diff --git a/country_outputs/forest_biomass_summary_DRC_output.ipynb b/country_outputs/forest_biomass_summary_DRC_output.ipynb
index 7bdc970e57784fb76f6b40b9fc6355a51a4e0228..073249336e3df3b1e97f13f41b6e1f3546747997 100644
--- a/country_outputs/forest_biomass_summary_DRC_output.ipynb
+++ b/country_outputs/forest_biomass_summary_DRC_output.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "domestic-poverty",
+   "id": "understood-error",
    "metadata": {},
    "source": [
     "# ESA Biomass Climate Change Initiative global forest aboveground biomass dataset v2.0 2010, 2017, 2018\n",
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "unlimited-minnesota",
+   "id": "imperial-navigation",
    "metadata": {},
    "source": [
     "#### Install these R packages first, and load them into the R session. Source R script with support functions."
@@ -27,13 +27,8 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "exterior-nightmare",
-   "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    }
-   },
+   "id": "published-basin",
+   "metadata": {},
    "outputs": [
     {
      "name": "stderr",
@@ -119,7 +114,7 @@
       "\n",
       "Attaching package ff\n",
       "\n",
-      "- getOption(\"fftempdir\")==\"/tmp/RtmpPRaI0t/ff\"\n",
+      "- getOption(\"fftempdir\")==\"/tmp/RtmpO8dWrM/ff\"\n",
       "\n",
       "\n",
       "- getOption(\"ffextension\")==\"ff\"\n",
@@ -168,13 +163,9 @@
       "\n",
       "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
       "“there is no package called ‘snow’”\n",
-      "Warning message:\n",
-      "“dependency ‘nws’ is not available”\n",
-      "also installing the dependencies ‘Rmpi’, ‘rlecuyer’\n",
+      "also installing the dependency ‘rlecuyer’\n",
       "\n",
       "\n",
-      "Warning message in install.packages(x, dependencies = TRUE):\n",
-      "“installation of package ‘Rmpi’ had non-zero exit status”\n",
       "Updating HTML index of packages in '.Library'\n",
       "\n",
       "Making 'packages.html' ...\n",
@@ -209,7 +200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "united-district",
+   "id": "amino-hometown",
    "metadata": {},
    "source": [
     "#### Set the path to the CCI Biomass data folder & read in world countries shapefile"
@@ -218,7 +209,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "searching-deployment",
+   "id": "frank-wings",
    "metadata": {},
    "outputs": [
     {
@@ -261,7 +252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fifteen-wedding",
+   "id": "contained-status",
    "metadata": {},
    "source": [
     "#### Generate 10x10 degree WGS84 grid that the CCI Biomass and Hansen Forest Cover products are tiled on"
@@ -270,7 +261,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "sacred-rings",
+   "id": "synthetic-tucson",
    "metadata": {},
    "outputs": [
     {
@@ -292,7 +283,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "german-device",
+   "id": "formal-language",
    "metadata": {},
    "source": [
     "#### Print out country names in Africa to select from"
@@ -300,8 +291,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "developmental-aruba",
+   "execution_count": 4,
+   "id": "harmful-covering",
    "metadata": {},
    "outputs": [
     {
@@ -609,7 +600,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bigger-racing",
+   "id": "passing-aircraft",
    "metadata": {},
    "source": [
     "#### Select a country in Africa to plot with corresponding data tiles"
@@ -617,8 +608,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "chronic-packing",
+   "execution_count": 5,
+   "id": "behavioral-antique",
    "metadata": {},
    "outputs": [
     {
@@ -677,8 +668,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "likely-reflection",
+   "execution_count": 6,
+   "id": "ideal-transfer",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -688,7 +679,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "emotional-consistency",
+   "id": "amateur-glenn",
    "metadata": {},
    "source": [
     "#### Read in the CCI Biomass data for this AOI from the downloaded CCI Biomass tiles, mosaicing multiple tiles as necessary"
@@ -696,8 +687,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "honey-stewart",
+   "execution_count": 7,
+   "id": "interesting-adrian",
    "metadata": {},
    "outputs": [
     {
@@ -708,7 +699,7 @@
        "resolution : 0.0008888889, 0.0008888889  (x, y)\n",
        "extent     : 12.21067, 31.28089, -13.45867, 5.375111  (xmin, xmax, ymin, ymax)\n",
        "crs        : +proj=longlat +datum=WGS84 +no_defs \n",
-       "source     : r_tmp_2021-10-25_142438_1337_91161.tif \n",
+       "source     : r_tmp_2021-11-01_145918_845_65258.tif \n",
        "names      : agbd_2020, agbd_sd_2020 \n",
        "min values :         0,            0 \n",
        "max values :       552,         1068 \n"
@@ -725,7 +716,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "careful-delivery",
+   "id": "needed-return",
    "metadata": {},
    "source": [
     "#### Read in the NCEO Biomass data for this AOI from the downloaded data. NCEO data is stored as a single file for the continent of Africa, rather than multiple tiles."
