diff --git a/.ipynb_checkpoints/plot2map_Mexico_demo-checkpoint.ipynb b/.ipynb_checkpoints/plot2map_Mexico_demo-checkpoint.ipynb
index 6d7189dd54eadc69b08350e3cf994279e3079c3c..f868b8e2db68d616e1a7a8f03758c49ba7d67ed7 100644
--- a/.ipynb_checkpoints/plot2map_Mexico_demo-checkpoint.ipynb
+++ b/.ipynb_checkpoints/plot2map_Mexico_demo-checkpoint.ipynb
@@ -55,7 +55,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "judicial-mathematics",
    "metadata": {
     "tags": []
@@ -69,113 +69,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "55e7d789-a39e-4eed-a5a3-8a2adb9f676f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "also installing the dependencies ‘systemfonts’, ‘svglite’, ‘terra’, ‘leafem’, ‘leafpop’, ‘raster’, ‘tmaptools’, ‘units’, ‘lwgeom’, ‘mapview’, ‘pool’, ‘stars’, ‘tmap’\n",
-      "\n",
-      "\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘systemfonts’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘terra’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘units’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘pool’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘svglite’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘raster’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘sf’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘leafem’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘leafpop’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘lwgeom’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘stars’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘tmaptools’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘mapview’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘tmap’ had non-zero exit status”\n",
-      "Updating HTML index of packages in '.Library'\n",
-      "\n",
-      "Making 'packages.html' ...\n",
-      " done\n",
-      "\n"
-     ]
-    },
-    {
-     "ename": "ERROR",
-     "evalue": "Error in library(sf): there is no package called ‘sf’\n",
-     "output_type": "error",
-     "traceback": [
-      "Error in library(sf): there is no package called ‘sf’\nTraceback:\n",
-      "1. library(sf)"
-     ]
-    }
-   ],
-   "source": [
-    "install.packages('sf', dependencies=T)\n",
-    "library(sf)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "de9cb90c-07f0-4099-896a-909dccbf21ac",
+   "execution_count": 4,
+   "id": "85854ef6-72e1-4091-a764-5e8e0c58ef28",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "ename": "ERROR",
-     "evalue": "Error in library(sf): there is no package called ‘sf’\n",
-     "output_type": "error",
-     "traceback": [
-      "Error in library(sf): there is no package called ‘sf’\nTraceback:\n",
-      "1. library(sf)"
-     ]
-    }
-   ],
-   "source": [
-    "library(ranger)\n",
-    "library(rgdal)\n",
-    "library(terra)\n",
-    "library(stringr)\n",
-    "library(sf)\n",
-    "library(plyr)\n",
-    "library(dplyr)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "7947548a-28c5-4d4c-a7e1-9d55598fc872",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "ERROR",
-     "evalue": "Error in library(sf): there is no package called ‘sf’\n",
-     "output_type": "error",
-     "traceback": [
-      "Error in library(sf): there is no package called ‘sf’\nTraceback:\n",
-      "1. library(sf)"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "library(sf)"
+    "## Go to Terminal to install sf manually using mamba see guide doc"
    ]
   },
   {
@@ -199,9 +100,9 @@
     "AGBown <- NA #if user-derived AGB map is to be validated\n",
     "fmask <- NA #if country forest map is to be used\n",
     "\n",
-    "agbTilesDir <- \"/projects/shared-buckets/minord/data/cci_biomass/v3.0/2020\"\n",
-    "treeCoverDir <-'/projects/shared-buckets/arnanaraza/treecover2010_v3' \n",
-    "biasCovsDir <-'/projects/shared-buckets/arnanaraza/bias_modelling_covs' \n",
+    "agbTilesDir <- dataDir #for now\n",
+    "treeCoverDir <- dataDir\n",
+    "biasCovsDir <-dataDir \n",
     "\n",
     "# Load all the functions needed\n",
     "setwd(scriptsDir)  \n",
@@ -257,7 +158,7 @@
     "setwd(dataDir)\n",
     "plotsFile <- 'NFI_Mexico_DeJong2014.csv'\n",
     "plots <- read.csv(plotsFile) \n",
-    "world <- readOGR(\"/projects/shared-buckets/leitoldv/NaturalEarth/ne_10m_admin_0_countries.shp\")\n",
