From 26486e34781b9d274aff5ca8f8c414ce4585dd69 Mon Sep 17 00:00:00 2001
From: eric <egagli@uw.edu>
Date: Mon, 1 Apr 2024 17:53:34 -0700
Subject: [PATCH] remove fluff

---
 docs/examples/remote_sensing_examples.ipynb | 209 ++++----------------
 1 file changed, 43 insertions(+), 166 deletions(-)

diff --git a/docs/examples/remote_sensing_examples.ipynb b/docs/examples/remote_sensing_examples.ipynb
index 3c90f3b..1dfafeb 100644
--- a/docs/examples/remote_sensing_examples.ipynb
+++ b/docs/examples/remote_sensing_examples.ipynb
@@ -12445,173 +12445,50 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "list(bbox_gdf.total_bounds)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!pip install --upgrade xee"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import xee"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!earthengine authenticate --quiet"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import ee\n",
+    "# list(bbox_gdf.total_bounds)\n",
     "\n",
-    "ee.Initialize(opt_url=\"https://earthengine-highvolume.googleapis.com\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "bbox_ee = ee.Geometry.Rectangle(153.0, -43.0, 154.0, -42.0)\n",
-    "bbox_ee = ee.Geometry.Rectangle(*list(bbox_gdf.total_bounds))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "bbox_ee = ee.Geometry.BBox(*list(bbox_gdf.total_bounds))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "bbox_ee.Polygon()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ic.first().select(0).projection()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ic = ee.ImageCollection(\"JAXA/ALOS/PALSAR-2/Level2_2/ScanSAR\").filterDate(\n",
-    "    \"2022-07-01\", \"2022-07-31\"\n",
-    ")\n",
-    "ds = xr.open_dataset(\n",
-    "    ic,\n",
-    "    geometry=bbox_ee,\n",
-    "    projection=ic.first().select(0).projection(),\n",
-    "    crs=\"EPSG:4326\",\n",
-    "    engine=\"ee\",\n",
-    "    scale=0.01,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ds"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ds[\"HH\"].isel(time=1).plot()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def dn_to_db(dn):\n",
-    "    db = 10 * np.log10(dn**2) - 83\n",
-    "    return db"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ds[\"HH\"].map_blocks(dn_to_db)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ds[\"HH\"].isel(time=0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ds.time.values[0:10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# auth: planetary computer, google earth engine, earthdata, etc. and save?"
+    "# !pip install --upgrade xee\n",
+    "\n",
+    "# import xee\n",
+    "\n",
+    "# !earthengine authenticate --quiet\n",
+    "\n",
+    "# import ee\n",
+    "\n",
+    "# ee.Initialize(opt_url=\"https://earthengine-highvolume.googleapis.com\")\n",
+    "\n",
+    "# bbox_ee = ee.Geometry.Rectangle(153.0, -43.0, 154.0, -42.0)\n",
+    "# bbox_ee = ee.Geometry.Rectangle(*list(bbox_gdf.total_bounds))\n",
+    "\n",
+    "# bbox_ee = ee.Geometry.BBox(*list(bbox_gdf.total_bounds))\n",
+    "\n",
+    "# bbox_ee.Polygon()\n",
+    "\n",
+    "# ic.first().select(0).projection()\n",
+    "\n",
+    "# ic = ee.ImageCollection(\"JAXA/ALOS/PALSAR-2/Level2_2/ScanSAR\").filterDate(\n",
+    "#     \"2022-07-01\", \"2022-07-31\"\n",
+    "# )\n",
+    "# ds = xr.open_dataset(\n",
+    "#     ic,\n",
+    "#     geometry=bbox_ee,\n",
+    "#     projection=ic.first().select(0).projection(),\n",
+    "#     crs=\"EPSG:4326\",\n",
+    "#     engine=\"ee\",\n",
+    "#     scale=0.01,\n",
+    "# )\n",
+    "\n",
+    "# ds\n",
+    "\n",
+    "# ds[\"HH\"].isel(time=1).plot()\n",
+    "\n",
+    "# def dn_to_db(dn):\n",
+    "#     db = 10 * np.log10(dn**2) - 83\n",
+    "#     return db\n",
+    "\n",
+    "# ds[\"HH\"].map_blocks(dn_to_db)\n",
+    "# ds[\"HH\"].isel(time=0)\n",
+    "# ds.time.values[0:10]"
    ]
   }
  ],