@@ -733,8 +724,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "fatty-activation",
+   "execution_count": 9,
+   "id": "sudden-veteran",
    "metadata": {},
    "outputs": [
     {
@@ -753,7 +744,7 @@
        "resolution : 0.0008983153, 0.0008983153  (x, y)\n",
        "extent     : 12.2108, 31.28024, -13.45856, 5.375519  (xmin, xmax, ymin, ymax)\n",
        "crs        : +proj=longlat +datum=WGS84 +no_defs \n",
-       "source     : r_tmp_2021-10-25_145108_1337_50743.grd \n",
+       "source     : r_tmp_2021-11-01_151612_845_75868.grd \n",
        "names      : agbd_2017, agbd_sd_2017 \n",
        "min values :         0,            0 \n",
        "max values :       730,          310 \n"
@@ -771,14 +762,13 @@
     "filenames_nceo <- c(file.path(nceo_data_folder, file_name), file.path(nceo_data_folder, file_name_sd))\n",
     "print(filenames_nceo)\n",
     "\n",
-    "\n",
+    "filename <- \"\"\n",
     "\n",
     "tile_stack <- crop(stack(filenames_nceo), aoi)#, datatype=\"INT1U\", format='GTiff', options=\"COMPRESS=LZW\")\n",
     "\n",
     "names(tile_stack) <- band_names_nceo\n",
     "tile_stacks <- list(tile_stack)\n",
     "\n",
-    "\n",
     "tile_mosaic <- tile_stacks[[1]]\n",
     "  if (filename != '') {\n",
     "    tile_mosaic <- writeRaster(tile_mosaic, filename=filename, \n",
@@ -796,7 +786,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "hawaiian-bargain",
+   "id": "intelligent-russell",
    "metadata": {},
    "outputs": [
     {
@@ -846,7 +836,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "caroline-infrared",
+   "id": "developmental-natural",
    "metadata": {},
    "source": [
     "#### Calculate total aboveground biomass and average aboveground biomass density for 2017 CCI and NCEO biomass for the selected country"
@@ -855,7 +845,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "sophisticated-photographer",
+   "id": "cooperative-field",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -999,7 +989,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "continuing-crest",
+   "id": "simplified-format",
    "metadata": {},
    "source": [
     "#### Print out basic forest aboveground biomass statistics for the selected country\n",
@@ -1009,7 +999,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "professional-vertical",
+   "id": "later-budapest",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1020,7 +1010,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "premier-wallace",
+   "id": "normal-princeton",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1054,7 +1044,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "statutory-chess",
+   "id": "rapid-request",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1065,7 +1055,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dedicated-grass",
+   "id": "ultimate-woman",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1075,7 +1065,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "signal-tractor",
+   "id": "portable-framing",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1085,7 +1075,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "focal-trunk",
+   "id": "hybrid-tattoo",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -1093,7 +1083,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "several-spokesman",
+   "id": "ceramic-paradise",
    "metadata": {},
    "outputs": [],
    "source": []