Digital Image Analysis using R-Project-based EBImage, randomForest, DT, and bslib - A Web app (R-Project-Shiny-based)

This digital image analysis has been developed using R-Project (4.6.1), RStudio 2026.08.1 Build 195. It is made using packages, including shiny, EBImage, randomForest, DT, and bslib. NOTE: Try to remain SLOW with the change in metrics using sliders as it may take large time to process the image. If it takes long, allow it to settle and start working after sometime. KEEP THE IMAGE BELOW 500 x 500 pixels.

Powered by Allaire, J., Sievert, C., Dervieux, C., Xie, Y., McPherson, J., Allen, A., Wickham, H., Atkins, A., & Hyndman, R. (2024). bslib: Custom Bootstrap 'Sass' Themes for 'shiny' and 'rmarkdown' (R package version 0.8.0) [Computer software]. https://CRAN.R-project.org/package=bslib Breiman, L., Cutler, A., Liaw, A., & Wiener, M. (2022). randomForest: Breiman and Cutler's Random Forests for Classification and Regression (R package version 4.7-1.1) [Computer software]. https://CRAN.R-project.org/package=randomForest Chang, W., Cheng, J., Allaire, J., Sievert, C., Schloerke, B., Xie, Y., Allen, A., McPherson, J., Dipert, A., & Borges, B. (2024). shiny: Web Application Framework for R (R package version 1.9.1) [Computer software]. https://CRAN.R-project.org/package=shiny Pau, G., Fuchs, F., Sklyar, O., Boutros, M., & Huber, W. (2010). EBImage—an R package for image processing with applications to cellular phenotypes. Bioinformatics, 26(7), 979–981. https://doi.org/10.1093/bioinformatics/btq046 Xie, Y., Cheng, J., & Tan, X. (2024). DT: A Wrapper of the JavaScript Library 'DataTables' (R package version 0.33) [Computer software]. https://CRAN.R-project.org/package=DT Terms of Use and Disclaimer: This tool is for educational purposes only. The author assumes no liability for inaccuracies or decisions made based on this output. No data is stored on our servers. The Image Analysis Toolkit provided on this site is an open-source tool intended for exploratory image analysis. Users are encouraged to verify all results with primary software and experts before publication. The owner of JeePakistan.blogspot.com is not responsible for any research outcomes derived from this tool. ===========================

NOTE: Uploaded on 22/09/2026

Six important factors that can lead to increase in property rates and real estate business

 

The real estate market in Pakistan is going to go up during the next 4 to 6 months. The current account deficits in Pakistan would decrease that can help in improving the real estate market. This decrease can be linked to the amount/payment provided by IMF. Moreover, China, Saudi Arabia, and Russia are going to invest in Pakistan that can also help in improving economic stability. So, this foreign investment would help in the next few months.

Another point is that people from foreign countries would send money to Pakistan in the form of remittances that can also positively affect the real estate market. For instance, if we compare August from September, there has been about 29% increase in foreign remittances.

Another interesting thing is that inflation is very much controlled during the past several months. It is not increasing, and this is a positive sign. This helps people in thinking about things other than day to day operations, such as real estate.

It is also important to note that the devaluation of Pakistani Rupees in comparison to Dollar has stopped. Pakistani Rupee is very much stable at one place. This is interesting, as people may stop investing in money trading and may stop investing in other options, such as real estate.

The interest rate is also an interesting and important factor. It is gradually decreasing that can also lead to increased investment in other options. In 2025, it is said that interest rate would come in single digit.

Pakistan’s exports are also increasing that can also result in increased investment in real estate. Exports result in more inflow of dollars, which is beneficial.

Source:

Asaan Home - Nobody Tells You About Pakistan's Real Estate Crisis | Which Projects are Profiting BIG Right Now! -  https://www.youtube.com/watch?v=K6eCIlrayrM