{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0",
   "metadata": {},
   "source": [
    "[![image](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://demo.leafmap.org/lab/index.html?path=notebooks/zz_notebook_template.ipynb)\n",
    "[![image](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/opengeos/leafmap/blob/master/docs/notebooks/64_stac_search.ipynb)\n",
    "[![image](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/opengeos/leafmap/HEAD)\n",
    "\n",
    "Uncomment the following line to install [leafmap](https://leafmap.org) if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install -U leafmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import leafmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://earth-search.aws.element84.com/v1/\"\n",
    "collection = \"sentinel-2-l2a\"\n",
    "time_range = \"2020-12-01/2020-12-31\"\n",
    "bbox = [-122.2751, 47.5469, -121.9613, 47.7458]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4",
   "metadata": {},
   "outputs": [],
   "source": [
    "search = leafmap.stac_search(\n",
    "    url=url,\n",
    "    max_items=10,\n",
    "    collections=[collection],\n",
    "    bbox=bbox,\n",
    "    datetime=time_range,\n",
    "    query={\"eo:cloud_cover\": {\"lt\": 10}},\n",
    "    sortby=[{\"field\": \"properties.eo:cloud_cover\", \"direction\": \"asc\"}],\n",
    ")\n",
    "search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5",
   "metadata": {},
   "outputs": [],
   "source": [
    "search = leafmap.stac_search(\n",
    "    url=url,\n",
    "    max_items=10,\n",
    "    collections=[collection],\n",
    "    bbox=bbox,\n",
    "    datetime=time_range,\n",
    "    get_collection=True,\n",
    ")\n",
    "# search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6",
   "metadata": {},
   "outputs": [],
   "source": [
    "search = leafmap.stac_search(\n",
    "    url=url,\n",
    "    max_items=10,\n",
    "    collections=[collection],\n",
    "    bbox=bbox,\n",
    "    datetime=time_range,\n",
    "    get_gdf=True,\n",
    ")\n",
    "search.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7",
   "metadata": {},
   "outputs": [],
   "source": [
    "search = leafmap.stac_search(\n",
    "    url=url,\n",
    "    max_items=10,\n",
    "    collections=[collection],\n",
    "    bbox=bbox,\n",
    "    datetime=time_range,\n",
    "    get_assets=True,\n",
    ")\n",
    "# search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8",
   "metadata": {},
   "outputs": [],
   "source": [
    "search = leafmap.stac_search(\n",
    "    url=url,\n",
    "    max_items=10,\n",
    "    collections=[collection],\n",
    "    bbox=bbox,\n",
    "    datetime=time_range,\n",
    "    get_info=True,\n",
    ")\n",
    "# search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9",
   "metadata": {},
   "outputs": [],
   "source": [
    "search = leafmap.stac_search(\n",
    "    url=url,\n",
    "    max_items=10,\n",
    "    collections=[collection],\n",
    "    bbox=bbox,\n",
    "    datetime=time_range,\n",
    "    get_links=True,\n",
    ")\n",
    "search"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10",
   "metadata": {},
   "source": [
    "Search and visualize open geospatial dataset interactively"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "11",
   "metadata": {},
   "outputs": [],
   "source": [
    "leafmap.show_youtube_video(\"https://youtu.be/7OEraGYOWiU\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12",
   "metadata": {},
   "outputs": [],
   "source": [
    "m = leafmap.Map(center=[37.7517, -122.4433], zoom=8)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13",
   "metadata": {},
   "source": [
    "The search results can be accessed using one of the following methods:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14",
   "metadata": {},
   "outputs": [],
   "source": [
    "# m.stac_gdf  # The GeoDataFrame of the STAC search results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# m.stac_dict  # The STAC search results as a dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16",
   "metadata": {},
   "outputs": [],
   "source": [
    "# m.stac_item  # The selected STAC item of the search result"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
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 "nbformat": 4,
 "nbformat_minor": 5
}