From 0885c8102a4c4e6321fb1d8754a30bd9531d5cc6 Mon Sep 17 00:00:00 2001
From: abuiquoc <78238832+abuiquoc@users.noreply.github.com>
Date: Tue, 20 Jan 2026 11:28:25 +0100
Subject: [PATCH 1/3] Delete old migration_of_opensearch_to_stac_guide.ipynb

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deleted file mode 100644
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@@ -1,8113 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "39d4bfb3-2594-48b5-8b4e-cd879500c7c6",
-   "metadata": {},
-   "source": [
-    "# **Switch to STAC Catalogue API - OpenSearch Catalogue API Decommissioning**"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e354bcb1-9a35-42d6-b8ed-a767f698ff76",
-   "metadata": {},
-   "source": [
-    "## **Introduction**"
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "id": "7ade6582-c6a6-43e1-ac26-d17159d50ecf",
-   "metadata": {},
-   "source": [
-    "Due to the planned **[decommissioning of the OpenSearch Catalogue API](https://dataspace.copernicus.eu/news/2025-10-16-opensearch-catalogue-api-decommissioning-notice)** (hereafter referred to as Resto) scheduled for **2 February 2026**, users are encouraged to prepare their services and integrations for a transition to the STAC Catalogue API. This Jupyter notebook has been created as a practical migration guide to support that process and to facilitate a smooth and informed transition."
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "id": "8e259776-6382-48e7-9558-c602c7b6de0f",
-   "metadata": {},
-   "source": [
-    "The primary goal of this notebook is to help users understand how existing Resto-based workflows can be translated into equivalent STAC API queries. It provides conceptual guidance as well as concrete examples, enabling users to gradually adapt their applications while preserving existing functionality.\n",
-    "\n",
-    "Beyond serving as a replacement for Resto interface, STAC introduces a richer and more expressive data model, along with extended capabilities. By providing a standardized schema to describe spatiotemporal assets, STAC improves data interoperability across platforms and tools. This standardization lowers the entry barrier to efficiently discover, access, and exploit satellite and remote sensing data."
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "id": "47b0d475-3d1f-482b-91e2-1e4683ff12a8",
-   "metadata": {},
-   "source": [
-    "This notebook is structured into three main sections, focusing respectively on:\n",
-    "\n",
-    "* Collections & Items,\n",
-    "* Specific Items,\n",
-    "* Filters & Extensions.\n",
-    "  \n",
-    "Each section focuses on practical usage patterns and highlights the correspondence between Resto query parameters and their STAC equivalents, allowing users to incrementally migrate their discovery workflows with confidence."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b673f64a-3bbd-413b-aa18-6c0827ac00e0",
-   "metadata": {},
-   "source": [
-    "## **Libraries**\n",
-    "\n",
-    "Before we begin, we need to make sure that all the required libraries are installed and imported.\n",
-    "\n",
-    "* `pandas`: Python library used for data manipulation and analysis \n",
-    "* `requests`: Python library used for sending HTTP requests and interacting with APIs \n",
-    "*  `xml.etree.ElementTree`: Python library used for parsing and navigating an XML document"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "2cbc4397-4453-4aa1-b353-e5d27b53d136",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: pandas in /opt/conda/lib/python3.11/site-packages (2.3.3)\n",
-      "Requirement already satisfied: numpy>=1.23.2 in /opt/conda/lib/python3.11/site-packages (from pandas) (2.4.0)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.11/site-packages (from pandas) (2.8.2)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.11/site-packages (from pandas) (2023.3)\n",
-      "Requirement already satisfied: tzdata>=2022.7 in /opt/conda/lib/python3.11/site-packages (from pandas) (2025.2)\n",
-      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n"
-     ]
-    }
-   ],
-   "source": [
-    "!pip install pandas\n",
-    "import pandas as pd\n",
-    "import requests\n",
-    "import xml.etree.ElementTree as ET"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7d90fbf7-3016-407d-9254-5a24e101fa16",
-   "metadata": {},
-   "source": [
-    "## **Collections & Items**\n",
-    "\n",
-    "This section is dedicated to exploring **collections** - discovering which collections are available, examining the products they contain, and accessing metadata and properties associated with them.  \n",
-    "\n",
-    "It also covers **items** within those collections, including how to search for them, retrieve their attributes, and understand their spatial, temporal, and product-specific information.\n",
-    "\n",
-    "We will first cover aspects related to Resto and then transition smoothly to STAC."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "72a007a8-041a-411f-bf77-3128c14e0653",
-   "metadata": {},
-   "source": [
-    "### **Resto**\n",
-    "\n",
-    "Data in Resto are organized into collections, which correspond to different satellites or data sources. Queries can target either all collections or a specific collection. \n",
-    "\n",
-    "Accessing the base Resto URL provides information about products available in the catalogue, rather than details about collections themselves - it does not provide collection-level summaries or structure."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "c4bc044f-e18d-4e5c-8576-0306bf5bf746",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "resto_url = (\n",
-    "    \"https://catalogue.dataspace.copernicus.eu/resto/api/collections/search.json?\"\n",
-    ")"
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "id": "9c448cb6-fd79-4add-a891-06507570c80d",
-   "metadata": {},
-   "source": [
-    "Executing the query below will return metadata about the products in the catalogue. The response includes key fields for each product: type, id, geometry, properties. \n",
-    "\n",
-    "> **Hint:** The `.head()` function is used to display the first five rows of a DataFrame. This is useful for quickly inspecting the structure of your data and verifying that it has been loaded correctly."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "138b99a2-c08c-435d-a333-b370e3e54806",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/search.json?\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>type</th>\n",
-       "      <th>id</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>properties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>91822f33-b15c-5b60-aa39-6d9f6f5c773b</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-176.587...</td>\n",
-       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>bfd8cd54-52a7-48e2-88d0-58df86167399</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-145.885...</td>\n",
-       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>eb59e26f-c472-4f5f-8289-49bce7b13b7e</td>\n",
-       "      <td>{'type': 'MultiPolygon', 'coordinates': [[[[10...</td>\n",
-       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>85899f29-0854-30a0-b9a7-5f2d332e6f10</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[140.656,...</td>\n",
-       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>2b5ae1be-1831-447d-90b0-1e4b4d34d7b2</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[138.511,...</td>\n",
-       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      type                                    id  \\\n",
-       "0  Feature  91822f33-b15c-5b60-aa39-6d9f6f5c773b   \n",
-       "1  Feature  bfd8cd54-52a7-48e2-88d0-58df86167399   \n",
-       "2  Feature  eb59e26f-c472-4f5f-8289-49bce7b13b7e   \n",
-       "3  Feature  85899f29-0854-30a0-b9a7-5f2d332e6f10   \n",
-       "4  Feature  2b5ae1be-1831-447d-90b0-1e4b4d34d7b2   \n",
-       "\n",
-       "                                            geometry  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[-176.587...   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[-145.885...   \n",
-       "2  {'type': 'MultiPolygon', 'coordinates': [[[[10...   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[140.656,...   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[138.511,...   \n",
-       "\n",
-       "                                          properties  \n",
-       "0  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  \n",
-       "1  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  \n",
-       "2  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  \n",
-       "3  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  \n",
-       "4  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  "
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "json = requests.get(resto_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {resto_url}\")\n",
-    "\n",
-    "pd.DataFrame(json[\"features\"]).head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2783332c-bc01-48e9-a5e5-1381fa2ce4a8",
-   "metadata": {},
-   "source": [
-    "The list of available collections must be obtained from the documentation. For the next steps, we will create a Python list containing a few selected collections. This will allow us to perform queries and examples more efficiently."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "fc5f20c5-b0d7-42d7-97a4-8f85b085c6e1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "resto_collections = [\"Sentinel1\", \"Sentinel2\", \"Sentinel3\", \"Sentinel5P\", \"CLMS\"]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7a92eff6-6694-48c2-b9bf-eded274a67c4",
-   "metadata": {},
-   "source": [
-    "For each satellite (collection), the set of queryable parameters can be obtained from the resulting XML via **describe.xml** endpoint.\n",
-    "\n",
-    "To simplify it, we will create a Python function that reads the relevant parameters for a given collection from the XML. This approach allows users to know in advance what they can query, making it easier to construct valid requests without manually inspecting the XML for every collection."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "4fdbdd26-3335-4a4c-adf9-6485827849e0",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def parse_resto_collection(collection):\n",
-    "    \"\"\"\n",
-    "    Fetches and parses the describe.xml metadata for a given Resto collection.\n",
-    "\n",
-    "    Args:\n",
-    "        collection (str): The name of the collection (e.g., \"Sentinel2\").\n",
-    "\n",
-    "    Returns:\n",
-    "        dict: A dictionary containing:\n",
-    "            - 'collection': the collection name\n",
-    "            - 'short_name': the short name of the collection\n",
-    "            - 'description': the collection description\n",
-    "            - 'parameters': a list of queryable parameter names available for this collection\n",
-    "\n",
-    "    \"\"\"\n",
-    "    url = f\"https://catalogue.dataspace.copernicus.eu/resto/api/collections/{collection}/describe.xml\"\n",
-    "    response = requests.get(url)\n",
-    "    root = ET.fromstring(response.content)\n",
-    "\n",
-    "    ns = {\n",
-    "        \"os\": \"http://a9.com/-/spec/opensearch/1.1/\",\n",
-    "        \"param\": \"http://a9.com/-/spec/opensearch/extensions/parameters/1.0/\",\n",
-    "    }\n",
-    "\n",
-    "    return {\n",
-    "        \"collection\": collection,\n",
-    "        \"short_name\": root.findtext(\"os:ShortName\", namespaces=ns),\n",
-    "        \"description\": root.findtext(\"os:Description\", namespaces=ns),\n",
-    "        \"parameters\": [\n",
-    "            p.attrib.get(\"name\") for p in root.findall(\".//param:Parameter\", ns)\n",
-    "        ],\n",
-    "    }"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "14918dba-59ee-4796-99cc-a89dcf847f9b",
-   "metadata": {},
-   "source": [
-    "The code below executes the `parse_resto_collection` function for every collection in the `resto_collections` list."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "ee2bcf43-20f1-42d2-b560-3c0b10dc1ef0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>collection</th>\n",
-       "      <th>short_name</th>\n",
-       "      <th>description</th>\n",
-       "      <th>parameters</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Sentinel1</td>\n",
-       "      <td>Sentinel-1</td>\n",
-       "      <td>Sentinel-1 Collection</td>\n",
-       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Sentinel2</td>\n",
-       "      <td>Sentinel-2</td>\n",
-       "      <td>Sentinel-2 Collection</td>\n",
-       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Sentinel3</td>\n",
-       "      <td>Sentinel-3</td>\n",
-       "      <td>Sentinel-3 Collection</td>\n",
-       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Sentinel5P</td>\n",
-       "      <td>Sentinel-5P</td>\n",
-       "      <td>Sentinel-5P Collection</td>\n",
-       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>CLMS</td>\n",
-       "      <td>CLMS</td>\n",
-       "      <td>Copernicus Land Monitoring Service Collection</td>\n",
-       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   collection   short_name                                    description  \\\n",
-       "0   Sentinel1   Sentinel-1                          Sentinel-1 Collection   \n",
-       "1   Sentinel2   Sentinel-2                          Sentinel-2 Collection   \n",
-       "2   Sentinel3   Sentinel-3                          Sentinel-3 Collection   \n",
-       "3  Sentinel5P  Sentinel-5P                         Sentinel-5P Collection   \n",
-       "4        CLMS         CLMS  Copernicus Land Monitoring Service Collection   \n",
-       "\n",
-       "                                          parameters  \n",
-       "0  [maxRecords, index, page, identifier, geometry...  \n",
-       "1  [maxRecords, index, page, identifier, geometry...  \n",
-       "2  [maxRecords, index, page, identifier, geometry...  \n",
-       "3  [maxRecords, index, page, identifier, geometry...  \n",
-       "4  [maxRecords, index, page, identifier, geometry...  "
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_resto = pd.DataFrame([parse_resto_collection(c) for c in resto_collections])\n",
-    "df_resto"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "54a43689-9107-4b58-b6af-2b398237030c",
-   "metadata": {},
-   "source": [
-    "The code below demonstrates how to retrieve only the **queryable parameters for a specific collection**, in this case Sentinel-2:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "b766d5d5-e9ad-490d-9718-b36ab7301b82",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['maxRecords',\n",
-       " 'index',\n",
-       " 'page',\n",
-       " 'identifier',\n",
-       " 'geometry',\n",
-       " 'box',\n",
-       " 'lon',\n",
-       " 'lat',\n",
-       " 'radius',\n",
-       " 'startDate',\n",
-       " 'completionDate',\n",
-       " 'productIdentifier',\n",
-       " 'productType',\n",
-       " 'tileId',\n",
-       " 'processingLevel',\n",
-       " 'platform',\n",
-       " 'instrument',\n",
-       " 'orbitNumber',\n",
-       " 'sensorMode',\n",
-       " 'cloudCover',\n",
-       " 'updated',\n",
-       " 'publishedAfter',\n",
-       " 'publishedBefore',\n",
-       " 'sortParam',\n",
-       " 'sortOrder',\n",
-       " 'status',\n",
-       " 'exactCount',\n",
-       " 'orbitDirection',\n",
-       " 'relativeOrbitNumber',\n",
-       " 'processingBaseline',\n",
-       " 'missionTakeId']"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "s2_info = parse_resto_collection(\"Sentinel2\")\n",
-    "s2_parameters = s2_info[\"parameters\"]\n",
-    "s2_parameters"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ab2f1df1-3d4f-4c79-bbb9-e0e467b0d539",
-   "metadata": {},
-   "source": [
-    "The base Resto URL allows querying items from all collections. However, if we want to **retrieve products from a specific collection**, we need to include the collection name in the request URL."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "a7c9245d-b520-49d9-97af-e022c4c9a2de",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/CLMS/search.json\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>type</th>\n",
-       "      <th>id</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>properties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>000bcf77-ddcf-4fba-b559-d4caaa972e96</td>\n",
-       "      <td>{'type': 'Point', 'coordinates': [67.04, 40.87]}</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>0018595d-a646-44ed-9b44-b32b0acf2cc1</td>\n",
-       "      <td>{'type': 'Point', 'coordinates': [-87.0, 44.0]}</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>0029ff2f-67ed-4d14-bc45-7486c03af258</td>\n",
-       "      <td>{'type': 'Point', 'coordinates': [13.29, 58.81]}</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>003beb57-788a-4ed1-b4f2-440fba282b07</td>\n",
-       "      <td>{'type': 'Point', 'coordinates': [-62.8, 7.41]}</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>00684216-d9a5-4cc1-9944-e0bba63a09d5</td>\n",
-       "      <td>{'type': 'Point', 'coordinates': [28.0, -16.93]}</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      type                                    id  \\\n",
-       "0  Feature  000bcf77-ddcf-4fba-b559-d4caaa972e96   \n",
-       "1  Feature  0018595d-a646-44ed-9b44-b32b0acf2cc1   \n",
-       "2  Feature  0029ff2f-67ed-4d14-bc45-7486c03af258   \n",
-       "3  Feature  003beb57-788a-4ed1-b4f2-440fba282b07   \n",
-       "4  Feature  00684216-d9a5-4cc1-9944-e0bba63a09d5   \n",
-       "\n",
-       "                                           geometry  \\\n",
-       "0  {'type': 'Point', 'coordinates': [67.04, 40.87]}   \n",
-       "1   {'type': 'Point', 'coordinates': [-87.0, 44.0]}   \n",
-       "2  {'type': 'Point', 'coordinates': [13.29, 58.81]}   \n",
-       "3   {'type': 'Point', 'coordinates': [-62.8, 7.41]}   \n",
-       "4  {'type': 'Point', 'coordinates': [28.0, -16.93]}   \n",
-       "\n",
-       "                                          properties  \n",
-       "0  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
-       "1  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
-       "2  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
-       "3  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
-       "4  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  "
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "collection_name = \"CLMS\"\n",
-    "resto_url = f\"https://catalogue.dataspace.copernicus.eu/resto/api/collections/{collection_name}/search.json\"\n",
-    "\n",
-    "json = requests.get(resto_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {resto_url}\")\n",
-    "\n",
-    "df_features = pd.DataFrame(json[\"features\"])\n",
-    "df_features.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a32609b1-605a-4a3c-8431-da4f7fa387fd",
-   "metadata": {},
-   "source": [
-    "In Resto, each feature contains a nested properties dictionary with detailed metadata."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "ed313b6a-24eb-41d4-a386-9bce8290fd6b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>collection</th>\n",
-       "      <th>status</th>\n",
-       "      <th>parentIdentifier</th>\n",
-       "      <th>title</th>\n",
-       "      <th>description</th>\n",
-       "      <th>organisationName</th>\n",
-       "      <th>startDate</th>\n",
-       "      <th>completionDate</th>\n",
-       "      <th>productType</th>\n",
-       "      <th>processingLevel</th>\n",
-       "      <th>...</th>\n",
-       "      <th>license.grantedOrganizationCountries</th>\n",
-       "      <th>license.grantedFlags</th>\n",
-       "      <th>license.viewService</th>\n",
-       "      <th>license.signatureQuota</th>\n",
-       "      <th>license.description.shortName</th>\n",
-       "      <th>centroid.type</th>\n",
-       "      <th>centroid.coordinates</th>\n",
-       "      <th>services.download.url</th>\n",
-       "      <th>services.download.mimeType</th>\n",
-       "      <th>services.download.size</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>CLMS</td>\n",
-       "      <td>ONLINE</td>\n",
-       "      <td>None</td>\n",
-       "      <td>c_gls_WL_202509220600_1300000000138_ALTI_V2.2....</td>\n",
-       "      <td>Copernicus program priorities are to gain from...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1995-06-02T15:31:00.000000Z</td>\n",
-       "      <td>2025-09-22T06:00:00.000000Z</td>\n",
-       "      <td>river_and_lake_water_level</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>public</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>No license</td>\n",
-       "      <td>Point</td>\n",
-       "      <td>[67.04, 40.87]</td>\n",
-       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
-       "      <td>application/geo+json</td>\n",
-       "      <td>281916</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>CLMS</td>\n",
-       "      <td>ONLINE</td>\n",
-       "      <td>None</td>\n",
-       "      <td>c_gls_WL_202510170900_1300000000006_ALTI_V2.2....</td>\n",
-       "      <td>Copernicus program priorities are to gain from...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1992-09-27T02:35:00.000000Z</td>\n",
-       "      <td>2025-10-17T09:00:00.000000Z</td>\n",
-       "      <td>river_and_lake_water_level</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>public</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>No license</td>\n",
-       "      <td>Point</td>\n",
-       "      <td>[-87.0, 44.0]</td>\n",
-       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
-       "      <td>application/geo+json</td>\n",
-       "      <td>688083</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>CLMS</td>\n",
-       "      <td>ONLINE</td>\n",
-       "      <td>None</td>\n",
-       "      <td>c_gls_WL_202509260506_1300000000105_ALTI_V2.2....</td>\n",
-       "      <td>Copernicus program priorities are to gain from...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1992-09-28T22:30:00.000000Z</td>\n",
-       "      <td>2025-09-26T05:06:00.000000Z</td>\n",
-       "      <td>river_and_lake_water_level</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>public</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>No license</td>\n",
-       "      <td>Point</td>\n",
-       "      <td>[13.29, 58.81]</td>\n",
-       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
-       "      <td>application/geo+json</td>\n",
-       "      <td>373184</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>CLMS</td>\n",
-       "      <td>ONLINE</td>\n",
-       "      <td>None</td>\n",
-       "      <td>c_gls_WL_202505171602_1300000000073_ALTI_V2.2....</td>\n",
-       "      <td>Copernicus program priorities are to gain from...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1992-09-30T00:51:00.000000Z</td>\n",
-       "      <td>2025-05-17T16:02:00.000000Z</td>\n",
-       "      <td>river_and_lake_water_level</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>public</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>No license</td>\n",
-       "      <td>Point</td>\n",
-       "      <td>[-62.8, 7.41]</td>\n",
-       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
-       "      <td>application/geo+json</td>\n",
-       "      <td>182737</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>CLMS</td>\n",
-       "      <td>ONLINE</td>\n",
-       "      <td>None</td>\n",
-       "      <td>c_gls_WL_202507122311_1300000000172_ALTI_V2.2....</td>\n",
-       "      <td>Copernicus program priorities are to gain from...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1992-09-26T00:14:00.000000Z</td>\n",
-       "      <td>2025-07-12T23:11:00.000000Z</td>\n",
-       "      <td>river_and_lake_water_level</td>\n",
-       "      <td>None</td>\n",
-       "      <td>...</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>public</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>No license</td>\n",
-       "      <td>Point</td>\n",
-       "      <td>[28.0, -16.93]</td>\n",
-       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
-       "      <td>application/geo+json</td>\n",
-       "      <td>355715</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 37 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  collection  status parentIdentifier  \\\n",
-       "0       CLMS  ONLINE             None   \n",
-       "1       CLMS  ONLINE             None   \n",
-       "2       CLMS  ONLINE             None   \n",
-       "3       CLMS  ONLINE             None   \n",
-       "4       CLMS  ONLINE             None   \n",
-       "\n",
-       "                                               title  \\\n",
-       "0  c_gls_WL_202509220600_1300000000138_ALTI_V2.2....   \n",
-       "1  c_gls_WL_202510170900_1300000000006_ALTI_V2.2....   \n",
-       "2  c_gls_WL_202509260506_1300000000105_ALTI_V2.2....   \n",
-       "3  c_gls_WL_202505171602_1300000000073_ALTI_V2.2....   \n",
-       "4  c_gls_WL_202507122311_1300000000172_ALTI_V2.2....   \n",
-       "\n",
-       "                                         description organisationName  \\\n",
-       "0  Copernicus program priorities are to gain from...             None   \n",
-       "1  Copernicus program priorities are to gain from...             None   \n",
-       "2  Copernicus program priorities are to gain from...             None   \n",
-       "3  Copernicus program priorities are to gain from...             None   \n",
-       "4  Copernicus program priorities are to gain from...             None   \n",
-       "\n",
-       "                     startDate               completionDate  \\\n",
-       "0  1995-06-02T15:31:00.000000Z  2025-09-22T06:00:00.000000Z   \n",
-       "1  1992-09-27T02:35:00.000000Z  2025-10-17T09:00:00.000000Z   \n",
-       "2  1992-09-28T22:30:00.000000Z  2025-09-26T05:06:00.000000Z   \n",
-       "3  1992-09-30T00:51:00.000000Z  2025-05-17T16:02:00.000000Z   \n",
-       "4  1992-09-26T00:14:00.000000Z  2025-07-12T23:11:00.000000Z   \n",
-       "\n",
-       "                  productType processingLevel  ...  \\\n",
-       "0  river_and_lake_water_level            None  ...   \n",
-       "1  river_and_lake_water_level            None  ...   \n",
-       "2  river_and_lake_water_level            None  ...   \n",
-       "3  river_and_lake_water_level            None  ...   \n",
-       "4  river_and_lake_water_level            None  ...   \n",
-       "\n",
-       "  license.grantedOrganizationCountries license.grantedFlags  \\\n",
-       "0                                 None                 None   \n",
-       "1                                 None                 None   \n",
-       "2                                 None                 None   \n",
-       "3                                 None                 None   \n",
-       "4                                 None                 None   \n",
-       "\n",
-       "   license.viewService license.signatureQuota  license.description.shortName  \\\n",
-       "0               public                     -1                     No license   \n",
-       "1               public                     -1                     No license   \n",
-       "2               public                     -1                     No license   \n",
-       "3               public                     -1                     No license   \n",
-       "4               public                     -1                     No license   \n",
-       "\n",
-       "  centroid.type centroid.coordinates  \\\n",
-       "0         Point       [67.04, 40.87]   \n",
-       "1         Point        [-87.0, 44.0]   \n",
-       "2         Point       [13.29, 58.81]   \n",
-       "3         Point        [-62.8, 7.41]   \n",
-       "4         Point       [28.0, -16.93]   \n",
-       "\n",
-       "                               services.download.url  \\\n",
-       "0  https://catalogue.dataspace.copernicus.eu/down...   \n",
-       "1  https://catalogue.dataspace.copernicus.eu/down...   \n",
-       "2  https://catalogue.dataspace.copernicus.eu/down...   \n",
-       "3  https://catalogue.dataspace.copernicus.eu/down...   \n",
-       "4  https://catalogue.dataspace.copernicus.eu/down...   \n",
-       "\n",
-       "  services.download.mimeType  services.download.size  \n",
-       "0       application/geo+json                  281916  \n",
-       "1       application/geo+json                  688083  \n",
-       "2       application/geo+json                  373184  \n",
-       "3       application/geo+json                  182737  \n",
-       "4       application/geo+json                  355715  \n",
-       "\n",
-       "[5 rows x 37 columns]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_props = pd.json_normalize(df_features[\"properties\"])\n",
-    "df_props.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ac8bbf2c-203b-4496-85d7-1d4aba72cde7",
-   "metadata": {},
-   "source": [
-    "### **STAC**\n",
-    "\n",
-    "STAC is built around a set of interconnected JSON objects. STAC catalogue consists of four core resource types: **Catalog**, **Collection**, **Item** and **Asset**. \n",
-    "\n",
-    "Catalogs and Collections are used to define shared metadata for groups of Items, while Items represent individual products, specifying the metadata values and attributes that distinguish one product from another within the same collection. It also enables users to access detailed Asset-level metadata, including spatial information, temporal coverage, and data specifications."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3325b8f1-b25d-462a-803e-e88e7fa355c7",
-   "metadata": {},
-   "source": [
-    "#### **Collections Endpoint**\n",
-    "\n",
-    "STAC provides a dedicated endpoint that allows users to retrieve **information about all collections available within the catalogue**. This endpoint returns metadata for each collection."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "d1770429-044c-4008-99aa-417e55c737ea",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "stac_url = \"https://stac.dataspace.copernicus.eu/v1/collections\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "b6944db9-ffe9-4bb3-bbcb-891c8fd843d0",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>title</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>extent</th>\n",
-       "      <th>license</th>\n",
-       "      <th>keywords</th>\n",
-       "      <th>providers</th>\n",
-       "      <th>summaries</th>\n",
-       "      <th>...</th>\n",
-       "      <th>auth:schemes</th>\n",
-       "      <th>sci:citation</th>\n",
-       "      <th>stac_version</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>storage:schemes</th>\n",
-       "      <th>bands</th>\n",
-       "      <th>sci:doi</th>\n",
-       "      <th>ceosard:type</th>\n",
-       "      <th>ceosard:specification</th>\n",
-       "      <th>ceosard:specification_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>sentinel-3-sl-2-aod-nrt</td>\n",
-       "      <td>Collection</td>\n",
-       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
-       "      <td>Sentinel-3 SLSTR Aerosol Optical Depth (NRT)</td>\n",
-       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
-       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
-       "      <td>other</td>\n",
-       "      <td>[Sentinel, Copernicus, ESA, Satellite, Global,...</td>\n",
-       "      <td>[{'url': 'https://sentinels.copernicus.eu/web/...</td>\n",
-       "      <td>{'gsd': [9500], 'platform': ['sentinel-3a', 's...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
-       "      <td>Copernicus Sentinel data [Year]</td>\n",
-       "      <td>1.1.0</td>\n",
-       "      <td>[https://stac-extensions.github.io/alternate-a...</td>\n",
-       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>sentinel-1-global-mosaics</td>\n",
-       "      <td>Collection</td>\n",
-       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
-       "      <td>Sentinel-1 Global Mosaics</td>\n",
-       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
-       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
-       "      <td>other</td>\n",
-       "      <td>[Sentinel, Copernicus, ESA, GRD, SAR, C-Band, ...</td>\n",
-       "      <td>[{'url': 'https://sentinels.copernicus.eu/web/...</td>\n",
-       "      <td>{'gsd': [20, 40], 'instruments': ['sar'], 'pro...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
-       "      <td>Copernicus Sentinel data [Year]</td>\n",
-       "      <td>1.1.0</td>\n",
-       "      <td>[https://stac-extensions.github.io/authenticat...</td>\n",
-       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>sentinel-3-olci-2-wfr-nrt</td>\n",
-       "      <td>Collection</td>\n",
-       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
-       "      <td>Sentinel-3 OLCI Water Full Resolution (NRT)</td>\n",
-       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
-       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
-       "      <td>other</td>\n",
-       "      <td>[Sentinel, Copernicus, ESA, Satellite, Global,...</td>\n",
-       "      <td>[{'url': 'https://sentinels.copernicus.eu/web/...</td>\n",
-       "      <td>{'gsd': [300], 'platform': ['sentinel-3a', 'se...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
-       "      <td>Copernicus Sentinel data [Year]</td>\n",
-       "      <td>1.1.0</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
-       "      <td>[{'name': 'Oa01', 'description': 'Aerosol corr...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>sentinel-5p-l2-ch4-nrti</td>\n",
-       "      <td>Collection</td>\n",
-       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
-       "      <td>Sentinel-5P Level 2 Methane (NRTI)</td>\n",
-       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
-       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
-       "      <td>other</td>\n",
-       "      <td>[7000m, Atmosphere, CH4, Copernicus, EC, ESA, ...</td>\n",
-       "      <td>[{'url': 'https://sentinel.esa.int/web/sentine...</td>\n",
-       "      <td>{'gsd': [7000], 'platform': ['sentinel-5p'], '...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
-       "      <td>Copernicus Sentinel data [Year]</td>\n",
-       "      <td>1.1.0</td>\n",
-       "      <td>[https://stac-extensions.github.io/alternate-a...</td>\n",
-       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>sentinel-1-slc-wv</td>\n",
-       "      <td>Collection</td>\n",
-       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
-       "      <td>Sentinel-1 Single Look Complex: WV</td>\n",
-       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
-       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
-       "      <td>other</td>\n",
-       "      <td>[Sentinel, Copernicus, ESA, SLC, SAR, C-Band, ...</td>\n",
-       "      <td>[{'url': 'https://sentinel.esa.int/web/sentine...</td>\n",
-       "      <td>{'platform': ['sentinel-1a', 'sentinel-1b', 's...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
-       "      <td>Copernicus Sentinel data [Year]</td>\n",
-       "      <td>1.1.0</td>\n",
-       "      <td>[https://stac-extensions.github.io/authenticat...</td>\n",
-       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 22 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                          id        type  \\\n",
-       "0    sentinel-3-sl-2-aod-nrt  Collection   \n",
-       "1  sentinel-1-global-mosaics  Collection   \n",
-       "2  sentinel-3-olci-2-wfr-nrt  Collection   \n",
-       "3    sentinel-5p-l2-ch4-nrti  Collection   \n",
-       "4          sentinel-1-slc-wv  Collection   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
-       "1  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
-       "2  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
-       "3  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
-       "4  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
-       "\n",
-       "                                          title  \\\n",
-       "0  Sentinel-3 SLSTR Aerosol Optical Depth (NRT)   \n",
-       "1                     Sentinel-1 Global Mosaics   \n",
-       "2   Sentinel-3 OLCI Water Full Resolution (NRT)   \n",
-       "3            Sentinel-5P Level 2 Methane (NRTI)   \n",
-       "4            Sentinel-1 Single Look Complex: WV   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
-       "1  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
-       "2  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
-       "3  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
-       "4  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
-       "\n",
-       "                                              extent license  \\\n",
-       "0  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
-       "1  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
-       "2  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
-       "3  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
-       "4  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
-       "\n",
-       "                                            keywords  \\\n",
-       "0  [Sentinel, Copernicus, ESA, Satellite, Global,...   \n",
-       "1  [Sentinel, Copernicus, ESA, GRD, SAR, C-Band, ...   \n",
-       "2  [Sentinel, Copernicus, ESA, Satellite, Global,...   \n",
-       "3  [7000m, Atmosphere, CH4, Copernicus, EC, ESA, ...   \n",
-       "4  [Sentinel, Copernicus, ESA, SLC, SAR, C-Band, ...   \n",
-       "\n",
-       "                                           providers  \\\n",
-       "0  [{'url': 'https://sentinels.copernicus.eu/web/...   \n",
-       "1  [{'url': 'https://sentinels.copernicus.eu/web/...   \n",
-       "2  [{'url': 'https://sentinels.copernicus.eu/web/...   \n",
-       "3  [{'url': 'https://sentinel.esa.int/web/sentine...   \n",
-       "4  [{'url': 'https://sentinel.esa.int/web/sentine...   \n",
-       "\n",
-       "                                           summaries  ...  \\\n",
-       "0  {'gsd': [9500], 'platform': ['sentinel-3a', 's...  ...   \n",
-       "1  {'gsd': [20, 40], 'instruments': ['sar'], 'pro...  ...   \n",
-       "2  {'gsd': [300], 'platform': ['sentinel-3a', 'se...  ...   \n",
-       "3  {'gsd': [7000], 'platform': ['sentinel-5p'], '...  ...   \n",
-       "4  {'platform': ['sentinel-1a', 'sentinel-1b', 's...  ...   \n",
-       "\n",
-       "                                        auth:schemes  \\\n",
-       "0  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
-       "1  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
-       "2  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
-       "3  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
-       "4  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
-       "\n",
-       "                      sci:citation stac_version  \\\n",
-       "0  Copernicus Sentinel data [Year]        1.1.0   \n",
-       "1  Copernicus Sentinel data [Year]        1.1.0   \n",
-       "2  Copernicus Sentinel data [Year]        1.1.0   \n",
-       "3  Copernicus Sentinel data [Year]        1.1.0   \n",
-       "4  Copernicus Sentinel data [Year]        1.1.0   \n",
-       "\n",
-       "                                     stac_extensions  \\\n",
-       "0  [https://stac-extensions.github.io/alternate-a...   \n",
-       "1  [https://stac-extensions.github.io/authenticat...   \n",
-       "2  [https://stac-extensions.github.io/eo/v2.0.0/s...   \n",
-       "3  [https://stac-extensions.github.io/alternate-a...   \n",
-       "4  [https://stac-extensions.github.io/authenticat...   \n",
-       "\n",
-       "                                     storage:schemes  \\\n",
-       "0  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
-       "1  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
-       "2  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
-       "3  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
-       "4  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
-       "\n",
-       "                                               bands sci:doi ceosard:type  \\\n",
-       "0                                                NaN     NaN          NaN   \n",
-       "1                                                NaN     NaN          NaN   \n",
-       "2  [{'name': 'Oa01', 'description': 'Aerosol corr...     NaN          NaN   \n",
-       "3                                                NaN     NaN          NaN   \n",
-       "4                                                NaN     NaN          NaN   \n",
-       "\n",
-       "  ceosard:specification ceosard:specification_version  \n",
-       "0                   NaN                           NaN  \n",
-       "1                   NaN                           NaN  \n",
-       "2                   NaN                           NaN  \n",
-       "3                   NaN                           NaN  \n",
-       "4                   NaN                           NaN  \n",
-       "\n",
-       "[5 rows x 22 columns]"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "json = requests.get(stac_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {stac_url}\")\n",
-    "\n",
-    "pd.DataFrame(json[\"collections\"]).head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "67fc4bcf-4649-4fa3-9e25-499fbaad9ef0",
-   "metadata": {},
-   "source": [
-    "Querying the STAC collections endpoint allows users to obtain any available information related to the properties of each collection.\n",
-    "\n",
-    "In this example, we store the following details: id, title and summaries. This approach provides a structured overview of all collections in the catalogue, making it easier to explore their attributes before performing item-level queries."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "adcfdef4-6d82-447d-b8ff-ede3b393624d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>title</th>\n",
-       "      <th>summaries</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>sentinel-3-sl-2-aod-nrt</td>\n",
-       "      <td>Sentinel-3 SLSTR Aerosol Optical Depth (NRT)</td>\n",
-       "      <td>{'gsd': [9500], 'platform': ['sentinel-3a', 's...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>sentinel-1-global-mosaics</td>\n",
-       "      <td>Sentinel-1 Global Mosaics</td>\n",
-       "      <td>{'gsd': [20, 40], 'instruments': ['sar'], 'pro...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>sentinel-3-olci-2-wfr-nrt</td>\n",
-       "      <td>Sentinel-3 OLCI Water Full Resolution (NRT)</td>\n",
-       "      <td>{'gsd': [300], 'platform': ['sentinel-3a', 'se...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>sentinel-5p-l2-ch4-nrti</td>\n",
-       "      <td>Sentinel-5P Level 2 Methane (NRTI)</td>\n",
-       "      <td>{'gsd': [7000], 'platform': ['sentinel-5p'], '...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>sentinel-1-slc-wv</td>\n",
-       "      <td>Sentinel-1 Single Look Complex: WV</td>\n",
-       "      <td>{'platform': ['sentinel-1a', 'sentinel-1b', 's...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                          id                                         title  \\\n",
-       "0    sentinel-3-sl-2-aod-nrt  Sentinel-3 SLSTR Aerosol Optical Depth (NRT)   \n",
-       "1  sentinel-1-global-mosaics                     Sentinel-1 Global Mosaics   \n",
-       "2  sentinel-3-olci-2-wfr-nrt   Sentinel-3 OLCI Water Full Resolution (NRT)   \n",
-       "3    sentinel-5p-l2-ch4-nrti            Sentinel-5P Level 2 Methane (NRTI)   \n",
-       "4          sentinel-1-slc-wv            Sentinel-1 Single Look Complex: WV   \n",
-       "\n",
-       "                                           summaries  \n",
-       "0  {'gsd': [9500], 'platform': ['sentinel-3a', 's...  \n",
-       "1  {'gsd': [20, 40], 'instruments': ['sar'], 'pro...  \n",
-       "2  {'gsd': [300], 'platform': ['sentinel-3a', 'se...  \n",
-       "3  {'gsd': [7000], 'platform': ['sentinel-5p'], '...  \n",
-       "4  {'platform': ['sentinel-1a', 'sentinel-1b', 's...  "
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "json = requests.get(stac_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {stac_url}\")\n",
-    "\n",
-    "pd.DataFrame(json[\"collections\"])[[\"id\", \"title\", \"summaries\"]].head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "39f771ea-52c9-4ed1-bb5d-980529aeb9b6",
-   "metadata": {},
-   "source": [
-    "The code below allows us to obtain the **`id`s of all collections available in the catalogue**:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "fc7c3d2c-0a3b-4063-a2b5-5a784fd64926",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>sentinel-3-sl-2-aod-nrt</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>sentinel-1-global-mosaics</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>sentinel-3-olci-2-wfr-nrt</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>sentinel-5p-l2-ch4-nrti</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>sentinel-1-slc-wv</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>135</th>\n",
-       "      <td>sentinel-5p-l2-o3-nrti</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>136</th>\n",
-       "      <td>sentinel-5p-l2-o3-offl</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>137</th>\n",
-       "      <td>sentinel-5p-l2-so2-offl</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>138</th>\n",
-       "      <td>sentinel-5p-l2-so2-nrti</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>139</th>\n",
-       "      <td>sentinel-5p-l2-so2-rpro</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>140 rows × 1 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            id\n",
-       "0      sentinel-3-sl-2-aod-nrt\n",
-       "1    sentinel-1-global-mosaics\n",
-       "2    sentinel-3-olci-2-wfr-nrt\n",
-       "3      sentinel-5p-l2-ch4-nrti\n",
-       "4            sentinel-1-slc-wv\n",
-       "..                         ...\n",
-       "135     sentinel-5p-l2-o3-nrti\n",
-       "136     sentinel-5p-l2-o3-offl\n",
-       "137    sentinel-5p-l2-so2-offl\n",
-       "138    sentinel-5p-l2-so2-nrti\n",
-       "139    sentinel-5p-l2-so2-rpro\n",
-       "\n",
-       "[140 rows x 1 columns]"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "stac_collections = pd.DataFrame(json[\"collections\"])[[\"id\"]]\n",
-    "stac_collections"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5a55c5f9-2430-465f-a23e-0bf10c936c0f",
-   "metadata": {},
-   "source": [
-    "The code below retrieves **information for a specific collection**:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "28f44451-0b49-4792-82ec-50f58fe06328",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>type</th>\n",
-       "      <th>bands</th>\n",
-       "      <th>links</th>\n",
-       "      <th>title</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>extent</th>\n",
-       "      <th>license</th>\n",
-       "      <th>sci:doi</th>\n",
-       "      <th>keywords</th>\n",
-       "      <th>...</th>\n",
-       "      <th>description</th>\n",
-       "      <th>item_assets</th>\n",
-       "      <th>auth:schemes</th>\n",
-       "      <th>ceosard:type</th>\n",
-       "      <th>sci:citation</th>\n",
-       "      <th>stac_version</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>storage:schemes</th>\n",
-       "      <th>ceosard:specification</th>\n",
-       "      <th>ceosard:specification_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>Collection</td>\n",
-       "      <td>[{'gsd': 60, 'name': 'B01', 'description': 'Co...</td>\n",
-       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
-       "      <td>Sentinel-2 Level-2A</td>\n",
-       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
-       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
-       "      <td>other</td>\n",
-       "      <td>10.5270/S2_-znk9xsj</td>\n",
-       "      <td>[Copernicus, Sentinel, EU, ESA, Satellite, Glo...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>The Sentinel-2 Level-2A Collection 1 product p...</td>\n",
-       "      <td>{'AOT_10m': {'gsd': 10, 'type': 'image/jp2', '...</td>\n",
-       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
-       "      <td>optical</td>\n",
-       "      <td>Copernicus Sentinel data [Year]</td>\n",
-       "      <td>1.1.0</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
-       "      <td>SR</td>\n",
-       "      <td>5.0.1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1 rows × 22 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "               id        type  \\\n",
-       "0  sentinel-2-l2a  Collection   \n",
-       "\n",
-       "                                               bands  \\\n",
-       "0  [{'gsd': 60, 'name': 'B01', 'description': 'Co...   \n",
-       "\n",
-       "                                               links                title  \\\n",
-       "0  [{'rel': 'items', 'type': 'application/geo+jso...  Sentinel-2 Level-2A   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
-       "\n",
-       "                                              extent license  \\\n",
-       "0  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
-       "\n",
-       "               sci:doi                                           keywords  \\\n",
-       "0  10.5270/S2_-znk9xsj  [Copernicus, Sentinel, EU, ESA, Satellite, Glo...   \n",
-       "\n",
-       "   ...                                        description  \\\n",
-       "0  ...  The Sentinel-2 Level-2A Collection 1 product p...   \n",
-       "\n",
-       "                                         item_assets  \\\n",
-       "0  {'AOT_10m': {'gsd': 10, 'type': 'image/jp2', '...   \n",
-       "\n",
-       "                                        auth:schemes ceosard:type  \\\n",
-       "0  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...      optical   \n",
-       "\n",
-       "                      sci:citation stac_version  \\\n",
-       "0  Copernicus Sentinel data [Year]        1.1.0   \n",
-       "\n",
-       "                                     stac_extensions  \\\n",
-       "0  [https://stac-extensions.github.io/eo/v2.0.0/s...   \n",
-       "\n",
-       "                                     storage:schemes ceosard:specification  \\\n",
-       "0  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...                    SR   \n",
-       "\n",
-       "  ceosard:specification_version  \n",
-       "0                         5.0.1  \n",
-       "\n",
-       "[1 rows x 22 columns]"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "collection_id = \"sentinel-2-l2a\"\n",
-    "\n",
-    "stac_url = f\"https://stac.dataspace.copernicus.eu/v1/collections/{collection_id}\"\n",
-    "\n",
-    "json = requests.get(stac_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {stac_url}\")\n",
-    "\n",
-    "df = pd.DataFrame([json])\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f72df62c-dd32-42c3-92a9-07a209d132b7",
-   "metadata": {},
-   "source": [
-    "#### **Items Endpoint**\n",
-    "\n",
-    "STAC provides a dedicated endpoint that allows users to retrieve **information about items available within the collection**."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "615e6156-bd20-48fa-b2f5-a53d67c73f19",
-   "metadata": {},
-   "source": [
-    "The code below retrieves items (individual products) from a specific STAC collection:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "5b56097c-73c6-4467-9096-4c1dc45a9347",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/items\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CEJ_2...</td>\n",
-       "      <td>[2.998598727270369, -82.62787974508461, 3.5898...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[2.998682...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:23:05.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...</td>\n",
-       "      <td>[-2.277998803053058, -80.22883981478951, 0.184...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.18323...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:23:23.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDL_2...</td>\n",
-       "      <td>[-2.803841979337122, -81.13320280779526, 1.437...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[0.108578...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:30:58.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDK_2...</td>\n",
-       "      <td>[-3.447304707739892, -82.03781529080683, 2.739...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[1.369168...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:31:31.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T30CWS_2...</td>\n",
-       "      <td>[-3.001058129404774, -80.25242038514605, 0.184...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-3.00103...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:46.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S2B_MSIL2A_20251231T051319_N0511_R133_T31CEJ_2...   \n",
-       "1  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...   \n",
-       "2  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDL_2...   \n",
-       "3  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDK_2...   \n",
-       "4  S2B_MSIL2A_20251231T051319_N0511_R133_T30CWS_2...   \n",
-       "\n",
-       "                                                bbox     type  \\\n",
-       "0  [2.998598727270369, -82.62787974508461, 3.5898...  Feature   \n",
-       "1  [-2.277998803053058, -80.22883981478951, 0.184...  Feature   \n",
-       "2  [-2.803841979337122, -81.13320280779526, 1.437...  Feature   \n",
-       "3  [-3.447304707739892, -82.03781529080683, 2.739...  Feature   \n",
-       "4  [-3.001058129404774, -80.25242038514605, 0.184...  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "\n",
-       "                                            geometry      collection  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[2.998682...  sentinel-2-l2a   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[-2.18323...  sentinel-2-l2a   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[0.108578...  sentinel-2-l2a   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[1.369168...  sentinel-2-l2a   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[-3.00103...  sentinel-2-l2a   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'gsd': 10, 'created': '2025-12-31T07:23:05.00...   \n",
