diff --git a/draft.md b/draft.md
index 71d7f9db..e1f7bd9a 100644
--- a/draft.md
+++ b/draft.md
@@ -8,8 +8,7 @@ image: https://rweekly.org/public/facebook.png
 
 + [How to have (my) content shared by R Weekly?](https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly)
 
-This week’s release was curated by [](), with help from the R Weekly team members and contributors.
-
+This week’s release was curated by [Batool Almarzouq](https://batool-almarzouq.netlify.app/), with help from the R Weekly team members and contributors.
 
 
 ### Highlight
@@ -22,7 +21,7 @@ This week’s release was curated by [](), with help from the R Weekly team memb
 
 ### R in the Real World
 
-
++ [Shiny Gatherings x Pharmaverse: Building Clinical Data Analysis Apps with {teal} ](https://www.appsilon.com/post/building-clinical-data-analysis-apps-with-teal)
 
 + [SpendDash: a free online dashboard that allows you to keep track of your spending habits over time](https://rpubs.com/mkranj/SP)
 
@@ -32,12 +31,17 @@ This week’s release was curated by [](), with help from the R Weekly team memb
 
 ### R in Academia
 
++ [Comparison of spatial patterns in categorical raster data for overlapping regions using R](https://jakubnowosad.com/posts/2024-11-03-spatcomp-bp4/)
 
 
 ### Resources
 
 + [Talk recordings and workshop materials from posit::conf(2024)](https://posit.co/blog/talks-and-workshops-from-posit-conf-2024/)
 
++ [10 New Books added to Big Book of R + R community on BlueSky](https://oscarbaruffa.com/bbor_20241029/)
+
++ [Ordinal State Transition Models as a Unifying Risk Prediction Framework](https://fharrell.com/talk/icsa/)
+
 ### New Packages
 
 <!-- <p class="added-hostname"><a href="https://rweekly.org/live" target="_blank" class="externalLink">📦 <i>Go Live for More New Pkgs</i> 📦</a></p> --> 
@@ -46,8 +50,55 @@ This week’s release was curated by [](), with help from the R Weekly team memb
 
 **CRAN**
 
++ [Rcpp 1.0.13-1 on CRAN: Hot Fix](http://dirk.eddelbuettel.com/blog/2024/11/02#rcpp_1.0.13-1)
++ [gcbd 0.2.7 on CRAN: More Mere Maintenance](http://dirk.eddelbuettel.com/blog/2024/10/29#gcbd_0.2.7)
+
++ [Tapyr 0.2 Update: Package Management with uv and Shiny for Python Testing API](https://www.appsilon.com/post/tapyr-0-2-release)
+
 + [{favawesome} 0.1.1](https://favawesome.shinyworks.org/): Use Font Awesome Icons as Shiny favicons
 
++ [{trtswitch} 0.1.1](https://cran.r-project.org/package=trtswitch): Treatment Switching
++ [{surveydown} 0.4.0](https://cran.r-project.org/package=surveydown): Markdown-Based Surveys Using 'Quarto' and 'shiny'
++ [{StabilityApp} 0.1.0](https://cran.r-project.org/package=StabilityApp): Stability Analysis App for GEI in Multi-Environment Trials
++ [{srppp} 1.0.1](https://cran.r-project.org/package=srppp): Read the Swiss Register of Plant Protection Products
++ [{SensIAT} 0.1.0](https://cran.r-project.org/package=SensIAT): Sensitivity Analysis for Irregular Assessment Times
++ [{rcollectadhd} 0.8](https://cran.r-project.org/package=rcollectadhd): Collection of Data Sets Containing ADHD Related Data
++ [{poth} 0.2-0](https://cran.r-project.org/package=poth): Precision of Treatment Hierarchy (POTH)
++ [{OPSR} 0.1.2](https://cran.r-project.org/package=OPSR): Ordinal Probit Switching Regression
++ [{legendry} 0.1.0](https://cran.r-project.org/package=legendry): Extended Legends and Axes for 'ggplot2'
++ [{gofIG} 1.0](https://cran.r-project.org/package=gofIG): Goodness-of-Fit Tests for the Inverse Gaussian Distribution
++ [{favawesome} 0.1.1](https://cran.r-project.org/package=favawesome): 'Font Awesome' Icons as 'shiny' 'favicons'
++ [{CADF} 0.1](https://cran.r-project.org/package=CADF): Customer Analytics Data Formatting
++ [{vchartr} 0.1.3](https://cran.r-project.org/package=vchartr): Interactive Charts with the 'JavaScript' 'VChart' Library
++ [{SudokuDesigns} 1.0.0](https://cran.r-project.org/package=SudokuDesigns): Sudoku as an Experimental Design
++ [{mapindiatools} 1.0.1](https://cran.r-project.org/package=mapindiatools): Mapping Data for 'mapindia' Package
++ [{Largevars} 1.0.2](https://cran.r-project.org/package=Largevars): Testing Large VARs for the Presence of Cointegration
++ [{ip2locationio} 1.0.0](https://cran.r-project.org/package=ip2locationio): Lookup Geolocation and Proxy Information using 'IP2Location.io'
+API
++ [{dsTidyverseClient} 1.0.0](https://cran.r-project.org/package=dsTidyverseClient): 'DataSHIELD' 'Tidyverse' Clientside Package
++ [{dawaR} 0.2.3](https://cran.r-project.org/package=dawaR): An API Wrapper for 'DAWA' - 'The Danish Address Web API'
++ [{BSTZINB} 1.0.1](https://cran.r-project.org/package=BSTZINB): Association Among Disease Counts and Socio-Environmental Factors
++ [{PublicWorksFinanceIT} 0.3.0](https://cran.r-project.org/package=PublicWorksFinanceIT): Soil Defense Investments in Italy: Data Retrieval, Analysis,
+Visualization
++ [{redatamx} 1.0.0](https://cran.r-project.org/package=redatamx): R Interface to 'Redatam' Library
++ [{mxcc} 0.0.1](https://cran.r-project.org/package=mxcc): Maxwell Control Charts
++ [{TMTI} 1.0.3](https://cran.r-project.org/package=TMTI): Too Many, Too Improbable (TMTI) Test Procedures
++ [{dhis2r} 0.2.0](https://cran.r-project.org/package=dhis2r): Client for the 'DHIS2' Web API
++ [{tapLock} 0.2.0](https://cran.r-project.org/package=tapLock): Seamless Single Sign-on for 'shiny'
++ [{ShinyWizard} 1.1.3.11](https://cran.r-project.org/package=ShinyWizard): An Interactive Wizard to Design, Build, and Deploy R Packages
+Demo Presentation
++ [{ProTrackR2} 0.0.4](https://cran.r-project.org/package=ProTrackR2): Manipulate and Play 'ProTracker' Modules
++ [{primarycensored} 1.0.0](https://cran.r-project.org/package=primarycensored): Primary Event Censored Distributions
++ [{picohdr} 0.1.1](https://cran.r-project.org/package=picohdr): Read, Write and Manipulate High Dynamic Range Images
++ [{monad} 0.1.1](https://cran.r-project.org/package=monad): Operators and Generics for Monads
++ [{icmstate} 0.1.0](https://cran.r-project.org/package=icmstate): Interval Censored Multi-State Models
++ [{ggpca} 0.1.2](https://cran.r-project.org/package=ggpca): Publication-Ready PCA, t-SNE, and UMAP Plots
++ [{fastdid} 1.0.2](https://cran.r-project.org/package=fastdid): Fast Staggered Difference-in-Difference Estimators
++ [{eyetools} 0.7.2](https://cran.r-project.org/package=eyetools): Analyse Eye Data
++ [{enderecobr} 0.2.0](https://cran.r-project.org/package=enderecobr): Padronizador de Endereços Brasileiros (Brazilian Addresses
+Standardizer)
++ [{classicaltest} 0.7.0](https://cran.r-project.org/package=classicaltest): Classical Test Theory (CTT) Analysis
++ [{bfpwr} 0.1.3](https://cran.r-project.org/package=bfpwr): Power and Sample Size Calculations for Bayes Factor Analysis
 
