diff --git a/ASIS_data.ipynb b/ASIS_data.ipynb new file mode 100644 index 0000000..7e38b8b --- /dev/null +++ b/ASIS_data.ipynb @@ -0,0 +1,193 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2c6090aa-b375-4ce4-b5ce-25b7319429ea", + "metadata": {}, + "source": [ + "# Retrieving ASIS data locally with gee python API and R\n", + "## Introduction\n", + "In this notebook we will explore how to get ASIS data through the gee python API and geemap, but we will be using these two python libraries in R, thanks to the reticulate package, which offer an interface for running python code in R. " + ] + }, + { + "cell_type": "markdown", + "id": "80a9ea28-c796-494d-a0b3-b644d0cd8f58", + "metadata": {}, + "source": [ + "## Set up\n", + "\n", + "1) Use conda to manage environments and install R, python and required packages. A brief Intro to working with conda is given [here](https://github.com/RSO9192/conda_R)\n", + "2) Request access to ASIS data to giews1@fao.org" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "869130ba-abdf-4ea1-8e94-96f73333f9a7", + "metadata": {}, + "outputs": [], + "source": [ + "# Specify which python to use. This depends on your own configuration\n", + "Sys.setenv(RETICULATE_PYTHON = \"/home/riccardo/mambaforge/envs/R4/bin/python\")\n", + "library(reticulate)\n", + "library(terra)\n", + "library(tidyverse)\n", + "library(sf)\n", + "library(tmap)\n", + "library(rnaturalearth)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7b8ee15a-b4cf-4387-afef-034455e96aea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "TRUE" + ], + "text/latex": [ + "TRUE" + ], + "text/markdown": [ + "TRUE" + ], + "text/plain": [ + "[1] TRUE" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Import libraries and authenticate to gee\n", + "ee = import(\"ee\")\n", + "geemap = import(\"geemap\") # also install geopandas\n", + "\n", + "ee$Authenticate()\n", + "ee$Initialize()" + ] + }, + { + "cell_type": "markdown", + "id": "c0070b61-c2ae-4cff-974a-1e8e9d7a083c", + "metadata": {}, + "source": [ + "### Download the Weighted Mean Health Vegetation Index (mVHI)\n", + "Information on ASIS datasets available in gee can be found [here](https://www.fao.org/giews/earthobservation/access.jsp?lang=en). \n", + "\n", + "Now let's download mVHI for Somalia (Season 1 and cropland)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "58fb4403-5610-42f4-bd28-85b070fcdb16", + "metadata": {}, + "outputs": [], + "source": [ + "# let's define the region\n", + "somalia=ne_states(country=\"Somalia\")\n", + "min_lon <- st_bbox(somalia)$xmin\n", + "max_lon <- st_bbox(somalia)$xmax\n", + "min_lat <- st_bbox(somalia)$ymin\n", + "max_lat <- st_bbox(somalia)$ymax\n", + "\n", + "region = ee$Geometry$BBox(min_lon, min_lat, max_lon, max_lat)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5fcbd2ec-61ff-4d19-9ebd-8e33a2942f81", + "metadata": {}, + "outputs": [], + "source": [ + "asset=\"projects/UNFAO/ASIS/MVHI_A/MVHI_A_1984_S1_C\"\n", + "\n", + "mVHI_1984= ee$Image(asset) \n", + "\n", + "geemap$download_ee_image(mVHI_1984, \"/home/riccardo/Desktop/mVHI_1984_S1_crop.tif\", scale=1000, region=region, crs=\"EPSG:4326\")" + ] + }, + { + "cell_type": "markdown", + "id": "9905743e-a8a3-41bb-a958-17351584bd16", + "metadata": {}, + "source": [ + "## Now let's plot the results using tmap" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "cafe0320-e23a-4a8c-95c6-50430aa6a0e8", + "metadata": {}, + "outputs": [], + "source": [ + "mVHI_1984_tif= rast(\"/home/riccardo/Desktop/mVHI_1984_S1_crop.tif\") %>% \n", + "crop(somalia, mask=T)\n", + "# NA values are set to 255, so we set everything above 1 as NA\n", + "mVHI_1984_tif <- ifel(mVHI_1984_tif > 1, NA, mVHI_1984_tif)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "63dd42d5-0af5-40ec-83e7-c7cad15ab6de", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "stars object downsampled to 862 by 1160 cells. See tm_shape manual (argument raster.downsample)\n", + "\n" + ] + }, + { + "data": { + "image/png": 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0b9+eefz549++yzz7Zt23b27NlehgYA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+ "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 420, + "width": 420 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "tm_shape(mVHI_1984_tif)+\n", + " tm_raster(palette=c(\"red\", \"orange\", \"yellow\", \"green\"), title=\"wVHI\")+\n", + " tm_shape(somalia)+\n", + " tm_borders()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "4.2.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/readme.md b/readme.md deleted file mode 100644 index c6a6a6b..0000000 --- a/readme.md +++ /dev/null @@ -1,4 +0,0 @@ -Hi, this is a repository where we show how to retrieve programmatically FAO ASIS datasets distributed on GEE and other platforms (https://www.fao.org/giews/earthobservation/access.jsp) and perform advanced analyses. -You are welcome to contribute! - -FAO ASIS Team