-       "1  {'gsd': 10, 'created': '2025-12-31T07:23:23.00...   \n",
-       "2  {'gsd': 10, 'created': '2025-12-31T07:30:58.00...   \n",
-       "3  {'gsd': 10, 'created': '2025-12-31T07:31:31.00...   \n",
-       "4  {'gsd': 10, 'created': '2025-12-31T07:24:46.00...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "collection_id = \"sentinel-2-l2a\"\n",
-    "\n",
-    "stac_url = f\"https://stac.dataspace.copernicus.eu/v1/collections/{collection_id}/items\"\n",
-    "\n",
-    "json = requests.get(stac_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {stac_url}\")\n",
-    "\n",
-    "df_features = pd.DataFrame(json[\"features\"])\n",
-    "df_features.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "04f0ab44-df51-4020-b75b-bd4efd7c63fc",
-   "metadata": {},
-   "source": [
-    "In STAC, each item contains a nested properties dictionary with detailed metadata."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "e554340f-2f51-47c8-986e-1f2bc43e965d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "    .dataframe tbody tr th {\n",
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-       "\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>gsd</th>\n",
-       "      <th>created</th>\n",
-       "      <th>expires</th>\n",
-       "      <th>updated</th>\n",
-       "      <th>datetime</th>\n",
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-       "      <th>published</th>\n",
-       "      <th>instruments</th>\n",
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-       "      <th>...</th>\n",
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-       "      <th>storage:schemes.cdse-s3.platform</th>\n",
-       "      <th>storage:schemes.cdse-s3.description</th>\n",
-       "      <th>storage:schemes.cdse-s3.requester_pays</th>\n",
-       "      <th>storage:schemes.creodias-s3.type</th>\n",
-       "      <th>storage:schemes.creodias-s3.title</th>\n",
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-       "      <th>storage:schemes.creodias-s3.description</th>\n",
-       "      <th>storage:schemes.creodias-s3.requester_pays</th>\n",
-       "      <th>processing:software.eometadatatool</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>10</td>\n",
-       "      <td>2025-12-31T07:23:05.000000Z</td>\n",
-       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
-       "      <td>2025-12-31T07:25:38.002693Z</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>sentinel-2b</td>\n",
-       "      <td>MGRS-31CEJ</td>\n",
-       "      <td>2025-12-31T07:25:38.002693Z</td>\n",
-       "      <td>[msi]</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
-       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
-       "      <td>This endpoint provides access to EO data which...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>custom-s3</td>\n",
-       "      <td>CREODIAS S3</td>\n",
-       "      <td>https://eodata.cloudferro.com</td>\n",
-       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>251021130925+dirty</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>10</td>\n",
-       "      <td>2025-12-31T07:23:23.000000Z</td>\n",
-       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
-       "      <td>2025-12-31T07:26:10.381080Z</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>sentinel-2b</td>\n",
-       "      <td>MGRS-31CDM</td>\n",
-       "      <td>2025-12-31T07:26:10.381080Z</td>\n",
-       "      <td>[msi]</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
-       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
-       "      <td>This endpoint provides access to EO data which...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>custom-s3</td>\n",
-       "      <td>CREODIAS S3</td>\n",
-       "      <td>https://eodata.cloudferro.com</td>\n",
-       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>251021130925+dirty</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>10</td>\n",
-       "      <td>2025-12-31T07:30:58.000000Z</td>\n",
-       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
-       "      <td>2025-12-31T07:33:41.761622Z</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>sentinel-2b</td>\n",
-       "      <td>MGRS-31CDL</td>\n",
-       "      <td>2025-12-31T07:33:41.761622Z</td>\n",
-       "      <td>[msi]</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
-       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
-       "      <td>This endpoint provides access to EO data which...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>custom-s3</td>\n",
-       "      <td>CREODIAS S3</td>\n",
-       "      <td>https://eodata.cloudferro.com</td>\n",
-       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>251021130925+dirty</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>10</td>\n",
-       "      <td>2025-12-31T07:31:31.000000Z</td>\n",
-       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
-       "      <td>2025-12-31T07:34:43.634267Z</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>sentinel-2b</td>\n",
-       "      <td>MGRS-31CDK</td>\n",
-       "      <td>2025-12-31T07:34:43.634267Z</td>\n",
-       "      <td>[msi]</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
-       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
-       "      <td>This endpoint provides access to EO data which...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>custom-s3</td>\n",
-       "      <td>CREODIAS S3</td>\n",
-       "      <td>https://eodata.cloudferro.com</td>\n",
-       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>251021130925+dirty</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>10</td>\n",
-       "      <td>2025-12-31T07:24:46.000000Z</td>\n",
-       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
-       "      <td>2025-12-31T07:27:44.406225Z</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>sentinel-2b</td>\n",
-       "      <td>MGRS-30CWS</td>\n",
-       "      <td>2025-12-31T07:27:44.406225Z</td>\n",
-       "      <td>[msi]</td>\n",
-       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
-       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
-       "      <td>This endpoint provides access to EO data which...</td>\n",
-       "      <td>False</td>\n",
-       "      <td>custom-s3</td>\n",
-       "      <td>CREODIAS S3</td>\n",
-       "      <td>https://eodata.cloudferro.com</td>\n",
-       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>251021130925+dirty</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 58 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   gsd                      created                      expires  \\\n",
-       "0   10  2025-12-31T07:23:05.000000Z  9999-01-01T00:00:00.000000Z   \n",
-       "1   10  2025-12-31T07:23:23.000000Z  9999-01-01T00:00:00.000000Z   \n",
-       "2   10  2025-12-31T07:30:58.000000Z  9999-01-01T00:00:00.000000Z   \n",
-       "3   10  2025-12-31T07:31:31.000000Z  9999-01-01T00:00:00.000000Z   \n",
-       "4   10  2025-12-31T07:24:46.000000Z  9999-01-01T00:00:00.000000Z   \n",
-       "\n",
-       "                       updated                     datetime     platform  \\\n",
-       "0  2025-12-31T07:25:38.002693Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
-       "1  2025-12-31T07:26:10.381080Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
-       "2  2025-12-31T07:33:41.761622Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
-       "3  2025-12-31T07:34:43.634267Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
-       "4  2025-12-31T07:27:44.406225Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
-       "\n",
-       "    grid:code                    published instruments  \\\n",
-       "0  MGRS-31CEJ  2025-12-31T07:25:38.002693Z       [msi]   \n",
-       "1  MGRS-31CDM  2025-12-31T07:26:10.381080Z       [msi]   \n",
-       "2  MGRS-31CDL  2025-12-31T07:33:41.761622Z       [msi]   \n",
-       "3  MGRS-31CDK  2025-12-31T07:34:43.634267Z       [msi]   \n",
-       "4  MGRS-30CWS  2025-12-31T07:27:44.406225Z       [msi]   \n",
-       "\n",
-       "                  end_datetime  ...       storage:schemes.cdse-s3.title  \\\n",
-       "0  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
-       "1  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
-       "2  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
-       "3  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
-       "4  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
-       "\n",
-       "         storage:schemes.cdse-s3.platform  \\\n",
-       "0  https://eodata.dataspace.copernicus.eu   \n",
-       "1  https://eodata.dataspace.copernicus.eu   \n",
-       "2  https://eodata.dataspace.copernicus.eu   \n",
-       "3  https://eodata.dataspace.copernicus.eu   \n",
-       "4  https://eodata.dataspace.copernicus.eu   \n",
-       "\n",
-       "                 storage:schemes.cdse-s3.description  \\\n",
-       "0  This endpoint provides access to EO data which...   \n",
-       "1  This endpoint provides access to EO data which...   \n",
-       "2  This endpoint provides access to EO data which...   \n",
-       "3  This endpoint provides access to EO data which...   \n",
-       "4  This endpoint provides access to EO data which...   \n",
-       "\n",
-       "   storage:schemes.cdse-s3.requester_pays  storage:schemes.creodias-s3.type  \\\n",
-       "0                                   False                         custom-s3   \n",
-       "1                                   False                         custom-s3   \n",
-       "2                                   False                         custom-s3   \n",
-       "3                                   False                         custom-s3   \n",
-       "4                                   False                         custom-s3   \n",
-       "\n",
-       "  storage:schemes.creodias-s3.title storage:schemes.creodias-s3.platform  \\\n",
-       "0                       CREODIAS S3        https://eodata.cloudferro.com   \n",
-       "1                       CREODIAS S3        https://eodata.cloudferro.com   \n",
-       "2                       CREODIAS S3        https://eodata.cloudferro.com   \n",
-       "3                       CREODIAS S3        https://eodata.cloudferro.com   \n",
-       "4                       CREODIAS S3        https://eodata.cloudferro.com   \n",
-       "\n",
-       "             storage:schemes.creodias-s3.description  \\\n",
-       "0  Comprehensive Earth Observation Data (EODATA) ...   \n",
-       "1  Comprehensive Earth Observation Data (EODATA) ...   \n",
-       "2  Comprehensive Earth Observation Data (EODATA) ...   \n",
-       "3  Comprehensive Earth Observation Data (EODATA) ...   \n",
-       "4  Comprehensive Earth Observation Data (EODATA) ...   \n",
-       "\n",
-       "  storage:schemes.creodias-s3.requester_pays  \\\n",
-       "0                                       True   \n",
-       "1                                       True   \n",
-       "2                                       True   \n",
-       "3                                       True   \n",
-       "4                                       True   \n",
-       "\n",
-       "   processing:software.eometadatatool  \n",
-       "0                  251021130925+dirty  \n",
-       "1                  251021130925+dirty  \n",
-       "2                  251021130925+dirty  \n",
-       "3                  251021130925+dirty  \n",
-       "4                  251021130925+dirty  \n",
-       "\n",
-       "[5 rows x 58 columns]"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_props = pd.json_normalize(df_features[\"properties\"])\n",
-    "df_props.head(5)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4c43af2e-41d9-41a4-9044-8004370dfed7",
-   "metadata": {},
-   "source": [
-    "#### **Queryables Endpoint**\n",
-    "\n",
-    "STAC provides a special queryables endpoint that allows users to explore the catalogue or a specific collection in terms of the **metadata fields available for querying**.\n",
-    "\n",
-    "This endpoint returns information about each queryable property, including its data type, description, and constraints, which helps users construct valid and efficient queries without manually inspecting individual items.\n",
-    "\n",
-    "By using the queryables endpoint, you can quickly understand which fields can be used in filters and searches across the catalog or within a specific collection."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f9261c96-7a38-401d-8f88-10358898cdca",
-   "metadata": {},
-   "source": [
-    "To access **queryable attributes across the entire catalogue**:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "648d1984-4270-477a-98f2-1d7ef8b6f638",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/queryables\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>$id</th>\n",
-       "      <th>type</th>\n",
-       "      <th>title</th>\n",
-       "      <th>$schema</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>additionalProperties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>https://stac.dataspace.copernicus.eu/v1/querya...</td>\n",
-       "      <td>object</td>\n",
-       "      <td>STAC Queryables.</td>\n",
-       "      <td>http://json-schema.org/draft-07/schema#</td>\n",
-       "      <td>{'id': {'type': 'string', 'title': 'Item ID', ...</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                 $id    type  \\\n",
-       "0  https://stac.dataspace.copernicus.eu/v1/querya...  object   \n",
-       "\n",
-       "              title                                  $schema  \\\n",
-       "0  STAC Queryables.  http://json-schema.org/draft-07/schema#   \n",
-       "\n",
-       "                                          properties  additionalProperties  \n",
-       "0  {'id': {'type': 'string', 'title': 'Item ID', ...                  True  "
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "stac_url = \"https://stac.dataspace.copernicus.eu/v1/queryables\"\n",
-    "\n",
-    "json = requests.get(stac_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {stac_url}\")\n",
-    "\n",
-    "df = pd.DataFrame([json])\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4048c399-9454-4ba8-a0d0-324a770b6e2b",
-   "metadata": {},
-   "source": [
-    "To access its properties:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "421232f7-24fe-44b7-a697-f8600cb2c72a",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>0</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>id.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id.title</th>\n",
-       "      <td>Item ID</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id.minLength</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id.description</th>\n",
-       "      <td>Item identifier</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.title</th>\n",
-       "      <td>Acquired</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.format</th>\n",
-       "      <td>date-time</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.pattern</th>\n",
-       "      <td>(\\+00:00|Z)$</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.description</th>\n",
-       "      <td>Datetime</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geometry.$ref</th>\n",
-       "      <td>https://geojson.org/schema/Feature.json</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geometry.title</th>\n",
-       "      <td>Item Geometry</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geometry.description</th>\n",
-       "      <td>Item Geometry</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform.enum</th>\n",
-       "      <td>[sentinel-1a, sentinel-1b, sentinel-1c, sentin...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform.title</th>\n",
-       "      <td>Platform</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform.description</th>\n",
-       "      <td>Satellite platform identifier</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code.title</th>\n",
-       "      <td>Grid Code</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code.pattern</th>\n",
-       "      <td>^[A-Z0-9]+-[-_.A-Za-z0-9]+$</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code.description</th>\n",
-       "      <td>Grid Code</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.title</th>\n",
-       "      <td>Published</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.format</th>\n",
-       "      <td>date-time</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.pattern</th>\n",
-       "      <td>(\\+00:00|Z)$</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.description</th>\n",
-       "      <td>Datetime</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>product:type.enum</th>\n",
-       "      <td>[EW_GRDH_1S, EW_GRDM_1S, IW_GRDH_1S, S1_GRDH_1...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>product:type.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>product:type.title</th>\n",
-       "      <td>Product Type</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>product:type.description</th>\n",
-       "      <td>Product Type</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.type</th>\n",
-       "      <td>number</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.title</th>\n",
-       "      <td>Snow Cover</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.maximum</th>\n",
-       "      <td>100</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.minimum</th>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.description</th>\n",
-       "      <td>Snow cover in percent</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.type</th>\n",
-       "      <td>number</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.title</th>\n",
-       "      <td>Cloud Cover</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.maximum</th>\n",
-       "      <td>100</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.minimum</th>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.description</th>\n",
-       "      <td>Cloud cover in percent</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state.enum</th>\n",
-       "      <td>[ascending, descending, geostationary]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state.title</th>\n",
-       "      <td>Orbit State</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state.description</th>\n",
-       "      <td>The state of the orbit: ascending or descendin...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sar:polarizations.enum</th>\n",
-       "      <td>[HH, HV, VH, VV]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sar:polarizations.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sar:polarizations.title</th>\n",
-       "      <td>SAR polarizations</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sar:polarizations.description</th>\n",
-       "      <td>SAR polarizations</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:version.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:version.title</th>\n",
-       "      <td>Processing Version</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:version.description</th>\n",
-       "      <td>Which software/processor version was used to g...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit.type</th>\n",
-       "      <td>integer</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit.title</th>\n",
-       "      <td>Relative Orbit</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit.minimum</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit.description</th>\n",
-       "      <td>Satellite relative orbit number</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sar:instrument_mode.enum</th>\n",
-       "      <td>[EW, IW, SM]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sar:instrument_mode.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sar:instrument_mode.title</th>\n",
-       "      <td>Instrument mode</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sar:instrument_mode.description</th>\n",
-       "      <td>SAR instrument mode</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                                 0\n",
-       "id.type                                                                     string\n",
-       "id.title                                                                   Item ID\n",
-       "id.minLength                                                                     1\n",
-       "id.description                                                     Item identifier\n",
-       "datetime.type                                                               string\n",
-       "datetime.title                                                            Acquired\n",
-       "datetime.format                                                          date-time\n",
-       "datetime.pattern                                                      (\\+00:00|Z)$\n",
-       "datetime.description                                                      Datetime\n",
-       "geometry.$ref                              https://geojson.org/schema/Feature.json\n",
-       "geometry.title                                                       Item Geometry\n",
-       "geometry.description                                                 Item Geometry\n",
-       "platform.enum                    [sentinel-1a, sentinel-1b, sentinel-1c, sentin...\n",
-       "platform.type                                                               string\n",
-       "platform.title                                                            Platform\n",
-       "platform.description                                 Satellite platform identifier\n",
-       "grid:code.type                                                              string\n",
-       "grid:code.title                                                          Grid Code\n",
-       "grid:code.pattern                                      ^[A-Z0-9]+-[-_.A-Za-z0-9]+$\n",
-       "grid:code.description                                                    Grid Code\n",
-       "published.type                                                              string\n",
-       "published.title                                                          Published\n",
-       "published.format                                                         date-time\n",
-       "published.pattern                                                     (\\+00:00|Z)$\n",
-       "published.description                                                     Datetime\n",
-       "product:type.enum                [EW_GRDH_1S, EW_GRDM_1S, IW_GRDH_1S, S1_GRDH_1...\n",
-       "product:type.type                                                           string\n",
-       "product:type.title                                                    Product Type\n",
-       "product:type.description                                              Product Type\n",
-       "eo:snow_cover.type                                                          number\n",
-       "eo:snow_cover.title                                                     Snow Cover\n",
-       "eo:snow_cover.maximum                                                          100\n",
-       "eo:snow_cover.minimum                                                            0\n",
-       "eo:snow_cover.description                                    Snow cover in percent\n",
-       "eo:cloud_cover.type                                                         number\n",
-       "eo:cloud_cover.title                                                   Cloud Cover\n",
-       "eo:cloud_cover.maximum                                                         100\n",
-       "eo:cloud_cover.minimum                                                           0\n",
-       "eo:cloud_cover.description                                  Cloud cover in percent\n",
-       "sat:orbit_state.enum                        [ascending, descending, geostationary]\n",
-       "sat:orbit_state.type                                                        string\n",
-       "sat:orbit_state.title                                                  Orbit State\n",
-       "sat:orbit_state.description      The state of the orbit: ascending or descendin...\n",
-       "sar:polarizations.enum                                            [HH, HV, VH, VV]\n",
-       "sar:polarizations.type                                                      string\n",
-       "sar:polarizations.title                                          SAR polarizations\n",
-       "sar:polarizations.description                                    SAR polarizations\n",
-       "processing:version.type                                                     string\n",
-       "processing:version.title                                        Processing Version\n",
-       "processing:version.description   Which software/processor version was used to g...\n",
-       "sat:relative_orbit.type                                                    integer\n",
-       "sat:relative_orbit.title                                            Relative Orbit\n",
-       "sat:relative_orbit.minimum                                                       1\n",
-       "sat:relative_orbit.description                     Satellite relative orbit number\n",
-       "sar:instrument_mode.enum                                              [EW, IW, SM]\n",
-       "sar:instrument_mode.type                                                    string\n",
-       "sar:instrument_mode.title                                          Instrument mode\n",
-       "sar:instrument_mode.description                                SAR instrument mode"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_props = pd.json_normalize(df[\"properties\"])\n",
-    "df_props.transpose()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2c89e8dd-4421-464f-9d17-fe90c56fc21d",
-   "metadata": {},
-   "source": [
-    "To access **queryables for a specific collection**:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "120812a3-12ef-4c03-9746-4ca760dd953a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/queryables\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>$id</th>\n",
-       "      <th>type</th>\n",
-       "      <th>title</th>\n",
-       "      <th>$schema</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>additionalProperties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>https://stac.dataspace.copernicus.eu/v1/collec...</td>\n",
-       "      <td>object</td>\n",
-       "      <td>STAC Queryables.</td>\n",
-       "      <td>http://json-schema.org/draft-07/schema#</td>\n",
-       "      <td>{'id': {'type': 'string', 'title': 'Item ID', ...</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                 $id    type  \\\n",
-       "0  https://stac.dataspace.copernicus.eu/v1/collec...  object   \n",
-       "\n",
-       "              title                                  $schema  \\\n",
-       "0  STAC Queryables.  http://json-schema.org/draft-07/schema#   \n",
-       "\n",
-       "                                          properties  additionalProperties  \n",
-       "0  {'id': {'type': 'string', 'title': 'Item ID', ...                  True  "
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "collection_id = \"sentinel-2-l2a\"\n",
-    "\n",
-    "stac_url = (\n",
-    "    f\"https://stac.dataspace.copernicus.eu/v1/collections/{collection_id}/queryables\"\n",
-    ")\n",
-    "\n",
-    "json = requests.get(stac_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {stac_url}\")\n",
-    "\n",
-    "df = pd.DataFrame([json])\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2f6a3b99-fb74-40f2-b845-8a87329782f7",
-   "metadata": {},
-   "source": [
-    "To access its properties:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "95141c91-36a2-4eb2-9d4a-eae041c85623",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>sentinel-2-l2a</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>id.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id.title</th>\n",
-       "      <td>Item ID</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id.minLength</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>id.description</th>\n",
-       "      <td>Item identifier</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.title</th>\n",
-       "      <td>Acquired</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.format</th>\n",
-       "      <td>date-time</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.pattern</th>\n",
-       "      <td>(\\+00:00|Z)$</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime.description</th>\n",
-       "      <td>Datetime</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geometry.$ref</th>\n",
-       "      <td>https://geojson.org/schema/Feature.json</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geometry.title</th>\n",
-       "      <td>Item Geometry</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geometry.description</th>\n",
-       "      <td>Item Geometry</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform.enum</th>\n",
-       "      <td>[sentinel-2a, sentinel-2b, sentinel-2c]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform.title</th>\n",
-       "      <td>Platform</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform.description</th>\n",
-       "      <td>Satellite platform identifier</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code.title</th>\n",
-       "      <td>Grid Code</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code.pattern</th>\n",
-       "      <td>^[A-Z0-9]+-[-_.A-Za-z0-9]+$</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code.description</th>\n",
-       "      <td>Grid Code</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.title</th>\n",
-       "      <td>Published</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.format</th>\n",
-       "      <td>date-time</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published.description</th>\n",
-       "      <td>Publication date and time of a product in the ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.type</th>\n",
-       "      <td>number</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.title</th>\n",
-       "      <td>Snow Cover</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.maximum</th>\n",
-       "      <td>100</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.minimum</th>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover.description</th>\n",
-       "      <td>Snow cover in percent</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.type</th>\n",
-       "      <td>number</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.title</th>\n",
-       "      <td>Cloud Cover</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.maximum</th>\n",
-       "      <td>100</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.minimum</th>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover.description</th>\n",
-       "      <td>Cloud cover in percent</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state.enum</th>\n",
-       "      <td>[ascending, descending, geostationary]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state.title</th>\n",
-       "      <td>Orbit State</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state.description</th>\n",
-       "      <td>The state of the orbit: ascending or descendin...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:version.type</th>\n",
-       "      <td>string</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:version.title</th>\n",
-       "      <td>Processing Version</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:version.description</th>\n",
-       "      <td>Which software/processor version was used to g...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit.type</th>\n",
-       "      <td>integer</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit.title</th>\n",
-       "      <td>Relative Orbit</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit.minimum</th>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit.description</th>\n",
-       "      <td>Satellite relative orbit number</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                   sentinel-2-l2a\n",
-       "id.type                                                                    string\n",
-       "id.title                                                                  Item ID\n",
-       "id.minLength                                                                    1\n",
-       "id.description                                                    Item identifier\n",
-       "datetime.type                                                              string\n",
-       "datetime.title                                                           Acquired\n",
-       "datetime.format                                                         date-time\n",
-       "datetime.pattern                                                     (\\+00:00|Z)$\n",
-       "datetime.description                                                     Datetime\n",
-       "geometry.$ref                             https://geojson.org/schema/Feature.json\n",
-       "geometry.title                                                      Item Geometry\n",
-       "geometry.description                                                Item Geometry\n",
-       "platform.enum                             [sentinel-2a, sentinel-2b, sentinel-2c]\n",
-       "platform.type                                                              string\n",
-       "platform.title                                                           Platform\n",
-       "platform.description                                Satellite platform identifier\n",
-       "grid:code.type                                                             string\n",
-       "grid:code.title                                                         Grid Code\n",
-       "grid:code.pattern                                     ^[A-Z0-9]+-[-_.A-Za-z0-9]+$\n",
-       "grid:code.description                                                   Grid Code\n",
-       "published.type                                                             string\n",
-       "published.title                                                         Published\n",
-       "published.format                                                        date-time\n",
-       "published.description           Publication date and time of a product in the ...\n",
-       "eo:snow_cover.type                                                         number\n",
-       "eo:snow_cover.title                                                    Snow Cover\n",
-       "eo:snow_cover.maximum                                                         100\n",
-       "eo:snow_cover.minimum                                                           0\n",
-       "eo:snow_cover.description                                   Snow cover in percent\n",
-       "eo:cloud_cover.type                                                        number\n",
-       "eo:cloud_cover.title                                                  Cloud Cover\n",
-       "eo:cloud_cover.maximum                                                        100\n",
-       "eo:cloud_cover.minimum                                                          0\n",
-       "eo:cloud_cover.description                                 Cloud cover in percent\n",
-       "sat:orbit_state.enum                       [ascending, descending, geostationary]\n",
-       "sat:orbit_state.type                                                       string\n",
-       "sat:orbit_state.title                                                 Orbit State\n",
-       "sat:orbit_state.description     The state of the orbit: ascending or descendin...\n",
-       "processing:version.type                                                    string\n",
-       "processing:version.title                                       Processing Version\n",
-       "processing:version.description  Which software/processor version was used to g...\n",
-       "sat:relative_orbit.type                                                   integer\n",
-       "sat:relative_orbit.title                                           Relative Orbit\n",
-       "sat:relative_orbit.minimum                                                      1\n",
-       "sat:relative_orbit.description                    Satellite relative orbit number"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_props = pd.json_normalize(df[\"properties\"])\n",
-    "df_props = df_props.transpose()\n",
-    "df_props.columns = [f\"{collection_id}\"]\n",
-    "df_props"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4ff006fe-333c-4d47-920c-75efa1ded4bc",
-   "metadata": {},
-   "source": [
-    "## **Specific Items**\n",
-    "\n",
-    "This section is dedicated to retrieving and exploring **individual items** within a collection, including accessing their metadata, properties, spatial and temporal information, and associated assets."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "872dafeb-16da-42a4-89e7-b53ad7e2d864",
-   "metadata": {},
-   "source": [
-    "### **Resto**\n",
-    "\n",
-    "When using the Resto interface, it is not possible to query a specific product directly by its `id`. Resto only allows searches based on collections and queryable parameters (e.g., `productType`, `cloudCover`, `processingLevel`)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d671e7c5-f0ef-4a4b-be2e-d0403f96f2b6",
-   "metadata": {},
-   "source": [
-    "### **STAC**\n",
-    "\n",
-    "Unlike Resto, **STAC allows you to search for a specific product using its unique `id`**. You can query the collection and retrieve the full metadata of that item."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "2a88abd4-fc8b-430c-9c26-e3a2d3e7e54d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/items/S2C_MSIL2A_20251229T094421_N0511_R036_T35ULV_20251229T111511\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>0</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>id</th>\n",
-       "      <td>S2C_MSIL2A_20251229T094421_N0511_R036_T35ULV_2...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>bbox</th>\n",
-       "      <td>[23.940406316632895, 53.123645037009204, 25.45...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>type</th>\n",
-       "      <td>Feature</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>links</th>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>assets</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geometry</th>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[25.45795...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>collection</th>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>properties</th>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-29T12:00:34.00...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>stac_version</th>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                 0\n",
-       "id               S2C_MSIL2A_20251229T094421_N0511_R036_T35ULV_2...\n",
-       "bbox             [23.940406316632895, 53.123645037009204, 25.45...\n",
-       "type                                                       Feature\n",
-       "links            [{'rel': 'collection', 'type': 'application/js...\n",
-       "assets           {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...\n",
-       "geometry         {'type': 'Polygon', 'coordinates': [[[25.45795...\n",
-       "collection                                          sentinel-2-l2a\n",
-       "properties       {'gsd': 10, 'created': '2025-12-29T12:00:34.00...\n",
-       "stac_extensions  [https://cs-si.github.io/eopf-stac-extension/v...\n",
-       "stac_version                                                 1.1.0"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "item_id = \"S2C_MSIL2A_20251229T094421_N0511_R036_T35ULV_20251229T111511\"\n",
-    "collection_id = \"sentinel-2-l2a\"\n",
-    "\n",
-    "stac_url = f\"https://stac.dataspace.copernicus.eu/v1/collections/{collection_id}/items/{item_id}\"\n",
-    "\n",
-    "json = requests.get(stac_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {stac_url}\")\n",
-    "\n",
-    "df = pd.DataFrame([json])\n",
-    "df.transpose()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4ff1ddcd-eb2f-41b2-a13a-2bace824835c",
-   "metadata": {},
-   "source": [
-    "To access its properties:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "8b17fff1-4b19-4ff3-b7d0-56dc71b46b54",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>0</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>gsd</th>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>created</th>\n",
-       "      <td>2025-12-29T12:00:34.000000Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>expires</th>\n",
-       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>updated</th>\n",
-       "      <td>2025-12-29T12:07:04.465575Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datetime</th>\n",
-       "      <td>2025-12-29T09:44:21.025000Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>platform</th>\n",
-       "      <td>sentinel-2c</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>grid:code</th>\n",
-       "      <td>MGRS-35ULV</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>published</th>\n",
-       "      <td>2025-12-29T12:04:27.641533Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>statistics</th>\n",
-       "      <td>{'water': 0.009615, 'nodata': 28.0182, 'dark_a...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>instruments</th>\n",
-       "      <td>[msi]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>auth:schemes</th>\n",
-       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>end_datetime</th>\n",
-       "      <td>2025-12-29T09:44:21.025000Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>product:type</th>\n",
-       "      <td>S2MSI2A</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>view:azimuth</th>\n",
-       "      <td>289.976841</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>constellation</th>\n",
-       "      <td>sentinel-2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:snow_cover</th>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eo:cloud_cover</th>\n",
-       "      <td>99.62</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>start_datetime</th>\n",
-       "      <td>2025-12-29T09:44:21.025000Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:orbit_state</th>\n",
-       "      <td>descending</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>storage:schemes</th>\n",
-       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eopf:datatake_id</th>\n",
-       "      <td>GS2C_20251229T094421_006870_N05.11</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:level</th>\n",
-       "      <td>L2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>view:sun_azimuth</th>\n",
-       "      <td>171.251219</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eopf:datastrip_id</th>\n",
-       "      <td>S2C_OPER_MSI_L2A_DS_2CPS_20251229T111511_S2025...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:version</th>\n",
-       "      <td>05.11</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>product:timeliness</th>\n",
-       "      <td>PT24H</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:absolute_orbit</th>\n",
-       "      <td>6870</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:relative_orbit</th>\n",
-       "      <td>36</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>view:sun_elevation</th>\n",
-       "      <td>12.743069</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:datetime</th>\n",
-       "      <td>2025-12-29T11:15:11.000000Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:facility</th>\n",
-       "      <td>ESA</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>processing:software</th>\n",
-       "      <td>{'eometadatatool': '251021130925+dirty'}</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eopf:instrument_mode</th>\n",
-       "      <td>INS-NOBS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>eopf:origin_datetime</th>\n",
-       "      <td>2025-12-29T12:00:34.000000Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>view:incidence_angle</th>\n",
-       "      <td>8.734348</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>product:timeliness_category</th>\n",
-       "      <td>NRT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>sat:platform_international_designator</th>\n",
-       "      <td>2024-157A</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                                       0\n",
-       "gsd                                                                                   10\n",
-       "created                                                      2025-12-29T12:00:34.000000Z\n",
-       "expires                                                      9999-01-01T00:00:00.000000Z\n",
-       "updated                                                      2025-12-29T12:07:04.465575Z\n",
-       "datetime                                                     2025-12-29T09:44:21.025000Z\n",
-       "platform                                                                     sentinel-2c\n",
-       "grid:code                                                                     MGRS-35ULV\n",
-       "published                                                    2025-12-29T12:04:27.641533Z\n",
-       "statistics                             {'water': 0.009615, 'nodata': 28.0182, 'dark_a...\n",
-       "instruments                                                                        [msi]\n",
-       "auth:schemes                           {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...\n",
-       "end_datetime                                                 2025-12-29T09:44:21.025000Z\n",
-       "product:type                                                                     S2MSI2A\n",
-       "view:azimuth                                                                  289.976841\n",
-       "constellation                                                                 sentinel-2\n",
-       "eo:snow_cover                                                                        0.0\n",
-       "eo:cloud_cover                                                                     99.62\n",
-       "start_datetime                                               2025-12-29T09:44:21.025000Z\n",
-       "sat:orbit_state                                                               descending\n",
-       "storage:schemes                        {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...\n",
-       "eopf:datatake_id                                      GS2C_20251229T094421_006870_N05.11\n",
-       "processing:level                                                                      L2\n",
-       "view:sun_azimuth                                                              171.251219\n",
-       "eopf:datastrip_id                      S2C_OPER_MSI_L2A_DS_2CPS_20251229T111511_S2025...\n",
-       "processing:version                                                                 05.11\n",
-       "product:timeliness                                                                 PT24H\n",
-       "sat:absolute_orbit                                                                  6870\n",
-       "sat:relative_orbit                                                                    36\n",
-       "view:sun_elevation                                                             12.743069\n",
-       "processing:datetime                                          2025-12-29T11:15:11.000000Z\n",
-       "processing:facility                                                                  ESA\n",
-       "processing:software                             {'eometadatatool': '251021130925+dirty'}\n",
-       "eopf:instrument_mode                                                            INS-NOBS\n",
-       "eopf:origin_datetime                                         2025-12-29T12:00:34.000000Z\n",
-       "view:incidence_angle                                                            8.734348\n",
-       "product:timeliness_category                                                          NRT\n",
-       "sat:platform_international_designator                                          2024-157A"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_features = pd.DataFrame([json[\"properties\"]])\n",
-    "df_features.transpose()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cd40d159-68cf-4f6f-ab10-c70b6e10b8fd",
-   "metadata": {},
-   "source": [
-    "STAC items may contain nested metadata within the properties field. For example, statistics or other detailed attributes may be stored in sub-dictionaries. The code below demonstrates how to extract  such nested information:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "3034ccc0-3f6d-41f1-84d1-88f433efbda3",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>0</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>water</th>\n",
-       "      <td>0.009615</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>nodata</th>\n",
-       "      <td>28.018200</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>dark_area</th>\n",
-       "      <td>0.003554</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>vegetation</th>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>thin_cirrus</th>\n",
-       "      <td>0.001378</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>cloud_shadow</th>\n",
-       "      <td>0.357159</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>unclassified</th>\n",
-       "      <td>0.010159</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>not_vegetated</th>\n",
-       "      <td>0.001065</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>high_proba_clouds</th>\n",
-       "      <td>91.287762</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>medium_proba_clouds</th>\n",
-       "      <td>8.329306</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>saturated_defective</th>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                             0\n",
-       "water                 0.009615\n",
-       "nodata               28.018200\n",
-       "dark_area             0.003554\n",
-       "vegetation            0.000000\n",
-       "thin_cirrus           0.001378\n",
-       "cloud_shadow          0.357159\n",
-       "unclassified          0.010159\n",
-       "not_vegetated         0.001065\n",
-       "high_proba_clouds    91.287762\n",
-       "medium_proba_clouds   8.329306\n",
-       "saturated_defective   0.000000"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_stats = pd.json_normalize(json[\"properties\"][\"statistics\"])\n",
-    "df_stats.transpose()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "809d70d2-e383-434e-a50b-a99eed11c8c9",
-   "metadata": {},
-   "source": [
-    "To access geometry:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "822f601c-f1e8-4b3d-bffd-09a21628fa53",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>lon</th>\n",
-       "      <th>lat</th>\n",
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-       "      <td>54.109206</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>25.457953</td>\n",
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-       "         lon        lat\n",
-       "0  25.457953  54.137210\n",
-       "1  24.891915  53.139700\n",
-       "2  24.010911  53.123645\n",
-       "3  23.940406  54.109206\n",
-       "4  25.457953  54.137210"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_geometry = pd.DataFrame(json[\"geometry\"][\"coordinates\"][0], columns=[\"lon\", \"lat\"])\n",
-    "df_geometry"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2c36a40e-7f16-473b-9951-15974f6d6fbd",
-   "metadata": {},
-   "source": [
-    "In STAC, each item contains **assets** that describes the actual data files associated with the product. Assets include URLs to the data, file type, roles, and other metadata."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "21643688-9093-4a32-a222-7de9ed7dd565",
-   "metadata": {},
-   "outputs": [
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-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Product</th>\n",
-       "      <td>{'href': 'https://download.dataspace.copernicu...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SCL_20m</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SCL_60m</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TCI_10m</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TCI_20m</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TCI_60m</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>WVP_10m</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>WVP_20m</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>WVP_60m</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>thumbnail</th>\n",
-       "      <td>{'href': 'https://datahub.creodias.eu/odata/v1...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>safe_manifest</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>granule_metadata</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>inspire_metadata</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>product_metadata</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>datastrip_metadata</th>\n",
-       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
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-       "                                                                    0\n",
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-       "B07_60m             {'gsd': 60, 'href': 's3://eodata/Sentinel-2/MS...\n",
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-       "Product             {'href': 'https://download.dataspace.copernicu...\n",
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-       "WVP_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
-       "thumbnail           {'href': 'https://datahub.creodias.eu/odata/v1...\n",
-       "safe_manifest       {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
-       "granule_metadata    {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
-       "inspire_metadata    {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
-       "product_metadata    {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
-       "datastrip_metadata  {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/..."