 **Bioconductor**
 
@@ -60,6 +111,224 @@ This week’s release was curated by [](), with help from the R Weekly team memb
 
 <i>🔍 [Search on R-universe](https://r-universe.dev/search/) 🔍</i>
 
++ [{NeuralEstimators} 0.1.1](https://cran.r-project.org/package=NeuralEstimators): Likelihood-Free Parameter Estimation using Neural Networks - [diffify](https://diffify.com/R/NeuralEstimators)
++ [{DSI} 1.7.1](https://cran.r-project.org/package=DSI): 'DataSHIELD' Interface - [diffify](https://diffify.com/R/DSI)
++ [{kyotil} 2024.11-01](https://cran.r-project.org/package=kyotil): Utility Functions for Statistical Analysis Report Generation and
+Monte Carlo Studies - [diffify](https://diffify.com/R/kyotil)
++ [{enmSdmX} 1.1.9](https://cran.r-project.org/package=enmSdmX): Species Distribution Modeling and Ecological Niche Modeling - [diffify](https://diffify.com/R/enmSdmX)
++ [{ogrdbstats} 0.5.2](https://cran.r-project.org/package=ogrdbstats): Analysis of Adaptive Immune Receptor Repertoire Germ Line
+Statistics - [diffify](https://diffify.com/R/ogrdbstats)
++ [{spatstat.utils} 3.1-1](https://cran.r-project.org/package=spatstat.utils): Utility Functions for 'spatstat' - [diffify](https://diffify.com/R/spatstat.utils)
++ [{robmed} 1.1.0](https://cran.r-project.org/package=robmed): (Robust) Mediation Analysis - [diffify](https://diffify.com/R/robmed)
++ [{RLoptimal} 1.1.0](https://cran.r-project.org/package=RLoptimal): Optimal Adaptive Allocation Using Deep Reinforcement Learning - [diffify](https://diffify.com/R/RLoptimal)
++ [{reformulas} 0.4.0](https://cran.r-project.org/package=reformulas): Machinery for Processing Random Effect Formulas - [diffify](https://diffify.com/R/reformulas)
++ [{MazamaSpatialUtils} 0.8.7](https://cran.r-project.org/package=MazamaSpatialUtils): Spatial Data Download and Utility Functions - [diffify](https://diffify.com/R/MazamaSpatialUtils)
++ [{ggeasy} 0.1.5](https://cran.r-project.org/package=ggeasy): Easy Access to 'ggplot2' Commands - [diffify](https://diffify.com/R/ggeasy)
++ [{daltoolbox} 1.0.787](https://cran.r-project.org/package=daltoolbox): Leveraging Experiment Lines to Data Analytics - [diffify](https://diffify.com/R/daltoolbox)
++ [{crew} 0.10.1](https://cran.r-project.org/package=crew): A Distributed Worker Launcher Framework - [diffify](https://diffify.com/R/crew)
++ [{collapse} 2.0.17](https://cran.r-project.org/package=collapse): Advanced and Fast Data Transformation - [diffify](https://diffify.com/R/collapse)
++ [{PvSTATEM} 0.1.1](https://cran.r-project.org/package=PvSTATEM): Reading, Quality Control and Preprocessing of MBA (Multiplex
+Bead Assay) Data - [diffify](https://diffify.com/R/PvSTATEM)
++ [{Rcpp} 1.0.13-1](https://cran.r-project.org/package=Rcpp): Seamless R and C++ Integration - [diffify](https://diffify.com/R/Rcpp)
++ [{EIEntropy} 0.0.1.2](https://cran.r-project.org/package=EIEntropy): Ecological Inference Applying Entropy - [diffify](https://diffify.com/R/EIEntropy)
++ [{multinet} 4.2.1](https://cran.r-project.org/package=multinet): Analysis and mining of multilayer social networks - [diffify](https://diffify.com/R/multinet)
++ [{LadderFuelsR} 0.0.7](https://cran.r-project.org/package=LadderFuelsR): Automated Tool for Vertical Fuel Continuity Analysis using
+Airborne Laser Scanning Data - [diffify](https://diffify.com/R/LadderFuelsR)
++ [{semhelpinghands} 0.1.12](https://cran.r-project.org/package=semhelpinghands): Helper Functions for Structural Equation Modeling - [diffify](https://diffify.com/R/semhelpinghands)
++ [{dataCompare} 1.0.1](https://cran.r-project.org/package=dataCompare): A 'shiny' App to Compare Two Data Frames - [diffify](https://diffify.com/R/dataCompare)
++ [{NMsim} 0.1.4](https://cran.r-project.org/package=NMsim): Seamless 'Nonmem' Simulation Platform - [diffify](https://diffify.com/R/NMsim)
++ [{wxgenR} 1.4.2](https://cran.r-project.org/package=wxgenR): A Stochastic Weather Generator with Seasonality - [diffify](https://diffify.com/R/wxgenR)
++ [{PakPC2023} 0.2.0](https://cran.r-project.org/package=PakPC2023): Pakistan Population Census 2023 - [diffify](https://diffify.com/R/PakPC2023)
++ [{RaceID} 0.3.7](https://cran.r-project.org/package=RaceID): Identification of Cell Types, Inference of Lineage Trees, and
+Prediction of Noise Dynamics from Single-Cell RNA-Seq Data - [diffify](https://diffify.com/R/RaceID)
++ [{iccmult} 1.0.1](https://cran.r-project.org/package=iccmult): Intracluster Correlation Coefficient (ICC) in Clustered
+Categorical Data - [diffify](https://diffify.com/R/iccmult)
++ [{landscapeR} 1.3](https://cran.r-project.org/package=landscapeR): Categorical Landscape Simulation Facility - [diffify](https://diffify.com/R/landscapeR)
++ [{iimi} 1.2.1](https://cran.r-project.org/package=iimi): Identifying Infection with Machine Intelligence - [diffify](https://diffify.com/R/iimi)
++ [{rSRD} 0.1.8](https://cran.r-project.org/package=rSRD): Sum of Ranking Differences Statistical Test - [diffify](https://diffify.com/R/rSRD)