+    "world <- readOGR(\"ne_10m_admin_0_countries.shp\")\n",
     "mexico <- world[world$ADM0_A3==\"MEX\",]\n",
     "plot(mexico)\n",
     "p <- plots\n",
@@ -1628,7 +1529,7 @@
    "mimetype": "text/x-r-source",
    "name": "R",
    "pygments_lexer": "r",
-   "version": "4.1.3"
+   "version": "4.2.3"
   }
  },
  "nbformat": 4,
diff --git a/plot2map_Mexico_demo.ipynb b/plot2map_Mexico_demo.ipynb
index 6d7189dd54eadc69b08350e3cf994279e3079c3c..f868b8e2db68d616e1a7a8f03758c49ba7d67ed7 100644
--- a/plot2map_Mexico_demo.ipynb
+++ b/plot2map_Mexico_demo.ipynb
@@ -55,7 +55,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "judicial-mathematics",
    "metadata": {
     "tags": []
@@ -69,113 +69,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "55e7d789-a39e-4eed-a5a3-8a2adb9f676f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "also installing the dependencies ‘systemfonts’, ‘svglite’, ‘terra’, ‘leafem’, ‘leafpop’, ‘raster’, ‘tmaptools’, ‘units’, ‘lwgeom’, ‘mapview’, ‘pool’, ‘stars’, ‘tmap’\n",
-      "\n",
-      "\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘systemfonts’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘terra’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘units’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘pool’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘svglite’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘raster’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘sf’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘leafem’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘leafpop’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘lwgeom’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘stars’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘tmaptools’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘mapview’ had non-zero exit status”\n",
-      "Warning message in install.packages(\"sf\", dependencies = T):\n",
-      "“installation of package ‘tmap’ had non-zero exit status”\n",
-      "Updating HTML index of packages in '.Library'\n",
-      "\n",
-      "Making 'packages.html' ...\n",
-      " done\n",
-      "\n"
-     ]
-    },
-    {
-     "ename": "ERROR",
-     "evalue": "Error in library(sf): there is no package called ‘sf’\n",
-     "output_type": "error",
-     "traceback": [
-      "Error in library(sf): there is no package called ‘sf’\nTraceback:\n",
-      "1. library(sf)"
-     ]
-    }
-   ],
-   "source": [
-    "install.packages('sf', dependencies=T)\n",
-    "library(sf)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "de9cb90c-07f0-4099-896a-909dccbf21ac",
+   "execution_count": 4,
+   "id": "85854ef6-72e1-4091-a764-5e8e0c58ef28",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "ename": "ERROR",
-     "evalue": "Error in library(sf): there is no package called ‘sf’\n",
-     "output_type": "error",
-     "traceback": [
-      "Error in library(sf): there is no package called ‘sf’\nTraceback:\n",
-      "1. library(sf)"
-     ]
-    }
-   ],
-   "source": [
-    "library(ranger)\n",
-    "library(rgdal)\n",
-    "library(terra)\n",
-    "library(stringr)\n",
-    "library(sf)\n",
-    "library(plyr)\n",
-    "library(dplyr)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "7947548a-28c5-4d4c-a7e1-9d55598fc872",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "ERROR",
-     "evalue": "Error in library(sf): there is no package called ‘sf’\n",
-     "output_type": "error",
-     "traceback": [
-      "Error in library(sf): there is no package called ‘sf’\nTraceback:\n",
-      "1. library(sf)"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "library(sf)"
+    "## Go to Terminal to install sf manually using mamba see guide doc"
    ]
   },
   {
@@ -199,9 +100,9 @@
     "AGBown <- NA #if user-derived AGB map is to be validated\n",
     "fmask <- NA #if country forest map is to be used\n",
     "\n",
-    "agbTilesDir <- \"/projects/shared-buckets/minord/data/cci_biomass/v3.0/2020\"\n",
-    "treeCoverDir <-'/projects/shared-buckets/arnanaraza/treecover2010_v3' \n",
-    "biasCovsDir <-'/projects/shared-buckets/arnanaraza/bias_modelling_covs' \n",
+    "agbTilesDir <- dataDir #for now\n",