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_assets = pd.DataFrame([json[\"assets\"]])\n",
-    "df_assets.transpose()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c990722c-57d3-441a-9d26-7e3c0ceb88f5",
-   "metadata": {},
-   "source": [
-    "## **Filters & Extensions**"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "03c80a48-7c4a-4693-9b3d-66a554ea2466",
-   "metadata": {},
-   "source": [
-    "### **Resto**\n",
-    "\n",
-    "Resto does not provide an advanced filtering syntax. Queries are constructed by combining URL parameters.\n",
-    "\n",
-    "**Filtering** can be done by attributes, spatial extent, or datetime, and you can include **sorting** options or **limits** on the number of items returned (default is 20). Single values use `param=value`, ranges use `param=[minvalue,maxvalue]`, and multiple parameters are joined with `&`.\n",
-    "\n",
-    "Because very general queries may return a large number of results, it is recommended to restrict queries geographically or temporally to avoid exceeding the maximum of 200,000 items. For long date ranges, splitting queries by year or smaller intervals helps maintain performance. **Sorting** is controlled using `sortParam` (e.g., `startDate`, `completionDate`, `published`, `updated`) and `sortOrder` (`ascending` or `descending`).\n",
-    "\n",
-    "Some parameters are satellite-specific, such as `cloudCover` (for optical satellites) or `polarisation` (for radar satellites), while others like `instrument` or `productType` depend on the satellite or service. Note that certain features, such as `cloudCover`, may be missing or ambiguous in some products, so filtering by them requires caution.\n",
-    "\n",
-    "For full details on all parameters and usage, see the [OpenSearch Catalogue API documentation](https://documentation.dataspace.copernicus.eu/APIs/OpenSearch.html)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "30511ef4-e2db-487c-a897-235448dc03a5",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/CLMS/search.json?productType=soil_water_index\n"
-     ]
-    },
-    {
-     "data": {
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-       "      <td>Feature</td>\n",
-       "      <td>c1caf30e-8348-43b6-b693-d2a5b4b213a9</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-180.0, ...</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>23f992f3-f12e-4eda-9634-4d56950aeb14</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-180.0, ...</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>d1bfa68f-1fc9-434a-952e-5e3ff96f6d34</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-180.0, ...</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>fe327b4a-2af9-4fc0-9645-df42020e6924</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-49.9790...</td>\n",
-       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      type                                    id  \\\n",
-       "0  Feature  1a63419d-3369-4655-89ad-c372852728f1   \n",
-       "1  Feature  c1caf30e-8348-43b6-b693-d2a5b4b213a9   \n",
-       "2  Feature  23f992f3-f12e-4eda-9634-4d56950aeb14   \n",
-       "3  Feature  d1bfa68f-1fc9-434a-952e-5e3ff96f6d34   \n",
-       "4  Feature  fe327b4a-2af9-4fc0-9645-df42020e6924   \n",
-       "\n",
-       "                                            geometry  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[-180.0, ...   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[-180.0, ...   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[-180.0, ...   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[-180.0, ...   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[-49.9790...   \n",
-       "\n",
-       "                                          properties  \n",
-       "0  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
-       "1  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
-       "2  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
-       "3  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
-       "4  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  "
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "collection_name = \"CLMS\"\n",
-    "product_type = \"soil_water_index\"\n",
-    "\n",
-    "resto_url = f\"https://catalogue.dataspace.copernicus.eu/resto/api/collections/{collection_name}/search.json?productType={product_type}\"\n",
-    "\n",
-    "json = requests.get(resto_url).json()\n",
-    "\n",
-    "print(f\"HTTPS Request: {resto_url}\")\n",
-    "\n",
-    "df = pd.DataFrame.from_dict(json[\"features\"])\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4da67fd8-adc6-4a3f-a4b7-b05dad222abf",
-   "metadata": {},
-   "source": [
-    "#### **Examples**\n",
-    "\n",
-    "Knowing this, we can create a simple function that follows this structure and focuses specifically on filtering parameters. This function can help streamline queries by automatically constructing the URL with the desired attributes, spatial or temporal constraints, and sorting options."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "885a9eb3-f2b5-4f3e-b7aa-93c1cad21de8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def resto_search(collection, filters=None):\n",
-    "    \"\"\"\n",
-    "    Executes a query to the OpenSearch Catalogue API for a given collection.\n",
-    "\n",
-    "    Args:\n",
-    "        collection (str): The name of the collection, e.g., \"Sentinel2\".\n",
-    "        filters (dict, optional): A dictionary of filtering parameters, for example:\n",
-    "            {\n",
-    "                \"cloudCover\": \"[0,10]\",\n",
-    "                \"startDate\": \"2021-06-21T00:00:00Z\",\n",
-    "                \"completionDate\": \"2021-09-22T23:59:59Z\",\n",
-    "                \"lon\": 21.01,\n",
-    "                \"lat\": 52.22\n",
-    "            }\n",
-    "            These parameters are translated into URL query parameters.\n",
-    "\n",
-    "    Returns:\n",
-    "        pd.DataFrame: A DataFrame containing all the fields returned for each feature\n",
-    "                      in the collection, including `type`, `id`, `geometry`, and `properties`.\n",
-    "                      If no items are found, returns an empty DataFrame.\n",
-    "    \"\"\"\n",
-    "    base_url = f\"https://catalogue.dataspace.copernicus.eu/resto/api/collections/{collection}/search.json\"\n",
-    "\n",
-    "    filters = filters or {}\n",
-    "\n",
-    "    response = requests.get(base_url, params=filters)\n",
-    "    json = response.json()\n",
-    "    features = json.get(\"features\", [])\n",
-    "\n",
-    "    df = pd.DataFrame.from_dict(json[\"features\"])\n",
-    "\n",
-    "    return df, response.url"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d6c71530-9ded-456c-a859-1a601eb331ea",
-   "metadata": {},
-   "source": [
-    "The code below executes a query to retrieve twenty Sentinel-2 products acquired in January 2025, sorted by `startDate`:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "255e43db-c87a-4540-8b84-6661c2ea12fe",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel2/search.json?startDate=2025-01-01T00%3A00%3A00Z&completionDate=2025-01-31T23%3A59%3A59Z&sortParam=startDate&maxRecords=20\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>type</th>\n",
-       "      <th>id</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>properties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>049162f6-29eb-4ae2-9936-d4f4ea5cd0d4</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>05c036dd-d6fb-4cf8-a2a8-75d02aa965c9</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.0939...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>05c92b08-d07a-4f29-9199-809cf3016791</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2826...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>0a319264-4bb4-4157-af83-0839dd1a3d12</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>0ad4ff10-1bfb-4f9f-88c5-fcf1406c35d3</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>0c442108-83f6-4c85-bc60-7e8743ce434e</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2813...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>12db9bc3-a33d-4f51-ad55-0b0350d75549</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2833...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>1abd0faf-5dab-4bdf-950b-9589a80e1430</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1880...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>24e5c8a4-32ce-4011-8665-37aabccd5a11</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.0939...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>313ee18d-74ff-476e-b8cd-0eab9e5930e2</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2826...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>4865edf9-34a0-4996-92f7-4a8b226cc16e</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1880...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>59eb60f1-b034-429c-a82d-82a75ce079a5</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.3183...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>73a717b1-8cab-48d7-ad4e-21414068e43b</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.0589...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>7495d076-4343-4dda-9ad4-9f7275e7a800</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.2868...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>81494ebf-37c9-41e8-ba14-11be98078525</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.7636...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>8776d69e-ae4e-4e1c-a063-9f8630d3c284</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2833...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>8e61f3b7-2f5a-4c2c-9a59-0fd05e35f74f</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[155.8609...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>af3af6a9-ef33-4ba0-9276-241c52aa7292</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.0589...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>b340deb0-edf8-4ab0-bb96-829a99f178be</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[155.8609...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>b7ed98a9-ec31-4f41-97a3-ccca877ed1be</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       type                                    id  \\\n",
-       "0   Feature  049162f6-29eb-4ae2-9936-d4f4ea5cd0d4   \n",
-       "1   Feature  05c036dd-d6fb-4cf8-a2a8-75d02aa965c9   \n",
-       "2   Feature  05c92b08-d07a-4f29-9199-809cf3016791   \n",
-       "3   Feature  0a319264-4bb4-4157-af83-0839dd1a3d12   \n",
-       "4   Feature  0ad4ff10-1bfb-4f9f-88c5-fcf1406c35d3   \n",
-       "5   Feature  0c442108-83f6-4c85-bc60-7e8743ce434e   \n",
-       "6   Feature  12db9bc3-a33d-4f51-ad55-0b0350d75549   \n",
-       "7   Feature  1abd0faf-5dab-4bdf-950b-9589a80e1430   \n",
-       "8   Feature  24e5c8a4-32ce-4011-8665-37aabccd5a11   \n",
-       "9   Feature  313ee18d-74ff-476e-b8cd-0eab9e5930e2   \n",
-       "10  Feature  4865edf9-34a0-4996-92f7-4a8b226cc16e   \n",
-       "11  Feature  59eb60f1-b034-429c-a82d-82a75ce079a5   \n",
-       "12  Feature  73a717b1-8cab-48d7-ad4e-21414068e43b   \n",
-       "13  Feature  7495d076-4343-4dda-9ad4-9f7275e7a800   \n",
-       "14  Feature  81494ebf-37c9-41e8-ba14-11be98078525   \n",
-       "15  Feature  8776d69e-ae4e-4e1c-a063-9f8630d3c284   \n",
-       "16  Feature  8e61f3b7-2f5a-4c2c-9a59-0fd05e35f74f   \n",
-       "17  Feature  af3af6a9-ef33-4ba0-9276-241c52aa7292   \n",
-       "18  Feature  b340deb0-edf8-4ab0-bb96-829a99f178be   \n",
-       "19  Feature  b7ed98a9-ec31-4f41-97a3-ccca877ed1be   \n",
-       "\n",
-       "                                             geometry  \\\n",
-       "0   {'type': 'Polygon', 'coordinates': [[[158.1858...   \n",
-       "1   {'type': 'Polygon', 'coordinates': [[[158.0939...   \n",
-       "2   {'type': 'Polygon', 'coordinates': [[[157.2826...   \n",
-       "3   {'type': 'Polygon', 'coordinates': [[[158.1858...   \n",
-       "4   {'type': 'Polygon', 'coordinates': [[[158.1858...   \n",
-       "5   {'type': 'Polygon', 'coordinates': [[[156.2813...   \n",
-       "6   {'type': 'Polygon', 'coordinates': [[[156.2833...   \n",
-       "7   {'type': 'Polygon', 'coordinates': [[[157.1880...   \n",
-       "8   {'type': 'Polygon', 'coordinates': [[[158.0939...   \n",
-       "9   {'type': 'Polygon', 'coordinates': [[[157.2826...   \n",
-       "10  {'type': 'Polygon', 'coordinates': [[[157.1880...   \n",
-       "11  {'type': 'Polygon', 'coordinates': [[[158.3183...   \n",
-       "12  {'type': 'Polygon', 'coordinates': [[[156.0589...   \n",
-       "13  {'type': 'Polygon', 'coordinates': [[[158.2868...   \n",
-       "14  {'type': 'Polygon', 'coordinates': [[[157.7636...   \n",
-       "15  {'type': 'Polygon', 'coordinates': [[[156.2833...   \n",
-       "16  {'type': 'Polygon', 'coordinates': [[[155.8609...   \n",
-       "17  {'type': 'Polygon', 'coordinates': [[[156.0589...   \n",
-       "18  {'type': 'Polygon', 'coordinates': [[[155.8609...   \n",
-       "19  {'type': 'Polygon', 'coordinates': [[[158.1858...   \n",
-       "\n",
-       "                                           properties  \n",
-       "0   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "1   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "2   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "3   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "4   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "5   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "6   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "7   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "8   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "9   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "10  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "11  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "12  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "13  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "14  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "15  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "16  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "17  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "18  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "19  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  "
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filters = {\n",
-    "    \"startDate\": \"2025-01-01T00:00:00Z\",\n",
-    "    \"completionDate\": \"2025-01-31T23:59:59Z\",\n",
-    "    \"sortParam\": \"startDate\",\n",
-    "    \"maxRecords\": \"20\",\n",
-    "}\n",
-    "\n",
-    "df, resto_url = resto_search(\"Sentinel2\", filters)\n",
-    "\n",
-    "print(f\"HTTPS Request: {resto_url}\")\n",
-    "\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f3dcdad1-caca-428e-b67e-07a3c04814bc",
-   "metadata": {},
-   "source": [
-    "To get the next twenty items from the same query, you can add the `page=2` parameter:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "f7421d44-f367-4925-8237-a382188276b2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel2/search.json?startDate=2025-01-01T00%3A00%3A00Z&completionDate=2025-01-31T23%3A59%3A59Z&sortParam=startDate&maxRecords=20&page=2\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>type</th>\n",
-       "      <th>id</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>properties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>cbff9b4a-f98d-4c6d-ae0d-bba181b35573</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6984...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>d0f31bf8-0e19-4b78-b7b5-dfcb0367b535</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6984...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>d198f91e-3e48-4ddf-bd63-725d87400af1</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2813...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>e5800cc5-755f-4b71-ab39-75ba2139caa5</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.2868...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>f9c80d04-202f-40a0-8e8f-bb9093bfd8a7</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.7636...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>fc1324de-6cee-410e-86a1-90de1350a924</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.3183...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>03853cbf-bee1-4738-9169-7074e927c97f</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>0d99a056-d390-4297-8049-f243c9fcb555</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>1e6a45d3-fc4a-43d1-b59f-70acccc1bac7</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[154.6712...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>2467d219-a97c-4533-b616-cb27ad6945ef</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>28d4c142-40d1-495f-a856-76f706b112ea</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[154.7972...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>3e7473f3-af16-4829-949f-209bf2adbe15</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[154.6712...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>3f688831-bb03-41e9-af7a-dcdbae7f64e9</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2027...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>42f20c25-0fac-42bf-9fba-5b2db370783f</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[154.8852...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>4af84efd-7b6f-4fee-9ca8-5d64148d1d38</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>525f03b7-7d86-487f-b3ca-b7fd838a82b3</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[155.6954...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>724ace31-18c3-4e52-b240-241173143c20</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2027...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>8549fff5-18c3-4e77-83cf-2f1ba97eef3f</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[154.8852...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>be61cfd9-8269-4208-ad6f-5eca64972b72</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6802...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>d86b077f-1a81-4a44-a9d4-f1d4b20be41e</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6802...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       type                                    id  \\\n",
-       "0   Feature  cbff9b4a-f98d-4c6d-ae0d-bba181b35573   \n",
-       "1   Feature  d0f31bf8-0e19-4b78-b7b5-dfcb0367b535   \n",
-       "2   Feature  d198f91e-3e48-4ddf-bd63-725d87400af1   \n",
-       "3   Feature  e5800cc5-755f-4b71-ab39-75ba2139caa5   \n",
-       "4   Feature  f9c80d04-202f-40a0-8e8f-bb9093bfd8a7   \n",
-       "5   Feature  fc1324de-6cee-410e-86a1-90de1350a924   \n",
-       "6   Feature  03853cbf-bee1-4738-9169-7074e927c97f   \n",
-       "7   Feature  0d99a056-d390-4297-8049-f243c9fcb555   \n",
-       "8   Feature  1e6a45d3-fc4a-43d1-b59f-70acccc1bac7   \n",
-       "9   Feature  2467d219-a97c-4533-b616-cb27ad6945ef   \n",
-       "10  Feature  28d4c142-40d1-495f-a856-76f706b112ea   \n",
-       "11  Feature  3e7473f3-af16-4829-949f-209bf2adbe15   \n",
-       "12  Feature  3f688831-bb03-41e9-af7a-dcdbae7f64e9   \n",
-       "13  Feature  42f20c25-0fac-42bf-9fba-5b2db370783f   \n",
-       "14  Feature  4af84efd-7b6f-4fee-9ca8-5d64148d1d38   \n",
-       "15  Feature  525f03b7-7d86-487f-b3ca-b7fd838a82b3   \n",
-       "16  Feature  724ace31-18c3-4e52-b240-241173143c20   \n",
-       "17  Feature  8549fff5-18c3-4e77-83cf-2f1ba97eef3f   \n",
-       "18  Feature  be61cfd9-8269-4208-ad6f-5eca64972b72   \n",
-       "19  Feature  d86b077f-1a81-4a44-a9d4-f1d4b20be41e   \n",
-       "\n",
-       "                                             geometry  \\\n",
-       "0   {'type': 'Polygon', 'coordinates': [[[156.6984...   \n",
-       "1   {'type': 'Polygon', 'coordinates': [[[156.6984...   \n",
-       "2   {'type': 'Polygon', 'coordinates': [[[156.2813...   \n",
-       "3   {'type': 'Polygon', 'coordinates': [[[158.2868...   \n",
-       "4   {'type': 'Polygon', 'coordinates': [[[157.7636...   \n",
-       "5   {'type': 'Polygon', 'coordinates': [[[158.3183...   \n",
-       "6   {'type': 'Polygon', 'coordinates': [[[157.1290...   \n",
-       "7   {'type': 'Polygon', 'coordinates': [[[157.1290...   \n",
-       "8   {'type': 'Polygon', 'coordinates': [[[154.6712...   \n",
-       "9   {'type': 'Polygon', 'coordinates': [[[157.1290...   \n",
-       "10  {'type': 'Polygon', 'coordinates': [[[154.7972...   \n",
-       "11  {'type': 'Polygon', 'coordinates': [[[154.6712...   \n",
-       "12  {'type': 'Polygon', 'coordinates': [[[157.2027...   \n",
-       "13  {'type': 'Polygon', 'coordinates': [[[154.8852...   \n",
-       "14  {'type': 'Polygon', 'coordinates': [[[157.1290...   \n",
-       "15  {'type': 'Polygon', 'coordinates': [[[155.6954...   \n",
-       "16  {'type': 'Polygon', 'coordinates': [[[157.2027...   \n",
-       "17  {'type': 'Polygon', 'coordinates': [[[154.8852...   \n",
-       "18  {'type': 'Polygon', 'coordinates': [[[156.6802...   \n",
-       "19  {'type': 'Polygon', 'coordinates': [[[156.6802...   \n",
-       "\n",
-       "                                           properties  \n",
-       "0   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "1   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "2   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "3   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "4   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "5   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "6   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "7   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "8   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "9   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "10  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "11  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "12  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "13  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "14  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "15  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "16  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "17  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "18  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "19  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  "
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filters = {\n",
-    "    \"startDate\": \"2025-01-01T00:00:00Z\",\n",
-    "    \"completionDate\": \"2025-01-31T23:59:59Z\",\n",
-    "    \"sortParam\": \"startDate\",\n",
-    "    \"maxRecords\": \"20\",\n",
-    "    \"page\": \"2\",\n",
-    "}\n",
-    "\n",
-    "df, resto_url = resto_search(\"Sentinel2\", filters)\n",
-    "\n",
-    "print(f\"HTTPS Request: {resto_url}\")\n",
-    "\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "67d3a54f-4cc8-4909-a11a-68a4af245dd8",
-   "metadata": {},
-   "source": [
-    "The code below retrieves Sentinel-2 products with cloud cover between 0% and 10%, acquired between June 21, 2021 and September 22, 2021, and located near a specific geographic point:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "03ab9ca2-4156-4c12-9b3c-7c6a2b0b683f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel2/search.json?cloudCover=%5B0%2C10%5D&startDate=2021-06-21T00%3A00%3A00Z&completionDate=2021-09-22T23%3A59%3A59Z&lon=21.01&lat=52.22\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
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-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>type</th>\n",
-       "      <th>id</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>properties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>04008903-8704-437b-a8b8-d0942d7fa19c</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[22.45053...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>545a3805-d55b-4ce0-b088-3e259072f934</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>f5d8f083-77f3-432a-bd8d-cc816ddd1300</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[22.45053...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>8eeb4008-c8e9-4ddc-998c-b22f259d5de6</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>97e26e1a-361d-4e37-b30c-5eba50506187</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96038...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>cc1dbd1e-9b1b-4ea0-9b72-08be8bc7ab47</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.50094...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>ae2a69fd-1ad2-4b20-b9e9-d36b2ec05806</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96038...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>83d9e0ae-61f2-4a27-beca-2c428715cf12</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96424...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>f09bd83c-7d3a-4823-8e63-b5899fa090b3</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96360...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>a3f8f7e9-2276-54e5-b202-dcda07c35839</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>9823f638-51d5-4eb3-ac55-4f62532a2dc4</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>c9e836ee-8b7c-403b-bca2-d59074783d98</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96014...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>ed68db23-4c0f-4585-8693-6f022b5980c8</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[22.45478...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>a1009dac-c58d-4b9a-b0ec-1db868c2e3bd</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96014...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>80eef4fb-9f20-4728-848c-8d678aba60c7</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>cf68685c-e9e3-439c-97fc-90025a6e4513</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>84ae8070-005b-4ffc-9af1-ad9aca5ae26b</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>fbb4d27b-d3ff-40aa-8424-06ceaee8f375</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>f130d80d-dd19-59cf-a7ff-f85495d7dd21</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>ea169cc8-83bd-48b0-8247-f5769ec1ebef</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[22.44973...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       type                                    id  \\\n",
-       "0   Feature  04008903-8704-437b-a8b8-d0942d7fa19c   \n",
-       "1   Feature  545a3805-d55b-4ce0-b088-3e259072f934   \n",
-       "2   Feature  f5d8f083-77f3-432a-bd8d-cc816ddd1300   \n",
-       "3   Feature  8eeb4008-c8e9-4ddc-998c-b22f259d5de6   \n",
-       "4   Feature  97e26e1a-361d-4e37-b30c-5eba50506187   \n",
-       "5   Feature  cc1dbd1e-9b1b-4ea0-9b72-08be8bc7ab47   \n",
-       "6   Feature  ae2a69fd-1ad2-4b20-b9e9-d36b2ec05806   \n",
-       "7   Feature  83d9e0ae-61f2-4a27-beca-2c428715cf12   \n",
-       "8   Feature  f09bd83c-7d3a-4823-8e63-b5899fa090b3   \n",
-       "9   Feature  a3f8f7e9-2276-54e5-b202-dcda07c35839   \n",
-       "10  Feature  9823f638-51d5-4eb3-ac55-4f62532a2dc4   \n",
-       "11  Feature  c9e836ee-8b7c-403b-bca2-d59074783d98   \n",
-       "12  Feature  ed68db23-4c0f-4585-8693-6f022b5980c8   \n",
-       "13  Feature  a1009dac-c58d-4b9a-b0ec-1db868c2e3bd   \n",
-       "14  Feature  80eef4fb-9f20-4728-848c-8d678aba60c7   \n",
-       "15  Feature  cf68685c-e9e3-439c-97fc-90025a6e4513   \n",
-       "16  Feature  84ae8070-005b-4ffc-9af1-ad9aca5ae26b   \n",
-       "17  Feature  fbb4d27b-d3ff-40aa-8424-06ceaee8f375   \n",
-       "18  Feature  f130d80d-dd19-59cf-a7ff-f85495d7dd21   \n",
-       "19  Feature  ea169cc8-83bd-48b0-8247-f5769ec1ebef   \n",
-       "\n",
-       "                                             geometry  \\\n",
-       "0   {'type': 'Polygon', 'coordinates': [[[22.45053...   \n",
-       "1   {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
-       "2   {'type': 'Polygon', 'coordinates': [[[22.45053...   \n",
-       "3   {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
-       "4   {'type': 'Polygon', 'coordinates': [[[21.96038...   \n",
-       "5   {'type': 'Polygon', 'coordinates': [[[19.50094...   \n",
-       "6   {'type': 'Polygon', 'coordinates': [[[21.96038...   \n",
-       "7   {'type': 'Polygon', 'coordinates': [[[21.96424...   \n",
-       "8   {'type': 'Polygon', 'coordinates': [[[21.96360...   \n",
-       "9   {'type': 'Polygon', 'coordinates': [[[20.99970...   \n",
-       "10  {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
-       "11  {'type': 'Polygon', 'coordinates': [[[21.96014...   \n",
-       "12  {'type': 'Polygon', 'coordinates': [[[22.45478...   \n",
-       "13  {'type': 'Polygon', 'coordinates': [[[21.96014...   \n",
-       "14  {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
-       "15  {'type': 'Polygon', 'coordinates': [[[20.99970...   \n",
-       "16  {'type': 'Polygon', 'coordinates': [[[20.99970...   \n",
-       "17  {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
-       "18  {'type': 'Polygon', 'coordinates': [[[20.99970...   \n",
-       "19  {'type': 'Polygon', 'coordinates': [[[22.44973...   \n",
-       "\n",
-       "                                           properties  \n",
-       "0   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "1   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "2   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "3   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "4   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "5   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "6   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "7   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "8   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "9   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "10  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "11  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "12  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "13  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "14  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "15  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "16  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "17  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "18  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "19  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  "
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filters = {\n",
-    "    \"cloudCover\": \"[0,10]\",\n",
-    "    \"startDate\": \"2021-06-21T00:00:00Z\",\n",
-    "    \"completionDate\": \"2021-09-22T23:59:59Z\",\n",
-    "    \"lon\": 21.01,\n",
-    "    \"lat\": 52.22,\n",
-    "}\n",
-    "\n",
-    "df, resto_url = resto_search(\"Sentinel2\", filters)\n",
-    "\n",
-    "print(f\"HTTPS Request: {resto_url}\")\n",
-    "\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1417a59d-4d91-4694-b302-d907a5cc4ac7",
-   "metadata": {},
-   "source": [
-    "The code below retrieves up to ten Sentinel-2 products of `S2MSI2A` product type with cloud cover between 0% and 10%, acquired between June 11 and June 22, 2022, and within a geographic bounding box."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "1d092fff-d944-4462-bd49-291f6326437a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel2/search.json?productType=S2MSI2A&cloudCover=%5B0%2C10%5D&startDate=2022-06-11T00%3A00%3A00Z&completionDate=2022-06-22T23%3A59%3A59Z&maxRecords=10&box=4%2C51%2C4.5%2C52\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>type</th>\n",
-       "      <th>id</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>properties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>5ecd6532-0200-497d-a7c1-776ff2738d1a</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[4.436812...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>5831e264-e17e-4af9-a1f7-d6de71a8a038</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[4.436848...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>ef6df284-3d63-4821-8dc2-f86825dfde0f</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[4.064087...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>1b32f7ad-ec32-45a1-807b-9adbd510e688</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[5.968085...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>530aeeb3-b889-4596-9c09-3d2e917e9aa4</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[4.325619...</td>\n",
-       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      type                                    id  \\\n",
-       "0  Feature  5ecd6532-0200-497d-a7c1-776ff2738d1a   \n",
-       "1  Feature  5831e264-e17e-4af9-a1f7-d6de71a8a038   \n",
-       "2  Feature  ef6df284-3d63-4821-8dc2-f86825dfde0f   \n",
-       "3  Feature  1b32f7ad-ec32-45a1-807b-9adbd510e688   \n",
-       "4  Feature  530aeeb3-b889-4596-9c09-3d2e917e9aa4   \n",
-       "\n",
-       "                                            geometry  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[4.436812...   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[4.436848...   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[4.064087...   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[5.968085...   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[4.325619...   \n",
-       "\n",
-       "                                          properties  \n",
-       "0  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "1  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "2  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "3  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
-       "4  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  "
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filters = {\n",
-    "    \"productType\": \"S2MSI2A\",\n",
-    "    \"cloudCover\": \"[0,10]\",\n",
-    "    \"startDate\": \"2022-06-11T00:00:00Z\",\n",
-    "    \"completionDate\": \"2022-06-22T23:59:59Z\",\n",
-    "    \"maxRecords\": 10,\n",
-    "    \"box\": \"4,51,4.5,52\",\n",
-    "}\n",
-    "\n",
-    "df, resto_url = resto_search(\"Sentinel2\", filters)\n",
-    "\n",
-    "print(f\"HTTPS Request: {resto_url}\")\n",
-    "\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "01b6dc8a-b50e-4cda-8e2e-8a5f3aeb6e4c",
-   "metadata": {},
-   "source": [
-    "The code below retrieves Sentinel-1 products of type `IW_GRDH_1S` with `VV&VH` polarisation:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "9b030df2-918a-488b-9bb9-e9071b471f51",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel1/search.json?polarisationChannels=VV%26VH&productType=IW_GRDH_1S\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>type</th>\n",
-       "      <th>id</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>properties</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>da70cfa7-8b3b-514a-a807-efd43a2d9652</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[17.75591...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>02036627-0bbd-5533-b92f-5229818a9b57</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.06133...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>9aab3f54-50d9-59f7-8194-e5f0e7539841</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.65879...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>c7bad712-83bd-5b02-bdfa-be0665ed820a</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[2.281085...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>84a3d05a-119e-5d2b-8297-4e23b801361b</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.01425...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>bfd85b2c-1d8d-5768-bed5-b5581faed35c</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[11.97771...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>69b6f0a6-f5bc-5be0-8899-c0ecab4bccd9</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-9.38965...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>6064f952-7b8f-59c1-919f-18173a6394ad</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[84.86653...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>d40fa39b-a849-53e4-99c8-2e1839370628</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[46.27384...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>165d3b85-e65d-5bbe-9cab-f7bad6fee8e7</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[42.11571...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>409e8402-7997-556f-8784-71e657ad3604</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-8.27511...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>486c8fbf-dbe4-51af-bb36-d50c1e19e6f2</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.00865...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>63b87052-4ee1-5dd7-a917-f58ac80089db</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-7.18738...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>f9208ee1-1dab-5b13-a5a0-5fb6f29b4f3b</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-4.20402...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>69865c3a-87ae-5392-a7cd-e3cd43690b0e</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[6.677761...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>0ade07fb-010a-5572-b121-0549cea086e6</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[22.64895...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>546770e8-aa49-523c-ade6-05cbc57b44de</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.51301...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>b6783847-c4f6-51db-bf71-4fadf26b4d43</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[18.18976...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>e03a43b5-7b4b-5a83-b5a8-188739344c79</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-100.043...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>Feature</td>\n",
-       "      <td>b0a0c958-fbd7-56a2-a64e-efe5bace332b</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[7.678896...</td>\n",
-       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       type                                    id  \\\n",
-       "0   Feature  da70cfa7-8b3b-514a-a807-efd43a2d9652   \n",
-       "1   Feature  02036627-0bbd-5533-b92f-5229818a9b57   \n",
-       "2   Feature  9aab3f54-50d9-59f7-8194-e5f0e7539841   \n",
-       "3   Feature  c7bad712-83bd-5b02-bdfa-be0665ed820a   \n",
-       "4   Feature  84a3d05a-119e-5d2b-8297-4e23b801361b   \n",
-       "5   Feature  bfd85b2c-1d8d-5768-bed5-b5581faed35c   \n",
-       "6   Feature  69b6f0a6-f5bc-5be0-8899-c0ecab4bccd9   \n",
-       "7   Feature  6064f952-7b8f-59c1-919f-18173a6394ad   \n",
-       "8   Feature  d40fa39b-a849-53e4-99c8-2e1839370628   \n",
-       "9   Feature  165d3b85-e65d-5bbe-9cab-f7bad6fee8e7   \n",
-       "10  Feature  409e8402-7997-556f-8784-71e657ad3604   \n",
-       "11  Feature  486c8fbf-dbe4-51af-bb36-d50c1e19e6f2   \n",
-       "12  Feature  63b87052-4ee1-5dd7-a917-f58ac80089db   \n",
-       "13  Feature  f9208ee1-1dab-5b13-a5a0-5fb6f29b4f3b   \n",
-       "14  Feature  69865c3a-87ae-5392-a7cd-e3cd43690b0e   \n",
-       "15  Feature  0ade07fb-010a-5572-b121-0549cea086e6   \n",
-       "16  Feature  546770e8-aa49-523c-ade6-05cbc57b44de   \n",
-       "17  Feature  b6783847-c4f6-51db-bf71-4fadf26b4d43   \n",
-       "18  Feature  e03a43b5-7b4b-5a83-b5a8-188739344c79   \n",
-       "19  Feature  b0a0c958-fbd7-56a2-a64e-efe5bace332b   \n",
-       "\n",
-       "                                             geometry  \\\n",
-       "0   {'type': 'Polygon', 'coordinates': [[[17.75591...   \n",
-       "1   {'type': 'Polygon', 'coordinates': [[[19.06133...   \n",
-       "2   {'type': 'Polygon', 'coordinates': [[[20.65879...   \n",
-       "3   {'type': 'Polygon', 'coordinates': [[[2.281085...   \n",
-       "4   {'type': 'Polygon', 'coordinates': [[[-0.01425...   \n",
-       "5   {'type': 'Polygon', 'coordinates': [[[11.97771...   \n",
-       "6   {'type': 'Polygon', 'coordinates': [[[-9.38965...   \n",
-       "7   {'type': 'Polygon', 'coordinates': [[[84.86653...   \n",
-       "8   {'type': 'Polygon', 'coordinates': [[[46.27384...   \n",
-       "9   {'type': 'Polygon', 'coordinates': [[[42.11571...   \n",
-       "10  {'type': 'Polygon', 'coordinates': [[[-8.27511...   \n",
-       "11  {'type': 'Polygon', 'coordinates': [[[20.00865...   \n",
-       "12  {'type': 'Polygon', 'coordinates': [[[-7.18738...   \n",
-       "13  {'type': 'Polygon', 'coordinates': [[[-4.20402...   \n",
-       "14  {'type': 'Polygon', 'coordinates': [[[6.677761...   \n",
-       "15  {'type': 'Polygon', 'coordinates': [[[22.64895...   \n",
-       "16  {'type': 'Polygon', 'coordinates': [[[20.51301...   \n",
-       "17  {'type': 'Polygon', 'coordinates': [[[18.18976...   \n",
-       "18  {'type': 'Polygon', 'coordinates': [[[-100.043...   \n",
-       "19  {'type': 'Polygon', 'coordinates': [[[7.678896...   \n",
-       "\n",
-       "                                           properties  \n",
-       "0   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "1   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "2   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "3   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "4   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "5   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "6   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "7   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "8   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "9   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "10  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "11  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "12  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "13  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "14  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "15  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "16  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "17  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "18  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
-       "19  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  "
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filters = {\"polarisationChannels\": \"VV&VH\", \"productType\": \"IW_GRDH_1S\"}\n",
-    "\n",
-    "df, resto_url = resto_search(\"Sentinel1\", filters)\n",
-    "\n",
-    "print(f\"HTTPS Request: {resto_url}\")\n",
-    "\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7eeffc32-2315-40a6-856c-23d9aee3eb3d",
-   "metadata": {},
-   "source": [
-    "### **STAC**\n",
-    "\n",
-    "STAC presents a much more standardized metadata model aimed at increasing interoperability and applicability of spatio-temporal datasets. By using a common schema and well-defined object types, STAC makes it easier to discover, understand, and integrate Earth observation data across different providers and missions.\n",
-    "\n",
-    "Compared to Resto, STAC offers broader possibilities for data search and filtering. It enables more expressive queries and clearer separation between collections and items, which improves both usability and consistency of the API.\n",
-    "\n",
-    "A key concept in STAC is the use of **extensions**, which add additional functionality on top of the core specification. The STAC API specification allows flexible API extensions that enhance core capabilities without changing the base data model.\n",
-    "\n",
-    "Currently implemented extensions include:\n",
-    "\n",
-    "- `Filter`\n",
-    "- `Query`\n",
-    "- `Fields`\n",
-    "- `Sort`\n",
-    "\n",
-    "These extensions significantly extend the search and filtering capabilities of the STAC API while preserving a standardized and interoperable interface."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c31f6650-d796-4c8a-a2b2-b7f25ea8a459",
-   "metadata": {},
-   "source": [
-    "#### **Filter Extension**\n",
-    "\n",
-    "**Filtering** is built around the standardized CQL2 query language, which enables spatial, temporal, and attribute-based comparisons within a single request.\n",
-    "\n",
-    "Filtering can be applied to the Item Search endpoint (`/search`) and supports both simple and more complex conditions. Logical operators such as `AND`, `OR`, and `NOT` can be combined with comparison operators (`=`, `<>`, `<`, `<=`, `>`, `>=`) and null checks. These operators can be used with string, numeric, boolean, date, and datetime values. Basic spatial relationships, such as intersection, are also supported.\n",
-    "\n",
-    "Queries can be executed using both GET and POST requests. For GET requests, filters are typically expressed using a text-based CQL2 syntax, while POST requests allow filters to be provided in a structured JSON form. This flexibility makes it possible to construct advanced and readable queries while keeping compatibility with standard HTTP workflows.\n",
-    "\n",
-    "Detailed and up-to-date information about supported operators, parameters, and query formats is available in the [STAC Catalogue API documentation](https://documentation.dataspace.copernicus.eu/APIs/STAC.html)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "e2a46536-e8a9-4c64-b8b2-2e675fb7aae1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "stac_url = \"https://stac.dataspace.copernicus.eu/v1/search\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "7afe5266-21eb-444f-b43e-4ce0c1aa3e4e",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover <= 10&datetime >= TIMESTAMP('2025-04-08T04:39:23Z')&S_INTERSECTS(geometry, POLYGON((43.5845 -79.5442, 43.6079 -79.4893, 43.5677 -79.4632, 43.6129 -79.3925, 43.6223 -79.3238, 43.6576 -79.3163, 43.7945 -79.1178, 43.8144 -79.1542, 43.8555 -79.1714, 43.7509 -79.6390, 43.5845 -79.5442)))\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2B_MSIL2A_20251228T233129_N0511_R101_T38CMS_2...</td>\n",
-       "      <td>[39.72200119694694, -80.25203205661444, 45.516...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[40.19847...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-29T02:20:59.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2B_MSIL2A_20251228T233129_N0511_R101_T37CEM_2...</td>\n",
-       "      <td>[38.99894187059522, -80.25242038514605, 44.788...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[38.99903...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-29T02:21:40.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2B_MSIL2A_20251228T000139_N0511_R087_T38CMT_2...</td>\n",
-       "      <td>[40.1593625828737, -79.35014408984915, 44.5605...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[40.29181...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-28T01:34:35.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20251228T000139_N0511_R087_T38CMS_2...</td>\n",
-       "      <td>[39.72200119694694, -80.25203205661444, 45.516...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[43.28200...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-28T01:42:28.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20251228T000139_N0511_R087_T37CEM_2...</td>\n",
-       "      <td>[38.99894187059522, -80.25242038514605, 44.788...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[43.04873...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-28T01:41:49.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S2B_MSIL2A_20251228T233129_N0511_R101_T38CMS_2...   \n",
-       "1  S2B_MSIL2A_20251228T233129_N0511_R101_T37CEM_2...   \n",
-       "2  S2B_MSIL2A_20251228T000139_N0511_R087_T38CMT_2...   \n",
-       "3  S2B_MSIL2A_20251228T000139_N0511_R087_T38CMS_2...   \n",
-       "4  S2B_MSIL2A_20251228T000139_N0511_R087_T37CEM_2...   \n",
-       "\n",
-       "                                                bbox     type  \\\n",
-       "0  [39.72200119694694, -80.25203205661444, 45.516...  Feature   \n",
-       "1  [38.99894187059522, -80.25242038514605, 44.788...  Feature   \n",
-       "2  [40.1593625828737, -79.35014408984915, 44.5605...  Feature   \n",
-       "3  [39.72200119694694, -80.25203205661444, 45.516...  Feature   \n",
-       "4  [38.99894187059522, -80.25242038514605, 44.788...  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "\n",
-       "                                            geometry      collection  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[40.19847...  sentinel-2-l2a   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[38.99903...  sentinel-2-l2a   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[40.29181...  sentinel-2-l2a   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[43.28200...  sentinel-2-l2a   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[43.04873...  sentinel-2-l2a   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'gsd': 10, 'created': '2025-12-29T02:20:59.00...   \n",
-       "1  {'gsd': 10, 'created': '2025-12-29T02:21:40.00...   \n",
-       "2  {'gsd': 10, 'created': '2025-12-28T01:34:35.00...   \n",
-       "3  {'gsd': 10, 'created': '2025-12-28T01:42:28.00...   \n",
-       "4  {'gsd': 10, 'created': '2025-12-28T01:41:49.00...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"filter\": {\n",
-    "        \"op\": \"and\",\n",
-    "        \"args\": [\n",
-    "            {\"op\": \"=\", \"args\": [{\"property\": \"collection\"}, \"sentinel-2-l2a\"]},\n",
-    "            {\"op\": \"<=\", \"args\": [{\"property\": \"eo:cloud_cover\"}, 10]},\n",
-    "            {\n",
-    "                \"op\": \">=\",\n",
-    "                \"args\": [\n",
-    "                    {\"property\": \"datetime\"},\n",
-    "                    {\"timestamp\": \"2025-04-08T04:39:23Z\"},\n",
-    "                ],\n",
-    "            },\n",
-    "            {\n",
-    "                \"op\": \"s_intersects\",\n",
-    "                \"args\": [\n",
-    "                    {\"property\": \"geometry\"},\n",
-    "                    {\n",
-    "                        \"type\": \"Polygon\",\n",
-    "                        \"coordinates\": [\n",
-    "                            [\n",
-    "                                [43.5845, -79.5442],\n",
-    "                                [43.6079, -79.4893],\n",
-    "                                [43.5677, -79.4632],\n",
-    "                                [43.6129, -79.3925],\n",
-    "                                [43.6223, -79.3238],\n",
-    "                                [43.6576, -79.3163],\n",
-    "                                [43.7945, -79.1178],\n",
-    "                                [43.8144, -79.1542],\n",
-    "                                [43.8555, -79.1714],\n",
-    "                                [43.7509, -79.6390],\n",
-    "                                [43.5845, -79.5442],\n",
-    "                            ]\n",
-    "                        ],\n",
-    "                    },\n",
-    "                ],\n",
-    "            },\n",
-    "        ],\n",
-    "    }\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "\n",
-    "json = response.json()\n",
-    "\n",
-    "print(\n",
-    "    f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover <= 10&datetime >= TIMESTAMP('2025-04-08T04:39:23Z')&S_INTERSECTS(geometry, POLYGON((43.5845 -79.5442, 43.6079 -79.4893, 43.5677 -79.4632, 43.6129 -79.3925, 43.6223 -79.3238, 43.6576 -79.3163, 43.7945 -79.1178, 43.8144 -79.1542, 43.8555 -79.1714, 43.7509 -79.6390, 43.5845 -79.5442)))\"\n",
-    ")\n",
-    "\n",
-    "df = pd.DataFrame.from_dict(json[\"features\"])\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9c1c3929-e36f-4158-b17a-13757f26e280",
-   "metadata": {},
-   "source": [
-    "#### **Query Extension**\n",
-    "\n",
-    "**`Query`** parameter that enables additional filtering based on the properties of Item objects. It allows users to apply simple, property-based conditions when searching for items in the catalog.\n",
-    "\n",
-    "The following comparison operators are supported:\n",
-    "\n",
-    "- `eq` – equal to  \n",
-    "- `neq` – not equal to  \n",
-    "- `lt` – less than  \n",
-    "- `lte` – less than or equal to  \n",
-    "- `gt` – greater than  \n",
-    "- `gte` – greater than or equal to  \n",
-    "\n",
-    "These operators can be used to define constraints on numeric and comparable item properties."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "e1191a3b-935e-4313-8145-c3cbeae8c08f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&eo:cloud_cover%3C15\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...</td>\n",
-       "      <td>[-2.277998803053058, -80.22883981478951, 0.184...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.18323...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:23:23.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T30CVS_2...</td>\n",
-       "      <td>[-8.277998803053059, -80.25203205661444, -2.48...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-8.23246...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:25:36.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T29CNM_2...</td>\n",
-       "      <td>[-9.001058129404774, -80.25242038514605, -3.21...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-9.00104...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:16.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T28CES_2...</td>\n",
-       "      <td>[-13.59074209711865, -80.24048353817358, -9.21...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-13.5907...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:35.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20251231T050229_N0511_R133_T42FXM_2...</td>\n",
-       "      <td>[70.35704429215036, -48.83293960900481, 71.460...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[70.36265...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:18:51.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...   \n",
-       "1  S2B_MSIL2A_20251231T051319_N0511_R133_T30CVS_2...   \n",
-       "2  S2B_MSIL2A_20251231T051319_N0511_R133_T29CNM_2...   \n",
-       "3  S2B_MSIL2A_20251231T051319_N0511_R133_T28CES_2...   \n",
-       "4  S2B_MSIL2A_20251231T050229_N0511_R133_T42FXM_2...   \n",
-       "\n",
-       "                                                bbox     type  \\\n",
-       "0  [-2.277998803053058, -80.22883981478951, 0.184...  Feature   \n",
-       "1  [-8.277998803053059, -80.25203205661444, -2.48...  Feature   \n",
-       "2  [-9.001058129404774, -80.25242038514605, -3.21...  Feature   \n",
-       "3  [-13.59074209711865, -80.24048353817358, -9.21...  Feature   \n",
-       "4  [70.35704429215036, -48.83293960900481, 71.460...  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "\n",
-       "                                            geometry      collection  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[-2.18323...  sentinel-2-l2a   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[-8.23246...  sentinel-2-l2a   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[-9.00104...  sentinel-2-l2a   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[-13.5907...  sentinel-2-l2a   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[70.36265...  sentinel-2-l2a   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'gsd': 10, 'created': '2025-12-31T07:23:23.00...   \n",
-       "1  {'gsd': 10, 'created': '2025-12-31T07:25:36.00...   \n",
-       "2  {'gsd': 10, 'created': '2025-12-31T07:24:16.00...   \n",
-       "3  {'gsd': 10, 'created': '2025-12-31T07:24:35.00...   \n",
-       "4  {'gsd': 10, 'created': '2025-12-31T07:18:51.00...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\"collections\": [\"sentinel-2-l2a\"], \"query\": {\"eo:cloud_cover\": {\"lt\": 15}}}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "json = response.json()\n",
-    "\n",
-    "print(\n",
-    "    f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&eo:cloud_cover%3C15\"\n",
-    ")\n",
-    "\n",
-    "df = pd.DataFrame.from_dict(json[\"features\"])\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ed128efe-5741-4487-8639-ca53c7b39de4",
-   "metadata": {},
-   "source": [
-    "#### **Fields Extension**\n",
-    "\n",
-    "This extension allows users to control which attributes are **included** or **excluded** in search responses. This makes it possible to optimize query performance by **limiting the amount of returned data**, which is especially useful when working with large or complex Item objects.\n",
-    "\n",
-    "Through the **`fields`** parameter users can explicitly define which fields should be returned or omitted from the response.\n",
-    "\n",
-    "For GET requests, fields can be excluded by prefixing their names with a hyphen. For example, using `-geometry` removes the geometry object from the response. This provides a simple way to reduce response size while keeping only the information relevant to a given workflow."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "bf7b13d5-7f95-406f-a9bb-dddad0ebc8a8",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover%3C15&fields=-geometry\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...</td>\n",
-       "      <td>[-2.277998803053058, -80.22883981478951, 0.184...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:23:23.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T30CVS_2...</td>\n",
-       "      <td>[-8.277998803053059, -80.25203205661444, -2.48...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:25:36.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T29CNM_2...</td>\n",
-       "      <td>[-9.001058129404774, -80.25242038514605, -3.21...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:16.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T28CES_2...</td>\n",
-       "      <td>[-13.59074209711865, -80.24048353817358, -9.21...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:35.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20251231T050229_N0511_R133_T42FXM_2...</td>\n",
-       "      <td>[70.35704429215036, -48.83293960900481, 71.460...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-12-31T07:18:51.00...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...   \n",
-       "1  S2B_MSIL2A_20251231T051319_N0511_R133_T30CVS_2...   \n",
-       "2  S2B_MSIL2A_20251231T051319_N0511_R133_T29CNM_2...   \n",
-       "3  S2B_MSIL2A_20251231T051319_N0511_R133_T28CES_2...   \n",
-       "4  S2B_MSIL2A_20251231T050229_N0511_R133_T42FXM_2...   \n",
-       "\n",
-       "                                                bbox     type  \\\n",
-       "0  [-2.277998803053058, -80.22883981478951, 0.184...  Feature   \n",
-       "1  [-8.277998803053059, -80.25203205661444, -2.48...  Feature   \n",
-       "2  [-9.001058129404774, -80.25242038514605, -3.21...  Feature   \n",
-       "3  [-13.59074209711865, -80.24048353817358, -9.21...  Feature   \n",
-       "4  [70.35704429215036, -48.83293960900481, 71.460...  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets      collection  \\\n",
-       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
-       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
-       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
-       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
-       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'gsd': 10, 'created': '2025-12-31T07:23:23.00...   \n",
-       "1  {'gsd': 10, 'created': '2025-12-31T07:25:36.00...   \n",
-       "2  {'gsd': 10, 'created': '2025-12-31T07:24:16.00...   \n",
-       "3  {'gsd': 10, 'created': '2025-12-31T07:24:35.00...   \n",
-       "4  {'gsd': 10, 'created': '2025-12-31T07:18:51.00...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"collections\": [\"sentinel-2-l2a\"],\n",
-    "    \"filter\": {\"op\": \"lt\", \"args\": [{\"property\": \"eo:cloud_cover\"}, 15]},\n",
-    "    \"fields\": {\"exclude\": [\"geometry\"]},\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "\n",
-    "json = response.json()\n",
-    "\n",
-    "print(\n",
-    "    f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover%3C15&fields=-geometry\"\n",
-    ")\n",
-    "\n",
-    "df = pd.DataFrame.from_dict(json[\"features\"])\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "52cdafb6-5799-4b39-9826-9d58f06bbaa7",
-   "metadata": {},
-   "source": [
-    "In the following example, the request is further restricted to return only the `assets` of each item."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "9dcc3f33-f848-47ac-ba59-eb671db10c82",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover%3C15&fields=assets\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>assets</th>\n",
-       "      <th>links</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                              assets  \\\n",
-       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "5  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "6  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "7  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "8  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "9  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "\n",
-       "                                               links  \n",
-       "0  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "5  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "6  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "7  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "8  [{'rel': 'collection', 'type': 'application/js...  \n",
-       "9  [{'rel': 'collection', 'type': 'application/js...  "
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"collections\": [\"sentinel-2-l2a\"],\n",
-    "    \"filter\": {\"op\": \"lt\", \"args\": [{\"property\": \"eo:cloud_cover\"}, 15]},\n",
-    "    \"fields\": {\"include\": [\"assets\"]},\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "json = response.json()\n",
-    "\n",