++ [{gdm} 1.6.0-3](https://cran.r-project.org/package=gdm): Generalized Dissimilarity Modeling - [diffify](https://diffify.com/R/gdm)
++ [{ReliaGrowR} 0.1.1](https://cran.r-project.org/package=ReliaGrowR): Reliability Growth Analysis - [diffify](https://diffify.com/R/ReliaGrowR)
++ [{R.oo} 1.27.0](https://cran.r-project.org/package=R.oo): R Object-Oriented Programming with or without References - [diffify](https://diffify.com/R/R.oo)
++ [{CDGHMM} 0.1.1](https://cran.r-project.org/package=CDGHMM): Hidden Markov Models for Multivariate Panel Data - [diffify](https://diffify.com/R/CDGHMM)
++ [{PxWebApiData} 1.0.0](https://cran.r-project.org/package=PxWebApiData): PX-Web Data by API - [diffify](https://diffify.com/R/PxWebApiData)
++ [{tinytex} 0.54](https://cran.r-project.org/package=tinytex): Helper Functions to Install and Maintain TeX Live, and Compile
+LaTeX Documents - [diffify](https://diffify.com/R/tinytex)
++ [{AlphaSimR} 1.6.1](https://cran.r-project.org/package=AlphaSimR): Breeding Program Simulations - [diffify](https://diffify.com/R/AlphaSimR)
++ [{basemaps} 0.0.8](https://cran.r-project.org/package=basemaps): Accessing Spatial Basemaps in R - [diffify](https://diffify.com/R/basemaps)
++ [{mapgl} 0.1.4](https://cran.r-project.org/package=mapgl): Interactive Maps with 'Mapbox GL JS' and 'MapLibre GL JS' - [diffify](https://diffify.com/R/mapgl)
++ [{priorsense} 1.0.4](https://cran.r-project.org/package=priorsense): Prior Diagnostics and Sensitivity Analysis - [diffify](https://diffify.com/R/priorsense)
++ [{gitignore} 0.1.8](https://cran.r-project.org/package=gitignore): Create Useful .gitignore Files for your Project - [diffify](https://diffify.com/R/gitignore)
++ [{CICI} 0.9.3](https://cran.r-project.org/package=CICI): Causal Inference with Continuous (Multiple Time Point)
+Interventions - [diffify](https://diffify.com/R/CICI)
++ [{crosstable} 0.8.1](https://cran.r-project.org/package=crosstable): Crosstables for Descriptive Analyses - [diffify](https://diffify.com/R/crosstable)
++ [{blockCV} 3.1-5](https://cran.r-project.org/package=blockCV): Spatial and Environmental Blocking for K-Fold and LOO
+Cross-Validation - [diffify](https://diffify.com/R/blockCV)
++ [{NetworkReg} 2.0](https://cran.r-project.org/package=NetworkReg): Generalized Linear Regression Models on Network-Linked Data with
+Statistical Inference - [diffify](https://diffify.com/R/NetworkReg)
++ [{ggstatsplot} 0.12.5](https://cran.r-project.org/package=ggstatsplot): 'ggplot2' Based Plots with Statistical Details - [diffify](https://diffify.com/R/ggstatsplot)
++ [{slca} 1.2.0](https://cran.r-project.org/package=slca): Structural Modeling for Multiple Latent Class Variables - [diffify](https://diffify.com/R/slca)
++ [{cpfa} 1.1-6](https://cran.r-project.org/package=cpfa): Classification with Parallel Factor Analysis - [diffify](https://diffify.com/R/cpfa)
++ [{ASMap} 1.0-8](https://cran.r-project.org/package=ASMap): Linkage Map Construction using the MSTmap Algorithm - [diffify](https://diffify.com/R/ASMap)
++ [{GLMMcosinor} 0.2.1](https://cran.r-project.org/package=GLMMcosinor): Fit a Cosinor Model Using a Generalized Mixed Modeling Framework - [diffify](https://diffify.com/R/GLMMcosinor)
++ [{ieegio} 0.0.2](https://cran.r-project.org/package=ieegio): File IO for Intracranial Electroencephalography - [diffify](https://diffify.com/R/ieegio)
++ [{autometric} 0.1.1](https://cran.r-project.org/package=autometric): Background Resource Logging - [diffify](https://diffify.com/R/autometric)
++ [{scicomptools} 1.1.0](https://cran.r-project.org/package=scicomptools): Tools Developed by the NCEAS Scientific Computing Support Team - [diffify](https://diffify.com/R/scicomptools)
++ [{Quartet} 1.2.7](https://cran.r-project.org/package=Quartet): Comparison of Phylogenetic Trees Using Quartet and Split
+Measures - [diffify](https://diffify.com/R/Quartet)
++ [{IncidencePrevalence} 0.8.1](https://cran.r-project.org/package=IncidencePrevalence): Estimate Incidence and Prevalence using the OMOP Common Data
+Model - [diffify](https://diffify.com/R/IncidencePrevalence)
++ [{BSTZINB} 1.0.1](https://cran.r-project.org/package=BSTZINB): Association Among Disease Counts and Socio-Environmental Factors - [diffify](https://diffify.com/R/BSTZINB)
++ [{scoringutils} 2.0.0](https://cran.r-project.org/package=scoringutils): Utilities for Scoring and Assessing Predictions - [diffify](https://diffify.com/R/scoringutils)
++ [{predictoR} 4.1.1](https://cran.r-project.org/package=predictoR): Predictive Data Analysis System - [diffify](https://diffify.com/R/predictoR)
++ [{ympes} 1.6.0](https://cran.r-project.org/package=ympes): Collection of Helper Functions - [diffify](https://diffify.com/R/ympes)
++ [{xfun} 0.49](https://cran.r-project.org/package=xfun): Supporting Functions for Packages Maintained by 'Yihui Xie' - [diffify](https://diffify.com/R/xfun)
++ [{optbin} 1.4](https://cran.r-project.org/package=optbin): Optimal Binning of Data - [diffify](https://diffify.com/R/optbin)
