Merge pull request #1 from CU-ESIIL/dusty

Dusty's example

Author: Dusty-Gannon

docs/assets/figures/burn_site_similarity.png

@@ -209,17 +209,9 @@ Long term:
 
 ## Findings at a glance 📣 { #findings-at-a-glance .oasis-report-out-section .oasis-report-out-day3 }
 
-Headline 1 — what, where, how much
+- **Headline 1**: Embedding space similarity could be useful for selecting control/comparison sites in natural experiments
 
-...
-
-Headline 2 — change/trend/contrast
-
-...
-
-Headline 3 — implication for practice or policy
-
-...
+![dusty image](assets/figures/burn_site_similarity.png)
 
 ## Visuals that tell a story 📣 { #story-visuals .oasis-report-out-section .oasis-report-out-day3 }
 

docs/index.md

@@ -0,0 +1,170 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "6101af59",
+   "metadata": {},
+   "source": [
+    "This notebook documents the process of saving the AlphaEarth embeddings to Google Drive as a GeoTIFF. I then downloaded it locally, or one can use `rclone` to get it to CyVerse."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4d1f03e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import ee"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "0a176cc8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "ee.Authenticate()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "b89fe45e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ee.Initialize(project=\"embeddings-test-496221\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "de5e0079",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AOI area (km²): 149.73898314571272\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Bounding box: Willamette National Forest / Cascades study area (Oregon)\n",
+    "aoi = ee.Geometry.BBox(\n",
+    "    west=-122.25240108713064,\n",
+    "    south=44.19136542920598,\n",
+    "    east=-122.07249996408376,\n",
+    "    north=44.28532650370888,\n",
+    ")\n",
+    "\n",
+    "print(\"AOI area (km²):\", aoi.area(maxError=1).divide(1e6).getInfo())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "4f9c2143",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Embedding image bands: ['A00', 'A01', 'A02', 'A03', 'A04', 'A05', 'A06', 'A07', 'A08', 'A09', 'A10', 'A11', 'A12', 'A13', 'A14', 'A15', 'A16', 'A17', 'A18', 'A19', 'A20', 'A21', 'A22', 'A23', 'A24', 'A25', 'A26', 'A27', 'A28', 'A29', 'A30', 'A31', 'A32', 'A33', 'A34', 'A35', 'A36', 'A37', 'A38', 'A39', 'A40', 'A41', 'A42', 'A43', 'A44', 'A45', 'A46', 'A47', 'A48', 'A49', 'A50', 'A51', 'A52', 'A53', 'A54', 'A55', 'A56', 'A57', 'A58', 'A59', 'A60', 'A61', 'A62', 'A63']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# AlphaEarth embedding ImageCollection\n",
+    "# Verify the asset path matches what you have access to — common paths:\n",
+    "#   'projects/alpha-earth/embeddings/v1'\n",
+    "#   'projects/sat-io/open-datasets/alpha-earth/...'\n",
+    "ALPHA_EARTH_ASSET = 'GOOGLE/SATELLITE_EMBEDDING/V1/ANNUAL'\n",
+    "\n",
+    "embeddings = ee.ImageCollection(ALPHA_EARTH_ASSET) \\\n",
+    "    .filterDate('2022-01-01', '2023-07-31') \\\n",
+    "    .filterBounds(aoi) \\\n",
+    "    .mosaic() \\\n",
+    "    .clip(aoi)\n",
+    "\n",
+    "\n",
+    "print(\"Embedding image bands:\", embeddings.bandNames().getInfo())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "5d9a78a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Export task submitted: 4SKCKE6O4NVUCJ2H3B35M4RL\n"
+     ]
+    }
+   ],
+   "source": [
+    "task = ee.batch.Export.image.toDrive(\n",
+    "    image=embeddings,\n",
+    "    description='hja_alpha_earth',\n",
+    "    folder='alpha_earth',\n",
+    "    fileNamePrefix='hja_all_2022',\n",
+    "    region=aoi,\n",
+    "    scale=10,\n",
+    "    crs='EPSG:4326',\n",
+    "    maxPixels=1e9,\n",
+    "    fileFormat='GeoTIFF',\n",
+    ")\n",
+    "task.start()\n",
+    "print(\"Export task submitted:\", task.id)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "01551e90",
+   "metadata": {},
+   "source": [
+    "Can monitor tasks at https://code.earthengine.google.com/tasks"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv-dusty (3.14.3)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.14.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}