-    "print(\n",
-    "    f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover%3C15&fields=assets\"\n",
-    ")\n",
-    "\n",
-    "df = pd.DataFrame.from_dict(json[\"features\"])\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "205be0e0-96af-4e9b-9263-d2898ddb775a",
-   "metadata": {},
-   "source": [
-    "#### **Sort Extension**\n",
-    "\n",
-    "With this extension users are able to define **sorting** criteria for search results using the **`sortby`** parameter. Sorting can be applied to string, numeric, and datetime fields of an Item or its properties.\n",
-    "\n",
-    "Fields can be sorted in either **ascending** or **descending** order. **Multiple fields** may be specified to define a sorting priority.\n",
-    "\n",
-    "In GET requests, sorting fields are provided as a comma-separated list. A prefix may be used to indicate the sort order:\n",
-    "- `+` denotes ascending order (default)\n",
-    "- `-` denotes descending order\n",
-    "\n",
-    "In POST requests, sorting criteria are expressed as an array, which provides a structured way to define the sorting behavior. Each element of the array specifies a field and the desired order \\[`asc` (or `ascending`) and `desc` (or `descending`)].\n",
-    "\n",
-    "This extension gives explicit control over result ordering, which is particularly useful when paging through large result sets or comparing items based on specific metadata fields."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1c2d34a9-28e9-4d16-927f-9b3472644cc9",
-   "metadata": {},
-   "source": [
-    "In addition to the use of the `sortby` parameter, this query also includes the **`limit`** parameter, which defines the maximum number of Items to be returned in the response. The default value is set to 12."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "3f8283e0-a4b8-4731-9089-e40a67be8b96",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/items?filter=eo:cloud_cover%3C15&datetime=2025-01-01T00:00:00Z/2025-01-15T23:59:59Z&sortby=+properties.eo:cloud_cover&limit=10\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2B_MSIL2A_20250115T043029_N0511_R133_T45QXD_2...</td>\n",
-       "      <td>[88.664444, 20.851601, 89.027861, 21.692646]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[89.01644...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-15T07:22:11.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2B_MSIL2A_20250114T190459_N0511_R127_T05CMS_2...</td>\n",
-       "      <td>[-156.43536, -74.863265, -156.220227, -74.762472]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-156.220...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-14T23:33:48.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2B_MSIL2A_20250112T160529_N0511_R097_T17QLB_2...</td>\n",
-       "      <td>[-82.910307, 18.894431, -82.404586, 19.890114]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-82.4045...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-12T21:56:54.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20250111T215909_N0511_R086_T02LKJ_2...</td>\n",
-       "      <td>[-173.79563, -15.450678, -173.254328, -14.455833]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-173.254...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-11T23:29:04.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20250108T194719_N0511_R042_T10VEN_2...</td>\n",
-       "      <td>[-123.000374, 60.33627, -120.949436, 61.334442]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-120.983...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-08T23:35:08.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>S2B_MSIL2A_20250101T204019_N0511_R085_T45CWK_2...</td>\n",
-       "      <td>[86.99875, -82.012669, 94.069006, -81.007392]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[90.74373...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T22:39:28.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>S2A_MSIL2A_20250106T000731_N0511_R073_T57MTR_2...</td>\n",
-       "      <td>[156.297745, -4.122706, 156.409008, -3.61448]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.4090...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-06T02:48:01.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>S2A_MSIL2A_20250104T055231_N0511_R048_T43SBT_2...</td>\n",
-       "      <td>[71.754262, 33.309546, 72.956153, 34.324206]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[71.75426...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-04T09:50:28.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>S2B_MSIL2A_20250114T100259_N0511_R122_T32RQV_2...</td>\n",
-       "      <td>[11.086289, 30.62773, 11.392596, 31.618143]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[11.39259...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-14T13:23:07.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>S2B_MSIL2A_20250113T085229_N0511_R107_T34LBL_2...</td>\n",
-       "      <td>[18.227016, -13.641674, 18.47779, -12.649679]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[18.47779...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-13T12:09:51.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S2B_MSIL2A_20250115T043029_N0511_R133_T45QXD_2...   \n",
-       "1  S2B_MSIL2A_20250114T190459_N0511_R127_T05CMS_2...   \n",
-       "2  S2B_MSIL2A_20250112T160529_N0511_R097_T17QLB_2...   \n",
-       "3  S2B_MSIL2A_20250111T215909_N0511_R086_T02LKJ_2...   \n",
-       "4  S2B_MSIL2A_20250108T194719_N0511_R042_T10VEN_2...   \n",
-       "5  S2B_MSIL2A_20250101T204019_N0511_R085_T45CWK_2...   \n",
-       "6  S2A_MSIL2A_20250106T000731_N0511_R073_T57MTR_2...   \n",
-       "7  S2A_MSIL2A_20250104T055231_N0511_R048_T43SBT_2...   \n",
-       "8  S2B_MSIL2A_20250114T100259_N0511_R122_T32RQV_2...   \n",
-       "9  S2B_MSIL2A_20250113T085229_N0511_R107_T34LBL_2...   \n",
-       "\n",
-       "                                                bbox     type  \\\n",
-       "0       [88.664444, 20.851601, 89.027861, 21.692646]  Feature   \n",
-       "1  [-156.43536, -74.863265, -156.220227, -74.762472]  Feature   \n",
-       "2     [-82.910307, 18.894431, -82.404586, 19.890114]  Feature   \n",
-       "3  [-173.79563, -15.450678, -173.254328, -14.455833]  Feature   \n",
-       "4    [-123.000374, 60.33627, -120.949436, 61.334442]  Feature   \n",
-       "5      [86.99875, -82.012669, 94.069006, -81.007392]  Feature   \n",
-       "6      [156.297745, -4.122706, 156.409008, -3.61448]  Feature   \n",
-       "7       [71.754262, 33.309546, 72.956153, 34.324206]  Feature   \n",
-       "8        [11.086289, 30.62773, 11.392596, 31.618143]  Feature   \n",
-       "9      [18.227016, -13.641674, 18.47779, -12.649679]  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "5  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "6  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "7  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "8  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "9  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "5  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "6  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "7  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "8  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "9  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "\n",
-       "                                            geometry      collection  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[89.01644...  sentinel-2-l2a   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[-156.220...  sentinel-2-l2a   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[-82.4045...  sentinel-2-l2a   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[-173.254...  sentinel-2-l2a   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[-120.983...  sentinel-2-l2a   \n",
-       "5  {'type': 'Polygon', 'coordinates': [[[90.74373...  sentinel-2-l2a   \n",
-       "6  {'type': 'Polygon', 'coordinates': [[[156.4090...  sentinel-2-l2a   \n",
-       "7  {'type': 'Polygon', 'coordinates': [[[71.75426...  sentinel-2-l2a   \n",
-       "8  {'type': 'Polygon', 'coordinates': [[[11.39259...  sentinel-2-l2a   \n",
-       "9  {'type': 'Polygon', 'coordinates': [[[18.47779...  sentinel-2-l2a   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'gsd': 10, 'created': '2025-01-15T07:22:11.00...   \n",
-       "1  {'gsd': 10, 'created': '2025-01-14T23:33:48.00...   \n",
-       "2  {'gsd': 10, 'created': '2025-01-12T21:56:54.00...   \n",
-       "3  {'gsd': 10, 'created': '2025-01-11T23:29:04.00...   \n",
-       "4  {'gsd': 10, 'created': '2025-01-08T23:35:08.00...   \n",
-       "5  {'gsd': 10, 'created': '2025-01-01T22:39:28.00...   \n",
-       "6  {'gsd': 10, 'created': '2025-01-06T02:48:01.00...   \n",
-       "7  {'gsd': 10, 'created': '2025-01-04T09:50:28.00...   \n",
-       "8  {'gsd': 10, 'created': '2025-01-14T13:23:07.00...   \n",
-       "9  {'gsd': 10, 'created': '2025-01-13T12:09:51.00...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "1  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "2  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "3  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "4  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "5  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "6  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "7  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "8  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "9  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  "
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"collections\": [\"sentinel-2-l2a\"],\n",
-    "    \"query\": {\"eo:cloud_cover\": {\"gt\": 10}},\n",
-    "    \"datetime\": \"2025-01-01T00:00:00Z/2025-01-15T23:59:59Z\",\n",
-    "    \"sortby\": [{\"field\": \"eo:cloud_cover\", \"direction\": \"asc\"}],\n",
-    "    \"limit\": 10,\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "\n",
-    "json = response.json()\n",
-    "\n",
-    "print(\n",
-    "    f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/items?filter=eo:cloud_cover%3C15&datetime=2025-01-01T00:00:00Z/2025-01-15T23:59:59Z&sortby=+properties.eo:cloud_cover&limit=10\"\n",
-    ")\n",
-    "\n",
-    "df = pd.DataFrame.from_dict(json[\"features\"])\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "41502181-7a15-41b3-9375-a76cab280a23",
-   "metadata": {},
-   "source": [
-    "To verify that the query sorts the results correctly, we can inspect the cloud cover values of the returned products."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "60fa8c02-9f39-4c9b-b234-8e9c08c01b11",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>properties.eo:cloud_cover</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2B_MSIL2A_20250115T043029_N0511_R133_T45QXD_2...</td>\n",
-       "      <td>10.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2B_MSIL2A_20250114T190459_N0511_R127_T05CMS_2...</td>\n",
-       "      <td>10.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2B_MSIL2A_20250112T160529_N0511_R097_T17QLB_2...</td>\n",
-       "      <td>10.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20250111T215909_N0511_R086_T02LKJ_2...</td>\n",
-       "      <td>10.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20250108T194719_N0511_R042_T10VEN_2...</td>\n",
-       "      <td>10.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>S2B_MSIL2A_20250101T204019_N0511_R085_T45CWK_2...</td>\n",
-       "      <td>10.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>S2A_MSIL2A_20250106T000731_N0511_R073_T57MTR_2...</td>\n",
-       "      <td>10.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>S2A_MSIL2A_20250104T055231_N0511_R048_T43SBT_2...</td>\n",
-       "      <td>10.01</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>S2B_MSIL2A_20250114T100259_N0511_R122_T32RQV_2...</td>\n",
-       "      <td>10.02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>S2B_MSIL2A_20250113T085229_N0511_R107_T34LBL_2...</td>\n",
-       "      <td>10.02</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S2B_MSIL2A_20250115T043029_N0511_R133_T45QXD_2...   \n",
-       "1  S2B_MSIL2A_20250114T190459_N0511_R127_T05CMS_2...   \n",
-       "2  S2B_MSIL2A_20250112T160529_N0511_R097_T17QLB_2...   \n",
-       "3  S2B_MSIL2A_20250111T215909_N0511_R086_T02LKJ_2...   \n",
-       "4  S2B_MSIL2A_20250108T194719_N0511_R042_T10VEN_2...   \n",
-       "5  S2B_MSIL2A_20250101T204019_N0511_R085_T45CWK_2...   \n",
-       "6  S2A_MSIL2A_20250106T000731_N0511_R073_T57MTR_2...   \n",
-       "7  S2A_MSIL2A_20250104T055231_N0511_R048_T43SBT_2...   \n",
-       "8  S2B_MSIL2A_20250114T100259_N0511_R122_T32RQV_2...   \n",
-       "9  S2B_MSIL2A_20250113T085229_N0511_R107_T34LBL_2...   \n",
-       "\n",
-       "   properties.eo:cloud_cover  \n",
-       "0                      10.01  \n",
-       "1                      10.01  \n",
-       "2                      10.01  \n",
-       "3                      10.01  \n",
-       "4                      10.01  \n",
-       "5                      10.01  \n",
-       "6                      10.01  \n",
-       "7                      10.01  \n",
-       "8                      10.02  \n",
-       "9                      10.02  "
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_cc = pd.json_normalize(json[\"features\"], sep=\".\")\n",
-    "df_cc[[\"id\", \"properties.eo:cloud_cover\"]]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3dcb095c-f148-4319-8403-342ea29708dd",
-   "metadata": {},
-   "source": [
-    "#### **Resto query equivalents in STAC**\n",
-    "\n",
-    "With the concepts introduced above, we can now attempt to translate selected Resto queries into their STAC equivalents. This section demonstrates how typical filtering patterns used in the Resto can be remapped to STAC search requests, highlighting the differences in syntax while preserving the original query intent."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "8f09219c-70d0-4cce-ba55-331ca9b679bc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "stac_url = \"https://stac.dataspace.copernicus.eu/v1/search\""
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5e2343de-a370-4411-b1ed-1f9856c38d4e",
-   "metadata": {},
-   "source": [
-    "This code queries the Sentinel-2 L2A collection for items from January 1 to January 31, 2025, using the collection name, datetime range, a limit of 20 results, and sorting by datetime in ascending order."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "82854c1c-c0cb-4ac7-aac8-dbbc0941d7fe",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2025-01-01T00:00:00Z/2025-01-31T23:59:59Z&limit=20&sortby=+datetime\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
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-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NVH_2...</td>\n",
-       "      <td>[158.093982, 6.243793, 158.745574, 7.155754]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.0939...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:44:17.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NVG_2...</td>\n",
-       "      <td>[158.095521, 5.339213, 158.599385, 6.33265]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.2868...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:30:22.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NVF_2...</td>\n",
-       "      <td>[158.096981, 5.31548, 158.396634, 5.427753]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.3183...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:23:15.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NUJ_2...</td>\n",
-       "      <td>[157.188064, 7.145259, 158.12463, 7.360241]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1880...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:27:52.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NUH_2...</td>\n",
-       "      <td>[157.188619, 6.241466, 158.184617, 7.235884]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.7636...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:47:52.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NUG_2...</td>\n",
-       "      <td>[157.191994, 5.367592, 158.185873, 6.332402]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:33:24.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NUF_2...</td>\n",
-       "      <td>[157.949753, 5.367593, 158.185869, 5.427677]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:24:35.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NTJ_2...</td>\n",
-       "      <td>[156.281374, 7.140815, 157.277502, 7.532774]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2813...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:28:04.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NTH_2...</td>\n",
-       "      <td>[156.283325, 6.237589, 157.280668, 7.234569]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2833...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:36:42.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NTG_2...</td>\n",
-       "      <td>[156.288384, 5.591788, 157.282626, 6.330194]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2826...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:44:40.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T56NRP_2...</td>\n",
-       "      <td>[156.058923, 7.133902, 156.711379, 7.556189]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.0589...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:27:53.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T56NRN_2...</td>\n",
-       "      <td>[155.860957, 6.231558, 156.70932, 7.227175]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[155.8609...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:31:26.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T56NRM_2...</td>\n",
-       "      <td>[155.784722, 5.718646, 156.702422, 6.32492]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6984...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:34:52.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T57NUA_2...</td>\n",
-       "      <td>[157.202748, 0.157188, 157.360626, 0.798383]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2027...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:22:58.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T57NTB_2...</td>\n",
-       "      <td>[156.304301, 0.81552, 157.139021, 1.025204]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:23:51.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T57NTA_2...</td>\n",
-       "      <td>[156.304464, 0.157188, 157.290683, 0.904207]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:28:27.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T56NRG_2...</td>\n",
-       "      <td>[155.695115, 0.814734, 156.680581, 1.15563]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[155.6954...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:24:32.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T56NRF_2...</td>\n",
-       "      <td>[155.695053, 0.303835, 156.680494, 0.903904]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6802...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:25:56.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T56NQG_2...</td>\n",
-       "      <td>[154.796875, 0.81546, 155.783269, 1.325109]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[154.7972...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:33:19.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T56NQF_2...</td>\n",
-       "      <td>[154.796872, 0.515161, 155.782977, 0.904464]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[155.7828...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-01-01T01:30:31.00...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                   id  \\\n",
-       "0   S2B_MSIL2A_20250101T000439_N0511_R073_T57NVH_2...   \n",
-       "1   S2B_MSIL2A_20250101T000439_N0511_R073_T57NVG_2...   \n",
-       "2   S2B_MSIL2A_20250101T000439_N0511_R073_T57NVF_2...   \n",
-       "3   S2B_MSIL2A_20250101T000439_N0511_R073_T57NUJ_2...   \n",
-       "4   S2B_MSIL2A_20250101T000439_N0511_R073_T57NUH_2...   \n",
-       "5   S2B_MSIL2A_20250101T000439_N0511_R073_T57NUG_2...   \n",
-       "6   S2B_MSIL2A_20250101T000439_N0511_R073_T57NUF_2...   \n",
-       "7   S2B_MSIL2A_20250101T000439_N0511_R073_T57NTJ_2...   \n",
-       "8   S2B_MSIL2A_20250101T000439_N0511_R073_T57NTH_2...   \n",
-       "9   S2B_MSIL2A_20250101T000439_N0511_R073_T57NTG_2...   \n",
-       "10  S2B_MSIL2A_20250101T000439_N0511_R073_T56NRP_2...   \n",
-       "11  S2B_MSIL2A_20250101T000439_N0511_R073_T56NRN_2...   \n",
-       "12  S2B_MSIL2A_20250101T000439_N0511_R073_T56NRM_2...   \n",
-       "13  S2B_MSIL2A_20250101T000619_N0511_R073_T57NUA_2...   \n",
-       "14  S2B_MSIL2A_20250101T000619_N0511_R073_T57NTB_2...   \n",
-       "15  S2B_MSIL2A_20250101T000619_N0511_R073_T57NTA_2...   \n",
-       "16  S2B_MSIL2A_20250101T000619_N0511_R073_T56NRG_2...   \n",
-       "17  S2B_MSIL2A_20250101T000619_N0511_R073_T56NRF_2...   \n",
-       "18  S2B_MSIL2A_20250101T000619_N0511_R073_T56NQG_2...   \n",
-       "19  S2B_MSIL2A_20250101T000619_N0511_R073_T56NQF_2...   \n",
-       "\n",
-       "                                            bbox     type  \\\n",
-       "0   [158.093982, 6.243793, 158.745574, 7.155754]  Feature   \n",
-       "1    [158.095521, 5.339213, 158.599385, 6.33265]  Feature   \n",
-       "2    [158.096981, 5.31548, 158.396634, 5.427753]  Feature   \n",
-       "3    [157.188064, 7.145259, 158.12463, 7.360241]  Feature   \n",
-       "4   [157.188619, 6.241466, 158.184617, 7.235884]  Feature   \n",
-       "5   [157.191994, 5.367592, 158.185873, 6.332402]  Feature   \n",
-       "6   [157.949753, 5.367593, 158.185869, 5.427677]  Feature   \n",
-       "7   [156.281374, 7.140815, 157.277502, 7.532774]  Feature   \n",
-       "8   [156.283325, 6.237589, 157.280668, 7.234569]  Feature   \n",
-       "9   [156.288384, 5.591788, 157.282626, 6.330194]  Feature   \n",
-       "10  [156.058923, 7.133902, 156.711379, 7.556189]  Feature   \n",
-       "11   [155.860957, 6.231558, 156.70932, 7.227175]  Feature   \n",
-       "12   [155.784722, 5.718646, 156.702422, 6.32492]  Feature   \n",
-       "13  [157.202748, 0.157188, 157.360626, 0.798383]  Feature   \n",
-       "14   [156.304301, 0.81552, 157.139021, 1.025204]  Feature   \n",
-       "15  [156.304464, 0.157188, 157.290683, 0.904207]  Feature   \n",
-       "16   [155.695115, 0.814734, 156.680581, 1.15563]  Feature   \n",
-       "17  [155.695053, 0.303835, 156.680494, 0.903904]  Feature   \n",
-       "18   [154.796875, 0.81546, 155.783269, 1.325109]  Feature   \n",
-       "19  [154.796872, 0.515161, 155.782977, 0.904464]  Feature   \n",
-       "\n",
-       "                                                links  \\\n",
-       "0   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "5   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "6   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "7   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "8   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "9   [{'rel': 'collection', 'type': 'application/js...   \n",
-       "10  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "11  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "12  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "13  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "14  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "15  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "16  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "17  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "18  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "19  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                               assets  \\\n",
-       "0   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "1   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "2   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "3   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "4   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "5   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "6   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "7   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "8   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "9   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "10  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "11  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "12  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "13  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "14  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "15  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "16  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "17  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "18  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "19  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "\n",
-       "                                             geometry      collection  \\\n",
-       "0   {'type': 'Polygon', 'coordinates': [[[158.0939...  sentinel-2-l2a   \n",
-       "1   {'type': 'Polygon', 'coordinates': [[[158.2868...  sentinel-2-l2a   \n",
-       "2   {'type': 'Polygon', 'coordinates': [[[158.3183...  sentinel-2-l2a   \n",
-       "3   {'type': 'Polygon', 'coordinates': [[[157.1880...  sentinel-2-l2a   \n",
-       "4   {'type': 'Polygon', 'coordinates': [[[157.7636...  sentinel-2-l2a   \n",
-       "5   {'type': 'Polygon', 'coordinates': [[[158.1858...  sentinel-2-l2a   \n",
-       "6   {'type': 'Polygon', 'coordinates': [[[158.1858...  sentinel-2-l2a   \n",
-       "7   {'type': 'Polygon', 'coordinates': [[[156.2813...  sentinel-2-l2a   \n",
-       "8   {'type': 'Polygon', 'coordinates': [[[156.2833...  sentinel-2-l2a   \n",
-       "9   {'type': 'Polygon', 'coordinates': [[[157.2826...  sentinel-2-l2a   \n",
-       "10  {'type': 'Polygon', 'coordinates': [[[156.0589...  sentinel-2-l2a   \n",
-       "11  {'type': 'Polygon', 'coordinates': [[[155.8609...  sentinel-2-l2a   \n",
-       "12  {'type': 'Polygon', 'coordinates': [[[156.6984...  sentinel-2-l2a   \n",
-       "13  {'type': 'Polygon', 'coordinates': [[[157.2027...  sentinel-2-l2a   \n",
-       "14  {'type': 'Polygon', 'coordinates': [[[157.1290...  sentinel-2-l2a   \n",
-       "15  {'type': 'Polygon', 'coordinates': [[[157.1290...  sentinel-2-l2a   \n",
-       "16  {'type': 'Polygon', 'coordinates': [[[155.6954...  sentinel-2-l2a   \n",
-       "17  {'type': 'Polygon', 'coordinates': [[[156.6802...  sentinel-2-l2a   \n",
-       "18  {'type': 'Polygon', 'coordinates': [[[154.7972...  sentinel-2-l2a   \n",
-       "19  {'type': 'Polygon', 'coordinates': [[[155.7828...  sentinel-2-l2a   \n",
-       "\n",
-       "                                           properties  \\\n",
-       "0   {'gsd': 10, 'created': '2025-01-01T01:44:17.00...   \n",
-       "1   {'gsd': 10, 'created': '2025-01-01T01:30:22.00...   \n",
-       "2   {'gsd': 10, 'created': '2025-01-01T01:23:15.00...   \n",
-       "3   {'gsd': 10, 'created': '2025-01-01T01:27:52.00...   \n",
-       "4   {'gsd': 10, 'created': '2025-01-01T01:47:52.00...   \n",
-       "5   {'gsd': 10, 'created': '2025-01-01T01:33:24.00...   \n",
-       "6   {'gsd': 10, 'created': '2025-01-01T01:24:35.00...   \n",
-       "7   {'gsd': 10, 'created': '2025-01-01T01:28:04.00...   \n",
-       "8   {'gsd': 10, 'created': '2025-01-01T01:36:42.00...   \n",
-       "9   {'gsd': 10, 'created': '2025-01-01T01:44:40.00...   \n",
-       "10  {'gsd': 10, 'created': '2025-01-01T01:27:53.00...   \n",
-       "11  {'gsd': 10, 'created': '2025-01-01T01:31:26.00...   \n",
-       "12  {'gsd': 10, 'created': '2025-01-01T01:34:52.00...   \n",
-       "13  {'gsd': 10, 'created': '2025-01-01T01:22:58.00...   \n",
-       "14  {'gsd': 10, 'created': '2025-01-01T01:23:51.00...   \n",
-       "15  {'gsd': 10, 'created': '2025-01-01T01:28:27.00...   \n",
-       "16  {'gsd': 10, 'created': '2025-01-01T01:24:32.00...   \n",
-       "17  {'gsd': 10, 'created': '2025-01-01T01:25:56.00...   \n",
-       "18  {'gsd': 10, 'created': '2025-01-01T01:33:19.00...   \n",
-       "19  {'gsd': 10, 'created': '2025-01-01T01:30:31.00...   \n",
-       "\n",
-       "                                      stac_extensions stac_version  \n",
-       "0   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "1   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "2   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "3   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "4   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "5   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "6   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "7   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "8   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "9   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "10  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "11  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "12  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "13  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "14  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "15  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "16  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "17  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "18  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "19  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  "
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"collections\": [\"sentinel-2-l2a\"],\n",
-    "    \"datetime\": \"2025-01-01T00:00:00Z/2025-01-31T23:59:59Z\",\n",
-    "    \"limit\": 20,\n",
-    "    \"sortby\": [{\"field\": \"datetime\", \"direction\": \"asc\"}],\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "\n",
-    "json = response.json()\n",
-    "\n",
-    "print(\n",
-    "    f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2025-01-01T00:00:00Z/2025-01-31T23:59:59Z&limit=20&sortby=+datetime\"\n",
-    ")\n",
-    "\n",
-    "df_features = pd.DataFrame(json[\"features\"])\n",
-    "df_features"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c48b03fb-ad4d-4fb7-a721-5e5b8968af31",
-   "metadata": {},
-   "source": [
-    "This code queries the Sentinel-2 L2A collection for items between June 21 and September 22, 2021, that intersect the point at coordinates [21.01, 52.22] and have a cloud cover between 0% and 10%."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "id": "7cb7a76b-f10c-4a26-b1dd-1f24fbffe3f8",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2021-06-21T00%3A00%3A00Z%2F2021-09-22T23%3A59%3A59Z&intersects=%7B%22type%22%3A%22Point%22%2C%22coordinates%22%3A%5B21.01%2C52.22%5D%7D&filter=eo%3Acloud_cover%20%3C%3D%2010\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2B_MSIL2A_20210909T095029_N0500_R079_T34UEC_2...</td>\n",
-       "      <td>[20.999706, 51.360232, 21.963602, 52.350473]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96360...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2023-03-13T01:48:59.09...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2B_MSIL2A_20210909T095029_N0500_R079_T34UDC_2...</td>\n",
-       "      <td>[19.531529, 51.354432, 21.143291, 52.350386]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2023-03-13T01:53:31.43...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2A_MSIL2A_20210904T095031_N0500_R079_T34UEC_2...</td>\n",
-       "      <td>[20.999706, 51.360262, 21.960142, 52.350473]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96014...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2023-03-12T16:22:37.90...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20210807T094029_N0500_R036_T34UEC_2...</td>\n",
-       "      <td>[20.999706, 51.352634, 22.611384, 52.350473]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2023-02-14T13:47:12.87...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20210711T095029_N0500_R079_T34UEC_2...</td>\n",
-       "      <td>[20.999706, 51.360286, 21.955875, 52.350473]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.95587...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2023-03-15T08:23:16.75...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>S2B_MSIL2A_20210708T094029_N0500_R036_T34UEC_2...</td>\n",
-       "      <td>[20.999706, 51.352634, 22.611384, 52.350473]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2023-03-16T17:59:14.58...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>S2B_MSIL2A_20210621T095029_N0500_R079_T34UEC_2...</td>\n",
-       "      <td>[20.999706, 51.360262, 21.960388, 52.350473]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96038...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2023-06-10T22:54:38.64...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>S2B_MSIL2A_20210621T095029_N0500_R079_T34UDC_2...</td>\n",
-       "      <td>[19.531529, 51.354432, 21.143291, 52.350386]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2023-06-10T22:58:56.96...</td>\n",
-       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S2B_MSIL2A_20210909T095029_N0500_R079_T34UEC_2...   \n",
-       "1  S2B_MSIL2A_20210909T095029_N0500_R079_T34UDC_2...   \n",
-       "2  S2A_MSIL2A_20210904T095031_N0500_R079_T34UEC_2...   \n",
-       "3  S2B_MSIL2A_20210807T094029_N0500_R036_T34UEC_2...   \n",
-       "4  S2B_MSIL2A_20210711T095029_N0500_R079_T34UEC_2...   \n",
-       "5  S2B_MSIL2A_20210708T094029_N0500_R036_T34UEC_2...   \n",
-       "6  S2B_MSIL2A_20210621T095029_N0500_R079_T34UEC_2...   \n",
-       "7  S2B_MSIL2A_20210621T095029_N0500_R079_T34UDC_2...   \n",
-       "\n",
-       "                                           bbox     type  \\\n",
-       "0  [20.999706, 51.360232, 21.963602, 52.350473]  Feature   \n",
-       "1  [19.531529, 51.354432, 21.143291, 52.350386]  Feature   \n",
-       "2  [20.999706, 51.360262, 21.960142, 52.350473]  Feature   \n",
-       "3  [20.999706, 51.352634, 22.611384, 52.350473]  Feature   \n",
-       "4  [20.999706, 51.360286, 21.955875, 52.350473]  Feature   \n",
-       "5  [20.999706, 51.352634, 22.611384, 52.350473]  Feature   \n",
-       "6  [20.999706, 51.360262, 21.960388, 52.350473]  Feature   \n",
-       "7  [19.531529, 51.354432, 21.143291, 52.350386]  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "5  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "6  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "7  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "5  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "6  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "7  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "\n",
-       "                                            geometry      collection  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[21.96360...  sentinel-2-l2a   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[19.53152...  sentinel-2-l2a   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[21.96014...  sentinel-2-l2a   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[20.99970...  sentinel-2-l2a   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[21.95587...  sentinel-2-l2a   \n",
-       "5  {'type': 'Polygon', 'coordinates': [[[20.99970...  sentinel-2-l2a   \n",
-       "6  {'type': 'Polygon', 'coordinates': [[[21.96038...  sentinel-2-l2a   \n",
-       "7  {'type': 'Polygon', 'coordinates': [[[19.53152...  sentinel-2-l2a   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'gsd': 10, 'created': '2023-03-13T01:48:59.09...   \n",
-       "1  {'gsd': 10, 'created': '2023-03-13T01:53:31.43...   \n",
-       "2  {'gsd': 10, 'created': '2023-03-12T16:22:37.90...   \n",
-       "3  {'gsd': 10, 'created': '2023-02-14T13:47:12.87...   \n",
-       "4  {'gsd': 10, 'created': '2023-03-15T08:23:16.75...   \n",
-       "5  {'gsd': 10, 'created': '2023-03-16T17:59:14.58...   \n",
-       "6  {'gsd': 10, 'created': '2023-06-10T22:54:38.64...   \n",
-       "7  {'gsd': 10, 'created': '2023-06-10T22:58:56.96...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "1  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "2  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "3  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "4  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "5  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "6  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
-       "7  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  "
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"collections\": [\"sentinel-2-l2a\"],\n",
-    "    \"datetime\": \"2021-06-21T00:00:00Z/2021-09-22T23:59:59Z\",\n",
-    "    \"intersects\": {\"type\": \"Point\", \"coordinates\": [21.01, 52.22]},\n",
-    "    \"query\": {\"eo:cloud_cover\": {\"gte\": 0, \"lte\": 10}},\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "\n",
-    "json = response.json()\n",
-    "\n",
-    "print(\n",
-    "    f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2021-06-21T00%3A00%3A00Z%2F2021-09-22T23%3A59%3A59Z&intersects=%7B%22type%22%3A%22Point%22%2C%22coordinates%22%3A%5B21.01%2C52.22%5D%7D&filter=eo%3Acloud_cover%20%3C%3D%2010\"\n",
-    ")\n",
-    "\n",
-    "df_features = pd.DataFrame(json[\"features\"])\n",
-    "df_features"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1493c22f-309a-40b0-9a3f-99636c1e1e48",
-   "metadata": {},
-   "source": [
-    "This code queries the Sentinel-2 L2A collection for items between June 11 and June 22, 2022, within the bounding box [4, 51, 4.5, 52], with cloud cover between 0% and 10%, limiting the results to 10 items."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "id": "3fdb653d-a36e-4c2a-9647-9d93efce3d58",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2022-06-11T00%3A00%3A00Z%2F2022-06-22T23%3A59%3A59Z&bbox=4,51,4.5,52&filter=eo%3Acloud_cover%20%3E%3D%200%20AND%20eo%3Acloud_cover%20%3C%3D%2010&limit=10\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S2A_MSIL2A_20220622T105631_N0510_R094_T31UET_2...</td>\n",
-       "      <td>[2.999706370881351, 51.357799703919795, 4.3256...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[4.325619...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-02-15T08:31:15.80...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S2A_MSIL2A_20220616T103631_N0510_R008_T31UFT_2...</td>\n",
-       "      <td>[4.436120625123461, 51.32452335478603, 6.07775...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[4.436848...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-02-14T19:06:43.50...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S2B_MSIL2A_20220614T104629_N0510_R051_T31UFS_2...</td>\n",
-       "      <td>[4.408715109637645, 50.42809119252208, 6.01702...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[5.968085...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-02-14T14:34:10.93...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S2B_MSIL2A_20220611T103629_N0510_R008_T31UFS_2...</td>\n",
-       "      <td>[4.408715109637645, 50.42629366061962, 6.01702...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[4.436812...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-02-14T08:11:38.91...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S2B_MSIL2A_20220611T103629_N0510_R008_T31UES_2...</td>\n",
-       "      <td>[4.064087128317525, 50.453523278919015, 4.5795...</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[4.064087...</td>\n",
-       "      <td>sentinel-2-l2a</td>\n",
-       "      <td>{'gsd': 10, 'created': '2025-02-14T08:11:38.75...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S2A_MSIL2A_20220622T105631_N0510_R094_T31UET_2...   \n",
-       "1  S2A_MSIL2A_20220616T103631_N0510_R008_T31UFT_2...   \n",
-       "2  S2B_MSIL2A_20220614T104629_N0510_R051_T31UFS_2...   \n",
-       "3  S2B_MSIL2A_20220611T103629_N0510_R008_T31UFS_2...   \n",
-       "4  S2B_MSIL2A_20220611T103629_N0510_R008_T31UES_2...   \n",
-       "\n",
-       "                                                bbox     type  \\\n",
-       "0  [2.999706370881351, 51.357799703919795, 4.3256...  Feature   \n",
-       "1  [4.436120625123461, 51.32452335478603, 6.07775...  Feature   \n",
-       "2  [4.408715109637645, 50.42809119252208, 6.01702...  Feature   \n",
-       "3  [4.408715109637645, 50.42629366061962, 6.01702...  Feature   \n",
-       "4  [4.064087128317525, 50.453523278919015, 4.5795...  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
-       "\n",
-       "                                            geometry      collection  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[4.325619...  sentinel-2-l2a   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[4.436848...  sentinel-2-l2a   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[5.968085...  sentinel-2-l2a   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[4.436812...  sentinel-2-l2a   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[4.064087...  sentinel-2-l2a   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'gsd': 10, 'created': '2025-02-15T08:31:15.80...   \n",
-       "1  {'gsd': 10, 'created': '2025-02-14T19:06:43.50...   \n",
-       "2  {'gsd': 10, 'created': '2025-02-14T14:34:10.93...   \n",
-       "3  {'gsd': 10, 'created': '2025-02-14T08:11:38.91...   \n",
-       "4  {'gsd': 10, 'created': '2025-02-14T08:11:38.75...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"collections\": [\"sentinel-2-l2a\"],\n",
-    "    \"datetime\": \"2022-06-11T00:00:00Z/2022-06-22T23:59:59Z\",\n",
-    "    \"bbox\": [4, 51, 4.5, 52],\n",
-    "    \"limit\": 10,\n",
-    "    \"query\": {\"eo:cloud_cover\": {\"gte\": 0, \"lte\": 10}},\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "\n",
-    "json = response.json()\n",
-    "\n",
-    "print(\n",
-    "    f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2022-06-11T00%3A00%3A00Z%2F2022-06-22T23%3A59%3A59Z&bbox=4,51,4.5,52&filter=eo%3Acloud_cover%20%3E%3D%200%20AND%20eo%3Acloud_cover%20%3C%3D%2010&limit=10\"\n",
-    ")\n",
-    "\n",
-    "df_features = pd.DataFrame(json[\"features\"])\n",
-    "df_features"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9596d2c8-f13c-4fa1-bc50-0ffec6ccbf7c",
-   "metadata": {},
-   "source": [
-    "This code uses the query parameter to search the Sentinel-1 GRD collection for items where the product type is `IW_GRDH_1S` and the polarization is `VV&VH`, returning up to 10 results."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "ff59624f-0511-46f8-ae7b-af71c6efe1f8",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061257_20251231T0613...</td>\n",
-       "      <td>[-4.961516, 29.132935, -2.043568, 30.6371]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.28483...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:01:17.880940Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061232_20251231T0612...</td>\n",
-       "      <td>[-4.750492, 30.215359, -1.708874, 32.141827]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.04354...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:01:18.350244Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061207_20251231T0612...</td>\n",
-       "      <td>[-4.460252, 31.722683, -1.369323, 33.646049]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.70885...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:12:00.285895Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061142_20251231T0612...</td>\n",
-       "      <td>[-4.168624, 33.229343, -1.009401, 35.147907]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.3693,...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:12:01.441023Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061117_20251231T0611...</td>\n",
-       "      <td>[-3.860411, 34.733044, -0.639349, 36.648712]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.00938...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:58.380623Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061052_20251231T0611...</td>\n",
-       "      <td>[-3.545959, 36.235367, -0.277303, 38.150902]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.63932...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:58.937265Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061027_20251231T0610...</td>\n",
-       "      <td>[-3.243545, 37.739258, 0.093031, 39.652462]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.27728...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:47.595395Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061002_20251231T0610...</td>\n",
-       "      <td>[-2.937376, 39.242229, 0.463011, 41.154549]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[0.093054...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:48.024200Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T060937_20251231T0610...</td>\n",
-       "      <td>[-2.63635, 40.745724, 0.852503, 42.654728]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[0.463035...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:12:00.578034Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T060912_20251231T0609...</td>\n",
-       "      <td>[-2.321066, 42.246735, 1.270123, 44.15239]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[0.852526...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:59.740213Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S1A_IW_GRDH_1SDV_20251231T061257_20251231T0613...   \n",
-       "1  S1A_IW_GRDH_1SDV_20251231T061232_20251231T0612...   \n",
-       "2  S1A_IW_GRDH_1SDV_20251231T061207_20251231T0612...   \n",
-       "3  S1A_IW_GRDH_1SDV_20251231T061142_20251231T0612...   \n",
-       "4  S1A_IW_GRDH_1SDV_20251231T061117_20251231T0611...   \n",
-       "5  S1A_IW_GRDH_1SDV_20251231T061052_20251231T0611...   \n",
-       "6  S1A_IW_GRDH_1SDV_20251231T061027_20251231T0610...   \n",
-       "7  S1A_IW_GRDH_1SDV_20251231T061002_20251231T0610...   \n",
-       "8  S1A_IW_GRDH_1SDV_20251231T060937_20251231T0610...   \n",
-       "9  S1A_IW_GRDH_1SDV_20251231T060912_20251231T0609...   \n",
-       "\n",
-       "                                           bbox     type  \\\n",
-       "0    [-4.961516, 29.132935, -2.043568, 30.6371]  Feature   \n",
-       "1  [-4.750492, 30.215359, -1.708874, 32.141827]  Feature   \n",
-       "2  [-4.460252, 31.722683, -1.369323, 33.646049]  Feature   \n",
-       "3  [-4.168624, 33.229343, -1.009401, 35.147907]  Feature   \n",
-       "4  [-3.860411, 34.733044, -0.639349, 36.648712]  Feature   \n",
-       "5  [-3.545959, 36.235367, -0.277303, 38.150902]  Feature   \n",
-       "6   [-3.243545, 37.739258, 0.093031, 39.652462]  Feature   \n",
-       "7   [-2.937376, 39.242229, 0.463011, 41.154549]  Feature   \n",
-       "8    [-2.63635, 40.745724, 0.852503, 42.654728]  Feature   \n",
-       "9    [-2.321066, 42.246735, 1.270123, 44.15239]  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "5  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "6  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "7  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "8  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "9  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "1  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "2  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "3  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "4  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "5  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "6  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "7  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "8  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "9  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "\n",
-       "                                            geometry      collection  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[-2.28483...  sentinel-1-grd   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[-2.04354...  sentinel-1-grd   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[-1.70885...  sentinel-1-grd   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[-1.3693,...  sentinel-1-grd   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[-1.00938...  sentinel-1-grd   \n",
-       "5  {'type': 'Polygon', 'coordinates': [[[-0.63932...  sentinel-1-grd   \n",
-       "6  {'type': 'Polygon', 'coordinates': [[[-0.27728...  sentinel-1-grd   \n",
-       "7  {'type': 'Polygon', 'coordinates': [[[0.093054...  sentinel-1-grd   \n",
-       "8  {'type': 'Polygon', 'coordinates': [[[0.463035...  sentinel-1-grd   \n",
-       "9  {'type': 'Polygon', 'coordinates': [[[0.852526...  sentinel-1-grd   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'created': '2025-12-31T06:01:17.880940Z', 'ex...   \n",
-       "1  {'created': '2025-12-31T06:01:18.350244Z', 'ex...   \n",
-       "2  {'created': '2025-12-31T06:12:00.285895Z', 'ex...   \n",
-       "3  {'created': '2025-12-31T06:12:01.441023Z', 'ex...   \n",
-       "4  {'created': '2025-12-31T06:11:58.380623Z', 'ex...   \n",
-       "5  {'created': '2025-12-31T06:11:58.937265Z', 'ex...   \n",
-       "6  {'created': '2025-12-31T06:11:47.595395Z', 'ex...   \n",
-       "7  {'created': '2025-12-31T06:11:48.024200Z', 'ex...   \n",
-       "8  {'created': '2025-12-31T06:12:00.578034Z', 'ex...   \n",
-       "9  {'created': '2025-12-31T06:11:59.740213Z', 'ex...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "5  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "6  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "7  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "8  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "9  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"collections\": [\"sentinel-1-grd\"],\n",
-    "    \"query\": {\n",
-    "        \"product:type\": {\"eq\": \"IW_GRDH_1S\"},\n",
-    "        \"sar:polarizations\": {\"eq\": [\"VV\", \"VH\"]},\n",
-    "    },\n",
-    "    \"limit\": 10,\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "\n",
-    "json = response.json()\n",
-    "\n",
-    "\n",
-    "df_features = pd.DataFrame(json[\"features\"])\n",
-    "df_features"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e104a7e9-621c-4a6c-b83d-05beb58d45e4",
-   "metadata": {},
-   "source": [
-    "This code uses the filter parameter to search the Sentinel-1 GRD collection for items where the product type is `IW_GRDH_1S` and the polarization is `VV&VH`, returning up to 10 results."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "91607e63-9b91-4c92-bd3e-f8551c699da3",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "    .dataframe thead th {\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>bbox</th>\n",
-       "      <th>type</th>\n",
-       "      <th>links</th>\n",
-       "      <th>assets</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>collection</th>\n",
-       "      <th>properties</th>\n",
-       "      <th>stac_extensions</th>\n",
-       "      <th>stac_version</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061257_20251231T0613...</td>\n",
-       "      <td>[-4.961516, 29.132935, -2.043568, 30.6371]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.28483...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:01:17.880940Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061232_20251231T0612...</td>\n",
-       "      <td>[-4.750492, 30.215359, -1.708874, 32.141827]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.04354...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:01:18.350244Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061207_20251231T0612...</td>\n",
-       "      <td>[-4.460252, 31.722683, -1.369323, 33.646049]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.70885...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:12:00.285895Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061142_20251231T0612...</td>\n",
-       "      <td>[-4.168624, 33.229343, -1.009401, 35.147907]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.3693,...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:12:01.441023Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061117_20251231T0611...</td>\n",
-       "      <td>[-3.860411, 34.733044, -0.639349, 36.648712]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.00938...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:58.380623Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061052_20251231T0611...</td>\n",
-       "      <td>[-3.545959, 36.235367, -0.277303, 38.150902]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.63932...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:58.937265Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061027_20251231T0610...</td>\n",
-       "      <td>[-3.243545, 37.739258, 0.093031, 39.652462]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.27728...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:47.595395Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T061002_20251231T0610...</td>\n",
-       "      <td>[-2.937376, 39.242229, 0.463011, 41.154549]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[0.093054...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:48.024200Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T060937_20251231T0610...</td>\n",
-       "      <td>[-2.63635, 40.745724, 0.852503, 42.654728]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[0.463035...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:12:00.578034Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>S1A_IW_GRDH_1SDV_20251231T060912_20251231T0609...</td>\n",
-       "      <td>[-2.321066, 42.246735, 1.270123, 44.15239]</td>\n",
-       "      <td>Feature</td>\n",
-       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
-       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
-       "      <td>{'type': 'Polygon', 'coordinates': [[[0.852526...</td>\n",
-       "      <td>sentinel-1-grd</td>\n",
-       "      <td>{'created': '2025-12-31T06:11:59.740213Z', 'ex...</td>\n",
-       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
-       "      <td>1.1.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                  id  \\\n",
-       "0  S1A_IW_GRDH_1SDV_20251231T061257_20251231T0613...   \n",
-       "1  S1A_IW_GRDH_1SDV_20251231T061232_20251231T0612...   \n",
-       "2  S1A_IW_GRDH_1SDV_20251231T061207_20251231T0612...   \n",
-       "3  S1A_IW_GRDH_1SDV_20251231T061142_20251231T0612...   \n",
-       "4  S1A_IW_GRDH_1SDV_20251231T061117_20251231T0611...   \n",
-       "5  S1A_IW_GRDH_1SDV_20251231T061052_20251231T0611...   \n",
-       "6  S1A_IW_GRDH_1SDV_20251231T061027_20251231T0610...   \n",
-       "7  S1A_IW_GRDH_1SDV_20251231T061002_20251231T0610...   \n",
-       "8  S1A_IW_GRDH_1SDV_20251231T060937_20251231T0610...   \n",
-       "9  S1A_IW_GRDH_1SDV_20251231T060912_20251231T0609...   \n",
-       "\n",
-       "                                           bbox     type  \\\n",
-       "0    [-4.961516, 29.132935, -2.043568, 30.6371]  Feature   \n",
-       "1  [-4.750492, 30.215359, -1.708874, 32.141827]  Feature   \n",
-       "2  [-4.460252, 31.722683, -1.369323, 33.646049]  Feature   \n",
-       "3  [-4.168624, 33.229343, -1.009401, 35.147907]  Feature   \n",
-       "4  [-3.860411, 34.733044, -0.639349, 36.648712]  Feature   \n",
-       "5  [-3.545959, 36.235367, -0.277303, 38.150902]  Feature   \n",
-       "6   [-3.243545, 37.739258, 0.093031, 39.652462]  Feature   \n",
-       "7   [-2.937376, 39.242229, 0.463011, 41.154549]  Feature   \n",
-       "8    [-2.63635, 40.745724, 0.852503, 42.654728]  Feature   \n",
-       "9    [-2.321066, 42.246735, 1.270123, 44.15239]  Feature   \n",
-       "\n",
-       "                                               links  \\\n",
-       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "5  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "6  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "7  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "8  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "9  [{'rel': 'collection', 'type': 'application/js...   \n",
-       "\n",
-       "                                              assets  \\\n",
-       "0  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "1  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "2  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "3  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "4  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "5  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "6  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "7  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "8  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "9  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
-       "\n",
-       "                                            geometry      collection  \\\n",
-       "0  {'type': 'Polygon', 'coordinates': [[[-2.28483...  sentinel-1-grd   \n",
-       "1  {'type': 'Polygon', 'coordinates': [[[-2.04354...  sentinel-1-grd   \n",
-       "2  {'type': 'Polygon', 'coordinates': [[[-1.70885...  sentinel-1-grd   \n",
-       "3  {'type': 'Polygon', 'coordinates': [[[-1.3693,...  sentinel-1-grd   \n",
-       "4  {'type': 'Polygon', 'coordinates': [[[-1.00938...  sentinel-1-grd   \n",
-       "5  {'type': 'Polygon', 'coordinates': [[[-0.63932...  sentinel-1-grd   \n",
-       "6  {'type': 'Polygon', 'coordinates': [[[-0.27728...  sentinel-1-grd   \n",
-       "7  {'type': 'Polygon', 'coordinates': [[[0.093054...  sentinel-1-grd   \n",
-       "8  {'type': 'Polygon', 'coordinates': [[[0.463035...  sentinel-1-grd   \n",
-       "9  {'type': 'Polygon', 'coordinates': [[[0.852526...  sentinel-1-grd   \n",
-       "\n",
-       "                                          properties  \\\n",
-       "0  {'created': '2025-12-31T06:01:17.880940Z', 'ex...   \n",
-       "1  {'created': '2025-12-31T06:01:18.350244Z', 'ex...   \n",
-       "2  {'created': '2025-12-31T06:12:00.285895Z', 'ex...   \n",
-       "3  {'created': '2025-12-31T06:12:01.441023Z', 'ex...   \n",
-       "4  {'created': '2025-12-31T06:11:58.380623Z', 'ex...   \n",
-       "5  {'created': '2025-12-31T06:11:58.937265Z', 'ex...   \n",
-       "6  {'created': '2025-12-31T06:11:47.595395Z', 'ex...   \n",
-       "7  {'created': '2025-12-31T06:11:48.024200Z', 'ex...   \n",
-       "8  {'created': '2025-12-31T06:12:00.578034Z', 'ex...   \n",
-       "9  {'created': '2025-12-31T06:11:59.740213Z', 'ex...   \n",
-       "\n",
-       "                                     stac_extensions stac_version  \n",
-       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "5  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "6  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "7  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "8  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
-       "9  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "params = {\n",
-    "    \"filter-lang\": \"cql2-json\",\n",
-    "    \"filter\": {\n",
-    "        \"op\": \"and\",\n",
-    "        \"args\": [\n",
-    "            {\"op\": \"=\", \"args\": [{\"property\": \"product:type\"}, \"IW_GRDH_1S\"]},\n",
-    "            {\"op\": \"a_contains\", \"args\": [{\"property\": \"sar:polarizations\"}, \"VV\"]},\n",
-    "            {\"op\": \"a_contains\", \"args\": [{\"property\": \"sar:polarizations\"}, \"VH\"]},\n",
-    "        ],\n",
-    "    },\n",
-    "    \"collections\": [\"sentinel-1-grd\"],\n",
-    "    \"limit\": 10,\n",
-    "}\n",
-    "\n",
-    "response = requests.post(stac_url, json=params)\n",
-    "\n",
-    "json = response.json()\n",
-    "\n",
-    "df_features = pd.DataFrame(json[\"features\"])\n",
-    "df_features"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7a9920d2-9817-43a5-b005-12cc045c3323",
-   "metadata": {},
-   "source": [
-    "# **Conclusion**\n",
-    "\n",
-    "This notebook highlights the fundamental differences between the OpenSearch (Resto) Catalogue API and the STAC Catalogue API, with a strong focus on discovery capabilities and query expressiveness. Resto provides a relatively flat and limited search interface, primarily centered around collection-level queries with a fixed set of parameters and constrained filtering logic. While sufficient for basic discovery use cases, this model restricts fine-grained access to metadata and limits the ability to precisely target individual products or their components.\n",
-    "\n",
-    "In contrast, STAC introduces a hierarchical and standardized data model that enables discovery at multiple levels, ranging from collections, through individual items, down to specific assets within an item. This multi-level access is combined with a significantly richer querying framework. Through extensions such as Query, Filter, Fields, and Sort, STAC allows users to construct complex spatial, temporal, and attribute-based queries, apply precise sorting rules, limit result sets, and control the structure and size of responses. These capabilities make it possible to efficiently narrow searches to highly specific subsets of data, optimize performance, and integrate discovery workflows more tightly with downstream processing.\n",
-    "\n",
-    "Thanks to this notebook and its step-by-step examples, understanding the STAC data model and transitioning existing workflows from OpenSearch to STAC should be straightforward and significantly easier to implement in practice.\n",
-    "\n",
-    "Overall, migrating from Resto to STAC is not merely a change of endpoint but a shift to a more powerful, extensible, and interoperable discovery paradigm. STAC enables more precise data selection, better scalability, and improved integration with modern geospatial and data processing ecosystems, making it a robust foundation for future Earth Observation data access and exploitation."