++ [{mlflow} 2.17.2](https://cran.r-project.org/package=mlflow): Interface to 'MLflow' - [diffify](https://diffify.com/R/mlflow)
++ [{flexlsx} 0.3.0](https://cran.r-project.org/package=flexlsx): Exporting 'flextable' to 'xlsx' Files - [diffify](https://diffify.com/R/flexlsx)
++ [{EDCimport} 0.5.1](https://cran.r-project.org/package=EDCimport): Import Data from EDC Software - [diffify](https://diffify.com/R/EDCimport)
++ [{wintime} 0.3.0](https://cran.r-project.org/package=wintime): Win Time Methods for Time-to-Event Data in Clinical Trials - [diffify](https://diffify.com/R/wintime)
++ [{tsDyn} 11.0.5.2](https://cran.r-project.org/package=tsDyn): Nonlinear Time Series Models with Regime Switching - [diffify](https://diffify.com/R/tsDyn)
++ [{inlamemi} 1.1.0](https://cran.r-project.org/package=inlamemi): Missing Data and Measurement Error Modelling in INLA - [diffify](https://diffify.com/R/inlamemi)
++ [{iForecast} 1.0.9](https://cran.r-project.org/package=iForecast): Machine Learning Time Series Forecasting - [diffify](https://diffify.com/R/iForecast)
++ [{icr} 0.6.6](https://cran.r-project.org/package=icr): Compute Krippendorff's Alpha - [diffify](https://diffify.com/R/icr)
++ [{FinNet} 0.2.1](https://cran.r-project.org/package=FinNet): Quickly Build and Manipulate Financial Networks - [diffify](https://diffify.com/R/FinNet)
++ [{BayesMultiMode} 0.7.3](https://cran.r-project.org/package=BayesMultiMode): Bayesian Mode Inference - [diffify](https://diffify.com/R/BayesMultiMode)
++ [{EpiNow2} 1.6.1](https://cran.r-project.org/package=EpiNow2): Estimate Real-Time Case Counts and Time-Varying Epidemiological
+Parameters - [diffify](https://diffify.com/R/EpiNow2)
++ [{dunlin} 0.1.8](https://cran.r-project.org/package=dunlin): Preprocessing Tools for Clinical Trial Data - [diffify](https://diffify.com/R/dunlin)
++ [{DisaggregateTS} 3.0.1](https://cran.r-project.org/package=DisaggregateTS): High-Dimensional Temporal Disaggregation - [diffify](https://diffify.com/R/DisaggregateTS)
++ [{meta} 8.0-1](https://cran.r-project.org/package=meta): General Package for Meta-Analysis - [diffify](https://diffify.com/R/meta)
++ [{vdiffr} 1.0.8](https://cran.r-project.org/package=vdiffr): Visual Regression Testing and Graphical Diffing - [diffify](https://diffify.com/R/vdiffr)
++ [{TropFishR} 1.6.5](https://cran.r-project.org/package=TropFishR): Tropical Fisheries Analysis - [diffify](https://diffify.com/R/TropFishR)
++ [{SpatialDDLS} 1.0.3](https://cran.r-project.org/package=SpatialDDLS): Deconvolution of Spatial Transcriptomics Data Based on Neural
+Networks - [diffify](https://diffify.com/R/SpatialDDLS)
++ [{NMdata} 0.1.8](https://cran.r-project.org/package=NMdata): Preparation, Checking and Post-Processing Data for PK/PD
+Modeling - [diffify](https://diffify.com/R/NMdata)
++ [{miniPCH} 0.4.0](https://cran.r-project.org/package=miniPCH): Survival Distributions with Piece-Wise Constant Hazards - [diffify](https://diffify.com/R/miniPCH)
++ [{greenfeedr} 1.0.1](https://cran.r-project.org/package=greenfeedr): Process and Report 'GreenFeed' Data - [diffify](https://diffify.com/R/greenfeedr)
++ [{lingtypology} 1.1.20](https://cran.r-project.org/package=lingtypology): Linguistic Typology and Mapping - [diffify](https://diffify.com/R/lingtypology)
++ [{LDATree} 0.2.0](https://cran.r-project.org/package=LDATree): Oblique Classification Trees with Uncorrelated Linear
+Discriminant Analysis Splits - [diffify](https://diffify.com/R/LDATree)
++ [{dataRetrieval} 2.7.17](https://cran.r-project.org/package=dataRetrieval): Retrieval Functions for USGS and EPA Hydrology and Water Quality
+Data - [diffify](https://diffify.com/R/dataRetrieval)
++ [{ggsector} 1.7.0](https://cran.r-project.org/package=ggsector): Draw Sectors - [diffify](https://diffify.com/R/ggsector)
++ [{file2meco} 0.9.0](https://cran.r-project.org/package=file2meco): Transform Files to 'microtable' Object with 'microeco' Package - [diffify](https://diffify.com/R/file2meco)
++ [{survML} 1.2.0](https://cran.r-project.org/package=survML): Tools for Flexible Survival Analysis Using Machine Learning - [diffify](https://diffify.com/R/survML)
++ [{statsExpressions} 1.6.1](https://cran.r-project.org/package=statsExpressions): Tidy Dataframes and Expressions with Statistical Details - [diffify](https://diffify.com/R/statsExpressions)
++ [{smacpod} 2.6.4](https://cran.r-project.org/package=smacpod): Statistical Methods for the Analysis of Case-Control Point Data - [diffify](https://diffify.com/R/smacpod)
++ [{MSCquartets} 3.0](https://cran.r-project.org/package=MSCquartets): Analyzing Gene Tree Quartets under the Multi-Species Coalescent - [diffify](https://diffify.com/R/MSCquartets)
++ [{ColOpenData} 0.3.1](https://cran.r-project.org/package=ColOpenData): Download Colombian Demographic, Climate and Geospatial Data - [diffify](https://diffify.com/R/ColOpenData)
++ [{samc} 4.0.0](https://cran.r-project.org/package=samc): Spatial Absorbing Markov Chains - [diffify](https://diffify.com/R/samc)
