sentinel-2) + R (terra, tidyverse).

    📊 Key Findings:
    🔹 Cooling Deficit (NDVI < 0.34): LST stays trapped at 35–36°C. Heat stress overrides evapotranspiration; saplings & isolated lawns fail to cool.
    🔹 Tipping Point (NDVI > 0.34): Cooling begins above 0.34. Dense canopy (NDVI > 0.70) suppresses LST below 28–30°C (6–8°C delta).

    💡 Takeaway: Urban forestry can't just count saplings. Without threshold canopy density, isolated greenery is decoration, not climate infrastructure.

    🔗 Link to the research:
    datastory.org.ua/calgarys-summ

    #RemoteSensing #GIS #RStats #rspatial #terra #tidyverse #GoogleEarthEngine #UrbanForestry #Calgary #YYC #OpenData #GreennessOfCalgary #FOSSGIS #Landsat #Sentinel2

  11. Do you need better performance than what the standard #tidyverse functions have? {collapse} might be worth a look: sebkrantz.github.io/collapse/ #rstats #optimization

  12. Do you need better performance than what the standard #tidyverse functions have? {collapse} might be worth a look: sebkrantz.github.io/collapse/ #rstats #optimization

  13. Choosing the wrong join can silently remove observations, duplicate rows, or introduce missing values into your data.

    More info in the latest Statistics Globe Hub module: statisticsglobe.com/hub

    #rstats #datascience #statistics #programming #tidyverse #dplyr #analytics #statisticsglobehub

  14. Choosing the wrong join can silently remove observations, duplicate rows, or introduce missing values into your data.

    More info in the latest Statistics Globe Hub module: statisticsglobe.com/hub

    #rstats #datascience #statistics #programming #tidyverse #dplyr #analytics #statisticsglobehub

  15. Sé que el tidyverse y ggolot son dos motivos por los que hay mucha gente usa R.

    En Julia existe Tidier.jl y es magnífico:

    tidierorg.github.io/Tidier.jl/

    Une la sencillez del tidyverse con la rapidez y flexibilidad de Julia. Son una decena de paquetes que permiten replicar la experiencia de R (pero mejor 😉).

    #julialang #tidyverse #tidierjl

  16. Sé que el tidyverse y ggolot son dos motivos por los que hay mucha gente usa R.

    En Julia existe Tidier.jl y es magnífico:

    tidierorg.github.io/Tidier.jl/

    Une la sencillez del tidyverse con la rapidez y flexibilidad de Julia. Son una decena de paquetes que permiten replicar la experiencia de R (pero mejor 😉).

    #julialang #tidyverse #tidierjl