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "geo",
-   "language": "python",
-   "name": "geo"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}

From b6ff3e4f142ef67f0ae786538f8fd854d9fb1825 Mon Sep 17 00:00:00 2001
From: jtreska <jtreska@cloudferro.com>
Date: Tue, 20 Jan 2026 11:30:18 +0100
Subject: [PATCH 2/3] Add files via upload

---
 ...igration_of_opensearch_to_stac_guide.ipynb | 8238 +++++++++++++++++
 1 file changed, 8238 insertions(+)
 create mode 100644 geo/migration_of_opensearch_to_stac_guide.ipynb

diff --git a/geo/migration_of_opensearch_to_stac_guide.ipynb b/geo/migration_of_opensearch_to_stac_guide.ipynb
new file mode 100644
index 0000000..c3213a9
--- /dev/null
+++ b/geo/migration_of_opensearch_to_stac_guide.ipynb
@@ -0,0 +1,8238 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "39d4bfb3-2594-48b5-8b4e-cd879500c7c6",
+   "metadata": {},
+   "source": [
+    "# **Switch to STAC Catalogue API - OpenSearch Catalogue API Decommissioning**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e354bcb1-9a35-42d6-b8ed-a767f698ff76",
+   "metadata": {},
+   "source": [
+    "## **Introduction**"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "7ade6582-c6a6-43e1-ac26-d17159d50ecf",
+   "metadata": {},
+   "source": [
+    "Due to the planned **[decommissioning of the OpenSearch Catalogue API](https://dataspace.copernicus.eu/news/2025-10-16-opensearch-catalogue-api-decommissioning-notice)** (hereafter referred to as Resto) rescheduled for **2 March 2026**, users are encouraged to prepare their services and integrations for a transition to the STAC Catalogue API. This Jupyter notebook has been created as a practical migration guide to support that process and to facilitate a smooth and informed transition."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8e259776-6382-48e7-9558-c602c7b6de0f",
+   "metadata": {},
+   "source": [
+    "The primary goal of this notebook is to help users understand how existing Resto-based workflows can be translated into equivalent STAC API queries. It provides conceptual guidance as well as concrete examples, enabling users to gradually adapt their applications while preserving existing functionality.\n",
+    "\n",
+    "Beyond serving as a replacement for Resto interface, STAC introduces a richer and more expressive data model, along with extended capabilities. By providing a standardized schema to describe spatiotemporal assets, STAC improves data interoperability across platforms and tools. This standardization lowers the entry barrier to efficiently discover, access, and exploit satellite and remote sensing data."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "47b0d475-3d1f-482b-91e2-1e4683ff12a8",
+   "metadata": {},
+   "source": [
+    "This notebook is structured into three main sections, focusing respectively on:\n",
+    "\n",
+    "* Collections & Items,\n",
+    "* Specific Items,\n",
+    "* Filters & Extensions.\n",
+    "  \n",
+    "Each section focuses on practical usage patterns and highlights the correspondence between Resto query parameters and their STAC equivalents, allowing users to incrementally migrate their discovery workflows with confidence."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b673f64a-3bbd-413b-aa18-6c0827ac00e0",
+   "metadata": {},
+   "source": [
+    "## **Libraries**\n",
+    "\n",
+    "Before we begin, we need to make sure that all the required libraries are installed and imported.\n",
+    "\n",
+    "* `pandas`: Python library used for data manipulation and analysis \n",
+    "* `requests`: Python library used for sending HTTP requests and interacting with APIs \n",
+    "*  `xml.etree.ElementTree`: Python library used for parsing and navigating an XML document"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2cbc4397-4453-4aa1-b353-e5d27b53d136",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pandas in /opt/conda/lib/python3.11/site-packages (2.3.3)\n",
+      "Requirement already satisfied: numpy>=1.23.2 in /opt/conda/lib/python3.11/site-packages (from pandas) (2.4.0)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.11/site-packages (from pandas) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.11/site-packages (from pandas) (2023.3)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /opt/conda/lib/python3.11/site-packages (from pandas) (2025.2)\n",
+      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install pandas\n",
+    "import pandas as pd\n",
+    "import requests\n",
+    "import xml.etree.ElementTree as ET"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d90fbf7-3016-407d-9254-5a24e101fa16",
+   "metadata": {},
+   "source": [
+    "## **Collections & Items**\n",
+    "\n",
+    "This section is dedicated to exploring **collections** - discovering which collections are available, examining the products they contain, and accessing metadata and properties associated with them.  \n",
+    "\n",
+    "It also covers **items** within those collections, including how to search for them, retrieve their attributes, and understand their spatial, temporal, and product-specific information.\n",
+    "\n",
+    "We will first cover aspects related to Resto and then transition smoothly to STAC."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "72a007a8-041a-411f-bf77-3128c14e0653",
+   "metadata": {},
+   "source": [
+    "### **Resto**\n",
+    "\n",
+    "Data in Resto are organized into collections, which correspond to different satellites or data sources. Queries can target either all collections or a specific collection. \n",
+    "\n",
+    "Accessing the base Resto URL provides information about products available in the catalogue, rather than details about collections themselves - it does not provide collection-level summaries or structure."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c4bc044f-e18d-4e5c-8576-0306bf5bf746",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "resto_url = \"https://catalogue.dataspace.copernicus.eu/resto/api/collections/search.json?\""
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9c448cb6-fd79-4add-a891-06507570c80d",
+   "metadata": {},
+   "source": [
+    "Executing the query below will return metadata about the products in the catalogue. The response includes key fields for each product: type, id, geometry, properties. \n",
+    "\n",
+    "> **Hint:** The `.head()` function is used to display the first five rows of a DataFrame. This is useful for quickly inspecting the structure of your data and verifying that it has been loaded correctly."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "138b99a2-c08c-435d-a333-b370e3e54806",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/search.json?\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>type</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>91822f33-b15c-5b60-aa39-6d9f6f5c773b</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-176.587...</td>\n",
+       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>bfd8cd54-52a7-48e2-88d0-58df86167399</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-145.885...</td>\n",
+       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>eb59e26f-c472-4f5f-8289-49bce7b13b7e</td>\n",
+       "      <td>{'type': 'MultiPolygon', 'coordinates': [[[[10...</td>\n",
+       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>85899f29-0854-30a0-b9a7-5f2d332e6f10</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[140.656,...</td>\n",
+       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>2b5ae1be-1831-447d-90b0-1e4b4d34d7b2</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[138.511,...</td>\n",
+       "      <td>{'collection': 'SENTINEL-3', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      type                                    id  \\\n",
+       "0  Feature  91822f33-b15c-5b60-aa39-6d9f6f5c773b   \n",
+       "1  Feature  bfd8cd54-52a7-48e2-88d0-58df86167399   \n",
+       "2  Feature  eb59e26f-c472-4f5f-8289-49bce7b13b7e   \n",
+       "3  Feature  85899f29-0854-30a0-b9a7-5f2d332e6f10   \n",
+       "4  Feature  2b5ae1be-1831-447d-90b0-1e4b4d34d7b2   \n",
+       "\n",
+       "                                            geometry  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[-176.587...   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[-145.885...   \n",
+       "2  {'type': 'MultiPolygon', 'coordinates': [[[[10...   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[140.656,...   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[138.511,...   \n",
+       "\n",
+       "                                          properties  \n",
+       "0  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  \n",
+       "1  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  \n",
+       "2  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  \n",
+       "3  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  \n",
+       "4  {'collection': 'SENTINEL-3', 'status': 'ONLINE...  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "json = requests.get(resto_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {resto_url}\")\n",
+    "\n",
+    "pd.DataFrame(json['features']).head() "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2783332c-bc01-48e9-a5e5-1381fa2ce4a8",
+   "metadata": {},
+   "source": [
+    "The list of available collections must be obtained from the documentation. For the next steps, we will create a Python list containing a few selected collections. This will allow us to perform queries and examples more efficiently."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "fc5f20c5-b0d7-42d7-97a4-8f85b085c6e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "resto_collections = [\n",
+    "    \"Sentinel1\",\n",
+    "    \"Sentinel2\",\n",
+    "    \"Sentinel3\",\n",
+    "    \"Sentinel5P\",\n",
+    "    \"CLMS\"\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a92eff6-6694-48c2-b9bf-eded274a67c4",
+   "metadata": {},
+   "source": [
+    "For each satellite (collection), the set of queryable parameters can be obtained from the resulting XML via **describe.xml** endpoint.\n",
+    "\n",
+    "To simplify it, we will create a Python function that reads the relevant parameters for a given collection from the XML. This approach allows users to know in advance what they can query, making it easier to construct valid requests without manually inspecting the XML for every collection."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "4fdbdd26-3335-4a4c-adf9-6485827849e0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def parse_resto_collection(collection):\n",
+    "    \"\"\"\n",
+    "    Fetches and parses the describe.xml metadata for a given Resto collection.\n",
+    "\n",
+    "    Args:\n",
+    "        collection (str): The name of the collection (e.g., \"Sentinel2\").\n",
+    "\n",
+    "    Returns:\n",
+    "        dict: A dictionary containing:\n",
+    "            - 'collection': the collection name\n",
+    "            - 'short_name': the short name of the collection\n",
+    "            - 'description': the collection description\n",
+    "            - 'parameters': a list of queryable parameter names available for this collection\n",
+    "\n",
+    "    \"\"\"\n",
+    "    url = f\"https://catalogue.dataspace.copernicus.eu/resto/api/collections/{collection}/describe.xml\"\n",
+    "    response = requests.get(url)\n",
+    "    root = ET.fromstring(response.content)\n",
+    "\n",
+    "    ns = {\n",
+    "        \"os\": \"http://a9.com/-/spec/opensearch/1.1/\",\n",
+    "        \"param\": \"http://a9.com/-/spec/opensearch/extensions/parameters/1.0/\"\n",
+    "    }\n",
+    "\n",
+    "    return {\n",
+    "        \"collection\": collection,\n",
+    "        \"short_name\": root.findtext(\"os:ShortName\", namespaces=ns),\n",
+    "        \"description\": root.findtext(\"os:Description\", namespaces=ns),\n",
+    "        \"parameters\": [\n",
+    "            p.attrib.get(\"name\")\n",
+    "            for p in root.findall(\".//param:Parameter\", ns)\n",
+    "        ],\n",
+    "    }"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "14918dba-59ee-4796-99cc-a89dcf847f9b",
+   "metadata": {},
+   "source": [
+    "The code below executes the `parse_resto_collection` function for every collection in the `resto_collections` list."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "ee2bcf43-20f1-42d2-b560-3c0b10dc1ef0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>collection</th>\n",
+       "      <th>short_name</th>\n",
+       "      <th>description</th>\n",
+       "      <th>parameters</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Sentinel1</td>\n",
+       "      <td>Sentinel-1</td>\n",
+       "      <td>Sentinel-1 Collection</td>\n",
+       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Sentinel2</td>\n",
+       "      <td>Sentinel-2</td>\n",
+       "      <td>Sentinel-2 Collection</td>\n",
+       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Sentinel3</td>\n",
+       "      <td>Sentinel-3</td>\n",
+       "      <td>Sentinel-3 Collection</td>\n",
+       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sentinel5P</td>\n",
+       "      <td>Sentinel-5P</td>\n",
+       "      <td>Sentinel-5P Collection</td>\n",
+       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>CLMS</td>\n",
+       "      <td>CLMS</td>\n",
+       "      <td>Copernicus Land Monitoring Service Collection</td>\n",
+       "      <td>[maxRecords, index, page, identifier, geometry...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   collection   short_name                                    description  \\\n",
+       "0   Sentinel1   Sentinel-1                          Sentinel-1 Collection   \n",
+       "1   Sentinel2   Sentinel-2                          Sentinel-2 Collection   \n",
+       "2   Sentinel3   Sentinel-3                          Sentinel-3 Collection   \n",
+       "3  Sentinel5P  Sentinel-5P                         Sentinel-5P Collection   \n",
+       "4        CLMS         CLMS  Copernicus Land Monitoring Service Collection   \n",
+       "\n",
+       "                                          parameters  \n",
+       "0  [maxRecords, index, page, identifier, geometry...  \n",
+       "1  [maxRecords, index, page, identifier, geometry...  \n",
+       "2  [maxRecords, index, page, identifier, geometry...  \n",
+       "3  [maxRecords, index, page, identifier, geometry...  \n",
+       "4  [maxRecords, index, page, identifier, geometry...  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_resto = pd.DataFrame([parse_resto_collection(c) for c in resto_collections])\n",
+    "df_resto"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "54a43689-9107-4b58-b6af-2b398237030c",
+   "metadata": {},
+   "source": [
+    "The code below demonstrates how to retrieve only the **queryable parameters for a specific collection**, in this case Sentinel-2:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "b766d5d5-e9ad-490d-9718-b36ab7301b82",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['maxRecords',\n",
+       " 'index',\n",
+       " 'page',\n",
+       " 'identifier',\n",
+       " 'geometry',\n",
+       " 'box',\n",
+       " 'lon',\n",
+       " 'lat',\n",
+       " 'radius',\n",
+       " 'startDate',\n",
+       " 'completionDate',\n",
+       " 'productIdentifier',\n",
+       " 'productType',\n",
+       " 'tileId',\n",
+       " 'processingLevel',\n",
+       " 'platform',\n",
+       " 'instrument',\n",
+       " 'orbitNumber',\n",
+       " 'sensorMode',\n",
+       " 'cloudCover',\n",
+       " 'updated',\n",
+       " 'publishedAfter',\n",
+       " 'publishedBefore',\n",
+       " 'sortParam',\n",
+       " 'sortOrder',\n",
+       " 'status',\n",
+       " 'exactCount',\n",
+       " 'orbitDirection',\n",
+       " 'relativeOrbitNumber',\n",
+       " 'processingBaseline',\n",
+       " 'missionTakeId']"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s2_info = parse_resto_collection(\"Sentinel2\")\n",
+    "s2_parameters = s2_info[\"parameters\"]\n",
+    "s2_parameters"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab2f1df1-3d4f-4c79-bbb9-e0e467b0d539",
+   "metadata": {},
+   "source": [
+    "The base Resto URL allows querying items from all collections. However, if we want to **retrieve products from a specific collection**, we need to include the collection name in the request URL."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a7c9245d-b520-49d9-97af-e022c4c9a2de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/CLMS/search.json\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>type</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>000bcf77-ddcf-4fba-b559-d4caaa972e96</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [67.04, 40.87]}</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>0018595d-a646-44ed-9b44-b32b0acf2cc1</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-87.0, 44.0]}</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>0029ff2f-67ed-4d14-bc45-7486c03af258</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [13.29, 58.81]}</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>003beb57-788a-4ed1-b4f2-440fba282b07</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [-62.8, 7.41]}</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>00684216-d9a5-4cc1-9944-e0bba63a09d5</td>\n",
+       "      <td>{'type': 'Point', 'coordinates': [28.0, -16.93]}</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      type                                    id  \\\n",
+       "0  Feature  000bcf77-ddcf-4fba-b559-d4caaa972e96   \n",
+       "1  Feature  0018595d-a646-44ed-9b44-b32b0acf2cc1   \n",
+       "2  Feature  0029ff2f-67ed-4d14-bc45-7486c03af258   \n",
+       "3  Feature  003beb57-788a-4ed1-b4f2-440fba282b07   \n",
+       "4  Feature  00684216-d9a5-4cc1-9944-e0bba63a09d5   \n",
+       "\n",
+       "                                           geometry  \\\n",
+       "0  {'type': 'Point', 'coordinates': [67.04, 40.87]}   \n",
+       "1   {'type': 'Point', 'coordinates': [-87.0, 44.0]}   \n",
+       "2  {'type': 'Point', 'coordinates': [13.29, 58.81]}   \n",
+       "3   {'type': 'Point', 'coordinates': [-62.8, 7.41]}   \n",
+       "4  {'type': 'Point', 'coordinates': [28.0, -16.93]}   \n",
+       "\n",
+       "                                          properties  \n",
+       "0  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
+       "1  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
+       "2  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
+       "3  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
+       "4  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "collection_name = \"CLMS\"\n",
+    "resto_url = f\"https://catalogue.dataspace.copernicus.eu/resto/api/collections/{collection_name}/search.json\"\n",
+    "\n",
+    "json = requests.get(resto_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {resto_url}\")\n",
+    "\n",
+    "df_features = pd.DataFrame(json[\"features\"])\n",
+    "df_features.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a32609b1-605a-4a3c-8431-da4f7fa387fd",
+   "metadata": {},
+   "source": [
+    "In Resto, each feature contains a nested properties dictionary with detailed metadata."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "ed313b6a-24eb-41d4-a386-9bce8290fd6b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>collection</th>\n",
+       "      <th>status</th>\n",
+       "      <th>parentIdentifier</th>\n",
+       "      <th>title</th>\n",
+       "      <th>description</th>\n",
+       "      <th>organisationName</th>\n",
+       "      <th>startDate</th>\n",
+       "      <th>completionDate</th>\n",
+       "      <th>productType</th>\n",
+       "      <th>processingLevel</th>\n",
+       "      <th>...</th>\n",
+       "      <th>license.grantedOrganizationCountries</th>\n",
+       "      <th>license.grantedFlags</th>\n",
+       "      <th>license.viewService</th>\n",
+       "      <th>license.signatureQuota</th>\n",
+       "      <th>license.description.shortName</th>\n",
+       "      <th>centroid.type</th>\n",
+       "      <th>centroid.coordinates</th>\n",
+       "      <th>services.download.url</th>\n",
+       "      <th>services.download.mimeType</th>\n",
+       "      <th>services.download.size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CLMS</td>\n",
+       "      <td>ONLINE</td>\n",
+       "      <td>None</td>\n",
+       "      <td>c_gls_WL_202509220600_1300000000138_ALTI_V2.2....</td>\n",
+       "      <td>Copernicus program priorities are to gain from...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1995-06-02T15:31:00.000000Z</td>\n",
+       "      <td>2025-09-22T06:00:00.000000Z</td>\n",
+       "      <td>river_and_lake_water_level</td>\n",
+       "      <td>None</td>\n",
+       "      <td>...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>public</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>No license</td>\n",
+       "      <td>Point</td>\n",
+       "      <td>[67.04, 40.87]</td>\n",
+       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
+       "      <td>application/geo+json</td>\n",
+       "      <td>281916</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>CLMS</td>\n",
+       "      <td>ONLINE</td>\n",
+       "      <td>None</td>\n",
+       "      <td>c_gls_WL_202510170900_1300000000006_ALTI_V2.2....</td>\n",
+       "      <td>Copernicus program priorities are to gain from...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1992-09-27T02:35:00.000000Z</td>\n",
+       "      <td>2025-10-17T09:00:00.000000Z</td>\n",
+       "      <td>river_and_lake_water_level</td>\n",
+       "      <td>None</td>\n",
+       "      <td>...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>public</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>No license</td>\n",
+       "      <td>Point</td>\n",
+       "      <td>[-87.0, 44.0]</td>\n",
+       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
+       "      <td>application/geo+json</td>\n",
+       "      <td>688083</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>CLMS</td>\n",
+       "      <td>ONLINE</td>\n",
+       "      <td>None</td>\n",
+       "      <td>c_gls_WL_202509260506_1300000000105_ALTI_V2.2....</td>\n",
+       "      <td>Copernicus program priorities are to gain from...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1992-09-28T22:30:00.000000Z</td>\n",
+       "      <td>2025-09-26T05:06:00.000000Z</td>\n",
+       "      <td>river_and_lake_water_level</td>\n",
+       "      <td>None</td>\n",
+       "      <td>...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>public</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>No license</td>\n",
+       "      <td>Point</td>\n",
+       "      <td>[13.29, 58.81]</td>\n",
+       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
+       "      <td>application/geo+json</td>\n",
+       "      <td>373184</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>CLMS</td>\n",
+       "      <td>ONLINE</td>\n",
+       "      <td>None</td>\n",
+       "      <td>c_gls_WL_202505171602_1300000000073_ALTI_V2.2....</td>\n",
+       "      <td>Copernicus program priorities are to gain from...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1992-09-30T00:51:00.000000Z</td>\n",
+       "      <td>2025-05-17T16:02:00.000000Z</td>\n",
+       "      <td>river_and_lake_water_level</td>\n",
+       "      <td>None</td>\n",
+       "      <td>...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>public</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>No license</td>\n",
+       "      <td>Point</td>\n",
+       "      <td>[-62.8, 7.41]</td>\n",
+       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
+       "      <td>application/geo+json</td>\n",
+       "      <td>182737</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>CLMS</td>\n",
+       "      <td>ONLINE</td>\n",
+       "      <td>None</td>\n",
+       "      <td>c_gls_WL_202507122311_1300000000172_ALTI_V2.2....</td>\n",
+       "      <td>Copernicus program priorities are to gain from...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>1992-09-26T00:14:00.000000Z</td>\n",
+       "      <td>2025-07-12T23:11:00.000000Z</td>\n",
+       "      <td>river_and_lake_water_level</td>\n",
+       "      <td>None</td>\n",
+       "      <td>...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>public</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>No license</td>\n",
+       "      <td>Point</td>\n",
+       "      <td>[28.0, -16.93]</td>\n",
+       "      <td>https://catalogue.dataspace.copernicus.eu/down...</td>\n",
+       "      <td>application/geo+json</td>\n",
+       "      <td>355715</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  collection  status parentIdentifier  \\\n",
+       "0       CLMS  ONLINE             None   \n",
+       "1       CLMS  ONLINE             None   \n",
+       "2       CLMS  ONLINE             None   \n",
+       "3       CLMS  ONLINE             None   \n",
+       "4       CLMS  ONLINE             None   \n",
+       "\n",
+       "                                               title  \\\n",
+       "0  c_gls_WL_202509220600_1300000000138_ALTI_V2.2....   \n",
+       "1  c_gls_WL_202510170900_1300000000006_ALTI_V2.2....   \n",
+       "2  c_gls_WL_202509260506_1300000000105_ALTI_V2.2....   \n",
+       "3  c_gls_WL_202505171602_1300000000073_ALTI_V2.2....   \n",
+       "4  c_gls_WL_202507122311_1300000000172_ALTI_V2.2....   \n",
+       "\n",
+       "                                         description organisationName  \\\n",
+       "0  Copernicus program priorities are to gain from...             None   \n",
+       "1  Copernicus program priorities are to gain from...             None   \n",
+       "2  Copernicus program priorities are to gain from...             None   \n",
+       "3  Copernicus program priorities are to gain from...             None   \n",
+       "4  Copernicus program priorities are to gain from...             None   \n",
+       "\n",
+       "                     startDate               completionDate  \\\n",
+       "0  1995-06-02T15:31:00.000000Z  2025-09-22T06:00:00.000000Z   \n",
+       "1  1992-09-27T02:35:00.000000Z  2025-10-17T09:00:00.000000Z   \n",
+       "2  1992-09-28T22:30:00.000000Z  2025-09-26T05:06:00.000000Z   \n",
+       "3  1992-09-30T00:51:00.000000Z  2025-05-17T16:02:00.000000Z   \n",
+       "4  1992-09-26T00:14:00.000000Z  2025-07-12T23:11:00.000000Z   \n",
+       "\n",
+       "                  productType processingLevel  ...  \\\n",
+       "0  river_and_lake_water_level            None  ...   \n",
+       "1  river_and_lake_water_level            None  ...   \n",
+       "2  river_and_lake_water_level            None  ...   \n",
+       "3  river_and_lake_water_level            None  ...   \n",
+       "4  river_and_lake_water_level            None  ...   \n",
+       "\n",
+       "  license.grantedOrganizationCountries license.grantedFlags  \\\n",
+       "0                                 None                 None   \n",
+       "1                                 None                 None   \n",
+       "2                                 None                 None   \n",
+       "3                                 None                 None   \n",
+       "4                                 None                 None   \n",
+       "\n",
+       "   license.viewService license.signatureQuota  license.description.shortName  \\\n",
+       "0               public                     -1                     No license   \n",
+       "1               public                     -1                     No license   \n",
+       "2               public                     -1                     No license   \n",
+       "3               public                     -1                     No license   \n",
+       "4               public                     -1                     No license   \n",
+       "\n",
+       "  centroid.type centroid.coordinates  \\\n",
+       "0         Point       [67.04, 40.87]   \n",
+       "1         Point        [-87.0, 44.0]   \n",
+       "2         Point       [13.29, 58.81]   \n",
+       "3         Point        [-62.8, 7.41]   \n",
+       "4         Point       [28.0, -16.93]   \n",
+       "\n",
+       "                               services.download.url  \\\n",
+       "0  https://catalogue.dataspace.copernicus.eu/down...   \n",
+       "1  https://catalogue.dataspace.copernicus.eu/down...   \n",
+       "2  https://catalogue.dataspace.copernicus.eu/down...   \n",
+       "3  https://catalogue.dataspace.copernicus.eu/down...   \n",
+       "4  https://catalogue.dataspace.copernicus.eu/down...   \n",
+       "\n",
+       "  services.download.mimeType  services.download.size  \n",
+       "0       application/geo+json                  281916  \n",
+       "1       application/geo+json                  688083  \n",
+       "2       application/geo+json                  373184  \n",
+       "3       application/geo+json                  182737  \n",
+       "4       application/geo+json                  355715  \n",
+       "\n",
+       "[5 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_props = pd.json_normalize(df_features[\"properties\"])\n",
+    "df_props.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ac8bbf2c-203b-4496-85d7-1d4aba72cde7",
+   "metadata": {},
+   "source": [
+    "### **STAC**\n",
+    "\n",
+    "STAC is built around a set of interconnected JSON objects. STAC catalogue consists of four core resource types: **Catalog**, **Collection**, **Item** and **Asset**. \n",
+    "\n",
+    "Catalogs and Collections are used to define shared metadata for groups of Items, while Items represent individual products, specifying the metadata values and attributes that distinguish one product from another within the same collection. It also enables users to access detailed Asset-level metadata, including spatial information, temporal coverage, and data specifications."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3325b8f1-b25d-462a-803e-e88e7fa355c7",
+   "metadata": {},
+   "source": [
+    "#### **Collections Endpoint**\n",
+    "\n",
+    "STAC provides a dedicated endpoint that allows users to retrieve **information about all collections available within the catalogue**. This endpoint returns metadata for each collection."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "d1770429-044c-4008-99aa-417e55c737ea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stac_url = \"https://stac.dataspace.copernicus.eu/v1/collections\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "b6944db9-ffe9-4bb3-bbcb-891c8fd843d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>title</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>extent</th>\n",
+       "      <th>license</th>\n",
+       "      <th>keywords</th>\n",
+       "      <th>providers</th>\n",
+       "      <th>summaries</th>\n",
+       "      <th>...</th>\n",
+       "      <th>auth:schemes</th>\n",
+       "      <th>sci:citation</th>\n",
+       "      <th>stac_version</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>storage:schemes</th>\n",
+       "      <th>bands</th>\n",
+       "      <th>sci:doi</th>\n",
+       "      <th>ceosard:type</th>\n",
+       "      <th>ceosard:specification</th>\n",
+       "      <th>ceosard:specification_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>sentinel-3-sl-2-aod-nrt</td>\n",
+       "      <td>Collection</td>\n",
+       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
+       "      <td>Sentinel-3 SLSTR Aerosol Optical Depth (NRT)</td>\n",
+       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
+       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
+       "      <td>other</td>\n",
+       "      <td>[Sentinel, Copernicus, ESA, Satellite, Global,...</td>\n",
+       "      <td>[{'url': 'https://sentinels.copernicus.eu/web/...</td>\n",
+       "      <td>{'gsd': [9500], 'platform': ['sentinel-3a', 's...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
+       "      <td>Copernicus Sentinel data [Year]</td>\n",
+       "      <td>1.1.0</td>\n",
+       "      <td>[https://stac-extensions.github.io/alternate-a...</td>\n",
+       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>sentinel-1-global-mosaics</td>\n",
+       "      <td>Collection</td>\n",
+       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
+       "      <td>Sentinel-1 Global Mosaics</td>\n",
+       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
+       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
+       "      <td>other</td>\n",
+       "      <td>[Sentinel, Copernicus, ESA, GRD, SAR, C-Band, ...</td>\n",
+       "      <td>[{'url': 'https://sentinels.copernicus.eu/web/...</td>\n",
+       "      <td>{'gsd': [20, 40], 'instruments': ['sar'], 'pro...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
+       "      <td>Copernicus Sentinel data [Year]</td>\n",
+       "      <td>1.1.0</td>\n",
+       "      <td>[https://stac-extensions.github.io/authenticat...</td>\n",
+       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>sentinel-3-olci-2-wfr-nrt</td>\n",
+       "      <td>Collection</td>\n",
+       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
+       "      <td>Sentinel-3 OLCI Water Full Resolution (NRT)</td>\n",
+       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
+       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
+       "      <td>other</td>\n",
+       "      <td>[Sentinel, Copernicus, ESA, Satellite, Global,...</td>\n",
+       "      <td>[{'url': 'https://sentinels.copernicus.eu/web/...</td>\n",
+       "      <td>{'gsd': [300], 'platform': ['sentinel-3a', 'se...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
+       "      <td>Copernicus Sentinel data [Year]</td>\n",
+       "      <td>1.1.0</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
+       "      <td>[{'name': 'Oa01', 'description': 'Aerosol corr...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>sentinel-5p-l2-ch4-nrti</td>\n",
+       "      <td>Collection</td>\n",
+       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
+       "      <td>Sentinel-5P Level 2 Methane (NRTI)</td>\n",
+       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
+       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
+       "      <td>other</td>\n",
+       "      <td>[7000m, Atmosphere, CH4, Copernicus, EC, ESA, ...</td>\n",
+       "      <td>[{'url': 'https://sentinel.esa.int/web/sentine...</td>\n",
+       "      <td>{'gsd': [7000], 'platform': ['sentinel-5p'], '...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
+       "      <td>Copernicus Sentinel data [Year]</td>\n",
+       "      <td>1.1.0</td>\n",
+       "      <td>[https://stac-extensions.github.io/alternate-a...</td>\n",
+       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>sentinel-1-slc-wv</td>\n",
+       "      <td>Collection</td>\n",
+       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
+       "      <td>Sentinel-1 Single Look Complex: WV</td>\n",
+       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
+       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
+       "      <td>other</td>\n",
+       "      <td>[Sentinel, Copernicus, ESA, SLC, SAR, C-Band, ...</td>\n",
+       "      <td>[{'url': 'https://sentinel.esa.int/web/sentine...</td>\n",
+       "      <td>{'platform': ['sentinel-1a', 'sentinel-1b', 's...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
+       "      <td>Copernicus Sentinel data [Year]</td>\n",
+       "      <td>1.1.0</td>\n",
+       "      <td>[https://stac-extensions.github.io/authenticat...</td>\n",
+       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          id        type  \\\n",
+       "0    sentinel-3-sl-2-aod-nrt  Collection   \n",
+       "1  sentinel-1-global-mosaics  Collection   \n",
+       "2  sentinel-3-olci-2-wfr-nrt  Collection   \n",
+       "3    sentinel-5p-l2-ch4-nrti  Collection   \n",
+       "4          sentinel-1-slc-wv  Collection   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
+       "1  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
+       "2  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
+       "3  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
+       "4  [{'rel': 'items', 'type': 'application/geo+jso...   \n",
+       "\n",
+       "                                          title  \\\n",
+       "0  Sentinel-3 SLSTR Aerosol Optical Depth (NRT)   \n",
+       "1                     Sentinel-1 Global Mosaics   \n",
+       "2   Sentinel-3 OLCI Water Full Resolution (NRT)   \n",
+       "3            Sentinel-5P Level 2 Methane (NRTI)   \n",
+       "4            Sentinel-1 Single Look Complex: WV   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
+       "1  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
+       "2  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
+       "3  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
+       "4  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
+       "\n",
+       "                                              extent license  \\\n",
+       "0  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
+       "1  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
+       "2  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
+       "3  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
+       "4  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
+       "\n",
+       "                                            keywords  \\\n",
+       "0  [Sentinel, Copernicus, ESA, Satellite, Global,...   \n",
+       "1  [Sentinel, Copernicus, ESA, GRD, SAR, C-Band, ...   \n",
+       "2  [Sentinel, Copernicus, ESA, Satellite, Global,...   \n",
+       "3  [7000m, Atmosphere, CH4, Copernicus, EC, ESA, ...   \n",
+       "4  [Sentinel, Copernicus, ESA, SLC, SAR, C-Band, ...   \n",
+       "\n",
+       "                                           providers  \\\n",
+       "0  [{'url': 'https://sentinels.copernicus.eu/web/...   \n",
+       "1  [{'url': 'https://sentinels.copernicus.eu/web/...   \n",
+       "2  [{'url': 'https://sentinels.copernicus.eu/web/...   \n",
+       "3  [{'url': 'https://sentinel.esa.int/web/sentine...   \n",
+       "4  [{'url': 'https://sentinel.esa.int/web/sentine...   \n",
+       "\n",
+       "                                           summaries  ...  \\\n",
+       "0  {'gsd': [9500], 'platform': ['sentinel-3a', 's...  ...   \n",
+       "1  {'gsd': [20, 40], 'instruments': ['sar'], 'pro...  ...   \n",
+       "2  {'gsd': [300], 'platform': ['sentinel-3a', 'se...  ...   \n",
+       "3  {'gsd': [7000], 'platform': ['sentinel-5p'], '...  ...   \n",
+       "4  {'platform': ['sentinel-1a', 'sentinel-1b', 's...  ...   \n",
+       "\n",
+       "                                        auth:schemes  \\\n",
+       "0  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
+       "1  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
+       "2  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
+       "3  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
+       "4  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...   \n",
+       "\n",
+       "                      sci:citation stac_version  \\\n",
+       "0  Copernicus Sentinel data [Year]        1.1.0   \n",
+       "1  Copernicus Sentinel data [Year]        1.1.0   \n",
+       "2  Copernicus Sentinel data [Year]        1.1.0   \n",
+       "3  Copernicus Sentinel data [Year]        1.1.0   \n",
+       "4  Copernicus Sentinel data [Year]        1.1.0   \n",
+       "\n",
+       "                                     stac_extensions  \\\n",
+       "0  [https://stac-extensions.github.io/alternate-a...   \n",
+       "1  [https://stac-extensions.github.io/authenticat...   \n",
+       "2  [https://stac-extensions.github.io/eo/v2.0.0/s...   \n",
+       "3  [https://stac-extensions.github.io/alternate-a...   \n",
+       "4  [https://stac-extensions.github.io/authenticat...   \n",
+       "\n",
+       "                                     storage:schemes  \\\n",
+       "0  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
+       "1  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
+       "2  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
+       "3  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
+       "4  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...   \n",
+       "\n",
+       "                                               bands sci:doi ceosard:type  \\\n",
+       "0                                                NaN     NaN          NaN   \n",
+       "1                                                NaN     NaN          NaN   \n",
+       "2  [{'name': 'Oa01', 'description': 'Aerosol corr...     NaN          NaN   \n",
+       "3                                                NaN     NaN          NaN   \n",
+       "4                                                NaN     NaN          NaN   \n",
+       "\n",
+       "  ceosard:specification ceosard:specification_version  \n",
+       "0                   NaN                           NaN  \n",
+       "1                   NaN                           NaN  \n",
+       "2                   NaN                           NaN  \n",
+       "3                   NaN                           NaN  \n",
+       "4                   NaN                           NaN  \n",
+       "\n",
+       "[5 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "json = requests.get(stac_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {stac_url}\")\n",
+    "\n",
+    "pd.DataFrame(json[\"collections\"]).head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67fc4bcf-4649-4fa3-9e25-499fbaad9ef0",
+   "metadata": {},
+   "source": [
+    "Querying the STAC collections endpoint allows users to obtain any available information related to the properties of each collection.\n",
+    "\n",
+    "In this example, we store the following details: id, title and summaries. This approach provides a structured overview of all collections in the catalogue, making it easier to explore their attributes before performing item-level queries."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "adcfdef4-6d82-447d-b8ff-ede3b393624d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>title</th>\n",
+       "      <th>summaries</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>sentinel-3-sl-2-aod-nrt</td>\n",
+       "      <td>Sentinel-3 SLSTR Aerosol Optical Depth (NRT)</td>\n",
+       "      <td>{'gsd': [9500], 'platform': ['sentinel-3a', 's...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>sentinel-1-global-mosaics</td>\n",
+       "      <td>Sentinel-1 Global Mosaics</td>\n",
+       "      <td>{'gsd': [20, 40], 'instruments': ['sar'], 'pro...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>sentinel-3-olci-2-wfr-nrt</td>\n",
+       "      <td>Sentinel-3 OLCI Water Full Resolution (NRT)</td>\n",
+       "      <td>{'gsd': [300], 'platform': ['sentinel-3a', 'se...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>sentinel-5p-l2-ch4-nrti</td>\n",
+       "      <td>Sentinel-5P Level 2 Methane (NRTI)</td>\n",
+       "      <td>{'gsd': [7000], 'platform': ['sentinel-5p'], '...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>sentinel-1-slc-wv</td>\n",
+       "      <td>Sentinel-1 Single Look Complex: WV</td>\n",
+       "      <td>{'platform': ['sentinel-1a', 'sentinel-1b', 's...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          id                                         title  \\\n",
+       "0    sentinel-3-sl-2-aod-nrt  Sentinel-3 SLSTR Aerosol Optical Depth (NRT)   \n",
+       "1  sentinel-1-global-mosaics                     Sentinel-1 Global Mosaics   \n",
+       "2  sentinel-3-olci-2-wfr-nrt   Sentinel-3 OLCI Water Full Resolution (NRT)   \n",
+       "3    sentinel-5p-l2-ch4-nrti            Sentinel-5P Level 2 Methane (NRTI)   \n",
+       "4          sentinel-1-slc-wv            Sentinel-1 Single Look Complex: WV   \n",
+       "\n",
+       "                                           summaries  \n",
+       "0  {'gsd': [9500], 'platform': ['sentinel-3a', 's...  \n",
+       "1  {'gsd': [20, 40], 'instruments': ['sar'], 'pro...  \n",
+       "2  {'gsd': [300], 'platform': ['sentinel-3a', 'se...  \n",
+       "3  {'gsd': [7000], 'platform': ['sentinel-5p'], '...  \n",
+       "4  {'platform': ['sentinel-1a', 'sentinel-1b', 's...  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "json = requests.get(stac_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {stac_url}\")\n",
+    "\n",
+    "pd.DataFrame(json[\"collections\"])[[\"id\", \"title\", \"summaries\"]].head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39f771ea-52c9-4ed1-bb5d-980529aeb9b6",
+   "metadata": {},
+   "source": [
+    "The code below allows us to obtain the **`id`s of all collections available in the catalogue**:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "fc7c3d2c-0a3b-4063-a2b5-5a784fd64926",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>sentinel-3-sl-2-aod-nrt</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>sentinel-1-global-mosaics</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>sentinel-3-olci-2-wfr-nrt</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>sentinel-5p-l2-ch4-nrti</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>sentinel-1-slc-wv</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>sentinel-5p-l2-o3-nrti</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136</th>\n",
+       "      <td>sentinel-5p-l2-o3-offl</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>137</th>\n",
+       "      <td>sentinel-5p-l2-so2-offl</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>sentinel-5p-l2-so2-nrti</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>sentinel-5p-l2-so2-rpro</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>140 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            id\n",
+       "0      sentinel-3-sl-2-aod-nrt\n",
+       "1    sentinel-1-global-mosaics\n",
+       "2    sentinel-3-olci-2-wfr-nrt\n",
+       "3      sentinel-5p-l2-ch4-nrti\n",
+       "4            sentinel-1-slc-wv\n",
+       "..                         ...\n",
+       "135     sentinel-5p-l2-o3-nrti\n",
+       "136     sentinel-5p-l2-o3-offl\n",
+       "137    sentinel-5p-l2-so2-offl\n",
+       "138    sentinel-5p-l2-so2-nrti\n",
+       "139    sentinel-5p-l2-so2-rpro\n",
+       "\n",
+       "[140 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stac_collections = pd.DataFrame(json[\"collections\"])[[\"id\"]]\n",
+    "stac_collections"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5a55c5f9-2430-465f-a23e-0bf10c936c0f",
+   "metadata": {},
+   "source": [
+    "The code below retrieves **information for a specific collection**:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "28f44451-0b49-4792-82ec-50f58fe06328",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>type</th>\n",
+       "      <th>bands</th>\n",
+       "      <th>links</th>\n",
+       "      <th>title</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>extent</th>\n",
+       "      <th>license</th>\n",
+       "      <th>sci:doi</th>\n",
+       "      <th>keywords</th>\n",
+       "      <th>...</th>\n",
+       "      <th>description</th>\n",
+       "      <th>item_assets</th>\n",
+       "      <th>auth:schemes</th>\n",
+       "      <th>ceosard:type</th>\n",
+       "      <th>sci:citation</th>\n",
+       "      <th>stac_version</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>storage:schemes</th>\n",
+       "      <th>ceosard:specification</th>\n",
+       "      <th>ceosard:specification_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>Collection</td>\n",
+       "      <td>[{'gsd': 60, 'name': 'B01', 'description': 'Co...</td>\n",
+       "      <td>[{'rel': 'items', 'type': 'application/geo+jso...</td>\n",
+       "      <td>Sentinel-2 Level-2A</td>\n",
+       "      <td>{'thumbnail': {'href': 'https://s3.waw3-2.clou...</td>\n",
+       "      <td>{'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...</td>\n",
+       "      <td>other</td>\n",
+       "      <td>10.5270/S2_-znk9xsj</td>\n",
+       "      <td>[Copernicus, Sentinel, EU, ESA, Satellite, Glo...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>The Sentinel-2 Level-2A Collection 1 product p...</td>\n",
+       "      <td>{'AOT_10m': {'gsd': 10, 'type': 'image/jp2', '...</td>\n",
+       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
+       "      <td>optical</td>\n",
+       "      <td>Copernicus Sentinel data [Year]</td>\n",
+       "      <td>1.1.0</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
+       "      <td>SR</td>\n",
+       "      <td>5.0.1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               id        type  \\\n",
+       "0  sentinel-2-l2a  Collection   \n",
+       "\n",
+       "                                               bands  \\\n",
+       "0  [{'gsd': 60, 'name': 'B01', 'description': 'Co...   \n",
+       "\n",
+       "                                               links                title  \\\n",
+       "0  [{'rel': 'items', 'type': 'application/geo+jso...  Sentinel-2 Level-2A   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'thumbnail': {'href': 'https://s3.waw3-2.clou...   \n",
+       "\n",
+       "                                              extent license  \\\n",
+       "0  {'spatial': {'bbox': [[-180, -90, 180, 90]]}, ...   other   \n",
+       "\n",
+       "               sci:doi                                           keywords  \\\n",
+       "0  10.5270/S2_-znk9xsj  [Copernicus, Sentinel, EU, ESA, Satellite, Glo...   \n",
+       "\n",
+       "   ...                                        description  \\\n",
+       "0  ...  The Sentinel-2 Level-2A Collection 1 product p...   \n",
+       "\n",
+       "                                         item_assets  \\\n",
+       "0  {'AOT_10m': {'gsd': 10, 'type': 'image/jp2', '...   \n",
+       "\n",
+       "                                        auth:schemes ceosard:type  \\\n",
+       "0  {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...      optical   \n",
+       "\n",
+       "                      sci:citation stac_version  \\\n",
+       "0  Copernicus Sentinel data [Year]        1.1.0   \n",
+       "\n",
+       "                                     stac_extensions  \\\n",
+       "0  [https://stac-extensions.github.io/eo/v2.0.0/s...   \n",
+       "\n",
+       "                                     storage:schemes ceosard:specification  \\\n",
+       "0  {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...                    SR   \n",
+       "\n",
+       "  ceosard:specification_version  \n",
+       "0                         5.0.1  \n",
+       "\n",
+       "[1 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "collection_id = \"sentinel-2-l2a\"\n",
+    "\n",
+    "stac_url = f\"https://stac.dataspace.copernicus.eu/v1/collections/{collection_id}\"\n",
+    "\n",
+    "json = requests.get(stac_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {stac_url}\")\n",
+    "\n",
+    "df = pd.DataFrame([json])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f72df62c-dd32-42c3-92a9-07a209d132b7",
+   "metadata": {},
+   "source": [
+    "#### **Items Endpoint**\n",
+    "\n",
+    "STAC provides a dedicated endpoint that allows users to retrieve **information about items available within the collection**."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "615e6156-bd20-48fa-b2f5-a53d67c73f19",
+   "metadata": {},
+   "source": [
+    "The code below retrieves items (individual products) from a specific STAC collection:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "5b56097c-73c6-4467-9096-4c1dc45a9347",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/items\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CEJ_2...</td>\n",
+       "      <td>[2.998598727270369, -82.62787974508461, 3.5898...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[2.998682...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:23:05.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...</td>\n",
+       "      <td>[-2.277998803053058, -80.22883981478951, 0.184...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.18323...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:23:23.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDL_2...</td>\n",
+       "      <td>[-2.803841979337122, -81.13320280779526, 1.437...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[0.108578...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:30:58.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDK_2...</td>\n",
+       "      <td>[-3.447304707739892, -82.03781529080683, 2.739...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[1.369168...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:31:31.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T30CWS_2...</td>\n",
+       "      <td>[-3.001058129404774, -80.25242038514605, 0.184...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-3.00103...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:46.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S2B_MSIL2A_20251231T051319_N0511_R133_T31CEJ_2...   \n",
+       "1  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...   \n",
+       "2  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDL_2...   \n",
+       "3  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDK_2...   \n",
+       "4  S2B_MSIL2A_20251231T051319_N0511_R133_T30CWS_2...   \n",
+       "\n",
+       "                                                bbox     type  \\\n",
+       "0  [2.998598727270369, -82.62787974508461, 3.5898...  Feature   \n",
+       "1  [-2.277998803053058, -80.22883981478951, 0.184...  Feature   \n",
+       "2  [-2.803841979337122, -81.13320280779526, 1.437...  Feature   \n",
+       "3  [-3.447304707739892, -82.03781529080683, 2.739...  Feature   \n",
+       "4  [-3.001058129404774, -80.25242038514605, 0.184...  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "\n",
+       "                                            geometry      collection  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[2.998682...  sentinel-2-l2a   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[-2.18323...  sentinel-2-l2a   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[0.108578...  sentinel-2-l2a   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[1.369168...  sentinel-2-l2a   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[-3.00103...  sentinel-2-l2a   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'gsd': 10, 'created': '2025-12-31T07:23:05.00...   \n",
+       "1  {'gsd': 10, 'created': '2025-12-31T07:23:23.00...   \n",
+       "2  {'gsd': 10, 'created': '2025-12-31T07:30:58.00...   \n",
+       "3  {'gsd': 10, 'created': '2025-12-31T07:31:31.00...   \n",
+       "4  {'gsd': 10, 'created': '2025-12-31T07:24:46.00...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "collection_id = \"sentinel-2-l2a\"\n",
+    "\n",
+    "stac_url = f\"https://stac.dataspace.copernicus.eu/v1/collections/{collection_id}/items\"\n",
+    "\n",
+    "json = requests.get(stac_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {stac_url}\")\n",
+    "\n",
+    "df_features = pd.DataFrame(json[\"features\"])\n",
+    "df_features.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04f0ab44-df51-4020-b75b-bd4efd7c63fc",
+   "metadata": {},
+   "source": [
+    "In STAC, each item contains a nested properties dictionary with detailed metadata."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "e554340f-2f51-47c8-986e-1f2bc43e965d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>gsd</th>\n",
+       "      <th>created</th>\n",
+       "      <th>expires</th>\n",
+       "      <th>updated</th>\n",
+       "      <th>datetime</th>\n",
+       "      <th>platform</th>\n",
+       "      <th>grid:code</th>\n",
+       "      <th>published</th>\n",
+       "      <th>instruments</th>\n",
+       "      <th>end_datetime</th>\n",
+       "      <th>...</th>\n",