++ [{Rpolyhedra} 0.5.5](https://cran.r-project.org/package=Rpolyhedra): Polyhedra Database - [diffify](https://diffify.com/R/Rpolyhedra)
++ [{micromap} 1.9.10](https://cran.r-project.org/package=micromap): Linked Micromap Plots - [diffify](https://diffify.com/R/micromap)
++ [{rangeBuilder} 2.2](https://cran.r-project.org/package=rangeBuilder): Occurrence Filtering, Geographic Standardization and Generation
+of Species Range Polygons - [diffify](https://diffify.com/R/rangeBuilder)
++ [{COMMA} 1.1.0](https://cran.r-project.org/package=COMMA): Correcting Misclassified Mediation Analysis - [diffify](https://diffify.com/R/COMMA)
++ [{smof} 1.2.1](https://cran.r-project.org/package=smof): Scoring Methodology for Ordered Factors - [diffify](https://diffify.com/R/smof)
++ [{proffer} 0.2.1](https://cran.r-project.org/package=proffer): Profile R Code and Visualize with 'Pprof' - [diffify](https://diffify.com/R/proffer)
++ [{MSTest} 0.1.3](https://cran.r-project.org/package=MSTest): Hypothesis Testing for Markov Switching Models - [diffify](https://diffify.com/R/MSTest)
++ [{cureplots} 1.1.1](https://cran.r-project.org/package=cureplots): CURE (Cumulative Residual) Plots - [diffify](https://diffify.com/R/cureplots)
++ [{mappeR} 1.3.0](https://cran.r-project.org/package=mappeR): Construct and Visualize TDA Mapper Graphs - [diffify](https://diffify.com/R/mappeR)
++ [{pbdSLAP} 0.3-6](https://cran.r-project.org/package=pbdSLAP): Programming with Big Data -- Scalable Linear Algebra Packages - [diffify](https://diffify.com/R/pbdSLAP)
++ [{bWGR} 2.2.11](https://cran.r-project.org/package=bWGR): Bayesian Whole-Genome Regression - [diffify](https://diffify.com/R/bWGR)
++ [{COMBO} 1.2.0](https://cran.r-project.org/package=COMBO): Correcting Misclassified Binary Outcomes in Association Studies - [diffify](https://diffify.com/R/COMBO)
++ [{DescToolsAddIns} 1.12](https://cran.r-project.org/package=DescToolsAddIns): Interactive Functions to be Used as Shortcuts in 'RStudio' - [diffify](https://diffify.com/R/DescToolsAddIns)
++ [{GD} 10.6](https://cran.r-project.org/package=GD): Geographical Detectors for Assessing Spatial Factors - [diffify](https://diffify.com/R/GD)
++ [{compareGroups} 4.9.1](https://cran.r-project.org/package=compareGroups): Descriptive Analysis by Groups - [diffify](https://diffify.com/R/compareGroups)
++ [{survminer} 0.5.0](https://cran.r-project.org/package=survminer): Drawing Survival Curves using 'ggplot2' - [diffify](https://diffify.com/R/survminer)
++ [{FKF.SP} 0.3.3](https://cran.r-project.org/package=FKF.SP): Fast Kalman Filtering Through Sequential Processing - [diffify](https://diffify.com/R/FKF.SP)
++ [{PEPBVS} 2.0](https://cran.r-project.org/package=PEPBVS): Bayesian Variable Selection using Power-Expected-Posterior Prior - [diffify](https://diffify.com/R/PEPBVS)
++ [{MM4LMM} 3.0.3](https://cran.r-project.org/package=MM4LMM): Inference of Linear Mixed Models Through MM Algorithm - [diffify](https://diffify.com/R/MM4LMM)
++ [{rtoot} 0.3.5](https://cran.r-project.org/package=rtoot): Collecting and Analyzing Mastodon Data - [diffify](https://diffify.com/R/rtoot)
++ [{ggtangle} 0.0.4](https://cran.r-project.org/package=ggtangle): Draw Network with Data - [diffify](https://diffify.com/R/ggtangle)
++ [{duckdb} 1.1.2](https://cran.r-project.org/package=duckdb): DBI Package for the DuckDB Database Management System - [diffify](https://diffify.com/R/duckdb)
++ [{softclassval} 1.1.0](https://cran.r-project.org/package=softclassval): Soft Classification Performance Measures - [diffify](https://diffify.com/R/softclassval)
++ [{fuzzySim} 4.26](https://cran.r-project.org/package=fuzzySim): Fuzzy Similarity in Species Distributions - [diffify](https://diffify.com/R/fuzzySim)
++ [{FuzzyImputationTest} 0.3.4](https://cran.r-project.org/package=FuzzyImputationTest): Imputation Procedures and Quality Tests for Fuzzy Data - [diffify](https://diffify.com/R/FuzzyImputationTest)
++ [{fs} 1.6.5](https://cran.r-project.org/package=fs): Cross-Platform File System Operations Based on 'libuv' - [diffify](https://diffify.com/R/fs)
++ [{rxode2} 3.0.2](https://cran.r-project.org/package=rxode2): Facilities for Simulating from ODE-Based Models - [diffify](https://diffify.com/R/rxode2)
++ [{rice} 0.4.0](https://cran.r-project.org/package=rice): Radiocarbon Equations - [diffify](https://diffify.com/R/rice)
++ [{refseqR} 1.1.5](https://cran.r-project.org/package=refseqR): Common Computational Operations Working with RefSeq Entries
+(GenBank) - [diffify](https://diffify.com/R/refseqR)
++ [{modEvA} 3.20](https://cran.r-project.org/package=modEvA): Model Evaluation and Analysis - [diffify](https://diffify.com/R/modEvA)
++ [{elhmc} 1.2.1](https://cran.r-project.org/package=elhmc): Sampling from a Empirical Likelihood Bayesian Posterior of
+Parameters Using Hamiltonian Monte Carlo - [diffify](https://diffify.com/R/elhmc)
++ [{rliger} 2.1.0](https://cran.r-project.org/package=rliger): Linked Inference of Genomic Experimental Relationships - [diffify](https://diffify.com/R/rliger)
