Add similarity notebook

notebooks/similarity_search.ipynb

@@ -0,0 +1,54 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import geemap\n",
+    "import leafmap.maplibregl as leafmap\n",
+    "\n",
+    "geemap.ee_initialize()\n",
+    "\n",
+    "m = leafmap.Map(\n",
+    "    projection=\"globe\", sidebar_visible=True, center=[-100, 40], zoom=2, height=\"800px\"\n",
+    ")\n",
+    "google_hybrid = \"https://mt1.google.com/vt/lyrs=y&hl=en&x={x}&y={y}&z={z}\"\n",
+    "m.add_tile_layer(google_hybrid, name=\"Google Hybrid\", attribution=\"Google\")\n",
+    "layer_name = \"NWI Wetlands\"\n",
+    "m.add_nwi_basemap(name=layer_name, opacity=0.5)\n",
+    "m.add_similarity_search(\n",
+    "    before_id=layer_name,\n",
+    "    default_year=2024,\n",
+    "    default_color=\"#0000ff\",\n",
+    "    default_threshold=0.8,\n",
+    ")\n",
+    "m.add_draw_control(controls=[\"point\", \"trash\"])\n",
+    "m"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "geo",
+   "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": "3.12.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}