+       "      <th>storage:schemes.cdse-s3.title</th>\n",
+       "      <th>storage:schemes.cdse-s3.platform</th>\n",
+       "      <th>storage:schemes.cdse-s3.description</th>\n",
+       "      <th>storage:schemes.cdse-s3.requester_pays</th>\n",
+       "      <th>storage:schemes.creodias-s3.type</th>\n",
+       "      <th>storage:schemes.creodias-s3.title</th>\n",
+       "      <th>storage:schemes.creodias-s3.platform</th>\n",
+       "      <th>storage:schemes.creodias-s3.description</th>\n",
+       "      <th>storage:schemes.creodias-s3.requester_pays</th>\n",
+       "      <th>processing:software.eometadatatool</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2025-12-31T07:23:05.000000Z</td>\n",
+       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
+       "      <td>2025-12-31T07:25:38.002693Z</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>sentinel-2b</td>\n",
+       "      <td>MGRS-31CEJ</td>\n",
+       "      <td>2025-12-31T07:25:38.002693Z</td>\n",
+       "      <td>[msi]</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
+       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
+       "      <td>This endpoint provides access to EO data which...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>custom-s3</td>\n",
+       "      <td>CREODIAS S3</td>\n",
+       "      <td>https://eodata.cloudferro.com</td>\n",
+       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>251021130925+dirty</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2025-12-31T07:23:23.000000Z</td>\n",
+       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
+       "      <td>2025-12-31T07:26:10.381080Z</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>sentinel-2b</td>\n",
+       "      <td>MGRS-31CDM</td>\n",
+       "      <td>2025-12-31T07:26:10.381080Z</td>\n",
+       "      <td>[msi]</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
+       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
+       "      <td>This endpoint provides access to EO data which...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>custom-s3</td>\n",
+       "      <td>CREODIAS S3</td>\n",
+       "      <td>https://eodata.cloudferro.com</td>\n",
+       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>251021130925+dirty</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2025-12-31T07:30:58.000000Z</td>\n",
+       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
+       "      <td>2025-12-31T07:33:41.761622Z</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>sentinel-2b</td>\n",
+       "      <td>MGRS-31CDL</td>\n",
+       "      <td>2025-12-31T07:33:41.761622Z</td>\n",
+       "      <td>[msi]</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
+       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
+       "      <td>This endpoint provides access to EO data which...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>custom-s3</td>\n",
+       "      <td>CREODIAS S3</td>\n",
+       "      <td>https://eodata.cloudferro.com</td>\n",
+       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>251021130925+dirty</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2025-12-31T07:31:31.000000Z</td>\n",
+       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
+       "      <td>2025-12-31T07:34:43.634267Z</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>sentinel-2b</td>\n",
+       "      <td>MGRS-31CDK</td>\n",
+       "      <td>2025-12-31T07:34:43.634267Z</td>\n",
+       "      <td>[msi]</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
+       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
+       "      <td>This endpoint provides access to EO data which...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>custom-s3</td>\n",
+       "      <td>CREODIAS S3</td>\n",
+       "      <td>https://eodata.cloudferro.com</td>\n",
+       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>251021130925+dirty</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2025-12-31T07:24:46.000000Z</td>\n",
+       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
+       "      <td>2025-12-31T07:27:44.406225Z</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>sentinel-2b</td>\n",
+       "      <td>MGRS-30CWS</td>\n",
+       "      <td>2025-12-31T07:27:44.406225Z</td>\n",
+       "      <td>[msi]</td>\n",
+       "      <td>2025-12-31T05:13:19.024000Z</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Copernicus Data Space Ecosystem S3</td>\n",
+       "      <td>https://eodata.dataspace.copernicus.eu</td>\n",
+       "      <td>This endpoint provides access to EO data which...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>custom-s3</td>\n",
+       "      <td>CREODIAS S3</td>\n",
+       "      <td>https://eodata.cloudferro.com</td>\n",
+       "      <td>Comprehensive Earth Observation Data (EODATA) ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>251021130925+dirty</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 58 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   gsd                      created                      expires  \\\n",
+       "0   10  2025-12-31T07:23:05.000000Z  9999-01-01T00:00:00.000000Z   \n",
+       "1   10  2025-12-31T07:23:23.000000Z  9999-01-01T00:00:00.000000Z   \n",
+       "2   10  2025-12-31T07:30:58.000000Z  9999-01-01T00:00:00.000000Z   \n",
+       "3   10  2025-12-31T07:31:31.000000Z  9999-01-01T00:00:00.000000Z   \n",
+       "4   10  2025-12-31T07:24:46.000000Z  9999-01-01T00:00:00.000000Z   \n",
+       "\n",
+       "                       updated                     datetime     platform  \\\n",
+       "0  2025-12-31T07:25:38.002693Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
+       "1  2025-12-31T07:26:10.381080Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
+       "2  2025-12-31T07:33:41.761622Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
+       "3  2025-12-31T07:34:43.634267Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
+       "4  2025-12-31T07:27:44.406225Z  2025-12-31T05:13:19.024000Z  sentinel-2b   \n",
+       "\n",
+       "    grid:code                    published instruments  \\\n",
+       "0  MGRS-31CEJ  2025-12-31T07:25:38.002693Z       [msi]   \n",
+       "1  MGRS-31CDM  2025-12-31T07:26:10.381080Z       [msi]   \n",
+       "2  MGRS-31CDL  2025-12-31T07:33:41.761622Z       [msi]   \n",
+       "3  MGRS-31CDK  2025-12-31T07:34:43.634267Z       [msi]   \n",
+       "4  MGRS-30CWS  2025-12-31T07:27:44.406225Z       [msi]   \n",
+       "\n",
+       "                  end_datetime  ...       storage:schemes.cdse-s3.title  \\\n",
+       "0  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
+       "1  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
+       "2  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
+       "3  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
+       "4  2025-12-31T05:13:19.024000Z  ...  Copernicus Data Space Ecosystem S3   \n",
+       "\n",
+       "         storage:schemes.cdse-s3.platform  \\\n",
+       "0  https://eodata.dataspace.copernicus.eu   \n",
+       "1  https://eodata.dataspace.copernicus.eu   \n",
+       "2  https://eodata.dataspace.copernicus.eu   \n",
+       "3  https://eodata.dataspace.copernicus.eu   \n",
+       "4  https://eodata.dataspace.copernicus.eu   \n",
+       "\n",
+       "                 storage:schemes.cdse-s3.description  \\\n",
+       "0  This endpoint provides access to EO data which...   \n",
+       "1  This endpoint provides access to EO data which...   \n",
+       "2  This endpoint provides access to EO data which...   \n",
+       "3  This endpoint provides access to EO data which...   \n",
+       "4  This endpoint provides access to EO data which...   \n",
+       "\n",
+       "   storage:schemes.cdse-s3.requester_pays  storage:schemes.creodias-s3.type  \\\n",
+       "0                                   False                         custom-s3   \n",
+       "1                                   False                         custom-s3   \n",
+       "2                                   False                         custom-s3   \n",
+       "3                                   False                         custom-s3   \n",
+       "4                                   False                         custom-s3   \n",
+       "\n",
+       "  storage:schemes.creodias-s3.title storage:schemes.creodias-s3.platform  \\\n",
+       "0                       CREODIAS S3        https://eodata.cloudferro.com   \n",
+       "1                       CREODIAS S3        https://eodata.cloudferro.com   \n",
+       "2                       CREODIAS S3        https://eodata.cloudferro.com   \n",
+       "3                       CREODIAS S3        https://eodata.cloudferro.com   \n",
+       "4                       CREODIAS S3        https://eodata.cloudferro.com   \n",
+       "\n",
+       "             storage:schemes.creodias-s3.description  \\\n",
+       "0  Comprehensive Earth Observation Data (EODATA) ...   \n",
+       "1  Comprehensive Earth Observation Data (EODATA) ...   \n",
+       "2  Comprehensive Earth Observation Data (EODATA) ...   \n",
+       "3  Comprehensive Earth Observation Data (EODATA) ...   \n",
+       "4  Comprehensive Earth Observation Data (EODATA) ...   \n",
+       "\n",
+       "  storage:schemes.creodias-s3.requester_pays  \\\n",
+       "0                                       True   \n",
+       "1                                       True   \n",
+       "2                                       True   \n",
+       "3                                       True   \n",
+       "4                                       True   \n",
+       "\n",
+       "   processing:software.eometadatatool  \n",
+       "0                  251021130925+dirty  \n",
+       "1                  251021130925+dirty  \n",
+       "2                  251021130925+dirty  \n",
+       "3                  251021130925+dirty  \n",
+       "4                  251021130925+dirty  \n",
+       "\n",
+       "[5 rows x 58 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_props = pd.json_normalize(df_features[\"properties\"])\n",
+    "df_props.head(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c43af2e-41d9-41a4-9044-8004370dfed7",
+   "metadata": {},
+   "source": [
+    "#### **Queryables Endpoint**\n",
+    "\n",
+    "STAC provides a special queryables endpoint that allows users to explore the catalogue or a specific collection in terms of the **metadata fields available for querying**.\n",
+    "\n",
+    "This endpoint returns information about each queryable property, including its data type, description, and constraints, which helps users construct valid and efficient queries without manually inspecting individual items.\n",
+    "\n",
+    "By using the queryables endpoint, you can quickly understand which fields can be used in filters and searches across the catalog or within a specific collection."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f9261c96-7a38-401d-8f88-10358898cdca",
+   "metadata": {},
+   "source": [
+    "To access **queryable attributes across the entire catalogue**:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "648d1984-4270-477a-98f2-1d7ef8b6f638",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/queryables\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$id</th>\n",
+       "      <th>type</th>\n",
+       "      <th>title</th>\n",
+       "      <th>$schema</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>additionalProperties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://stac.dataspace.copernicus.eu/v1/querya...</td>\n",
+       "      <td>object</td>\n",
+       "      <td>STAC Queryables.</td>\n",
+       "      <td>http://json-schema.org/draft-07/schema#</td>\n",
+       "      <td>{'id': {'type': 'string', 'title': 'Item ID', ...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                 $id    type  \\\n",
+       "0  https://stac.dataspace.copernicus.eu/v1/querya...  object   \n",
+       "\n",
+       "              title                                  $schema  \\\n",
+       "0  STAC Queryables.  http://json-schema.org/draft-07/schema#   \n",
+       "\n",
+       "                                          properties  additionalProperties  \n",
+       "0  {'id': {'type': 'string', 'title': 'Item ID', ...                  True  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stac_url = \"https://stac.dataspace.copernicus.eu/v1/queryables\"\n",
+    "\n",
+    "json = requests.get(stac_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {stac_url}\")\n",
+    "\n",
+    "df = pd.DataFrame([json])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4048c399-9454-4ba8-a0d0-324a770b6e2b",
+   "metadata": {},
+   "source": [
+    "To access its properties:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "421232f7-24fe-44b7-a697-f8600cb2c72a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>id.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id.title</th>\n",
+       "      <td>Item ID</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id.minLength</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id.description</th>\n",
+       "      <td>Item identifier</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.title</th>\n",
+       "      <td>Acquired</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.format</th>\n",
+       "      <td>date-time</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.pattern</th>\n",
+       "      <td>(\\+00:00|Z)$</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.description</th>\n",
+       "      <td>Datetime</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>geometry.$ref</th>\n",
+       "      <td>https://geojson.org/schema/Feature.json</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>geometry.title</th>\n",
+       "      <td>Item Geometry</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>geometry.description</th>\n",
+       "      <td>Item Geometry</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform.enum</th>\n",
+       "      <td>[sentinel-1a, sentinel-1b, sentinel-1c, sentin...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform.title</th>\n",
+       "      <td>Platform</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform.description</th>\n",
+       "      <td>Satellite platform identifier</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code.title</th>\n",
+       "      <td>Grid Code</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code.pattern</th>\n",
+       "      <td>^[A-Z0-9]+-[-_.A-Za-z0-9]+$</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code.description</th>\n",
+       "      <td>Grid Code</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.title</th>\n",
+       "      <td>Published</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.format</th>\n",
+       "      <td>date-time</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.pattern</th>\n",
+       "      <td>(\\+00:00|Z)$</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.description</th>\n",
+       "      <td>Datetime</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>product:type.enum</th>\n",
+       "      <td>[EW_GRDH_1S, EW_GRDM_1S, IW_GRDH_1S, S1_GRDH_1...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>product:type.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>product:type.title</th>\n",
+       "      <td>Product Type</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>product:type.description</th>\n",
+       "      <td>Product Type</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.type</th>\n",
+       "      <td>number</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.title</th>\n",
+       "      <td>Snow Cover</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.maximum</th>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.minimum</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.description</th>\n",
+       "      <td>Snow cover in percent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.type</th>\n",
+       "      <td>number</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.title</th>\n",
+       "      <td>Cloud Cover</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.maximum</th>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.minimum</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.description</th>\n",
+       "      <td>Cloud cover in percent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state.enum</th>\n",
+       "      <td>[ascending, descending, geostationary]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state.title</th>\n",
+       "      <td>Orbit State</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state.description</th>\n",
+       "      <td>The state of the orbit: ascending or descendin...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sar:polarizations.enum</th>\n",
+       "      <td>[HH, HV, VH, VV]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sar:polarizations.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sar:polarizations.title</th>\n",
+       "      <td>SAR polarizations</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sar:polarizations.description</th>\n",
+       "      <td>SAR polarizations</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:version.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:version.title</th>\n",
+       "      <td>Processing Version</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:version.description</th>\n",
+       "      <td>Which software/processor version was used to g...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit.type</th>\n",
+       "      <td>integer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit.title</th>\n",
+       "      <td>Relative Orbit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit.minimum</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit.description</th>\n",
+       "      <td>Satellite relative orbit number</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sar:instrument_mode.enum</th>\n",
+       "      <td>[EW, IW, SM]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sar:instrument_mode.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sar:instrument_mode.title</th>\n",
+       "      <td>Instrument mode</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sar:instrument_mode.description</th>\n",
+       "      <td>SAR instrument mode</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                                 0\n",
+       "id.type                                                                     string\n",
+       "id.title                                                                   Item ID\n",
+       "id.minLength                                                                     1\n",
+       "id.description                                                     Item identifier\n",
+       "datetime.type                                                               string\n",
+       "datetime.title                                                            Acquired\n",
+       "datetime.format                                                          date-time\n",
+       "datetime.pattern                                                      (\\+00:00|Z)$\n",
+       "datetime.description                                                      Datetime\n",
+       "geometry.$ref                              https://geojson.org/schema/Feature.json\n",
+       "geometry.title                                                       Item Geometry\n",
+       "geometry.description                                                 Item Geometry\n",
+       "platform.enum                    [sentinel-1a, sentinel-1b, sentinel-1c, sentin...\n",
+       "platform.type                                                               string\n",
+       "platform.title                                                            Platform\n",
+       "platform.description                                 Satellite platform identifier\n",
+       "grid:code.type                                                              string\n",
+       "grid:code.title                                                          Grid Code\n",
+       "grid:code.pattern                                      ^[A-Z0-9]+-[-_.A-Za-z0-9]+$\n",
+       "grid:code.description                                                    Grid Code\n",
+       "published.type                                                              string\n",
+       "published.title                                                          Published\n",
+       "published.format                                                         date-time\n",
+       "published.pattern                                                     (\\+00:00|Z)$\n",
+       "published.description                                                     Datetime\n",
+       "product:type.enum                [EW_GRDH_1S, EW_GRDM_1S, IW_GRDH_1S, S1_GRDH_1...\n",
+       "product:type.type                                                           string\n",
+       "product:type.title                                                    Product Type\n",
+       "product:type.description                                              Product Type\n",
+       "eo:snow_cover.type                                                          number\n",
+       "eo:snow_cover.title                                                     Snow Cover\n",
+       "eo:snow_cover.maximum                                                          100\n",
+       "eo:snow_cover.minimum                                                            0\n",
+       "eo:snow_cover.description                                    Snow cover in percent\n",
+       "eo:cloud_cover.type                                                         number\n",
+       "eo:cloud_cover.title                                                   Cloud Cover\n",
+       "eo:cloud_cover.maximum                                                         100\n",
+       "eo:cloud_cover.minimum                                                           0\n",
+       "eo:cloud_cover.description                                  Cloud cover in percent\n",
+       "sat:orbit_state.enum                        [ascending, descending, geostationary]\n",
+       "sat:orbit_state.type                                                        string\n",
+       "sat:orbit_state.title                                                  Orbit State\n",
+       "sat:orbit_state.description      The state of the orbit: ascending or descendin...\n",
+       "sar:polarizations.enum                                            [HH, HV, VH, VV]\n",
+       "sar:polarizations.type                                                      string\n",
+       "sar:polarizations.title                                          SAR polarizations\n",
+       "sar:polarizations.description                                    SAR polarizations\n",
+       "processing:version.type                                                     string\n",
+       "processing:version.title                                        Processing Version\n",
+       "processing:version.description   Which software/processor version was used to g...\n",
+       "sat:relative_orbit.type                                                    integer\n",
+       "sat:relative_orbit.title                                            Relative Orbit\n",
+       "sat:relative_orbit.minimum                                                       1\n",
+       "sat:relative_orbit.description                     Satellite relative orbit number\n",
+       "sar:instrument_mode.enum                                              [EW, IW, SM]\n",
+       "sar:instrument_mode.type                                                    string\n",
+       "sar:instrument_mode.title                                          Instrument mode\n",
+       "sar:instrument_mode.description                                SAR instrument mode"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_props = pd.json_normalize(df[\"properties\"])\n",
+    "df_props.transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c89e8dd-4421-464f-9d17-fe90c56fc21d",
+   "metadata": {},
+   "source": [
+    "To access **queryables for a specific collection**:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "120812a3-12ef-4c03-9746-4ca760dd953a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/queryables\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>$id</th>\n",
+       "      <th>type</th>\n",
+       "      <th>title</th>\n",
+       "      <th>$schema</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>additionalProperties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://stac.dataspace.copernicus.eu/v1/collec...</td>\n",
+       "      <td>object</td>\n",
+       "      <td>STAC Queryables.</td>\n",
+       "      <td>http://json-schema.org/draft-07/schema#</td>\n",
+       "      <td>{'id': {'type': 'string', 'title': 'Item ID', ...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                 $id    type  \\\n",
+       "0  https://stac.dataspace.copernicus.eu/v1/collec...  object   \n",
+       "\n",
+       "              title                                  $schema  \\\n",
+       "0  STAC Queryables.  http://json-schema.org/draft-07/schema#   \n",
+       "\n",
+       "                                          properties  additionalProperties  \n",
+       "0  {'id': {'type': 'string', 'title': 'Item ID', ...                  True  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "collection_id = \"sentinel-2-l2a\"\n",
+    "\n",
+    "stac_url = f\"https://stac.dataspace.copernicus.eu/v1/collections/{collection_id}/queryables\"\n",
+    "\n",
+    "json = requests.get(stac_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {stac_url}\")\n",
+    "\n",
+    "df = pd.DataFrame([json])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2f6a3b99-fb74-40f2-b845-8a87329782f7",
+   "metadata": {},
+   "source": [
+    "To access its properties:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "95141c91-36a2-4eb2-9d4a-eae041c85623",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sentinel-2-l2a</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>id.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id.title</th>\n",
+       "      <td>Item ID</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id.minLength</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id.description</th>\n",
+       "      <td>Item identifier</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.title</th>\n",
+       "      <td>Acquired</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.format</th>\n",
+       "      <td>date-time</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.pattern</th>\n",
+       "      <td>(\\+00:00|Z)$</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime.description</th>\n",
+       "      <td>Datetime</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>geometry.$ref</th>\n",
+       "      <td>https://geojson.org/schema/Feature.json</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>geometry.title</th>\n",
+       "      <td>Item Geometry</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>geometry.description</th>\n",
+       "      <td>Item Geometry</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform.enum</th>\n",
+       "      <td>[sentinel-2a, sentinel-2b, sentinel-2c]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform.title</th>\n",
+       "      <td>Platform</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform.description</th>\n",
+       "      <td>Satellite platform identifier</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code.title</th>\n",
+       "      <td>Grid Code</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code.pattern</th>\n",
+       "      <td>^[A-Z0-9]+-[-_.A-Za-z0-9]+$</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code.description</th>\n",
+       "      <td>Grid Code</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.title</th>\n",
+       "      <td>Published</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.format</th>\n",
+       "      <td>date-time</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published.description</th>\n",
+       "      <td>Publication date and time of a product in the ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.type</th>\n",
+       "      <td>number</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.title</th>\n",
+       "      <td>Snow Cover</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.maximum</th>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.minimum</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover.description</th>\n",
+       "      <td>Snow cover in percent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.type</th>\n",
+       "      <td>number</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.title</th>\n",
+       "      <td>Cloud Cover</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.maximum</th>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.minimum</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover.description</th>\n",
+       "      <td>Cloud cover in percent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state.enum</th>\n",
+       "      <td>[ascending, descending, geostationary]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state.title</th>\n",
+       "      <td>Orbit State</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state.description</th>\n",
+       "      <td>The state of the orbit: ascending or descendin...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:version.type</th>\n",
+       "      <td>string</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:version.title</th>\n",
+       "      <td>Processing Version</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:version.description</th>\n",
+       "      <td>Which software/processor version was used to g...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit.type</th>\n",
+       "      <td>integer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit.title</th>\n",
+       "      <td>Relative Orbit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit.minimum</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit.description</th>\n",
+       "      <td>Satellite relative orbit number</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                   sentinel-2-l2a\n",
+       "id.type                                                                    string\n",
+       "id.title                                                                  Item ID\n",
+       "id.minLength                                                                    1\n",
+       "id.description                                                    Item identifier\n",
+       "datetime.type                                                              string\n",
+       "datetime.title                                                           Acquired\n",
+       "datetime.format                                                         date-time\n",
+       "datetime.pattern                                                     (\\+00:00|Z)$\n",
+       "datetime.description                                                     Datetime\n",
+       "geometry.$ref                             https://geojson.org/schema/Feature.json\n",
+       "geometry.title                                                      Item Geometry\n",
+       "geometry.description                                                Item Geometry\n",
+       "platform.enum                             [sentinel-2a, sentinel-2b, sentinel-2c]\n",
+       "platform.type                                                              string\n",
+       "platform.title                                                           Platform\n",
+       "platform.description                                Satellite platform identifier\n",
+       "grid:code.type                                                             string\n",
+       "grid:code.title                                                         Grid Code\n",
+       "grid:code.pattern                                     ^[A-Z0-9]+-[-_.A-Za-z0-9]+$\n",
+       "grid:code.description                                                   Grid Code\n",
+       "published.type                                                             string\n",
+       "published.title                                                         Published\n",
+       "published.format                                                        date-time\n",
+       "published.description           Publication date and time of a product in the ...\n",
+       "eo:snow_cover.type                                                         number\n",
+       "eo:snow_cover.title                                                    Snow Cover\n",
+       "eo:snow_cover.maximum                                                         100\n",
+       "eo:snow_cover.minimum                                                           0\n",
+       "eo:snow_cover.description                                   Snow cover in percent\n",
+       "eo:cloud_cover.type                                                        number\n",
+       "eo:cloud_cover.title                                                  Cloud Cover\n",
+       "eo:cloud_cover.maximum                                                        100\n",
+       "eo:cloud_cover.minimum                                                          0\n",
+       "eo:cloud_cover.description                                 Cloud cover in percent\n",
+       "sat:orbit_state.enum                       [ascending, descending, geostationary]\n",
+       "sat:orbit_state.type                                                       string\n",
+       "sat:orbit_state.title                                                 Orbit State\n",
+       "sat:orbit_state.description     The state of the orbit: ascending or descendin...\n",
+       "processing:version.type                                                    string\n",
+       "processing:version.title                                       Processing Version\n",
+       "processing:version.description  Which software/processor version was used to g...\n",
+       "sat:relative_orbit.type                                                   integer\n",
+       "sat:relative_orbit.title                                           Relative Orbit\n",
+       "sat:relative_orbit.minimum                                                      1\n",
+       "sat:relative_orbit.description                    Satellite relative orbit number"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_props = pd.json_normalize(df[\"properties\"])\n",
+    "df_props = df_props.transpose()\n",
+    "df_props.columns = [f\"{collection_id}\"]\n",
+    "df_props"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4ff006fe-333c-4d47-920c-75efa1ded4bc",
+   "metadata": {},
+   "source": [
+    "## **Specific Items**\n",
+    "\n",
+    "This section is dedicated to retrieving and exploring **individual items** within a collection, including accessing their metadata, properties, spatial and temporal information, and associated assets."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "872dafeb-16da-42a4-89e7-b53ad7e2d864",
+   "metadata": {},
+   "source": [
+    "### **Resto**\n",
+    "\n",
+    "When using the Resto interface, it is not possible to query a specific product directly by its `id`. Resto only allows searches based on collections and queryable parameters (e.g., `productType`, `cloudCover`, `processingLevel`)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d671e7c5-f0ef-4a4b-be2e-d0403f96f2b6",
+   "metadata": {},
+   "source": [
+    "### **STAC**\n",
+    "\n",
+    "Unlike Resto, **STAC allows you to search for a specific product using its unique `id`**. You can query the collection and retrieve the full metadata of that item."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "2a88abd4-fc8b-430c-9c26-e3a2d3e7e54d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/items/S2C_MSIL2A_20251229T094421_N0511_R036_T35ULV_20251229T111511\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <td>S2C_MSIL2A_20251229T094421_N0511_R036_T35ULV_2...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>bbox</th>\n",
+       "      <td>[23.940406316632895, 53.123645037009204, 25.45...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>type</th>\n",
+       "      <td>Feature</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>links</th>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>assets</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>geometry</th>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[25.45795...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>collection</th>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>properties</th>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-29T12:00:34.00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>stac_version</th>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                 0\n",
+       "id               S2C_MSIL2A_20251229T094421_N0511_R036_T35ULV_2...\n",
+       "bbox             [23.940406316632895, 53.123645037009204, 25.45...\n",
+       "type                                                       Feature\n",
+       "links            [{'rel': 'collection', 'type': 'application/js...\n",
+       "assets           {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...\n",
+       "geometry         {'type': 'Polygon', 'coordinates': [[[25.45795...\n",
+       "collection                                          sentinel-2-l2a\n",
+       "properties       {'gsd': 10, 'created': '2025-12-29T12:00:34.00...\n",
+       "stac_extensions  [https://cs-si.github.io/eopf-stac-extension/v...\n",
+       "stac_version                                                 1.1.0"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "item_id = \"S2C_MSIL2A_20251229T094421_N0511_R036_T35ULV_20251229T111511\"\n",
+    "collection_id = \"sentinel-2-l2a\"\n",
+    "\n",
+    "stac_url = f\"https://stac.dataspace.copernicus.eu/v1/collections/{collection_id}/items/{item_id}\"\n",
+    "\n",
+    "json = requests.get(stac_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {stac_url}\")\n",
+    "\n",
+    "df = pd.DataFrame([json])\n",
+    "df.transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4ff1ddcd-eb2f-41b2-a13a-2bace824835c",
+   "metadata": {},
+   "source": [
+    "To access its properties:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "8b17fff1-4b19-4ff3-b7d0-56dc71b46b54",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>gsd</th>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>created</th>\n",
+       "      <td>2025-12-29T12:00:34.000000Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>expires</th>\n",
+       "      <td>9999-01-01T00:00:00.000000Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>updated</th>\n",
+       "      <td>2025-12-29T12:07:04.465575Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datetime</th>\n",
+       "      <td>2025-12-29T09:44:21.025000Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>platform</th>\n",
+       "      <td>sentinel-2c</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>grid:code</th>\n",
+       "      <td>MGRS-35ULV</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>published</th>\n",
+       "      <td>2025-12-29T12:04:27.641533Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>statistics</th>\n",
+       "      <td>{'water': 0.009615, 'nodata': 28.0182, 'dark_a...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>instruments</th>\n",
+       "      <td>[msi]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>auth:schemes</th>\n",
+       "      <td>{'s3': {'type': 's3'}, 'oidc': {'type': 'openI...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>end_datetime</th>\n",
+       "      <td>2025-12-29T09:44:21.025000Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>product:type</th>\n",
+       "      <td>S2MSI2A</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>view:azimuth</th>\n",
+       "      <td>289.976841</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>constellation</th>\n",
+       "      <td>sentinel-2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:snow_cover</th>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eo:cloud_cover</th>\n",
+       "      <td>99.62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>start_datetime</th>\n",
+       "      <td>2025-12-29T09:44:21.025000Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:orbit_state</th>\n",
+       "      <td>descending</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>storage:schemes</th>\n",
+       "      <td>{'cdse-s3': {'type': 'custom-s3', 'title': 'Co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eopf:datatake_id</th>\n",
+       "      <td>GS2C_20251229T094421_006870_N05.11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:level</th>\n",
+       "      <td>L2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>view:sun_azimuth</th>\n",
+       "      <td>171.251219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eopf:datastrip_id</th>\n",
+       "      <td>S2C_OPER_MSI_L2A_DS_2CPS_20251229T111511_S2025...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:version</th>\n",
+       "      <td>05.11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>product:timeliness</th>\n",
+       "      <td>PT24H</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:absolute_orbit</th>\n",
+       "      <td>6870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:relative_orbit</th>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>view:sun_elevation</th>\n",
+       "      <td>12.743069</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:datetime</th>\n",
+       "      <td>2025-12-29T11:15:11.000000Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:facility</th>\n",
+       "      <td>ESA</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>processing:software</th>\n",
+       "      <td>{'eometadatatool': '251021130925+dirty'}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eopf:instrument_mode</th>\n",
+       "      <td>INS-NOBS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eopf:origin_datetime</th>\n",
+       "      <td>2025-12-29T12:00:34.000000Z</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>view:incidence_angle</th>\n",
+       "      <td>8.734348</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>product:timeliness_category</th>\n",
+       "      <td>NRT</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sat:platform_international_designator</th>\n",
+       "      <td>2024-157A</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                                       0\n",
+       "gsd                                                                                   10\n",
+       "created                                                      2025-12-29T12:00:34.000000Z\n",
+       "expires                                                      9999-01-01T00:00:00.000000Z\n",
+       "updated                                                      2025-12-29T12:07:04.465575Z\n",
+       "datetime                                                     2025-12-29T09:44:21.025000Z\n",
+       "platform                                                                     sentinel-2c\n",
+       "grid:code                                                                     MGRS-35ULV\n",
+       "published                                                    2025-12-29T12:04:27.641533Z\n",
+       "statistics                             {'water': 0.009615, 'nodata': 28.0182, 'dark_a...\n",
+       "instruments                                                                        [msi]\n",
+       "auth:schemes                           {'s3': {'type': 's3'}, 'oidc': {'type': 'openI...\n",
+       "end_datetime                                                 2025-12-29T09:44:21.025000Z\n",
+       "product:type                                                                     S2MSI2A\n",
+       "view:azimuth                                                                  289.976841\n",
+       "constellation                                                                 sentinel-2\n",
+       "eo:snow_cover                                                                        0.0\n",
+       "eo:cloud_cover                                                                     99.62\n",
+       "start_datetime                                               2025-12-29T09:44:21.025000Z\n",
+       "sat:orbit_state                                                               descending\n",
+       "storage:schemes                        {'cdse-s3': {'type': 'custom-s3', 'title': 'Co...\n",
+       "eopf:datatake_id                                      GS2C_20251229T094421_006870_N05.11\n",
+       "processing:level                                                                      L2\n",
+       "view:sun_azimuth                                                              171.251219\n",
+       "eopf:datastrip_id                      S2C_OPER_MSI_L2A_DS_2CPS_20251229T111511_S2025...\n",
+       "processing:version                                                                 05.11\n",
+       "product:timeliness                                                                 PT24H\n",
+       "sat:absolute_orbit                                                                  6870\n",
+       "sat:relative_orbit                                                                    36\n",
+       "view:sun_elevation                                                             12.743069\n",
+       "processing:datetime                                          2025-12-29T11:15:11.000000Z\n",
+       "processing:facility                                                                  ESA\n",
+       "processing:software                             {'eometadatatool': '251021130925+dirty'}\n",
+       "eopf:instrument_mode                                                            INS-NOBS\n",
+       "eopf:origin_datetime                                         2025-12-29T12:00:34.000000Z\n",
+       "view:incidence_angle                                                            8.734348\n",
+       "product:timeliness_category                                                          NRT\n",
+       "sat:platform_international_designator                                          2024-157A"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_features = pd.DataFrame([json['properties']])\n",
+    "df_features.transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd40d159-68cf-4f6f-ab10-c70b6e10b8fd",
+   "metadata": {},
+   "source": [
+    "STAC items may contain nested metadata within the properties field. For example, statistics or other detailed attributes may be stored in sub-dictionaries. The code below demonstrates how to extract  such nested information:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "3034ccc0-3f6d-41f1-84d1-88f433efbda3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>water</th>\n",
+       "      <td>0.009615</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nodata</th>\n",
+       "      <td>28.018200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dark_area</th>\n",
+       "      <td>0.003554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vegetation</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>thin_cirrus</th>\n",
+       "      <td>0.001378</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cloud_shadow</th>\n",
+       "      <td>0.357159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unclassified</th>\n",
+       "      <td>0.010159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>not_vegetated</th>\n",
+       "      <td>0.001065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>high_proba_clouds</th>\n",
+       "      <td>91.287762</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>medium_proba_clouds</th>\n",
+       "      <td>8.329306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>saturated_defective</th>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             0\n",
+       "water                 0.009615\n",
+       "nodata               28.018200\n",
+       "dark_area             0.003554\n",
+       "vegetation            0.000000\n",
+       "thin_cirrus           0.001378\n",
+       "cloud_shadow          0.357159\n",
+       "unclassified          0.010159\n",
+       "not_vegetated         0.001065\n",
+       "high_proba_clouds    91.287762\n",
+       "medium_proba_clouds   8.329306\n",
+       "saturated_defective   0.000000"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_stats = pd.json_normalize(json['properties']['statistics'])\n",
+    "df_stats.transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "809d70d2-e383-434e-a50b-a99eed11c8c9",
+   "metadata": {},
+   "source": [
+    "To access geometry:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "822f601c-f1e8-4b3d-bffd-09a21628fa53",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>lon</th>\n",
+       "      <th>lat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>25.457953</td>\n",
+       "      <td>54.137210</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>24.891915</td>\n",
+       "      <td>53.139700</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>24.010911</td>\n",
+       "      <td>53.123645</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>23.940406</td>\n",
+       "      <td>54.109206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>25.457953</td>\n",
+       "      <td>54.137210</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         lon        lat\n",
+       "0  25.457953  54.137210\n",
+       "1  24.891915  53.139700\n",
+       "2  24.010911  53.123645\n",
+       "3  23.940406  54.109206\n",
+       "4  25.457953  54.137210"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_geometry = pd.DataFrame(json['geometry']['coordinates'][0], columns=['lon', 'lat'])\n",
+    "df_geometry"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c36a40e-7f16-473b-9951-15974f6d6fbd",
+   "metadata": {},
+   "source": [
+    "In STAC, each item contains **assets** that describes the actual data files associated with the product. Assets include URLs to the data, file type, roles, and other metadata."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "21643688-9093-4a32-a222-7de9ed7dd565",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>AOT_10m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AOT_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>AOT_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B01_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B01_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B02_10m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B02_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B02_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B03_10m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B03_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B03_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B04_10m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B04_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B04_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B05_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B05_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B06_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B06_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B07_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B07_60m</th>\n",
+       "      <td>{'gsd': 60, 'href': 's3://eodata/Sentinel-2/MS...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B08_10m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B09_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B11_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B11_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B12_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B12_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B8A_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>B8A_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Product</th>\n",
+       "      <td>{'href': 'https://download.dataspace.copernicu...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SCL_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SCL_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TCI_10m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TCI_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TCI_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WVP_10m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WVP_20m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>WVP_60m</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>thumbnail</th>\n",
+       "      <td>{'href': 'https://datahub.creodias.eu/odata/v1...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>safe_manifest</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>granule_metadata</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inspire_metadata</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>product_metadata</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>datastrip_metadata</th>\n",
+       "      <td>{'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                    0\n",
+       "AOT_10m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "AOT_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "AOT_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B01_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B01_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B02_10m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B02_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B02_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B03_10m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B03_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B03_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B04_10m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B04_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B04_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B05_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B05_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B06_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B06_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B07_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B07_60m             {'gsd': 60, 'href': 's3://eodata/Sentinel-2/MS...\n",
+       "B08_10m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B09_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B11_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B11_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B12_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B12_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B8A_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "B8A_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "Product             {'href': 'https://download.dataspace.copernicu...\n",
+       "SCL_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "SCL_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "TCI_10m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "TCI_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "TCI_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "WVP_10m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "WVP_20m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "WVP_60m             {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "thumbnail           {'href': 'https://datahub.creodias.eu/odata/v1...\n",
+       "safe_manifest       {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "granule_metadata    {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "inspire_metadata    {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "product_metadata    {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/...\n",
+       "datastrip_metadata  {'href': 's3://eodata/Sentinel-2/MSI/L2A/2025/..."