++ [{gcbd} 0.2.7](https://cran.r-project.org/package=gcbd): 'GPU'/CPU Benchmarking in Debian-Based Systems - [diffify](https://diffify.com/R/gcbd)
++ [{dexisensitivity} 1.0.1](https://cran.r-project.org/package=dexisensitivity): 'DEXi' Decision Tree Analysis and Visualization - [diffify](https://diffify.com/R/dexisensitivity)
++ [{bravo} 3.2.2](https://cran.r-project.org/package=bravo): Bayesian Screening and Variable Selection - [diffify](https://diffify.com/R/bravo)
++ [{bio3d} 2.4-5](https://cran.r-project.org/package=bio3d): Biological Structure Analysis - [diffify](https://diffify.com/R/bio3d)
++ [{folda} 0.2.0](https://cran.r-project.org/package=folda): Forward Stepwise Discriminant Analysis with Pillai's Trace - [diffify](https://diffify.com/R/folda)
++ [{manynet} 1.3.1](https://cran.r-project.org/package=manynet): Many Ways to Make, Modify, Map, Mark, and Measure Myriad
+Networks - [diffify](https://diffify.com/R/manynet)
++ [{ordinalForest} 2.4-4](https://cran.r-project.org/package=ordinalForest): Ordinal Forests: Prediction and Variable Ranking with Ordinal
+Target Variables - [diffify](https://diffify.com/R/ordinalForest)
++ [{nlmixr2extra} 3.0.1](https://cran.r-project.org/package=nlmixr2extra): Nonlinear Mixed Effects Models in Population PK/PD, Extra
+Support Functions - [diffify](https://diffify.com/R/nlmixr2extra)
++ [{rqPen} 4.1.2](https://cran.r-project.org/package=rqPen): Penalized Quantile Regression - [diffify](https://diffify.com/R/rqPen)
++ [{ggseqplot} 0.8.5](https://cran.r-project.org/package=ggseqplot): Render Sequence Plots using 'ggplot2' - [diffify](https://diffify.com/R/ggseqplot)
++ [{MCARtest} 1.2.2](https://cran.r-project.org/package=MCARtest): Optimal Nonparametric Testing of Missing Completely at Random - [diffify](https://diffify.com/R/MCARtest)
++ [{rstpm2} 1.6.6](https://cran.r-project.org/package=rstpm2): Smooth Survival Models, Including Generalized Survival Models - [diffify](https://diffify.com/R/rstpm2)
++ [{reactable.extras} 0.2.1](https://cran.r-project.org/package=reactable.extras): Extra Features for 'reactable' Package - [diffify](https://diffify.com/R/reactable.extras)
++ [{RcmdrPlugin.DoE} 0.12-6](https://cran.r-project.org/package=RcmdrPlugin.DoE): R Commander Plugin for (Industrial) Design of Experiments - [diffify](https://diffify.com/R/RcmdrPlugin.DoE)
++ [{microeco} 1.10.0](https://cran.r-project.org/package=microeco): Microbial Community Ecology Data Analysis - [diffify](https://diffify.com/R/microeco)
++ [{biostat3} 0.2.2](https://cran.r-project.org/package=biostat3): Utility Functions, Datasets and Extended Examples for Survival
+Analysis - [diffify](https://diffify.com/R/biostat3)
++ [{xplorerr} 0.2.0](https://cran.r-project.org/package=xplorerr): Tools for Interactive Data Exploration - [diffify](https://diffify.com/R/xplorerr)
++ [{rspm} 0.6.1](https://cran.r-project.org/package=rspm): 'RStudio' Package Manager - [diffify](https://diffify.com/R/rspm)
++ [{QuadratiK} 1.1.2](https://cran.r-project.org/package=QuadratiK): Collection of Methods Constructed using Kernel-Based Quadratic
+Distances - [diffify](https://diffify.com/R/QuadratiK)
++ [{TDApplied} 3.0.4](https://cran.r-project.org/package=TDApplied): Machine Learning and Inference for Topological Data Analysis - [diffify](https://diffify.com/R/TDApplied)
++ [{sfaR} 1.0.1](https://cran.r-project.org/package=sfaR): Stochastic Frontier Analysis Routines - [diffify](https://diffify.com/R/sfaR)
++ [{rminer} 1.4.8](https://cran.r-project.org/package=rminer): Data Mining Classification and Regression Methods - [diffify](https://diffify.com/R/rminer)
++ [{gtfsrouter} 0.1.3](https://cran.r-project.org/package=gtfsrouter): Routing with 'GTFS' (General Transit Feed Specification) Data - [diffify](https://diffify.com/R/gtfsrouter)
++ [{ECG} 0.5.2](https://cran.r-project.org/package=ECG): Center of Gravity Methods - [diffify](https://diffify.com/R/ECG)
++ [{Directional} 6.9](https://cran.r-project.org/package=Directional): A Collection of Functions for Directional Data Analysis - [diffify](https://diffify.com/R/Directional)
++ [{statgenMPP} 1.0.3](https://cran.r-project.org/package=statgenMPP): QTL Mapping for Multi Parent Populations - [diffify](https://diffify.com/R/statgenMPP)
++ [{TLIC} 0.3](https://cran.r-project.org/package=TLIC): The LIC for T Distribution Regression Analysis - [diffify](https://diffify.com/R/TLIC)
++ [{progressr} 0.15.0](https://cran.r-project.org/package=progressr): An Inclusive, Unifying API for Progress Updates - [diffify](https://diffify.com/R/progressr)
++ [{dapper} 1.0.1](https://cran.r-project.org/package=dapper): Data Augmentation for Private Posterior Estimation - [diffify](https://diffify.com/R/dapper)
++ [{SVDNF} 0.1.11](https://cran.r-project.org/package=SVDNF): Discrete Nonlinear Filtering for Stochastic Volatility Models - [diffify](https://diffify.com/R/SVDNF)
++ [{nixtlar} 0.6.2](https://cran.r-project.org/package=nixtlar): A Software Development Kit for 'Nixtla''s 'TimeGPT' - [diffify](https://diffify.com/R/nixtlar)