+    "treeCoverDir <- dataDir\n",
+    "biasCovsDir <-dataDir \n",
     "\n",
     "# Load all the functions needed\n",
     "setwd(scriptsDir)  \n",
@@ -257,7 +158,7 @@
     "setwd(dataDir)\n",
     "plotsFile <- 'NFI_Mexico_DeJong2014.csv'\n",
     "plots <- read.csv(plotsFile) \n",
-    "world <- readOGR(\"/projects/shared-buckets/leitoldv/NaturalEarth/ne_10m_admin_0_countries.shp\")\n",
+    "world <- readOGR(\"ne_10m_admin_0_countries.shp\")\n",
     "mexico <- world[world$ADM0_A3==\"MEX\",]\n",
     "plot(mexico)\n",
     "p <- plots\n",
@@ -1628,7 +1529,7 @@
    "mimetype": "text/x-r-source",
    "name": "R",
    "pygments_lexer": "r",
-   "version": "4.1.3"
+   "version": "4.2.3"
   }
  },
  "nbformat": 4,
diff --git a/plot2map_allGabonVal_1km.ipynb b/plot2map_allGabonVal_1km.ipynb
index 4a467f3eee376aa86182f21d2fb52e24f879dfb9..0532660bb711c12d15ec8bbaa02e6f7e78f06cf3 100644
--- a/plot2map_allGabonVal_1km.ipynb
+++ b/plot2map_allGabonVal_1km.ipynb
@@ -1714,9 +1714,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "R [conda env:r-with-gdal]",
+   "display_name": "R",
    "language": "R",
-   "name": "conda-env-r-with-gdal-r"
+   "name": "ir"
   },
   "language_info": {
    "codemirror_mode": "r",
@@ -1724,7 +1724,7 @@
    "mimetype": "text/x-r-source",
    "name": "R",
    "pygments_lexer": "r",
-   "version": "4.1.1"
+   "version": "4.1.3"
   }
  },
  "nbformat": 4,
diff --git a/scripts/TileNames.R b/scripts/TileNames.R
index 8a9377bd8edb26f11f2bc3dd82f3cb3530d3fa7a..163f2816155c53111be3daab0981d35e7e23395e 100644
--- a/scripts/TileNames.R
+++ b/scripts/TileNames.R
@@ -15,7 +15,7 @@ TCtileNames <- function(pol) {
         LtY <- ifelse(lat <= 0, "S", "N") # Adjusted for correct North/South designation
         WE <- paste0(sprintf('%03d', abs(lon)), LtX)
         NS <- paste0(sprintf('%02d', abs(lat)), LtY)
-        fnms <- c(fnms, file.path(treeCoverDir, paste0("treecover2010_", NS, "_", WE, ".tif")))
+        fnms <- c(fnms, file.path(treeCoverDir, paste0("treecover2020_", NS, "_", WE, ".tif")))
     }
 
     unique(fnms)
@@ -37,7 +37,7 @@ AGBtileNames <- function(pol){
       LtY <- ifelse(lat < 0, "S", "N")
       WE <- paste0(LtX, sprintf('%03d',abs(lon)))
       NS <- paste0(LtY,sprintf('%02d',abs(lat)))
-      fnms[i] <- file.path(agbTilesDir, paste0(NS, WE,"_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2017-fv2.0.tif"))
+      fnms[i] <- file.path(agbTilesDir, paste0(NS, WE,"_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2017-fv5.0.tif"))
       
     }else if (grepl('2010', agbTilesDir) == TRUE){
       lon <- 10*(crds[i,1]%/%10)
@@ -46,7 +46,7 @@ AGBtileNames <- function(pol){
       LtY <- ifelse(lat < 0, "S", "N")
       WE <- paste0(LtX, sprintf('%03d',abs(lon)))
       NS <- paste0(LtY,sprintf('%02d',abs(lat)))
-      fnms[i] <- file.path(agbTilesDir, paste0(NS, WE,"_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2010-fv2.0.tif"))
+      fnms[i] <- file.path(agbTilesDir, paste0(NS, WE,"_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2010-fv5.0.tif"))
     }else if (grepl('2018', agbTilesDir) == TRUE){
       lon <- 10*(crds[i,1]%/%10)
       lat <- 10*(crds[i,2]%/%10) + 10
@@ -54,7 +54,7 @@ AGBtileNames <- function(pol){
       LtY <- ifelse(lat < 0, "S", "N")
       WE <- paste0(LtX, sprintf('%03d',abs(lon)))
       NS <- paste0(LtY,sprintf('%02d',abs(lat)))
-      fnms[i] <- file.path(agbTilesDir, paste0(NS, WE,"_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2018-fv2.0.tif"))
+      fnms[i] <- file.path(agbTilesDir, paste0(NS, WE,"_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2018-fv5.0.tif"))
     }else{
       lon <- 10*(crds[i,1]%/%10)
       lat <- 10*(crds[i,2]%/%10) + 10
@@ -62,7 +62,7 @@ AGBtileNames <- function(pol){
       LtY <- ifelse(lat < 0, "S", "N")
       WE <- paste0(LtX, sprintf('%03d',abs(lon)))
       NS <- paste0(LtY,sprintf('%02d',abs(lat)))
-      fnms[i] <- file.path(agbTilesDir, paste0(NS, WE,"_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv3.0.tif")) 
+      fnms[i] <- file.path(agbTilesDir, paste0(NS, WE,"_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2020-fv5.0.tif")) 
     }
   }
   fnms0 <- unique(grep(paste(match,collapse="|"), fnms, value=T))