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_assets = pd.DataFrame([json['assets']])\n",
+    "df_assets.transpose()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c990722c-57d3-441a-9d26-7e3c0ceb88f5",
+   "metadata": {},
+   "source": [
+    "## **Filters & Extensions**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "03c80a48-7c4a-4693-9b3d-66a554ea2466",
+   "metadata": {},
+   "source": [
+    "### **Resto**\n",
+    "\n",
+    "Resto does not provide an advanced filtering syntax. Queries are constructed by combining URL parameters.\n",
+    "\n",
+    "**Filtering** can be done by attributes, spatial extent, or datetime, and you can include **sorting** options or **limits** on the number of items returned (default is 20). Single values use `param=value`, ranges use `param=[minvalue,maxvalue]`, and multiple parameters are joined with `&`.\n",
+    "\n",
+    "Because very general queries may return a large number of results, it is recommended to restrict queries geographically or temporally to avoid exceeding the maximum of 200,000 items. For long date ranges, splitting queries by year or smaller intervals helps maintain performance. **Sorting** is controlled using `sortParam` (e.g., `startDate`, `completionDate`, `published`, `updated`) and `sortOrder` (`ascending` or `descending`).\n",
+    "\n",
+    "Some parameters are satellite-specific, such as `cloudCover` (for optical satellites) or `polarisation` (for radar satellites), while others like `instrument` or `productType` depend on the satellite or service. Note that certain features, such as `cloudCover`, may be missing or ambiguous in some products, so filtering by them requires caution.\n",
+    "\n",
+    "For full details on all parameters and usage, see the [OpenSearch Catalogue API documentation](https://documentation.dataspace.copernicus.eu/APIs/OpenSearch.html)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "30511ef4-e2db-487c-a897-235448dc03a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/CLMS/search.json?productType=soil_water_index\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>type</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>1a63419d-3369-4655-89ad-c372852728f1</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-180.0, ...</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>c1caf30e-8348-43b6-b693-d2a5b4b213a9</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-180.0, ...</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>23f992f3-f12e-4eda-9634-4d56950aeb14</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-180.0, ...</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>d1bfa68f-1fc9-434a-952e-5e3ff96f6d34</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-180.0, ...</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>fe327b4a-2af9-4fc0-9645-df42020e6924</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-49.9790...</td>\n",
+       "      <td>{'collection': 'CLMS', 'status': 'ONLINE', 'li...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      type                                    id  \\\n",
+       "0  Feature  1a63419d-3369-4655-89ad-c372852728f1   \n",
+       "1  Feature  c1caf30e-8348-43b6-b693-d2a5b4b213a9   \n",
+       "2  Feature  23f992f3-f12e-4eda-9634-4d56950aeb14   \n",
+       "3  Feature  d1bfa68f-1fc9-434a-952e-5e3ff96f6d34   \n",
+       "4  Feature  fe327b4a-2af9-4fc0-9645-df42020e6924   \n",
+       "\n",
+       "                                            geometry  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[-180.0, ...   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[-180.0, ...   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[-180.0, ...   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[-180.0, ...   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[-49.9790...   \n",
+       "\n",
+       "                                          properties  \n",
+       "0  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
+       "1  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
+       "2  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
+       "3  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  \n",
+       "4  {'collection': 'CLMS', 'status': 'ONLINE', 'li...  "
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "collection_name = \"CLMS\"\n",
+    "product_type = \"soil_water_index\"\n",
+    "\n",
+    "resto_url = f\"https://catalogue.dataspace.copernicus.eu/resto/api/collections/{collection_name}/search.json?productType={product_type}\"\n",
+    "\n",
+    "json = requests.get(resto_url).json()\n",
+    "\n",
+    "print(f\"HTTPS Request: {resto_url}\")\n",
+    "\n",
+    "df = pd.DataFrame.from_dict(json['features'])\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4da67fd8-adc6-4a3f-a4b7-b05dad222abf",
+   "metadata": {},
+   "source": [
+    "#### **Examples**\n",
+    "\n",
+    "Knowing this, we can create a simple function that follows this structure and focuses specifically on filtering parameters. This function can help streamline queries by automatically constructing the URL with the desired attributes, spatial or temporal constraints, and sorting options."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "885a9eb3-f2b5-4f3e-b7aa-93c1cad21de8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def resto_search(collection, filters=None):\n",
+    "    \"\"\"\n",
+    "    Executes a query to the OpenSearch Catalogue API for a given collection.\n",
+    "\n",
+    "    Args:\n",
+    "        collection (str): The name of the collection, e.g., \"Sentinel2\".\n",
+    "        filters (dict, optional): A dictionary of filtering parameters, for example:\n",
+    "            {\n",
+    "                \"cloudCover\": \"[0,10]\",\n",
+    "                \"startDate\": \"2021-06-21T00:00:00Z\",\n",
+    "                \"completionDate\": \"2021-09-22T23:59:59Z\",\n",
+    "                \"lon\": 21.01,\n",
+    "                \"lat\": 52.22\n",
+    "            }\n",
+    "            These parameters are translated into URL query parameters.\n",
+    "\n",
+    "    Returns:\n",
+    "        pd.DataFrame: A DataFrame containing all the fields returned for each feature\n",
+    "                      in the collection, including `type`, `id`, `geometry`, and `properties`.  \n",
+    "                      If no items are found, returns an empty DataFrame.\n",
+    "    \"\"\"\n",
+    "    base_url = f\"https://catalogue.dataspace.copernicus.eu/resto/api/collections/{collection}/search.json\"\n",
+    "    \n",
+    "    filters = filters or {}\n",
+    "    \n",
+    "    response = requests.get(base_url, params=filters)\n",
+    "    json = response.json()\n",
+    "    features = json.get(\"features\", [])\n",
+    "\n",
+    "    df = pd.DataFrame.from_dict(json['features'])\n",
+    "    \n",
+    "    return df, response.url"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6c71530-9ded-456c-a859-1a601eb331ea",
+   "metadata": {},
+   "source": [
+    "The code below executes a query to retrieve twenty Sentinel-2 products acquired in January 2025, sorted by `startDate`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "255e43db-c87a-4540-8b84-6661c2ea12fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel2/search.json?startDate=2025-01-01T00%3A00%3A00Z&completionDate=2025-01-31T23%3A59%3A59Z&sortParam=startDate&maxRecords=20\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>type</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>049162f6-29eb-4ae2-9936-d4f4ea5cd0d4</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>05c036dd-d6fb-4cf8-a2a8-75d02aa965c9</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.0939...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>05c92b08-d07a-4f29-9199-809cf3016791</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2826...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>0a319264-4bb4-4157-af83-0839dd1a3d12</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>0ad4ff10-1bfb-4f9f-88c5-fcf1406c35d3</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>0c442108-83f6-4c85-bc60-7e8743ce434e</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2813...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>12db9bc3-a33d-4f51-ad55-0b0350d75549</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2833...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>1abd0faf-5dab-4bdf-950b-9589a80e1430</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1880...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>24e5c8a4-32ce-4011-8665-37aabccd5a11</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.0939...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>313ee18d-74ff-476e-b8cd-0eab9e5930e2</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2826...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>4865edf9-34a0-4996-92f7-4a8b226cc16e</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1880...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>59eb60f1-b034-429c-a82d-82a75ce079a5</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.3183...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>73a717b1-8cab-48d7-ad4e-21414068e43b</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.0589...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>7495d076-4343-4dda-9ad4-9f7275e7a800</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.2868...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>81494ebf-37c9-41e8-ba14-11be98078525</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.7636...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>8776d69e-ae4e-4e1c-a063-9f8630d3c284</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2833...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>8e61f3b7-2f5a-4c2c-9a59-0fd05e35f74f</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[155.8609...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>af3af6a9-ef33-4ba0-9276-241c52aa7292</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.0589...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>b340deb0-edf8-4ab0-bb96-829a99f178be</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[155.8609...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>b7ed98a9-ec31-4f41-97a3-ccca877ed1be</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       type                                    id  \\\n",
+       "0   Feature  049162f6-29eb-4ae2-9936-d4f4ea5cd0d4   \n",
+       "1   Feature  05c036dd-d6fb-4cf8-a2a8-75d02aa965c9   \n",
+       "2   Feature  05c92b08-d07a-4f29-9199-809cf3016791   \n",
+       "3   Feature  0a319264-4bb4-4157-af83-0839dd1a3d12   \n",
+       "4   Feature  0ad4ff10-1bfb-4f9f-88c5-fcf1406c35d3   \n",
+       "5   Feature  0c442108-83f6-4c85-bc60-7e8743ce434e   \n",
+       "6   Feature  12db9bc3-a33d-4f51-ad55-0b0350d75549   \n",
+       "7   Feature  1abd0faf-5dab-4bdf-950b-9589a80e1430   \n",
+       "8   Feature  24e5c8a4-32ce-4011-8665-37aabccd5a11   \n",
+       "9   Feature  313ee18d-74ff-476e-b8cd-0eab9e5930e2   \n",
+       "10  Feature  4865edf9-34a0-4996-92f7-4a8b226cc16e   \n",
+       "11  Feature  59eb60f1-b034-429c-a82d-82a75ce079a5   \n",
+       "12  Feature  73a717b1-8cab-48d7-ad4e-21414068e43b   \n",
+       "13  Feature  7495d076-4343-4dda-9ad4-9f7275e7a800   \n",
+       "14  Feature  81494ebf-37c9-41e8-ba14-11be98078525   \n",
+       "15  Feature  8776d69e-ae4e-4e1c-a063-9f8630d3c284   \n",
+       "16  Feature  8e61f3b7-2f5a-4c2c-9a59-0fd05e35f74f   \n",
+       "17  Feature  af3af6a9-ef33-4ba0-9276-241c52aa7292   \n",
+       "18  Feature  b340deb0-edf8-4ab0-bb96-829a99f178be   \n",
+       "19  Feature  b7ed98a9-ec31-4f41-97a3-ccca877ed1be   \n",
+       "\n",
+       "                                             geometry  \\\n",
+       "0   {'type': 'Polygon', 'coordinates': [[[158.1858...   \n",
+       "1   {'type': 'Polygon', 'coordinates': [[[158.0939...   \n",
+       "2   {'type': 'Polygon', 'coordinates': [[[157.2826...   \n",
+       "3   {'type': 'Polygon', 'coordinates': [[[158.1858...   \n",
+       "4   {'type': 'Polygon', 'coordinates': [[[158.1858...   \n",
+       "5   {'type': 'Polygon', 'coordinates': [[[156.2813...   \n",
+       "6   {'type': 'Polygon', 'coordinates': [[[156.2833...   \n",
+       "7   {'type': 'Polygon', 'coordinates': [[[157.1880...   \n",
+       "8   {'type': 'Polygon', 'coordinates': [[[158.0939...   \n",
+       "9   {'type': 'Polygon', 'coordinates': [[[157.2826...   \n",
+       "10  {'type': 'Polygon', 'coordinates': [[[157.1880...   \n",
+       "11  {'type': 'Polygon', 'coordinates': [[[158.3183...   \n",
+       "12  {'type': 'Polygon', 'coordinates': [[[156.0589...   \n",
+       "13  {'type': 'Polygon', 'coordinates': [[[158.2868...   \n",
+       "14  {'type': 'Polygon', 'coordinates': [[[157.7636...   \n",
+       "15  {'type': 'Polygon', 'coordinates': [[[156.2833...   \n",
+       "16  {'type': 'Polygon', 'coordinates': [[[155.8609...   \n",
+       "17  {'type': 'Polygon', 'coordinates': [[[156.0589...   \n",
+       "18  {'type': 'Polygon', 'coordinates': [[[155.8609...   \n",
+       "19  {'type': 'Polygon', 'coordinates': [[[158.1858...   \n",
+       "\n",
+       "                                           properties  \n",
+       "0   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "1   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "2   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "3   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "4   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "5   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "6   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "7   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "8   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "9   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "10  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "11  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "12  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "13  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "14  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "15  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "16  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "17  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "18  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "19  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  "
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filters = {\n",
+    "    \"startDate\": \"2025-01-01T00:00:00Z\",\n",
+    "    \"completionDate\": \"2025-01-31T23:59:59Z\",\n",
+    "    \"sortParam\": \"startDate\",\n",
+    "    \"maxRecords\": \"20\"\n",
+    "}\n",
+    "\n",
+    "df, resto_url = resto_search(\"Sentinel2\", filters)\n",
+    "\n",
+    "print(f\"HTTPS Request: {resto_url}\")\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3dcdad1-caca-428e-b67e-07a3c04814bc",
+   "metadata": {},
+   "source": [
+    "To get the next twenty items from the same query, you can add the `page=2` parameter:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "f7421d44-f367-4925-8237-a382188276b2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel2/search.json?startDate=2025-01-01T00%3A00%3A00Z&completionDate=2025-01-31T23%3A59%3A59Z&sortParam=startDate&maxRecords=20&page=2\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>type</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>cbff9b4a-f98d-4c6d-ae0d-bba181b35573</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6984...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>d0f31bf8-0e19-4b78-b7b5-dfcb0367b535</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6984...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>d198f91e-3e48-4ddf-bd63-725d87400af1</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2813...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>e5800cc5-755f-4b71-ab39-75ba2139caa5</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.2868...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>f9c80d04-202f-40a0-8e8f-bb9093bfd8a7</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.7636...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>fc1324de-6cee-410e-86a1-90de1350a924</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.3183...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>03853cbf-bee1-4738-9169-7074e927c97f</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>0d99a056-d390-4297-8049-f243c9fcb555</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>1e6a45d3-fc4a-43d1-b59f-70acccc1bac7</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[154.6712...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>2467d219-a97c-4533-b616-cb27ad6945ef</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>28d4c142-40d1-495f-a856-76f706b112ea</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[154.7972...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>3e7473f3-af16-4829-949f-209bf2adbe15</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[154.6712...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>3f688831-bb03-41e9-af7a-dcdbae7f64e9</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2027...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>42f20c25-0fac-42bf-9fba-5b2db370783f</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[154.8852...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>4af84efd-7b6f-4fee-9ca8-5d64148d1d38</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>525f03b7-7d86-487f-b3ca-b7fd838a82b3</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[155.6954...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>724ace31-18c3-4e52-b240-241173143c20</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2027...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>8549fff5-18c3-4e77-83cf-2f1ba97eef3f</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[154.8852...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>be61cfd9-8269-4208-ad6f-5eca64972b72</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6802...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>d86b077f-1a81-4a44-a9d4-f1d4b20be41e</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6802...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       type                                    id  \\\n",
+       "0   Feature  cbff9b4a-f98d-4c6d-ae0d-bba181b35573   \n",
+       "1   Feature  d0f31bf8-0e19-4b78-b7b5-dfcb0367b535   \n",
+       "2   Feature  d198f91e-3e48-4ddf-bd63-725d87400af1   \n",
+       "3   Feature  e5800cc5-755f-4b71-ab39-75ba2139caa5   \n",
+       "4   Feature  f9c80d04-202f-40a0-8e8f-bb9093bfd8a7   \n",
+       "5   Feature  fc1324de-6cee-410e-86a1-90de1350a924   \n",
+       "6   Feature  03853cbf-bee1-4738-9169-7074e927c97f   \n",
+       "7   Feature  0d99a056-d390-4297-8049-f243c9fcb555   \n",
+       "8   Feature  1e6a45d3-fc4a-43d1-b59f-70acccc1bac7   \n",
+       "9   Feature  2467d219-a97c-4533-b616-cb27ad6945ef   \n",
+       "10  Feature  28d4c142-40d1-495f-a856-76f706b112ea   \n",
+       "11  Feature  3e7473f3-af16-4829-949f-209bf2adbe15   \n",
+       "12  Feature  3f688831-bb03-41e9-af7a-dcdbae7f64e9   \n",
+       "13  Feature  42f20c25-0fac-42bf-9fba-5b2db370783f   \n",
+       "14  Feature  4af84efd-7b6f-4fee-9ca8-5d64148d1d38   \n",
+       "15  Feature  525f03b7-7d86-487f-b3ca-b7fd838a82b3   \n",
+       "16  Feature  724ace31-18c3-4e52-b240-241173143c20   \n",
+       "17  Feature  8549fff5-18c3-4e77-83cf-2f1ba97eef3f   \n",
+       "18  Feature  be61cfd9-8269-4208-ad6f-5eca64972b72   \n",
+       "19  Feature  d86b077f-1a81-4a44-a9d4-f1d4b20be41e   \n",
+       "\n",
+       "                                             geometry  \\\n",
+       "0   {'type': 'Polygon', 'coordinates': [[[156.6984...   \n",
+       "1   {'type': 'Polygon', 'coordinates': [[[156.6984...   \n",
+       "2   {'type': 'Polygon', 'coordinates': [[[156.2813...   \n",
+       "3   {'type': 'Polygon', 'coordinates': [[[158.2868...   \n",
+       "4   {'type': 'Polygon', 'coordinates': [[[157.7636...   \n",
+       "5   {'type': 'Polygon', 'coordinates': [[[158.3183...   \n",
+       "6   {'type': 'Polygon', 'coordinates': [[[157.1290...   \n",
+       "7   {'type': 'Polygon', 'coordinates': [[[157.1290...   \n",
+       "8   {'type': 'Polygon', 'coordinates': [[[154.6712...   \n",
+       "9   {'type': 'Polygon', 'coordinates': [[[157.1290...   \n",
+       "10  {'type': 'Polygon', 'coordinates': [[[154.7972...   \n",
+       "11  {'type': 'Polygon', 'coordinates': [[[154.6712...   \n",
+       "12  {'type': 'Polygon', 'coordinates': [[[157.2027...   \n",
+       "13  {'type': 'Polygon', 'coordinates': [[[154.8852...   \n",
+       "14  {'type': 'Polygon', 'coordinates': [[[157.1290...   \n",
+       "15  {'type': 'Polygon', 'coordinates': [[[155.6954...   \n",
+       "16  {'type': 'Polygon', 'coordinates': [[[157.2027...   \n",
+       "17  {'type': 'Polygon', 'coordinates': [[[154.8852...   \n",
+       "18  {'type': 'Polygon', 'coordinates': [[[156.6802...   \n",
+       "19  {'type': 'Polygon', 'coordinates': [[[156.6802...   \n",
+       "\n",
+       "                                           properties  \n",
+       "0   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "1   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "2   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "3   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "4   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "5   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "6   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "7   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "8   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "9   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "10  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "11  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "12  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "13  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "14  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "15  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "16  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "17  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "18  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "19  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  "
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filters = {\n",
+    "    \"startDate\": \"2025-01-01T00:00:00Z\",\n",
+    "    \"completionDate\": \"2025-01-31T23:59:59Z\",\n",
+    "    \"sortParam\": \"startDate\",\n",
+    "    \"maxRecords\": \"20\",\n",
+    "    \"page\": \"2\"\n",
+    "}\n",
+    "\n",
+    "df, resto_url = resto_search(\"Sentinel2\", filters)\n",
+    "\n",
+    "print(f\"HTTPS Request: {resto_url}\")\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67d3a54f-4cc8-4909-a11a-68a4af245dd8",
+   "metadata": {},
+   "source": [
+    "The code below retrieves Sentinel-2 products with cloud cover between 0% and 10%, acquired between June 21, 2021 and September 22, 2021, and located near a specific geographic point:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "03ab9ca2-4156-4c12-9b3c-7c6a2b0b683f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel2/search.json?cloudCover=%5B0%2C10%5D&startDate=2021-06-21T00%3A00%3A00Z&completionDate=2021-09-22T23%3A59%3A59Z&lon=21.01&lat=52.22\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>type</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>04008903-8704-437b-a8b8-d0942d7fa19c</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[22.45053...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>545a3805-d55b-4ce0-b088-3e259072f934</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>f5d8f083-77f3-432a-bd8d-cc816ddd1300</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[22.45053...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>8eeb4008-c8e9-4ddc-998c-b22f259d5de6</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>97e26e1a-361d-4e37-b30c-5eba50506187</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96038...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>cc1dbd1e-9b1b-4ea0-9b72-08be8bc7ab47</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.50094...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>ae2a69fd-1ad2-4b20-b9e9-d36b2ec05806</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96038...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>83d9e0ae-61f2-4a27-beca-2c428715cf12</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96424...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>f09bd83c-7d3a-4823-8e63-b5899fa090b3</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96360...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>a3f8f7e9-2276-54e5-b202-dcda07c35839</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>9823f638-51d5-4eb3-ac55-4f62532a2dc4</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>c9e836ee-8b7c-403b-bca2-d59074783d98</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96014...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>ed68db23-4c0f-4585-8693-6f022b5980c8</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[22.45478...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>a1009dac-c58d-4b9a-b0ec-1db868c2e3bd</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96014...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>80eef4fb-9f20-4728-848c-8d678aba60c7</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>cf68685c-e9e3-439c-97fc-90025a6e4513</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>84ae8070-005b-4ffc-9af1-ad9aca5ae26b</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>fbb4d27b-d3ff-40aa-8424-06ceaee8f375</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>f130d80d-dd19-59cf-a7ff-f85495d7dd21</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>ea169cc8-83bd-48b0-8247-f5769ec1ebef</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[22.44973...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       type                                    id  \\\n",
+       "0   Feature  04008903-8704-437b-a8b8-d0942d7fa19c   \n",
+       "1   Feature  545a3805-d55b-4ce0-b088-3e259072f934   \n",
+       "2   Feature  f5d8f083-77f3-432a-bd8d-cc816ddd1300   \n",
+       "3   Feature  8eeb4008-c8e9-4ddc-998c-b22f259d5de6   \n",
+       "4   Feature  97e26e1a-361d-4e37-b30c-5eba50506187   \n",
+       "5   Feature  cc1dbd1e-9b1b-4ea0-9b72-08be8bc7ab47   \n",
+       "6   Feature  ae2a69fd-1ad2-4b20-b9e9-d36b2ec05806   \n",
+       "7   Feature  83d9e0ae-61f2-4a27-beca-2c428715cf12   \n",
+       "8   Feature  f09bd83c-7d3a-4823-8e63-b5899fa090b3   \n",
+       "9   Feature  a3f8f7e9-2276-54e5-b202-dcda07c35839   \n",
+       "10  Feature  9823f638-51d5-4eb3-ac55-4f62532a2dc4   \n",
+       "11  Feature  c9e836ee-8b7c-403b-bca2-d59074783d98   \n",
+       "12  Feature  ed68db23-4c0f-4585-8693-6f022b5980c8   \n",
+       "13  Feature  a1009dac-c58d-4b9a-b0ec-1db868c2e3bd   \n",
+       "14  Feature  80eef4fb-9f20-4728-848c-8d678aba60c7   \n",
+       "15  Feature  cf68685c-e9e3-439c-97fc-90025a6e4513   \n",
+       "16  Feature  84ae8070-005b-4ffc-9af1-ad9aca5ae26b   \n",
+       "17  Feature  fbb4d27b-d3ff-40aa-8424-06ceaee8f375   \n",
+       "18  Feature  f130d80d-dd19-59cf-a7ff-f85495d7dd21   \n",
+       "19  Feature  ea169cc8-83bd-48b0-8247-f5769ec1ebef   \n",
+       "\n",
+       "                                             geometry  \\\n",
+       "0   {'type': 'Polygon', 'coordinates': [[[22.45053...   \n",
+       "1   {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
+       "2   {'type': 'Polygon', 'coordinates': [[[22.45053...   \n",
+       "3   {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
+       "4   {'type': 'Polygon', 'coordinates': [[[21.96038...   \n",
+       "5   {'type': 'Polygon', 'coordinates': [[[19.50094...   \n",
+       "6   {'type': 'Polygon', 'coordinates': [[[21.96038...   \n",
+       "7   {'type': 'Polygon', 'coordinates': [[[21.96424...   \n",
+       "8   {'type': 'Polygon', 'coordinates': [[[21.96360...   \n",
+       "9   {'type': 'Polygon', 'coordinates': [[[20.99970...   \n",
+       "10  {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
+       "11  {'type': 'Polygon', 'coordinates': [[[21.96014...   \n",
+       "12  {'type': 'Polygon', 'coordinates': [[[22.45478...   \n",
+       "13  {'type': 'Polygon', 'coordinates': [[[21.96014...   \n",
+       "14  {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
+       "15  {'type': 'Polygon', 'coordinates': [[[20.99970...   \n",
+       "16  {'type': 'Polygon', 'coordinates': [[[20.99970...   \n",
+       "17  {'type': 'Polygon', 'coordinates': [[[19.53152...   \n",
+       "18  {'type': 'Polygon', 'coordinates': [[[20.99970...   \n",
+       "19  {'type': 'Polygon', 'coordinates': [[[22.44973...   \n",
+       "\n",
+       "                                           properties  \n",
+       "0   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "1   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "2   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "3   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "4   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "5   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "6   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "7   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "8   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "9   {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "10  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "11  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "12  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "13  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "14  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "15  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "16  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "17  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "18  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "19  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  "
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filters = {\n",
+    "    \"cloudCover\": \"[0,10]\",\n",
+    "    \"startDate\": \"2021-06-21T00:00:00Z\",\n",
+    "    \"completionDate\": \"2021-09-22T23:59:59Z\",\n",
+    "    \"lon\": 21.01,\n",
+    "    \"lat\": 52.22\n",
+    "}\n",
+    "\n",
+    "df, resto_url = resto_search(\"Sentinel2\", filters)\n",
+    "\n",
+    "print(f\"HTTPS Request: {resto_url}\")\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1417a59d-4d91-4694-b302-d907a5cc4ac7",
+   "metadata": {},
+   "source": [
+    "The code below retrieves up to ten Sentinel-2 products of `S2MSI2A` product type with cloud cover between 0% and 10%, acquired between June 11 and June 22, 2022, and within a geographic bounding box."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "1d092fff-d944-4462-bd49-291f6326437a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel2/search.json?productType=S2MSI2A&cloudCover=%5B0%2C10%5D&startDate=2022-06-11T00%3A00%3A00Z&completionDate=2022-06-22T23%3A59%3A59Z&maxRecords=10&box=4%2C51%2C4.5%2C52\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>type</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>5ecd6532-0200-497d-a7c1-776ff2738d1a</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[4.436812...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>5831e264-e17e-4af9-a1f7-d6de71a8a038</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[4.436848...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>ef6df284-3d63-4821-8dc2-f86825dfde0f</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[4.064087...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>1b32f7ad-ec32-45a1-807b-9adbd510e688</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[5.968085...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>530aeeb3-b889-4596-9c09-3d2e917e9aa4</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[4.325619...</td>\n",
+       "      <td>{'collection': 'SENTINEL-2', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      type                                    id  \\\n",
+       "0  Feature  5ecd6532-0200-497d-a7c1-776ff2738d1a   \n",
+       "1  Feature  5831e264-e17e-4af9-a1f7-d6de71a8a038   \n",
+       "2  Feature  ef6df284-3d63-4821-8dc2-f86825dfde0f   \n",
+       "3  Feature  1b32f7ad-ec32-45a1-807b-9adbd510e688   \n",
+       "4  Feature  530aeeb3-b889-4596-9c09-3d2e917e9aa4   \n",
+       "\n",
+       "                                            geometry  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[4.436812...   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[4.436848...   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[4.064087...   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[5.968085...   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[4.325619...   \n",
+       "\n",
+       "                                          properties  \n",
+       "0  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "1  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "2  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "3  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  \n",
+       "4  {'collection': 'SENTINEL-2', 'status': 'ONLINE...  "
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filters = {\n",
+    "    \"productType\": \"S2MSI2A\",\n",
+    "    \"cloudCover\": \"[0,10]\",\n",
+    "    \"startDate\": \"2022-06-11T00:00:00Z\",\n",
+    "    \"completionDate\": \"2022-06-22T23:59:59Z\",\n",
+    "    \"maxRecords\": 10,\n",
+    "    \"box\": \"4,51,4.5,52\"\n",
+    "}\n",
+    "\n",
+    "df, resto_url = resto_search(\"Sentinel2\", filters)\n",
+    "\n",
+    "print(f\"HTTPS Request: {resto_url}\")\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "01b6dc8a-b50e-4cda-8e2e-8a5f3aeb6e4c",
+   "metadata": {},
+   "source": [
+    "The code below retrieves Sentinel-1 products of type `IW_GRDH_1S` with `VV&VH` polarisation:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "9b030df2-918a-488b-9bb9-e9071b471f51",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS Request: https://catalogue.dataspace.copernicus.eu/resto/api/collections/Sentinel1/search.json?polarisationChannels=VV%26VH&productType=IW_GRDH_1S\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>type</th>\n",
+       "      <th>id</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>properties</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>da70cfa7-8b3b-514a-a807-efd43a2d9652</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[17.75591...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>02036627-0bbd-5533-b92f-5229818a9b57</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.06133...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>9aab3f54-50d9-59f7-8194-e5f0e7539841</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.65879...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>c7bad712-83bd-5b02-bdfa-be0665ed820a</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[2.281085...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>84a3d05a-119e-5d2b-8297-4e23b801361b</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.01425...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>bfd85b2c-1d8d-5768-bed5-b5581faed35c</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[11.97771...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>69b6f0a6-f5bc-5be0-8899-c0ecab4bccd9</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-9.38965...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>6064f952-7b8f-59c1-919f-18173a6394ad</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[84.86653...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>d40fa39b-a849-53e4-99c8-2e1839370628</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[46.27384...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>165d3b85-e65d-5bbe-9cab-f7bad6fee8e7</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[42.11571...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>409e8402-7997-556f-8784-71e657ad3604</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-8.27511...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>486c8fbf-dbe4-51af-bb36-d50c1e19e6f2</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.00865...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>63b87052-4ee1-5dd7-a917-f58ac80089db</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-7.18738...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>f9208ee1-1dab-5b13-a5a0-5fb6f29b4f3b</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-4.20402...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>69865c3a-87ae-5392-a7cd-e3cd43690b0e</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[6.677761...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>0ade07fb-010a-5572-b121-0549cea086e6</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[22.64895...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>546770e8-aa49-523c-ade6-05cbc57b44de</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.51301...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>b6783847-c4f6-51db-bf71-4fadf26b4d43</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[18.18976...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>e03a43b5-7b4b-5a83-b5a8-188739344c79</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-100.043...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Feature</td>\n",
+       "      <td>b0a0c958-fbd7-56a2-a64e-efe5bace332b</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[7.678896...</td>\n",
+       "      <td>{'collection': 'SENTINEL-1', 'status': 'ONLINE...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       type                                    id  \\\n",
+       "0   Feature  da70cfa7-8b3b-514a-a807-efd43a2d9652   \n",
+       "1   Feature  02036627-0bbd-5533-b92f-5229818a9b57   \n",
+       "2   Feature  9aab3f54-50d9-59f7-8194-e5f0e7539841   \n",
+       "3   Feature  c7bad712-83bd-5b02-bdfa-be0665ed820a   \n",
+       "4   Feature  84a3d05a-119e-5d2b-8297-4e23b801361b   \n",
+       "5   Feature  bfd85b2c-1d8d-5768-bed5-b5581faed35c   \n",
+       "6   Feature  69b6f0a6-f5bc-5be0-8899-c0ecab4bccd9   \n",
+       "7   Feature  6064f952-7b8f-59c1-919f-18173a6394ad   \n",
+       "8   Feature  d40fa39b-a849-53e4-99c8-2e1839370628   \n",
+       "9   Feature  165d3b85-e65d-5bbe-9cab-f7bad6fee8e7   \n",
+       "10  Feature  409e8402-7997-556f-8784-71e657ad3604   \n",
+       "11  Feature  486c8fbf-dbe4-51af-bb36-d50c1e19e6f2   \n",
+       "12  Feature  63b87052-4ee1-5dd7-a917-f58ac80089db   \n",
+       "13  Feature  f9208ee1-1dab-5b13-a5a0-5fb6f29b4f3b   \n",
+       "14  Feature  69865c3a-87ae-5392-a7cd-e3cd43690b0e   \n",
+       "15  Feature  0ade07fb-010a-5572-b121-0549cea086e6   \n",
+       "16  Feature  546770e8-aa49-523c-ade6-05cbc57b44de   \n",
+       "17  Feature  b6783847-c4f6-51db-bf71-4fadf26b4d43   \n",
+       "18  Feature  e03a43b5-7b4b-5a83-b5a8-188739344c79   \n",
+       "19  Feature  b0a0c958-fbd7-56a2-a64e-efe5bace332b   \n",
+       "\n",
+       "                                             geometry  \\\n",
+       "0   {'type': 'Polygon', 'coordinates': [[[17.75591...   \n",
+       "1   {'type': 'Polygon', 'coordinates': [[[19.06133...   \n",
+       "2   {'type': 'Polygon', 'coordinates': [[[20.65879...   \n",
+       "3   {'type': 'Polygon', 'coordinates': [[[2.281085...   \n",
+       "4   {'type': 'Polygon', 'coordinates': [[[-0.01425...   \n",
+       "5   {'type': 'Polygon', 'coordinates': [[[11.97771...   \n",
+       "6   {'type': 'Polygon', 'coordinates': [[[-9.38965...   \n",
+       "7   {'type': 'Polygon', 'coordinates': [[[84.86653...   \n",
+       "8   {'type': 'Polygon', 'coordinates': [[[46.27384...   \n",
+       "9   {'type': 'Polygon', 'coordinates': [[[42.11571...   \n",
+       "10  {'type': 'Polygon', 'coordinates': [[[-8.27511...   \n",
+       "11  {'type': 'Polygon', 'coordinates': [[[20.00865...   \n",
+       "12  {'type': 'Polygon', 'coordinates': [[[-7.18738...   \n",
+       "13  {'type': 'Polygon', 'coordinates': [[[-4.20402...   \n",
+       "14  {'type': 'Polygon', 'coordinates': [[[6.677761...   \n",
+       "15  {'type': 'Polygon', 'coordinates': [[[22.64895...   \n",
+       "16  {'type': 'Polygon', 'coordinates': [[[20.51301...   \n",
+       "17  {'type': 'Polygon', 'coordinates': [[[18.18976...   \n",
+       "18  {'type': 'Polygon', 'coordinates': [[[-100.043...   \n",
+       "19  {'type': 'Polygon', 'coordinates': [[[7.678896...   \n",
+       "\n",
+       "                                           properties  \n",
+       "0   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "1   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "2   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "3   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "4   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "5   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "6   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "7   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "8   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "9   {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "10  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "11  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "12  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "13  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "14  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "15  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "16  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "17  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "18  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  \n",
+       "19  {'collection': 'SENTINEL-1', 'status': 'ONLINE...  "
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filters = {\n",
+    "    \"polarisationChannels\": \"VV&VH\",\n",
+    "    \"productType\": \"IW_GRDH_1S\"\n",
+    "}\n",
+    "\n",
+    "df, resto_url = resto_search(\"Sentinel1\", filters)\n",
+    "\n",
+    "print(f\"HTTPS Request: {resto_url}\")\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7eeffc32-2315-40a6-856c-23d9aee3eb3d",
+   "metadata": {},
+   "source": [
+    "### **STAC**\n",
+    "\n",
+    "STAC presents a much more standardized metadata model aimed at increasing interoperability and applicability of spatio-temporal datasets. By using a common schema and well-defined object types, STAC makes it easier to discover, understand, and integrate Earth observation data across different providers and missions.\n",
+    "\n",
+    "Compared to Resto, STAC offers broader possibilities for data search and filtering. It enables more expressive queries and clearer separation between collections and items, which improves both usability and consistency of the API.\n",
+    "\n",
+    "A key concept in STAC is the use of **extensions**, which add additional functionality on top of the core specification. The STAC API specification allows flexible API extensions that enhance core capabilities without changing the base data model.\n",
+    "\n",
+    "Currently implemented extensions include:\n",
+    "\n",
+    "- `Filter`\n",
+    "- `Query`\n",
+    "- `Fields`\n",
+    "- `Sort`\n",
+    "\n",
+    "These extensions significantly extend the search and filtering capabilities of the STAC API while preserving a standardized and interoperable interface."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c31f6650-d796-4c8a-a2b2-b7f25ea8a459",
+   "metadata": {},
+   "source": [
+    "#### **Filter Extension**\n",
+    "\n",
+    "**Filtering** is built around the standardized CQL2 query language, which enables spatial, temporal, and attribute-based comparisons within a single request.\n",
+    "\n",
+    "Filtering can be applied to the Item Search endpoint (`/search`) and supports both simple and more complex conditions. Logical operators such as `AND`, `OR`, and `NOT` can be combined with comparison operators (`=`, `<>`, `<`, `<=`, `>`, `>=`) and null checks. These operators can be used with string, numeric, boolean, date, and datetime values. Basic spatial relationships, such as intersection, are also supported.\n",
+    "\n",
+    "Queries can be executed using both GET and POST requests. For GET requests, filters are typically expressed using a text-based CQL2 syntax, while POST requests allow filters to be provided in a structured JSON form. This flexibility makes it possible to construct advanced and readable queries while keeping compatibility with standard HTTP workflows.\n",
+    "\n",
+    "Detailed and up-to-date information about supported operators, parameters, and query formats is available in the [STAC Catalogue API documentation](https://documentation.dataspace.copernicus.eu/APIs/STAC.html)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "e2a46536-e8a9-4c64-b8b2-2e675fb7aae1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stac_url = \"https://stac.dataspace.copernicus.eu/v1/search\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "7afe5266-21eb-444f-b43e-4ce0c1aa3e4e",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover <= 10&datetime >= TIMESTAMP('2025-04-08T04:39:23Z')&S_INTERSECTS(geometry, POLYGON((43.5845 -79.5442, 43.6079 -79.4893, 43.5677 -79.4632, 43.6129 -79.3925, 43.6223 -79.3238, 43.6576 -79.3163, 43.7945 -79.1178, 43.8144 -79.1542, 43.8555 -79.1714, 43.7509 -79.6390, 43.5845 -79.5442)))\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2B_MSIL2A_20251228T233129_N0511_R101_T38CMS_2...</td>\n",
+       "      <td>[39.72200119694694, -80.25203205661444, 45.516...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[40.19847...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-29T02:20:59.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2B_MSIL2A_20251228T233129_N0511_R101_T37CEM_2...</td>\n",
+       "      <td>[38.99894187059522, -80.25242038514605, 44.788...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[38.99903...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-29T02:21:40.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2B_MSIL2A_20251228T000139_N0511_R087_T38CMT_2...</td>\n",
+       "      <td>[40.1593625828737, -79.35014408984915, 44.5605...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[40.29181...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-28T01:34:35.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20251228T000139_N0511_R087_T38CMS_2...</td>\n",
+       "      <td>[39.72200119694694, -80.25203205661444, 45.516...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[43.28200...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-28T01:42:28.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20251228T000139_N0511_R087_T37CEM_2...</td>\n",
+       "      <td>[38.99894187059522, -80.25242038514605, 44.788...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[43.04873...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-28T01:41:49.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S2B_MSIL2A_20251228T233129_N0511_R101_T38CMS_2...   \n",
+       "1  S2B_MSIL2A_20251228T233129_N0511_R101_T37CEM_2...   \n",
+       "2  S2B_MSIL2A_20251228T000139_N0511_R087_T38CMT_2...   \n",
+       "3  S2B_MSIL2A_20251228T000139_N0511_R087_T38CMS_2...   \n",
+       "4  S2B_MSIL2A_20251228T000139_N0511_R087_T37CEM_2...   \n",
+       "\n",
+       "                                                bbox     type  \\\n",
+       "0  [39.72200119694694, -80.25203205661444, 45.516...  Feature   \n",
+       "1  [38.99894187059522, -80.25242038514605, 44.788...  Feature   \n",
+       "2  [40.1593625828737, -79.35014408984915, 44.5605...  Feature   \n",
+       "3  [39.72200119694694, -80.25203205661444, 45.516...  Feature   \n",
+       "4  [38.99894187059522, -80.25242038514605, 44.788...  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "\n",
+       "                                            geometry      collection  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[40.19847...  sentinel-2-l2a   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[38.99903...  sentinel-2-l2a   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[40.29181...  sentinel-2-l2a   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[43.28200...  sentinel-2-l2a   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[43.04873...  sentinel-2-l2a   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'gsd': 10, 'created': '2025-12-29T02:20:59.00...   \n",
+       "1  {'gsd': 10, 'created': '2025-12-29T02:21:40.00...   \n",
+       "2  {'gsd': 10, 'created': '2025-12-28T01:34:35.00...   \n",
+       "3  {'gsd': 10, 'created': '2025-12-28T01:42:28.00...   \n",
+       "4  {'gsd': 10, 'created': '2025-12-28T01:41:49.00...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"filter\": {\n",
+    "        \"op\": \"and\",\n",
+    "        \"args\": [\n",
+    "            {\n",
+    "                \"op\": \"=\",\n",
+    "                \"args\": [\n",
+    "                    {\n",
+    "                        \"property\": \"collection\"\n",
+    "                    },\n",
+    "                    \"sentinel-2-l2a\"\n",
+    "                ]\n",
+    "            },\n",
+    "            {\n",
+    "                \"op\": \"<=\",\n",
+    "                \"args\": [\n",
+    "                    {\n",
+    "                        \"property\": \"eo:cloud_cover\"\n",
+    "                    },\n",
+    "                    10\n",
+    "                ]\n",
+    "            },\n",
+    "            {\n",
+    "                \"op\": \">=\",\n",
+    "                \"args\": [\n",
+    "                    {\n",
+    "                        \"property\": \"datetime\"\n",
+    "                    },\n",
+    "                    {\n",
+    "                        \"timestamp\": \"2025-04-08T04:39:23Z\"\n",
+    "                    }\n",
+    "                ]\n",
+    "            },\n",
+    "            {\n",
+    "                \"op\": \"s_intersects\",\n",
+    "                \"args\": [\n",
+    "                    {\n",
+    "                        \"property\": \"geometry\"\n",
+    "                    },\n",
+    "                    {\n",
+    "                        \"type\": \"Polygon\",\n",
+    "                        \"coordinates\": [\n",
+    "                            [\n",
+    "                                [\n",
+    "                                    43.5845,\n",
+    "                                    -79.5442\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.6079,\n",
+    "                                    -79.4893\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.5677,\n",
+    "                                    -79.4632\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.6129,\n",
+    "                                    -79.3925\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.6223,\n",
+    "                                    -79.3238\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.6576,\n",
+    "                                    -79.3163\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.7945,\n",
+    "                                    -79.1178\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.8144,\n",
+    "                                    -79.1542\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.8555,\n",
+    "                                    -79.1714\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.7509,\n",
+    "                                    -79.6390\n",
+    "                                ],\n",
+    "                                [\n",
+    "                                    43.5845,\n",
+    "                                    -79.5442\n",
+    "                                ]\n",
+    "                            ]\n",
+    "                        ]\n",
+    "                    }\n",
+    "                ]\n",
+    "            }\n",
+    "        ]\n",
+    "    }\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "\n",
+    "json = response.json()\n",
+    "\n",
+    "print(f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover <= 10&datetime >= TIMESTAMP('2025-04-08T04:39:23Z')&S_INTERSECTS(geometry, POLYGON((43.5845 -79.5442, 43.6079 -79.4893, 43.5677 -79.4632, 43.6129 -79.3925, 43.6223 -79.3238, 43.6576 -79.3163, 43.7945 -79.1178, 43.8144 -79.1542, 43.8555 -79.1714, 43.7509 -79.6390, 43.5845 -79.5442)))\")\n",
+    "\n",
+    "df = pd.DataFrame.from_dict(json['features'])\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9c1c3929-e36f-4158-b17a-13757f26e280",
+   "metadata": {},
+   "source": [
+    "#### **Query Extension**\n",
+    "\n",
+    "**`Query`** parameter that enables additional filtering based on the properties of Item objects. It allows users to apply simple, property-based conditions when searching for items in the catalog.\n",
+    "\n",
+    "The following comparison operators are supported:\n",
+    "\n",
+    "- `eq` – equal to  \n",
+    "- `neq` – not equal to  \n",
+    "- `lt` – less than  \n",
+    "- `lte` – less than or equal to  \n",
+    "- `gt` – greater than  \n",
+    "- `gte` – greater than or equal to  \n",
+    "\n",
+    "These operators can be used to define constraints on numeric and comparable item properties."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "e1191a3b-935e-4313-8145-c3cbeae8c08f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&eo:cloud_cover%3C15\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...</td>\n",
+       "      <td>[-2.277998803053058, -80.22883981478951, 0.184...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.18323...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:23:23.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T30CVS_2...</td>\n",
+       "      <td>[-8.277998803053059, -80.25203205661444, -2.48...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-8.23246...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:25:36.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T29CNM_2...</td>\n",
+       "      <td>[-9.001058129404774, -80.25242038514605, -3.21...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-9.00104...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:16.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T28CES_2...</td>\n",
+       "      <td>[-13.59074209711865, -80.24048353817358, -9.21...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-13.5907...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:35.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20251231T050229_N0511_R133_T42FXM_2...</td>\n",
+       "      <td>[70.35704429215036, -48.83293960900481, 71.460...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[70.36265...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:18:51.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...   \n",
+       "1  S2B_MSIL2A_20251231T051319_N0511_R133_T30CVS_2...   \n",
+       "2  S2B_MSIL2A_20251231T051319_N0511_R133_T29CNM_2...   \n",
+       "3  S2B_MSIL2A_20251231T051319_N0511_R133_T28CES_2...   \n",
+       "4  S2B_MSIL2A_20251231T050229_N0511_R133_T42FXM_2...   \n",
+       "\n",
+       "                                                bbox     type  \\\n",
+       "0  [-2.277998803053058, -80.22883981478951, 0.184...  Feature   \n",
+       "1  [-8.277998803053059, -80.25203205661444, -2.48...  Feature   \n",
+       "2  [-9.001058129404774, -80.25242038514605, -3.21...  Feature   \n",
+       "3  [-13.59074209711865, -80.24048353817358, -9.21...  Feature   \n",
+       "4  [70.35704429215036, -48.83293960900481, 71.460...  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "\n",
+       "                                            geometry      collection  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[-2.18323...  sentinel-2-l2a   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[-8.23246...  sentinel-2-l2a   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[-9.00104...  sentinel-2-l2a   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[-13.5907...  sentinel-2-l2a   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[70.36265...  sentinel-2-l2a   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'gsd': 10, 'created': '2025-12-31T07:23:23.00...   \n",
+       "1  {'gsd': 10, 'created': '2025-12-31T07:25:36.00...   \n",
+       "2  {'gsd': 10, 'created': '2025-12-31T07:24:16.00...   \n",
+       "3  {'gsd': 10, 'created': '2025-12-31T07:24:35.00...   \n",
+       "4  {'gsd': 10, 'created': '2025-12-31T07:18:51.00...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"collections\": [\n",
+    "        \"sentinel-2-l2a\"\n",
+    "    ],\n",
+    "    \"query\": {\n",
+    "        \"eo:cloud_cover\": {\n",
+    "            \"lt\": 15\n",
+    "        }\n",
+    "    }\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "json = response.json()\n",
+    "\n",
+    "print(f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&eo:cloud_cover%3C15\")\n",
+    "\n",
+    "df = pd.DataFrame.from_dict(json['features'])\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ed128efe-5741-4487-8639-ca53c7b39de4",
+   "metadata": {},
+   "source": [
+    "#### **Fields Extension**\n",
+    "\n",
+    "This extension allows users to control which attributes are **included** or **excluded** in search responses. This makes it possible to optimize query performance by **limiting the amount of returned data**, which is especially useful when working with large or complex Item objects.\n",
+    "\n",
+    "Through the **`fields`** parameter users can explicitly define which fields should be returned or omitted from the response.\n",
+    "\n",
+    "For GET requests, fields can be excluded by prefixing their names with a hyphen. For example, using `-geometry` removes the geometry object from the response. This provides a simple way to reduce response size while keeping only the information relevant to a given workflow."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "bf7b13d5-7f95-406f-a9bb-dddad0ebc8a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover%3C15&fields=-geometry\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...</td>\n",
+       "      <td>[-2.277998803053058, -80.22883981478951, 0.184...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:23:23.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T30CVS_2...</td>\n",
+       "      <td>[-8.277998803053059, -80.25203205661444, -2.48...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:25:36.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T29CNM_2...</td>\n",
+       "      <td>[-9.001058129404774, -80.25242038514605, -3.21...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:16.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20251231T051319_N0511_R133_T28CES_2...</td>\n",
+       "      <td>[-13.59074209711865, -80.24048353817358, -9.21...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:24:35.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20251231T050229_N0511_R133_T42FXM_2...</td>\n",
+       "      <td>[70.35704429215036, -48.83293960900481, 71.460...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-12-31T07:18:51.00...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S2B_MSIL2A_20251231T051319_N0511_R133_T31CDM_2...   \n",
+       "1  S2B_MSIL2A_20251231T051319_N0511_R133_T30CVS_2...   \n",
+       "2  S2B_MSIL2A_20251231T051319_N0511_R133_T29CNM_2...   \n",
+       "3  S2B_MSIL2A_20251231T051319_N0511_R133_T28CES_2...   \n",
+       "4  S2B_MSIL2A_20251231T050229_N0511_R133_T42FXM_2...   \n",
+       "\n",
+       "                                                bbox     type  \\\n",
+       "0  [-2.277998803053058, -80.22883981478951, 0.184...  Feature   \n",
+       "1  [-8.277998803053059, -80.25203205661444, -2.48...  Feature   \n",
+       "2  [-9.001058129404774, -80.25242038514605, -3.21...  Feature   \n",
+       "3  [-13.59074209711865, -80.24048353817358, -9.21...  Feature   \n",
+       "4  [70.35704429215036, -48.83293960900481, 71.460...  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets      collection  \\\n",
+       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
+       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
+       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
+       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
+       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...  sentinel-2-l2a   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'gsd': 10, 'created': '2025-12-31T07:23:23.00...   \n",
+       "1  {'gsd': 10, 'created': '2025-12-31T07:25:36.00...   \n",
+       "2  {'gsd': 10, 'created': '2025-12-31T07:24:16.00...   \n",
+       "3  {'gsd': 10, 'created': '2025-12-31T07:24:35.00...   \n",
+       "4  {'gsd': 10, 'created': '2025-12-31T07:18:51.00...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"collections\": [\n",
+    "        \"sentinel-2-l2a\"\n",
+    "    ],\n",
+    "    \"filter\": {\n",
+    "        \"op\": \"lt\",\n",
+    "        \"args\": [\n",
+    "            {\n",
+    "                \"property\": \"eo:cloud_cover\"\n",
+    "            },\n",
+    "            15\n",
+    "        ]\n",
+    "    },\n",
+    "    \"fields\": {\n",
+    "        \"exclude\": [\n",
+    "            \"geometry\"\n",
+    "        ]\n",
+    "    }\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "\n",
+    "json = response.json()\n",
+    "\n",
+    "print(f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover%3C15&fields=-geometry\")\n",
+    "\n",
+    "df = pd.DataFrame.from_dict(json['features'])\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52cdafb6-5799-4b39-9826-9d58f06bbaa7",
+   "metadata": {},
+   "source": [
+    "In the following example, the request is further restricted to return only the `assets` of each item."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "9dcc3f33-f848-47ac-ba59-eb671db10c82",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover%3C15&fields=assets\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>assets</th>\n",
+       "      <th>links</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              assets  \\\n",
+       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "5  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "6  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "7  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "8  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "9  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "\n",
+       "                                               links  \n",
+       "0  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "5  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "6  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "7  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "8  [{'rel': 'collection', 'type': 'application/js...  \n",
+       "9  [{'rel': 'collection', 'type': 'application/js...  "
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"collections\": [\n",
+    "        \"sentinel-2-l2a\"\n",
+    "    ],\n",
+    "    \"filter\": {\n",
+    "        \"op\": \"lt\",\n",
+    "        \"args\": [\n",
+    "            {\n",
+    "                \"property\": \"eo:cloud_cover\"\n",
+    "            },\n",
+    "            15\n",
+    "        ]\n",
+    "    },\n",
+    "    \"fields\": {\n",
+    "        \"include\": [\n",
+    "            \"assets\"\n",
+    "        ]\n",
+    "    }\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "json = response.json()\n",
+    "\n",
+    "print(f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&filter=eo:cloud_cover%3C15&fields=assets\")\n",
+    "\n",
+    "df = pd.DataFrame.from_dict(json['features'])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "205be0e0-96af-4e9b-9263-d2898ddb775a",
+   "metadata": {},
+   "source": [
+    "#### **Sort Extension**\n",
+    "\n",