++ [{ps} 1.8.1](https://cran.r-project.org/package=ps): List, Query, Manipulate System Processes - [diffify](https://diffify.com/R/ps)
++ [{nlmixr2} 3.0.1](https://cran.r-project.org/package=nlmixr2): Nonlinear Mixed Effects Models in Population PK/PD - [diffify](https://diffify.com/R/nlmixr2)
++ [{MomTrunc} 6.1](https://cran.r-project.org/package=MomTrunc): Moments of Folded and Doubly Truncated Multivariate
+Distributions - [diffify](https://diffify.com/R/MomTrunc)
++ [{pingr} 2.0.4](https://cran.r-project.org/package=pingr): Check if a Remote Computer is Up - [diffify](https://diffify.com/R/pingr)
++ [{numberize} 1.0.1](https://cran.r-project.org/package=numberize): Convert Words to Numbers in Multiple Languages - [diffify](https://diffify.com/R/numberize)
++ [{gge} 1.9](https://cran.r-project.org/package=gge): Genotype Plus Genotype-by-Environment Biplots - [diffify](https://diffify.com/R/gge)
++ [{fastcmprsk} 1.24.10](https://cran.r-project.org/package=fastcmprsk): Fine-Gray Regression via Forward-Backward Scan - [diffify](https://diffify.com/R/fastcmprsk)
++ [{XDNUTS} 1.5](https://cran.r-project.org/package=XDNUTS): Discontinuous Hamiltonian Monte Carlo with Varying Trajectory
+Length - [diffify](https://diffify.com/R/XDNUTS)
++ [{SNPassoc} 2.1-2](https://cran.r-project.org/package=SNPassoc): SNPs-Based Whole Genome Association Studies - [diffify](https://diffify.com/R/SNPassoc)
++ [{Rdiagnosislist} 1.3](https://cran.r-project.org/package=Rdiagnosislist): Manipulate SNOMED CT Diagnosis Lists - [diffify](https://diffify.com/R/Rdiagnosislist)
++ [{pdp} 0.8.2](https://cran.r-project.org/package=pdp): Partial Dependence Plots - [diffify](https://diffify.com/R/pdp)
++ [{diceplot} 0.1.2](https://cran.r-project.org/package=diceplot): High Dimensional Categorical Data Visualization - [diffify](https://diffify.com/R/diceplot)
++ [{rsconnect} 1.3.2](https://cran.r-project.org/package=rsconnect): Deploy Docs, Apps, and APIs to 'Posit Connect', 'shinyapps.io',
+and 'RPubs' - [diffify](https://diffify.com/R/rsconnect)
++ [{quaxnat} 1.0.1](https://cran.r-project.org/package=quaxnat): Estimation of Natural Regeneration Potential - [diffify](https://diffify.com/R/quaxnat)
++ [{pkgbuild} 1.4.5](https://cran.r-project.org/package=pkgbuild): Find Tools Needed to Build R Packages - [diffify](https://diffify.com/R/pkgbuild)
++ [{MRG} 0.3.1](https://cran.r-project.org/package=MRG): Create Non-Confidential Multi-Resolution Grids - [diffify](https://diffify.com/R/MRG)
++ [{emoji} 16.0.0](https://cran.r-project.org/package=emoji): Data and Function to Work with Emojis - [diffify](https://diffify.com/R/emoji)
++ [{combat.enigma} 1.1.1](https://cran.r-project.org/package=combat.enigma): Fit and Apply ComBat, LMM, or Prescaling Harmonization for
+ENIGMA and Other Multisite MRI Data - [diffify](https://diffify.com/R/combat.enigma)
++ [{stochvol} 3.2.5](https://cran.r-project.org/package=stochvol): Efficient Bayesian Inference for Stochastic Volatility (SV)
+Models - [diffify](https://diffify.com/R/stochvol)
++ [{AdverseEvents} 0.0.2](https://cran.r-project.org/package=AdverseEvents): 'shiny' Application for Adverse Event Analysis of 'OnCore' Data - [diffify](https://diffify.com/R/AdverseEvents)
++ [{withr} 3.0.2](https://cran.r-project.org/package=withr): Run Code 'With' Temporarily Modified Global State - [diffify](https://diffify.com/R/withr)
++ [{occCite} 0.5.9](https://cran.r-project.org/package=occCite): Querying and Managing Large Biodiversity Occurrence Datasets - [diffify](https://diffify.com/R/occCite)
++ [{standby} 0.2.0](https://cran.r-project.org/package=standby): Alerts, Notifications and Loading Screen in 'Shiny' - [diffify](https://diffify.com/R/standby)
++ [{link2GI} 0.6-2](https://cran.r-project.org/package=link2GI): Linking Geographic Information Systems, Remote Sensing and Other
+Command Line Tools - [diffify](https://diffify.com/R/link2GI)
++ [{rgl} 1.3.12](https://cran.r-project.org/package=rgl): 3D Visualization Using OpenGL - [diffify](https://diffify.com/R/rgl)
++ [{liver} 1.17](https://cran.r-project.org/package=liver): "Eating the Liver of Data Science" - [diffify](https://diffify.com/R/liver)
++ [{EL} 1.3](https://cran.r-project.org/package=EL): Two-Sample Empirical Likelihood - [diffify](https://diffify.com/R/EL)
++ [{HIMA} 2.3.0](https://cran.r-project.org/package=HIMA): High-Dimensional Mediation Analysis - [diffify](https://diffify.com/R/HIMA)
++ [{Hmisc} 5.2-0](https://cran.r-project.org/package=Hmisc): Harrell Miscellaneous - [diffify](https://diffify.com/R/Hmisc)
++ [{crrstep} 2024.1.1](https://cran.r-project.org/package=crrstep): Stepwise Covariate Selection for the Fine & Gray Competing Risks
+Regression Model - [diffify](https://diffify.com/R/crrstep)
++ [{circumplex} 1.0.0](https://cran.r-project.org/package=circumplex): Analysis and Visualization of Circular Data - [diffify](https://diffify.com/R/circumplex)
+
 ### Videos and Podcasts
 