+    "With this extension users are able to define **sorting** criteria for search results using the **`sortby`** parameter. Sorting can be applied to string, numeric, and datetime fields of an Item or its properties.\n",
+    "\n",
+    "Fields can be sorted in either **ascending** or **descending** order. **Multiple fields** may be specified to define a sorting priority.\n",
+    "\n",
+    "In GET requests, sorting fields are provided as a comma-separated list. A prefix may be used to indicate the sort order:\n",
+    "- `+` denotes ascending order (default)\n",
+    "- `-` denotes descending order\n",
+    "\n",
+    "In POST requests, sorting criteria are expressed as an array, which provides a structured way to define the sorting behavior. Each element of the array specifies a field and the desired order \\[`asc` (or `ascending`) and `desc` (or `descending`)].\n",
+    "\n",
+    "This extension gives explicit control over result ordering, which is particularly useful when paging through large result sets or comparing items based on specific metadata fields."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1c2d34a9-28e9-4d16-927f-9b3472644cc9",
+   "metadata": {},
+   "source": [
+    "In addition to the use of the `sortby` parameter, this query also includes the **`limit`** parameter, which defines the maximum number of Items to be returned in the response. The default value is set to 12."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "3f8283e0-a4b8-4731-9089-e40a67be8b96",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/items?filter=eo:cloud_cover%3C15&datetime=2025-01-01T00:00:00Z/2025-01-15T23:59:59Z&sortby=+properties.eo:cloud_cover&limit=10\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2B_MSIL2A_20250115T043029_N0511_R133_T45QXD_2...</td>\n",
+       "      <td>[88.664444, 20.851601, 89.027861, 21.692646]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[89.01644...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-15T07:22:11.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2B_MSIL2A_20250114T190459_N0511_R127_T05CMS_2...</td>\n",
+       "      <td>[-156.43536, -74.863265, -156.220227, -74.762472]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-156.220...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-14T23:33:48.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2B_MSIL2A_20250112T160529_N0511_R097_T17QLB_2...</td>\n",
+       "      <td>[-82.910307, 18.894431, -82.404586, 19.890114]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-82.4045...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-12T21:56:54.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20250111T215909_N0511_R086_T02LKJ_2...</td>\n",
+       "      <td>[-173.79563, -15.450678, -173.254328, -14.455833]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-173.254...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-11T23:29:04.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20250108T194719_N0511_R042_T10VEN_2...</td>\n",
+       "      <td>[-123.000374, 60.33627, -120.949436, 61.334442]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-120.983...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-08T23:35:08.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>S2B_MSIL2A_20250101T204019_N0511_R085_T45CWK_2...</td>\n",
+       "      <td>[86.99875, -82.012669, 94.069006, -81.007392]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[90.74373...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T22:39:28.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>S2A_MSIL2A_20250106T000731_N0511_R073_T57MTR_2...</td>\n",
+       "      <td>[156.297745, -4.122706, 156.409008, -3.61448]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.4090...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-06T02:48:01.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>S2A_MSIL2A_20250104T055231_N0511_R048_T43SBT_2...</td>\n",
+       "      <td>[71.754262, 33.309546, 72.956153, 34.324206]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[71.75426...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-04T09:50:28.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>S2B_MSIL2A_20250114T100259_N0511_R122_T32RQV_2...</td>\n",
+       "      <td>[11.086289, 30.62773, 11.392596, 31.618143]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[11.39259...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-14T13:23:07.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>S2B_MSIL2A_20250113T085229_N0511_R107_T34LBL_2...</td>\n",
+       "      <td>[18.227016, -13.641674, 18.47779, -12.649679]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[18.47779...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-13T12:09:51.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S2B_MSIL2A_20250115T043029_N0511_R133_T45QXD_2...   \n",
+       "1  S2B_MSIL2A_20250114T190459_N0511_R127_T05CMS_2...   \n",
+       "2  S2B_MSIL2A_20250112T160529_N0511_R097_T17QLB_2...   \n",
+       "3  S2B_MSIL2A_20250111T215909_N0511_R086_T02LKJ_2...   \n",
+       "4  S2B_MSIL2A_20250108T194719_N0511_R042_T10VEN_2...   \n",
+       "5  S2B_MSIL2A_20250101T204019_N0511_R085_T45CWK_2...   \n",
+       "6  S2A_MSIL2A_20250106T000731_N0511_R073_T57MTR_2...   \n",
+       "7  S2A_MSIL2A_20250104T055231_N0511_R048_T43SBT_2...   \n",
+       "8  S2B_MSIL2A_20250114T100259_N0511_R122_T32RQV_2...   \n",
+       "9  S2B_MSIL2A_20250113T085229_N0511_R107_T34LBL_2...   \n",
+       "\n",
+       "                                                bbox     type  \\\n",
+       "0       [88.664444, 20.851601, 89.027861, 21.692646]  Feature   \n",
+       "1  [-156.43536, -74.863265, -156.220227, -74.762472]  Feature   \n",
+       "2     [-82.910307, 18.894431, -82.404586, 19.890114]  Feature   \n",
+       "3  [-173.79563, -15.450678, -173.254328, -14.455833]  Feature   \n",
+       "4    [-123.000374, 60.33627, -120.949436, 61.334442]  Feature   \n",
+       "5      [86.99875, -82.012669, 94.069006, -81.007392]  Feature   \n",
+       "6      [156.297745, -4.122706, 156.409008, -3.61448]  Feature   \n",
+       "7       [71.754262, 33.309546, 72.956153, 34.324206]  Feature   \n",
+       "8        [11.086289, 30.62773, 11.392596, 31.618143]  Feature   \n",
+       "9      [18.227016, -13.641674, 18.47779, -12.649679]  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "5  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "6  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "7  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "8  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "9  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "5  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "6  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "7  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "8  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "9  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "\n",
+       "                                            geometry      collection  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[89.01644...  sentinel-2-l2a   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[-156.220...  sentinel-2-l2a   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[-82.4045...  sentinel-2-l2a   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[-173.254...  sentinel-2-l2a   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[-120.983...  sentinel-2-l2a   \n",
+       "5  {'type': 'Polygon', 'coordinates': [[[90.74373...  sentinel-2-l2a   \n",
+       "6  {'type': 'Polygon', 'coordinates': [[[156.4090...  sentinel-2-l2a   \n",
+       "7  {'type': 'Polygon', 'coordinates': [[[71.75426...  sentinel-2-l2a   \n",
+       "8  {'type': 'Polygon', 'coordinates': [[[11.39259...  sentinel-2-l2a   \n",
+       "9  {'type': 'Polygon', 'coordinates': [[[18.47779...  sentinel-2-l2a   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'gsd': 10, 'created': '2025-01-15T07:22:11.00...   \n",
+       "1  {'gsd': 10, 'created': '2025-01-14T23:33:48.00...   \n",
+       "2  {'gsd': 10, 'created': '2025-01-12T21:56:54.00...   \n",
+       "3  {'gsd': 10, 'created': '2025-01-11T23:29:04.00...   \n",
+       "4  {'gsd': 10, 'created': '2025-01-08T23:35:08.00...   \n",
+       "5  {'gsd': 10, 'created': '2025-01-01T22:39:28.00...   \n",
+       "6  {'gsd': 10, 'created': '2025-01-06T02:48:01.00...   \n",
+       "7  {'gsd': 10, 'created': '2025-01-04T09:50:28.00...   \n",
+       "8  {'gsd': 10, 'created': '2025-01-14T13:23:07.00...   \n",
+       "9  {'gsd': 10, 'created': '2025-01-13T12:09:51.00...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "1  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "2  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "3  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "4  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "5  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "6  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "7  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "8  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "9  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  "
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"collections\": [\"sentinel-2-l2a\"],\n",
+    "    \"query\": {\n",
+    "        \"eo:cloud_cover\": {\n",
+    "            \"gt\": 10\n",
+    "        }\n",
+    "    },\n",
+    "    \"datetime\": \"2025-01-01T00:00:00Z/2025-01-15T23:59:59Z\",\n",
+    "    \"sortby\": [\n",
+    "        {\n",
+    "            \"field\": \"eo:cloud_cover\",\n",
+    "            \"direction\": \"asc\"\n",
+    "        }\n",
+    "    ],\n",
+    "    \"limit\": 10\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "\n",
+    "json = response.json()\n",
+    "\n",
+    "print(f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/collections/sentinel-2-l2a/items?filter=eo:cloud_cover%3C15&datetime=2025-01-01T00:00:00Z/2025-01-15T23:59:59Z&sortby=+properties.eo:cloud_cover&limit=10\")\n",
+    "\n",
+    "df = pd.DataFrame.from_dict(json['features'])\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "41502181-7a15-41b3-9375-a76cab280a23",
+   "metadata": {},
+   "source": [
+    "To verify that the query sorts the results correctly, we can inspect the cloud cover values of the returned products."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "60fa8c02-9f39-4c9b-b234-8e9c08c01b11",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>properties.eo:cloud_cover</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2B_MSIL2A_20250115T043029_N0511_R133_T45QXD_2...</td>\n",
+       "      <td>10.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2B_MSIL2A_20250114T190459_N0511_R127_T05CMS_2...</td>\n",
+       "      <td>10.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2B_MSIL2A_20250112T160529_N0511_R097_T17QLB_2...</td>\n",
+       "      <td>10.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20250111T215909_N0511_R086_T02LKJ_2...</td>\n",
+       "      <td>10.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20250108T194719_N0511_R042_T10VEN_2...</td>\n",
+       "      <td>10.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>S2B_MSIL2A_20250101T204019_N0511_R085_T45CWK_2...</td>\n",
+       "      <td>10.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>S2A_MSIL2A_20250106T000731_N0511_R073_T57MTR_2...</td>\n",
+       "      <td>10.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>S2A_MSIL2A_20250104T055231_N0511_R048_T43SBT_2...</td>\n",
+       "      <td>10.01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>S2B_MSIL2A_20250114T100259_N0511_R122_T32RQV_2...</td>\n",
+       "      <td>10.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>S2B_MSIL2A_20250113T085229_N0511_R107_T34LBL_2...</td>\n",
+       "      <td>10.02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S2B_MSIL2A_20250115T043029_N0511_R133_T45QXD_2...   \n",
+       "1  S2B_MSIL2A_20250114T190459_N0511_R127_T05CMS_2...   \n",
+       "2  S2B_MSIL2A_20250112T160529_N0511_R097_T17QLB_2...   \n",
+       "3  S2B_MSIL2A_20250111T215909_N0511_R086_T02LKJ_2...   \n",
+       "4  S2B_MSIL2A_20250108T194719_N0511_R042_T10VEN_2...   \n",
+       "5  S2B_MSIL2A_20250101T204019_N0511_R085_T45CWK_2...   \n",
+       "6  S2A_MSIL2A_20250106T000731_N0511_R073_T57MTR_2...   \n",
+       "7  S2A_MSIL2A_20250104T055231_N0511_R048_T43SBT_2...   \n",
+       "8  S2B_MSIL2A_20250114T100259_N0511_R122_T32RQV_2...   \n",
+       "9  S2B_MSIL2A_20250113T085229_N0511_R107_T34LBL_2...   \n",
+       "\n",
+       "   properties.eo:cloud_cover  \n",
+       "0                      10.01  \n",
+       "1                      10.01  \n",
+       "2                      10.01  \n",
+       "3                      10.01  \n",
+       "4                      10.01  \n",
+       "5                      10.01  \n",
+       "6                      10.01  \n",
+       "7                      10.01  \n",
+       "8                      10.02  \n",
+       "9                      10.02  "
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_cc = pd.json_normalize(json[\"features\"], sep=\".\")\n",
+    "df_cc[[\"id\", \"properties.eo:cloud_cover\"]]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3dcb095c-f148-4319-8403-342ea29708dd",
+   "metadata": {},
+   "source": [
+    "#### **Resto query equivalents in STAC**\n",
+    "\n",
+    "With the concepts introduced above, we can now attempt to translate selected Resto queries into their STAC equivalents. This section demonstrates how typical filtering patterns used in the Resto can be remapped to STAC search requests, highlighting the differences in syntax while preserving the original query intent."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "8f09219c-70d0-4cce-ba55-331ca9b679bc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stac_url = \"https://stac.dataspace.copernicus.eu/v1/search\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5e2343de-a370-4411-b1ed-1f9856c38d4e",
+   "metadata": {},
+   "source": [
+    "This code queries the Sentinel-2 L2A collection for items from January 1 to January 31, 2025, using the collection name, datetime range, a limit of 20 results, and sorting by datetime in ascending order."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "82854c1c-c0cb-4ac7-aac8-dbbc0941d7fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2025-01-01T00:00:00Z/2025-01-31T23:59:59Z&limit=20&sortby=+datetime\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NVH_2...</td>\n",
+       "      <td>[158.093982, 6.243793, 158.745574, 7.155754]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.0939...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:44:17.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NVG_2...</td>\n",
+       "      <td>[158.095521, 5.339213, 158.599385, 6.33265]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.2868...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:30:22.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NVF_2...</td>\n",
+       "      <td>[158.096981, 5.31548, 158.396634, 5.427753]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.3183...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:23:15.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NUJ_2...</td>\n",
+       "      <td>[157.188064, 7.145259, 158.12463, 7.360241]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1880...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:27:52.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NUH_2...</td>\n",
+       "      <td>[157.188619, 6.241466, 158.184617, 7.235884]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.7636...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:47:52.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NUG_2...</td>\n",
+       "      <td>[157.191994, 5.367592, 158.185873, 6.332402]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:33:24.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NUF_2...</td>\n",
+       "      <td>[157.949753, 5.367593, 158.185869, 5.427677]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[158.1858...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:24:35.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NTJ_2...</td>\n",
+       "      <td>[156.281374, 7.140815, 157.277502, 7.532774]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2813...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:28:04.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NTH_2...</td>\n",
+       "      <td>[156.283325, 6.237589, 157.280668, 7.234569]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.2833...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:36:42.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T57NTG_2...</td>\n",
+       "      <td>[156.288384, 5.591788, 157.282626, 6.330194]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2826...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:44:40.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T56NRP_2...</td>\n",
+       "      <td>[156.058923, 7.133902, 156.711379, 7.556189]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.0589...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:27:53.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T56NRN_2...</td>\n",
+       "      <td>[155.860957, 6.231558, 156.70932, 7.227175]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[155.8609...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:31:26.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000439_N0511_R073_T56NRM_2...</td>\n",
+       "      <td>[155.784722, 5.718646, 156.702422, 6.32492]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6984...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:34:52.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T57NUA_2...</td>\n",
+       "      <td>[157.202748, 0.157188, 157.360626, 0.798383]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.2027...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:22:58.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T57NTB_2...</td>\n",
+       "      <td>[156.304301, 0.81552, 157.139021, 1.025204]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:23:51.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T57NTA_2...</td>\n",
+       "      <td>[156.304464, 0.157188, 157.290683, 0.904207]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[157.1290...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:28:27.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T56NRG_2...</td>\n",
+       "      <td>[155.695115, 0.814734, 156.680581, 1.15563]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[155.6954...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:24:32.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T56NRF_2...</td>\n",
+       "      <td>[155.695053, 0.303835, 156.680494, 0.903904]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[156.6802...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:25:56.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T56NQG_2...</td>\n",
+       "      <td>[154.796875, 0.81546, 155.783269, 1.325109]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[154.7972...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:33:19.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>S2B_MSIL2A_20250101T000619_N0511_R073_T56NQF_2...</td>\n",
+       "      <td>[154.796872, 0.515161, 155.782977, 0.904464]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[155.7828...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-01-01T01:30:31.00...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   id  \\\n",
+       "0   S2B_MSIL2A_20250101T000439_N0511_R073_T57NVH_2...   \n",
+       "1   S2B_MSIL2A_20250101T000439_N0511_R073_T57NVG_2...   \n",
+       "2   S2B_MSIL2A_20250101T000439_N0511_R073_T57NVF_2...   \n",
+       "3   S2B_MSIL2A_20250101T000439_N0511_R073_T57NUJ_2...   \n",
+       "4   S2B_MSIL2A_20250101T000439_N0511_R073_T57NUH_2...   \n",
+       "5   S2B_MSIL2A_20250101T000439_N0511_R073_T57NUG_2...   \n",
+       "6   S2B_MSIL2A_20250101T000439_N0511_R073_T57NUF_2...   \n",
+       "7   S2B_MSIL2A_20250101T000439_N0511_R073_T57NTJ_2...   \n",
+       "8   S2B_MSIL2A_20250101T000439_N0511_R073_T57NTH_2...   \n",
+       "9   S2B_MSIL2A_20250101T000439_N0511_R073_T57NTG_2...   \n",
+       "10  S2B_MSIL2A_20250101T000439_N0511_R073_T56NRP_2...   \n",
+       "11  S2B_MSIL2A_20250101T000439_N0511_R073_T56NRN_2...   \n",
+       "12  S2B_MSIL2A_20250101T000439_N0511_R073_T56NRM_2...   \n",
+       "13  S2B_MSIL2A_20250101T000619_N0511_R073_T57NUA_2...   \n",
+       "14  S2B_MSIL2A_20250101T000619_N0511_R073_T57NTB_2...   \n",
+       "15  S2B_MSIL2A_20250101T000619_N0511_R073_T57NTA_2...   \n",
+       "16  S2B_MSIL2A_20250101T000619_N0511_R073_T56NRG_2...   \n",
+       "17  S2B_MSIL2A_20250101T000619_N0511_R073_T56NRF_2...   \n",
+       "18  S2B_MSIL2A_20250101T000619_N0511_R073_T56NQG_2...   \n",
+       "19  S2B_MSIL2A_20250101T000619_N0511_R073_T56NQF_2...   \n",
+       "\n",
+       "                                            bbox     type  \\\n",
+       "0   [158.093982, 6.243793, 158.745574, 7.155754]  Feature   \n",
+       "1    [158.095521, 5.339213, 158.599385, 6.33265]  Feature   \n",
+       "2    [158.096981, 5.31548, 158.396634, 5.427753]  Feature   \n",
+       "3    [157.188064, 7.145259, 158.12463, 7.360241]  Feature   \n",
+       "4   [157.188619, 6.241466, 158.184617, 7.235884]  Feature   \n",
+       "5   [157.191994, 5.367592, 158.185873, 6.332402]  Feature   \n",
+       "6   [157.949753, 5.367593, 158.185869, 5.427677]  Feature   \n",
+       "7   [156.281374, 7.140815, 157.277502, 7.532774]  Feature   \n",
+       "8   [156.283325, 6.237589, 157.280668, 7.234569]  Feature   \n",
+       "9   [156.288384, 5.591788, 157.282626, 6.330194]  Feature   \n",
+       "10  [156.058923, 7.133902, 156.711379, 7.556189]  Feature   \n",
+       "11   [155.860957, 6.231558, 156.70932, 7.227175]  Feature   \n",
+       "12   [155.784722, 5.718646, 156.702422, 6.32492]  Feature   \n",
+       "13  [157.202748, 0.157188, 157.360626, 0.798383]  Feature   \n",
+       "14   [156.304301, 0.81552, 157.139021, 1.025204]  Feature   \n",
+       "15  [156.304464, 0.157188, 157.290683, 0.904207]  Feature   \n",
+       "16   [155.695115, 0.814734, 156.680581, 1.15563]  Feature   \n",
+       "17  [155.695053, 0.303835, 156.680494, 0.903904]  Feature   \n",
+       "18   [154.796875, 0.81546, 155.783269, 1.325109]  Feature   \n",
+       "19  [154.796872, 0.515161, 155.782977, 0.904464]  Feature   \n",
+       "\n",
+       "                                                links  \\\n",
+       "0   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "5   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "6   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "7   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "8   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "9   [{'rel': 'collection', 'type': 'application/js...   \n",
+       "10  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "11  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "12  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "13  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "14  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "15  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "16  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "17  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "18  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "19  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                               assets  \\\n",
+       "0   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "1   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "2   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "3   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "4   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "5   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "6   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "7   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "8   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "9   {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "10  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "11  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "12  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "13  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "14  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "15  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "16  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "17  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "18  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "19  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "\n",
+       "                                             geometry      collection  \\\n",
+       "0   {'type': 'Polygon', 'coordinates': [[[158.0939...  sentinel-2-l2a   \n",
+       "1   {'type': 'Polygon', 'coordinates': [[[158.2868...  sentinel-2-l2a   \n",
+       "2   {'type': 'Polygon', 'coordinates': [[[158.3183...  sentinel-2-l2a   \n",
+       "3   {'type': 'Polygon', 'coordinates': [[[157.1880...  sentinel-2-l2a   \n",
+       "4   {'type': 'Polygon', 'coordinates': [[[157.7636...  sentinel-2-l2a   \n",
+       "5   {'type': 'Polygon', 'coordinates': [[[158.1858...  sentinel-2-l2a   \n",
+       "6   {'type': 'Polygon', 'coordinates': [[[158.1858...  sentinel-2-l2a   \n",
+       "7   {'type': 'Polygon', 'coordinates': [[[156.2813...  sentinel-2-l2a   \n",
+       "8   {'type': 'Polygon', 'coordinates': [[[156.2833...  sentinel-2-l2a   \n",
+       "9   {'type': 'Polygon', 'coordinates': [[[157.2826...  sentinel-2-l2a   \n",
+       "10  {'type': 'Polygon', 'coordinates': [[[156.0589...  sentinel-2-l2a   \n",
+       "11  {'type': 'Polygon', 'coordinates': [[[155.8609...  sentinel-2-l2a   \n",
+       "12  {'type': 'Polygon', 'coordinates': [[[156.6984...  sentinel-2-l2a   \n",
+       "13  {'type': 'Polygon', 'coordinates': [[[157.2027...  sentinel-2-l2a   \n",
+       "14  {'type': 'Polygon', 'coordinates': [[[157.1290...  sentinel-2-l2a   \n",
+       "15  {'type': 'Polygon', 'coordinates': [[[157.1290...  sentinel-2-l2a   \n",
+       "16  {'type': 'Polygon', 'coordinates': [[[155.6954...  sentinel-2-l2a   \n",
+       "17  {'type': 'Polygon', 'coordinates': [[[156.6802...  sentinel-2-l2a   \n",
+       "18  {'type': 'Polygon', 'coordinates': [[[154.7972...  sentinel-2-l2a   \n",
+       "19  {'type': 'Polygon', 'coordinates': [[[155.7828...  sentinel-2-l2a   \n",
+       "\n",
+       "                                           properties  \\\n",
+       "0   {'gsd': 10, 'created': '2025-01-01T01:44:17.00...   \n",
+       "1   {'gsd': 10, 'created': '2025-01-01T01:30:22.00...   \n",
+       "2   {'gsd': 10, 'created': '2025-01-01T01:23:15.00...   \n",
+       "3   {'gsd': 10, 'created': '2025-01-01T01:27:52.00...   \n",
+       "4   {'gsd': 10, 'created': '2025-01-01T01:47:52.00...   \n",
+       "5   {'gsd': 10, 'created': '2025-01-01T01:33:24.00...   \n",
+       "6   {'gsd': 10, 'created': '2025-01-01T01:24:35.00...   \n",
+       "7   {'gsd': 10, 'created': '2025-01-01T01:28:04.00...   \n",
+       "8   {'gsd': 10, 'created': '2025-01-01T01:36:42.00...   \n",
+       "9   {'gsd': 10, 'created': '2025-01-01T01:44:40.00...   \n",
+       "10  {'gsd': 10, 'created': '2025-01-01T01:27:53.00...   \n",
+       "11  {'gsd': 10, 'created': '2025-01-01T01:31:26.00...   \n",
+       "12  {'gsd': 10, 'created': '2025-01-01T01:34:52.00...   \n",
+       "13  {'gsd': 10, 'created': '2025-01-01T01:22:58.00...   \n",
+       "14  {'gsd': 10, 'created': '2025-01-01T01:23:51.00...   \n",
+       "15  {'gsd': 10, 'created': '2025-01-01T01:28:27.00...   \n",
+       "16  {'gsd': 10, 'created': '2025-01-01T01:24:32.00...   \n",
+       "17  {'gsd': 10, 'created': '2025-01-01T01:25:56.00...   \n",
+       "18  {'gsd': 10, 'created': '2025-01-01T01:33:19.00...   \n",
+       "19  {'gsd': 10, 'created': '2025-01-01T01:30:31.00...   \n",
+       "\n",
+       "                                      stac_extensions stac_version  \n",
+       "0   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "1   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "2   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "3   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "4   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "5   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "6   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "7   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "8   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "9   [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "10  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "11  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "12  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "13  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "14  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "15  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "16  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "17  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "18  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "19  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  "
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"collections\": [\"sentinel-2-l2a\"],\n",
+    "    \"datetime\": \"2025-01-01T00:00:00Z/2025-01-31T23:59:59Z\",\n",
+    "    \"limit\": 20,\n",
+    "    \"sortby\": [\n",
+    "        {\"field\": \"datetime\", \n",
+    "         \"direction\": \"asc\"}\n",
+    "    ]\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "\n",
+    "json = response.json()\n",
+    "\n",
+    "print(f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2025-01-01T00:00:00Z/2025-01-31T23:59:59Z&limit=20&sortby=+datetime\")\n",
+    "\n",
+    "df_features = pd.DataFrame(json[\"features\"])\n",
+    "df_features"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c48b03fb-ad4d-4fb7-a721-5e5b8968af31",
+   "metadata": {},
+   "source": [
+    "This code queries the Sentinel-2 L2A collection for items between June 21 and September 22, 2021, that intersect the point at coordinates [21.01, 52.22] and have a cloud cover between 0% and 10%."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "7cb7a76b-f10c-4a26-b1dd-1f24fbffe3f8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2021-06-21T00%3A00%3A00Z%2F2021-09-22T23%3A59%3A59Z&intersects=%7B%22type%22%3A%22Point%22%2C%22coordinates%22%3A%5B21.01%2C52.22%5D%7D&filter=eo%3Acloud_cover%20%3C%3D%2010\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2B_MSIL2A_20210909T095029_N0500_R079_T34UEC_2...</td>\n",
+       "      <td>[20.999706, 51.360232, 21.963602, 52.350473]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96360...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2023-03-13T01:48:59.09...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2B_MSIL2A_20210909T095029_N0500_R079_T34UDC_2...</td>\n",
+       "      <td>[19.531529, 51.354432, 21.143291, 52.350386]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2023-03-13T01:53:31.43...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2A_MSIL2A_20210904T095031_N0500_R079_T34UEC_2...</td>\n",
+       "      <td>[20.999706, 51.360262, 21.960142, 52.350473]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96014...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2023-03-12T16:22:37.90...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20210807T094029_N0500_R036_T34UEC_2...</td>\n",
+       "      <td>[20.999706, 51.352634, 22.611384, 52.350473]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2023-02-14T13:47:12.87...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20210711T095029_N0500_R079_T34UEC_2...</td>\n",
+       "      <td>[20.999706, 51.360286, 21.955875, 52.350473]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.95587...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2023-03-15T08:23:16.75...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>S2B_MSIL2A_20210708T094029_N0500_R036_T34UEC_2...</td>\n",
+       "      <td>[20.999706, 51.352634, 22.611384, 52.350473]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[20.99970...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2023-03-16T17:59:14.58...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>S2B_MSIL2A_20210621T095029_N0500_R079_T34UEC_2...</td>\n",
+       "      <td>[20.999706, 51.360262, 21.960388, 52.350473]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[21.96038...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2023-06-10T22:54:38.64...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>S2B_MSIL2A_20210621T095029_N0500_R079_T34UDC_2...</td>\n",
+       "      <td>[19.531529, 51.354432, 21.143291, 52.350386]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[19.53152...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2023-06-10T22:58:56.96...</td>\n",
+       "      <td>[https://stac-extensions.github.io/eo/v2.0.0/s...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S2B_MSIL2A_20210909T095029_N0500_R079_T34UEC_2...   \n",
+       "1  S2B_MSIL2A_20210909T095029_N0500_R079_T34UDC_2...   \n",
+       "2  S2A_MSIL2A_20210904T095031_N0500_R079_T34UEC_2...   \n",
+       "3  S2B_MSIL2A_20210807T094029_N0500_R036_T34UEC_2...   \n",
+       "4  S2B_MSIL2A_20210711T095029_N0500_R079_T34UEC_2...   \n",
+       "5  S2B_MSIL2A_20210708T094029_N0500_R036_T34UEC_2...   \n",
+       "6  S2B_MSIL2A_20210621T095029_N0500_R079_T34UEC_2...   \n",
+       "7  S2B_MSIL2A_20210621T095029_N0500_R079_T34UDC_2...   \n",
+       "\n",
+       "                                           bbox     type  \\\n",
+       "0  [20.999706, 51.360232, 21.963602, 52.350473]  Feature   \n",
+       "1  [19.531529, 51.354432, 21.143291, 52.350386]  Feature   \n",
+       "2  [20.999706, 51.360262, 21.960142, 52.350473]  Feature   \n",
+       "3  [20.999706, 51.352634, 22.611384, 52.350473]  Feature   \n",
+       "4  [20.999706, 51.360286, 21.955875, 52.350473]  Feature   \n",
+       "5  [20.999706, 51.352634, 22.611384, 52.350473]  Feature   \n",
+       "6  [20.999706, 51.360262, 21.960388, 52.350473]  Feature   \n",
+       "7  [19.531529, 51.354432, 21.143291, 52.350386]  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "5  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "6  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "7  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "5  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "6  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "7  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "\n",
+       "                                            geometry      collection  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[21.96360...  sentinel-2-l2a   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[19.53152...  sentinel-2-l2a   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[21.96014...  sentinel-2-l2a   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[20.99970...  sentinel-2-l2a   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[21.95587...  sentinel-2-l2a   \n",
+       "5  {'type': 'Polygon', 'coordinates': [[[20.99970...  sentinel-2-l2a   \n",
+       "6  {'type': 'Polygon', 'coordinates': [[[21.96038...  sentinel-2-l2a   \n",
+       "7  {'type': 'Polygon', 'coordinates': [[[19.53152...  sentinel-2-l2a   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'gsd': 10, 'created': '2023-03-13T01:48:59.09...   \n",
+       "1  {'gsd': 10, 'created': '2023-03-13T01:53:31.43...   \n",
+       "2  {'gsd': 10, 'created': '2023-03-12T16:22:37.90...   \n",
+       "3  {'gsd': 10, 'created': '2023-02-14T13:47:12.87...   \n",
+       "4  {'gsd': 10, 'created': '2023-03-15T08:23:16.75...   \n",
+       "5  {'gsd': 10, 'created': '2023-03-16T17:59:14.58...   \n",
+       "6  {'gsd': 10, 'created': '2023-06-10T22:54:38.64...   \n",
+       "7  {'gsd': 10, 'created': '2023-06-10T22:58:56.96...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "1  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "2  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "3  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "4  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "5  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "6  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  \n",
+       "7  [https://stac-extensions.github.io/eo/v2.0.0/s...        1.1.0  "
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"collections\": [\"sentinel-2-l2a\"],\n",
+    "    \"datetime\": \"2021-06-21T00:00:00Z/2021-09-22T23:59:59Z\",\n",
+    "    \"intersects\": {\n",
+    "        \"type\": \"Point\",\n",
+    "        \"coordinates\": [21.01, 52.22]\n",
+    "    },\n",
+    "    \"query\": {\n",
+    "        \"eo:cloud_cover\": {\n",
+    "            \"gte\": 0,\n",
+    "            \"lte\": 10\n",
+    "        }\n",
+    "    }\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "\n",
+    "json = response.json()\n",
+    "\n",
+    "print(f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2021-06-21T00%3A00%3A00Z%2F2021-09-22T23%3A59%3A59Z&intersects=%7B%22type%22%3A%22Point%22%2C%22coordinates%22%3A%5B21.01%2C52.22%5D%7D&filter=eo%3Acloud_cover%20%3C%3D%2010\")\n",
+    "      \n",
+    "df_features = pd.DataFrame(json[\"features\"])\n",
+    "df_features"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1493c22f-309a-40b0-9a3f-99636c1e1e48",
+   "metadata": {},
+   "source": [
+    "This code queries the Sentinel-2 L2A collection for items between June 11 and June 22, 2022, within the bounding box [4, 51, 4.5, 52], with cloud cover between 0% and 10%, limiting the results to 10 items."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "3fdb653d-a36e-4c2a-9647-9d93efce3d58",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2022-06-11T00%3A00%3A00Z%2F2022-06-22T23%3A59%3A59Z&bbox=4,51,4.5,52&filter=eo%3Acloud_cover%20%3E%3D%200%20AND%20eo%3Acloud_cover%20%3C%3D%2010&limit=10\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S2A_MSIL2A_20220622T105631_N0510_R094_T31UET_2...</td>\n",
+       "      <td>[2.999706370881351, 51.357799703919795, 4.3256...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[4.325619...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-02-15T08:31:15.80...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S2A_MSIL2A_20220616T103631_N0510_R008_T31UFT_2...</td>\n",
+       "      <td>[4.436120625123461, 51.32452335478603, 6.07775...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[4.436848...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-02-14T19:06:43.50...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S2B_MSIL2A_20220614T104629_N0510_R051_T31UFS_2...</td>\n",
+       "      <td>[4.408715109637645, 50.42809119252208, 6.01702...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[5.968085...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-02-14T14:34:10.93...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S2B_MSIL2A_20220611T103629_N0510_R008_T31UFS_2...</td>\n",
+       "      <td>[4.408715109637645, 50.42629366061962, 6.01702...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[4.436812...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-02-14T08:11:38.91...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S2B_MSIL2A_20220611T103629_N0510_R008_T31UES_2...</td>\n",
+       "      <td>[4.064087128317525, 50.453523278919015, 4.5795...</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[4.064087...</td>\n",
+       "      <td>sentinel-2-l2a</td>\n",
+       "      <td>{'gsd': 10, 'created': '2025-02-14T08:11:38.75...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S2A_MSIL2A_20220622T105631_N0510_R094_T31UET_2...   \n",
+       "1  S2A_MSIL2A_20220616T103631_N0510_R008_T31UFT_2...   \n",
+       "2  S2B_MSIL2A_20220614T104629_N0510_R051_T31UFS_2...   \n",
+       "3  S2B_MSIL2A_20220611T103629_N0510_R008_T31UFS_2...   \n",
+       "4  S2B_MSIL2A_20220611T103629_N0510_R008_T31UES_2...   \n",
+       "\n",
+       "                                                bbox     type  \\\n",
+       "0  [2.999706370881351, 51.357799703919795, 4.3256...  Feature   \n",
+       "1  [4.436120625123461, 51.32452335478603, 6.07775...  Feature   \n",
+       "2  [4.408715109637645, 50.42809119252208, 6.01702...  Feature   \n",
+       "3  [4.408715109637645, 50.42629366061962, 6.01702...  Feature   \n",
+       "4  [4.064087128317525, 50.453523278919015, 4.5795...  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "1  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "2  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "3  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "4  {'AOT_10m': {'href': 's3://eodata/Sentinel-2/M...   \n",
+       "\n",
+       "                                            geometry      collection  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[4.325619...  sentinel-2-l2a   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[4.436848...  sentinel-2-l2a   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[5.968085...  sentinel-2-l2a   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[4.436812...  sentinel-2-l2a   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[4.064087...  sentinel-2-l2a   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'gsd': 10, 'created': '2025-02-15T08:31:15.80...   \n",
+       "1  {'gsd': 10, 'created': '2025-02-14T19:06:43.50...   \n",
+       "2  {'gsd': 10, 'created': '2025-02-14T14:34:10.93...   \n",
+       "3  {'gsd': 10, 'created': '2025-02-14T08:11:38.91...   \n",
+       "4  {'gsd': 10, 'created': '2025-02-14T08:11:38.75...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"collections\": [\"sentinel-2-l2a\"],\n",
+    "    \"datetime\": \"2022-06-11T00:00:00Z/2022-06-22T23:59:59Z\",\n",
+    "    \"bbox\": [4, 51, 4.5, 52],\n",
+    "    \"limit\": 10,\n",
+    "    \"query\": {\n",
+    "        \"eo:cloud_cover\": {\n",
+    "            \"gte\": 0,\n",
+    "            \"lte\": 10\n",
+    "        }\n",
+    "    }\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "\n",
+    "json = response.json()\n",
+    "\n",
+    "print(f\"HTTPS GET Request: https://stac.dataspace.copernicus.eu/v1/search?collections=sentinel-2-l2a&datetime=2022-06-11T00%3A00%3A00Z%2F2022-06-22T23%3A59%3A59Z&bbox=4,51,4.5,52&filter=eo%3Acloud_cover%20%3E%3D%200%20AND%20eo%3Acloud_cover%20%3C%3D%2010&limit=10\")\n",
+    "\n",
+    "df_features = pd.DataFrame(json[\"features\"])\n",
+    "df_features"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9596d2c8-f13c-4fa1-bc50-0ffec6ccbf7c",
+   "metadata": {},
+   "source": [
+    "This code uses the query parameter to search the Sentinel-1 GRD collection for items where the product type is `IW_GRDH_1S` and the polarization is `VV&VH`, returning up to 10 results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "ff59624f-0511-46f8-ae7b-af71c6efe1f8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061257_20251231T0613...</td>\n",
+       "      <td>[-4.961516, 29.132935, -2.043568, 30.6371]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.28483...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:01:17.880940Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061232_20251231T0612...</td>\n",
+       "      <td>[-4.750492, 30.215359, -1.708874, 32.141827]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.04354...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:01:18.350244Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061207_20251231T0612...</td>\n",
+       "      <td>[-4.460252, 31.722683, -1.369323, 33.646049]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.70885...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:12:00.285895Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061142_20251231T0612...</td>\n",
+       "      <td>[-4.168624, 33.229343, -1.009401, 35.147907]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.3693,...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:12:01.441023Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061117_20251231T0611...</td>\n",
+       "      <td>[-3.860411, 34.733044, -0.639349, 36.648712]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.00938...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:58.380623Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061052_20251231T0611...</td>\n",
+       "      <td>[-3.545959, 36.235367, -0.277303, 38.150902]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.63932...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:58.937265Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061027_20251231T0610...</td>\n",
+       "      <td>[-3.243545, 37.739258, 0.093031, 39.652462]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.27728...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:47.595395Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061002_20251231T0610...</td>\n",
+       "      <td>[-2.937376, 39.242229, 0.463011, 41.154549]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[0.093054...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:48.024200Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T060937_20251231T0610...</td>\n",
+       "      <td>[-2.63635, 40.745724, 0.852503, 42.654728]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[0.463035...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:12:00.578034Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T060912_20251231T0609...</td>\n",
+       "      <td>[-2.321066, 42.246735, 1.270123, 44.15239]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[0.852526...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:59.740213Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S1A_IW_GRDH_1SDV_20251231T061257_20251231T0613...   \n",
+       "1  S1A_IW_GRDH_1SDV_20251231T061232_20251231T0612...   \n",
+       "2  S1A_IW_GRDH_1SDV_20251231T061207_20251231T0612...   \n",
+       "3  S1A_IW_GRDH_1SDV_20251231T061142_20251231T0612...   \n",
+       "4  S1A_IW_GRDH_1SDV_20251231T061117_20251231T0611...   \n",
+       "5  S1A_IW_GRDH_1SDV_20251231T061052_20251231T0611...   \n",
+       "6  S1A_IW_GRDH_1SDV_20251231T061027_20251231T0610...   \n",
+       "7  S1A_IW_GRDH_1SDV_20251231T061002_20251231T0610...   \n",
+       "8  S1A_IW_GRDH_1SDV_20251231T060937_20251231T0610...   \n",
+       "9  S1A_IW_GRDH_1SDV_20251231T060912_20251231T0609...   \n",
+       "\n",
+       "                                           bbox     type  \\\n",
+       "0    [-4.961516, 29.132935, -2.043568, 30.6371]  Feature   \n",
+       "1  [-4.750492, 30.215359, -1.708874, 32.141827]  Feature   \n",
+       "2  [-4.460252, 31.722683, -1.369323, 33.646049]  Feature   \n",
+       "3  [-4.168624, 33.229343, -1.009401, 35.147907]  Feature   \n",
+       "4  [-3.860411, 34.733044, -0.639349, 36.648712]  Feature   \n",
+       "5  [-3.545959, 36.235367, -0.277303, 38.150902]  Feature   \n",
+       "6   [-3.243545, 37.739258, 0.093031, 39.652462]  Feature   \n",
+       "7   [-2.937376, 39.242229, 0.463011, 41.154549]  Feature   \n",
+       "8    [-2.63635, 40.745724, 0.852503, 42.654728]  Feature   \n",
+       "9    [-2.321066, 42.246735, 1.270123, 44.15239]  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "5  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "6  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "7  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "8  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "9  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "1  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "2  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "3  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "4  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "5  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "6  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "7  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "8  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "9  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "\n",
+       "                                            geometry      collection  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[-2.28483...  sentinel-1-grd   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[-2.04354...  sentinel-1-grd   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[-1.70885...  sentinel-1-grd   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[-1.3693,...  sentinel-1-grd   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[-1.00938...  sentinel-1-grd   \n",
+       "5  {'type': 'Polygon', 'coordinates': [[[-0.63932...  sentinel-1-grd   \n",
+       "6  {'type': 'Polygon', 'coordinates': [[[-0.27728...  sentinel-1-grd   \n",
+       "7  {'type': 'Polygon', 'coordinates': [[[0.093054...  sentinel-1-grd   \n",
+       "8  {'type': 'Polygon', 'coordinates': [[[0.463035...  sentinel-1-grd   \n",
+       "9  {'type': 'Polygon', 'coordinates': [[[0.852526...  sentinel-1-grd   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'created': '2025-12-31T06:01:17.880940Z', 'ex...   \n",
+       "1  {'created': '2025-12-31T06:01:18.350244Z', 'ex...   \n",
+       "2  {'created': '2025-12-31T06:12:00.285895Z', 'ex...   \n",
+       "3  {'created': '2025-12-31T06:12:01.441023Z', 'ex...   \n",
+       "4  {'created': '2025-12-31T06:11:58.380623Z', 'ex...   \n",
+       "5  {'created': '2025-12-31T06:11:58.937265Z', 'ex...   \n",
+       "6  {'created': '2025-12-31T06:11:47.595395Z', 'ex...   \n",
+       "7  {'created': '2025-12-31T06:11:48.024200Z', 'ex...   \n",
+       "8  {'created': '2025-12-31T06:12:00.578034Z', 'ex...   \n",
+       "9  {'created': '2025-12-31T06:11:59.740213Z', 'ex...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "5  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "6  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "7  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "8  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "9  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"collections\": [\"sentinel-1-grd\"],\n",
+    "    \"query\": {\n",
+    "        \"product:type\": {\"eq\": \"IW_GRDH_1S\"},\n",
+    "        \"sar:polarizations\": {\"eq\": [\"VV\", \"VH\"]}\n",
+    "    },\n",
+    "    \"limit\": 10\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "\n",
+    "json = response.json()\n",
+    "\n",
+    "\n",
+    "df_features = pd.DataFrame(json[\"features\"])\n",
+    "df_features"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e104a7e9-621c-4a6c-b83d-05beb58d45e4",
+   "metadata": {},
+   "source": [
+    "This code uses the filter parameter to search the Sentinel-1 GRD collection for items where the product type is `IW_GRDH_1S` and the polarization is `VV&VH`, returning up to 10 results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "91607e63-9b91-4c92-bd3e-f8551c699da3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>bbox</th>\n",
+       "      <th>type</th>\n",
+       "      <th>links</th>\n",
+       "      <th>assets</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>properties</th>\n",
+       "      <th>stac_extensions</th>\n",
+       "      <th>stac_version</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061257_20251231T0613...</td>\n",
+       "      <td>[-4.961516, 29.132935, -2.043568, 30.6371]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.28483...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:01:17.880940Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061232_20251231T0612...</td>\n",
+       "      <td>[-4.750492, 30.215359, -1.708874, 32.141827]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-2.04354...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:01:18.350244Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061207_20251231T0612...</td>\n",
+       "      <td>[-4.460252, 31.722683, -1.369323, 33.646049]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.70885...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:12:00.285895Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061142_20251231T0612...</td>\n",
+       "      <td>[-4.168624, 33.229343, -1.009401, 35.147907]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.3693,...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:12:01.441023Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061117_20251231T0611...</td>\n",
+       "      <td>[-3.860411, 34.733044, -0.639349, 36.648712]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-1.00938...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:58.380623Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061052_20251231T0611...</td>\n",
+       "      <td>[-3.545959, 36.235367, -0.277303, 38.150902]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.63932...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:58.937265Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061027_20251231T0610...</td>\n",
+       "      <td>[-3.243545, 37.739258, 0.093031, 39.652462]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[-0.27728...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:47.595395Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T061002_20251231T0610...</td>\n",
+       "      <td>[-2.937376, 39.242229, 0.463011, 41.154549]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[0.093054...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:48.024200Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T060937_20251231T0610...</td>\n",
+       "      <td>[-2.63635, 40.745724, 0.852503, 42.654728]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[0.463035...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:12:00.578034Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>S1A_IW_GRDH_1SDV_20251231T060912_20251231T0609...</td>\n",
+       "      <td>[-2.321066, 42.246735, 1.270123, 44.15239]</td>\n",
+       "      <td>Feature</td>\n",
+       "      <td>[{'rel': 'collection', 'type': 'application/js...</td>\n",
+       "      <td>{'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...</td>\n",
+       "      <td>{'type': 'Polygon', 'coordinates': [[[0.852526...</td>\n",
+       "      <td>sentinel-1-grd</td>\n",
+       "      <td>{'created': '2025-12-31T06:11:59.740213Z', 'ex...</td>\n",
+       "      <td>[https://cs-si.github.io/eopf-stac-extension/v...</td>\n",
+       "      <td>1.1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  id  \\\n",
+       "0  S1A_IW_GRDH_1SDV_20251231T061257_20251231T0613...   \n",
+       "1  S1A_IW_GRDH_1SDV_20251231T061232_20251231T0612...   \n",
+       "2  S1A_IW_GRDH_1SDV_20251231T061207_20251231T0612...   \n",
+       "3  S1A_IW_GRDH_1SDV_20251231T061142_20251231T0612...   \n",
+       "4  S1A_IW_GRDH_1SDV_20251231T061117_20251231T0611...   \n",
+       "5  S1A_IW_GRDH_1SDV_20251231T061052_20251231T0611...   \n",
+       "6  S1A_IW_GRDH_1SDV_20251231T061027_20251231T0610...   \n",
+       "7  S1A_IW_GRDH_1SDV_20251231T061002_20251231T0610...   \n",
+       "8  S1A_IW_GRDH_1SDV_20251231T060937_20251231T0610...   \n",
+       "9  S1A_IW_GRDH_1SDV_20251231T060912_20251231T0609...   \n",
+       "\n",
+       "                                           bbox     type  \\\n",
+       "0    [-4.961516, 29.132935, -2.043568, 30.6371]  Feature   \n",
+       "1  [-4.750492, 30.215359, -1.708874, 32.141827]  Feature   \n",
+       "2  [-4.460252, 31.722683, -1.369323, 33.646049]  Feature   \n",
+       "3  [-4.168624, 33.229343, -1.009401, 35.147907]  Feature   \n",
+       "4  [-3.860411, 34.733044, -0.639349, 36.648712]  Feature   \n",
+       "5  [-3.545959, 36.235367, -0.277303, 38.150902]  Feature   \n",
+       "6   [-3.243545, 37.739258, 0.093031, 39.652462]  Feature   \n",
+       "7   [-2.937376, 39.242229, 0.463011, 41.154549]  Feature   \n",
+       "8    [-2.63635, 40.745724, 0.852503, 42.654728]  Feature   \n",
+       "9    [-2.321066, 42.246735, 1.270123, 44.15239]  Feature   \n",
+       "\n",
+       "                                               links  \\\n",
+       "0  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "1  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "2  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "3  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "4  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "5  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "6  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "7  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "8  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "9  [{'rel': 'collection', 'type': 'application/js...   \n",
+       "\n",
+       "                                              assets  \\\n",
+       "0  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "1  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "2  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "3  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "4  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "5  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "6  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "7  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "8  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "9  {'vh': {'href': 's3://eodata/Sentinel-1/SAR/IW...   \n",
+       "\n",
+       "                                            geometry      collection  \\\n",
+       "0  {'type': 'Polygon', 'coordinates': [[[-2.28483...  sentinel-1-grd   \n",
+       "1  {'type': 'Polygon', 'coordinates': [[[-2.04354...  sentinel-1-grd   \n",
+       "2  {'type': 'Polygon', 'coordinates': [[[-1.70885...  sentinel-1-grd   \n",
+       "3  {'type': 'Polygon', 'coordinates': [[[-1.3693,...  sentinel-1-grd   \n",
+       "4  {'type': 'Polygon', 'coordinates': [[[-1.00938...  sentinel-1-grd   \n",
+       "5  {'type': 'Polygon', 'coordinates': [[[-0.63932...  sentinel-1-grd   \n",
+       "6  {'type': 'Polygon', 'coordinates': [[[-0.27728...  sentinel-1-grd   \n",
+       "7  {'type': 'Polygon', 'coordinates': [[[0.093054...  sentinel-1-grd   \n",
+       "8  {'type': 'Polygon', 'coordinates': [[[0.463035...  sentinel-1-grd   \n",
+       "9  {'type': 'Polygon', 'coordinates': [[[0.852526...  sentinel-1-grd   \n",
+       "\n",
+       "                                          properties  \\\n",
+       "0  {'created': '2025-12-31T06:01:17.880940Z', 'ex...   \n",
+       "1  {'created': '2025-12-31T06:01:18.350244Z', 'ex...   \n",
+       "2  {'created': '2025-12-31T06:12:00.285895Z', 'ex...   \n",
+       "3  {'created': '2025-12-31T06:12:01.441023Z', 'ex...   \n",
+       "4  {'created': '2025-12-31T06:11:58.380623Z', 'ex...   \n",
+       "5  {'created': '2025-12-31T06:11:58.937265Z', 'ex...   \n",
+       "6  {'created': '2025-12-31T06:11:47.595395Z', 'ex...   \n",
+       "7  {'created': '2025-12-31T06:11:48.024200Z', 'ex...   \n",
+       "8  {'created': '2025-12-31T06:12:00.578034Z', 'ex...   \n",
+       "9  {'created': '2025-12-31T06:11:59.740213Z', 'ex...   \n",
+       "\n",
+       "                                     stac_extensions stac_version  \n",
+       "0  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "1  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "2  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "3  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "4  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "5  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "6  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "7  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "8  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  \n",
+       "9  [https://cs-si.github.io/eopf-stac-extension/v...        1.1.0  "
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "params = {\n",
+    "    \"filter-lang\": \"cql2-json\",\n",
+    "    \"filter\": {\n",
+    "        \"op\": \"and\",\n",
+    "        \"args\": [\n",
+    "            {\n",
+    "                \"op\": \"=\",\n",
+    "                \"args\": [\n",
+    "                    { \"property\": \"product:type\" },\n",
+    "                    \"IW_GRDH_1S\"\n",
+    "                ]\n",
+    "            },\n",
+    "            {\n",
+    "                \"op\": \"a_contains\",\n",
+    "                \"args\": [\n",
+    "                    { \"property\": \"sar:polarizations\" },\n",
+    "                    \"VV\"\n",
+    "                ]\n",
+    "            },\n",
+    "            {\n",
+    "                \"op\": \"a_contains\",\n",
+    "                \"args\": [\n",
+    "                    { \"property\": \"sar:polarizations\" },\n",
+    "                    \"VH\"\n",
+    "                ]\n",
+    "            }\n",
+    "        ]\n",
+    "    },\n",
+    "    \"collections\": [\"sentinel-1-grd\"],\n",
+    "    \"limit\": 10\n",
+    "}\n",
+    "\n",
+    "response = requests.post(stac_url, json=params)\n",
+    "\n",
+    "json = response.json()\n",
+    "\n",
+    "df_features = pd.DataFrame(json[\"features\"])\n",
+    "df_features"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a9920d2-9817-43a5-b005-12cc045c3323",
+   "metadata": {},
+   "source": [
+    "# **Conclusion**\n",
+    "\n",
+    "This notebook highlights the fundamental differences between the OpenSearch (Resto) Catalogue API and the STAC Catalogue API, with a strong focus on discovery capabilities and query expressiveness. Resto provides a relatively flat and limited search interface, primarily centered around collection-level queries with a fixed set of parameters and constrained filtering logic. While sufficient for basic discovery use cases, this model restricts fine-grained access to metadata and limits the ability to precisely target individual products or their components.\n",
+    "\n",
+    "In contrast, STAC introduces a hierarchical and standardized data model that enables discovery at multiple levels, ranging from collections, through individual items, down to specific assets within an item. This multi-level access is combined with a significantly richer querying framework. Through extensions such as Query, Filter, Fields, and Sort, STAC allows users to construct complex spatial, temporal, and attribute-based queries, apply precise sorting rules, limit result sets, and control the structure and size of responses. These capabilities make it possible to efficiently narrow searches to highly specific subsets of data, optimize performance, and integrate discovery workflows more tightly with downstream processing.\n",
+    "\n",
+    "Thanks to this notebook and its step-by-step examples, understanding the STAC data model and transitioning existing workflows from OpenSearch to STAC should be straightforward and significantly easier to implement in practice.\n",
+    "\n",
+    "Overall, migrating from Resto to STAC is not merely a change of endpoint but a shift to a more powerful, extensible, and interoperable discovery paradigm. STAC enables more precise data selection, better scalability, and improved integration with modern geospatial and data processing ecosystems, making it a robust foundation for future Earth Observation data access and exploitation."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From a74da4f604b113bfe8c774c5e6b983d7ce220ea6 Mon Sep 17 00:00:00 2001
From: jtreska <jtreska@cloudferro.com>
Date: Tue, 20 Jan 2026 13:20:09 +0100
Subject: [PATCH 3/3] Update migration_of_opensearch_to_stac_guide.ipynb

---
 geo/migration_of_opensearch_to_stac_guide.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/geo/migration_of_opensearch_to_stac_guide.ipynb b/geo/migration_of_opensearch_to_stac_guide.ipynb
index c3213a9..58b4494 100644
--- a/geo/migration_of_opensearch_to_stac_guide.ipynb
+++ b/geo/migration_of_opensearch_to_stac_guide.ipynb
@@ -8216,9 +8216,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "geo",
    "language": "python",
-   "name": "python3"
+   "name": "geo"
   },
   "language_info": {
    "codemirror_mode": {