 + [Listen to the R-Weekly Highlights Podcast](https://serve.podhome.fm/r-weekly-highlights)
@@ -79,6 +348,20 @@ This week’s release was curated by [](), with help from the R Weekly team memb
 
 ### Tutorials
 
++ [Vetiver: Monitoring Models in Production](https://www.jumpingrivers.com/blog/vetiver-monitoring-mlops-deployment/)
+
++ [Predictive scenarios simulation in R, Python and Excel using Techtonique API](https://thierrymoudiki.github.io/blog/2024/11/03/python/r/techtonique/scenario-simulations-techtonique)
++ [Delimiting the modelling background for scattered uneven occurrence data](https://modtools.wordpress.com/2024/10/31/delimiting-the-modelling-background-for-scattered-uneven-occurrence-data/)
++ [Street names: Day 2 of 30DayMapChallenge. Trying to find the genders in Lyon street names](https://r.iresmi.net/posts/2024/street_names/)
++ [Lidar: Day 1 of 30DayMapChallenge. Playing with points](https://r.iresmi.net/posts/2024/lidar/)
+
++ [Parameterized plots and reports with R and Quarto](https://nrennie.rbind.io/blog/parameterized-plots-reports-r-quarto/)
++ [How to Use ‘OR’ Operator in R: A Comprehensive Guide for Beginners](https://www.spsanderson.com/steveondata/posts/2024-10-31/)
++ [The Ultimate Guide to Creating Lists in R: From Basics to Advanced Examples](https://www.spsanderson.com/steveondata/posts/2024-10-29/)
++ [How to Iterate Over Rows of Data Frame in R: A Complete Guide for Beginners](https://www.spsanderson.com/steveondata/posts/2024-10-28/)
++ [Reading in multiple files without loops](https://drmowinckels.io/blog/2024/lapply-files/)
++ [3MW (Automate Anything With R & GitHub Actions)](https://3mw.albert-rapp.de/p/automate-anything-with-r-github-actions)
++ [Connecting R to Postgres: From Database Creation to Data Manipulation and Charts](https://www.appsilon.com/post/connecting-r-to-postgres)
 
 
 <!--<div class="post-more-begin></div><div class="post-more-end"></div>-->
@@ -90,7 +373,7 @@ Updates from [R Core](http://developer.r-project.org/blosxom.cgi/R-devel/NEWS):
 Updates from the [R Contribution Working Group (RCWG)](https://contributor.r-project.org/working-group): 
  - Announcing [R Dev Day @ LatinR 2024](https://latinr.org/en/cronograma/r-dev-day/rdevday-en.html): online, Monday 18 and Tuesday 19 November, 5:30pm - 8pm (UTC-3). Join us to work on contributions to the code, documentation and translations in base R. Free and open registration, deadline **Saturday 16 Nov**.
 
-   ![Participants sitting around a desk with their laptops at an R Dev Day, turning to smile at the camera. The group appears to be predominantly women of multiple nationalities and one of the group may be recognised as the well-known R developer, Hadley Wickham.](https://raw.githubusercontent.com/rweekly/image/master/2024/W45/PXL_20240712_115920989_600.jpg)
+![Participants sitting around a desk with their laptops at an R Dev Day, turning to smile at the camera. The group appears to be predominantly women of multiple nationalities and one of the group may be recognised as the well-known R developer, Hadley Wickham.](https://raw.githubusercontent.com/rweekly/image/master/2024/W45/PXL_20240712_115920989_600.jpg)
 
 ### Call for Participation