From fb70394d37fd185d4b98a2b3340719d26047e168 Mon Sep 17 00:00:00 2001
From: Pete Gadomski <pete.gadomski@gmail.com>
Date: Thu, 13 Jul 2023 07:35:31 -0600
Subject: [PATCH 1/5] deps: pre-commit autoupdate

---
 .pre-commit-config.yaml | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 983802d9..ad6b278c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,16 +3,16 @@
 
 repos:
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: 'v0.0.257'
+    rev: "v0.0.278"
     hooks:
-    - id: ruff
-      args: [--fix, --exit-non-zero-on-fix]
+      - id: ruff
+        args: [--fix, --exit-non-zero-on-fix]
   - repo: https://github.com/psf/black
-    rev: 22.12.0
+    rev: 23.7.0
     hooks:
       - id: black
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.2
+    rev: v2.2.5
     hooks:
       - id: codespell
         args: [--ignore-words=.codespellignore]
@@ -25,7 +25,7 @@ repos:
         additional_dependencies:
           - importlib_metadata < 5; python_version == "3.7"
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v0.991
+    rev: v1.4.1
     hooks:
       - id: mypy
         files: ".*\\.py$"

From 56e42b1709b353c3985af0c0da6142a56807c5be Mon Sep 17 00:00:00 2001
From: Pete Gadomski <pete.gadomski@gmail.com>
Date: Thu, 13 Jul 2023 07:36:21 -0600
Subject: [PATCH 2/5] deps: ceil vcrpy, bump pystac

---
 pyproject.toml | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index b7246135..d9750715 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,7 @@ classifiers = [
 requires-python = ">=3.8"
 dependencies = [
     "requests>=2.28.2",
-    "pystac[validation]>=1.7.2",
+    "pystac[validation]>=1.8.2",
     "python-dateutil>=2.8.2",
 ]
 dynamic = ["version"]
@@ -57,7 +57,11 @@ dev = [
     "tomli~=2.0; python_version<'3.11'",
     "types-python-dateutil~=2.8.19",
     "types-requests~=2.31.0",
-    "urllib3<2",  # temporary pin https://github.com/stac-utils/pystac-client/issues/509
+    # temporary pin https://github.com/stac-utils/pystac-client/issues/509
+    "urllib3<2",
+    # pytest-recording breakage with v5.0.0, need release of
+    # https://github.com/kiwicom/pytest-recording/pull/110 to remove this ceil
+    "vcrpy<5",
 ]
 docs = [
     "Sphinx~=6.2",

From 25ad6be8653efa263a69ae06e985d84cafc4e56e Mon Sep 17 00:00:00 2001
From: Pete Gadomski <pete.gadomski@gmail.com>
Date: Thu, 13 Jul 2023 08:20:54 -0600
Subject: [PATCH 3/5] fix: update get_items for pystac v1.8

---
 pystac_client/client.py                       |   14 +-
 pystac_client/collection_client.py            |   37 +-
 ...Client.test_get_item_with_item_search.yaml | 3439 ++++++++++++++++-
 3 files changed, 3326 insertions(+), 164 deletions(-)

diff --git a/pystac_client/client.py b/pystac_client/client.py
index 4a967e06..c16e341d 100644
--- a/pystac_client/client.py
+++ b/pystac_client/client.py
@@ -439,19 +439,23 @@ def get_collections(self) -> Iterator[Collection]:
                 call_modifier(self.modifier, collection)
                 yield collection
 
-    def get_items(self) -> Iterator["Item_Type"]:
+    def get_items(self, *ids: str, recursive: bool = False) -> Iterator["Item_Type"]:
         """Return all items of this catalog.
 
+        Args:
+            ids: Zero or more item ids to find.
+            recursive: unused
+
         Return:
-            Iterator[Item]:: Iterator of items whose parent is this
+            Iterator[Item]: Iterator of items whose parent is this
                 catalog.
         """
         if self.conforms_to(ConformanceClasses.ITEM_SEARCH):
-            search = self.search()
+            search = self.search(ids=ids)
             yield from search.items()
         else:
             self._warn_about_fallback("ITEM_SEARCH")
-            for item in super().get_items():
+            for item in super().get_items(*ids, recursive=True):
                 call_modifier(self.modifier, item)
                 yield item
 
@@ -460,7 +464,7 @@ def get_all_items(self) -> Iterator["Item_Type"]:
         any subcatalogs recursively, or use the /search endpoint if supported
 
         Returns:
-            Iterator[Item]:: All items that belong to this catalog, and all
+            Iterator[Item]: All items that belong to this catalog, and all
                 catalogs or collections connected to this catalog through
                 child links.
         """
diff --git a/pystac_client/collection_client.py b/pystac_client/collection_client.py
index d5d0adc0..5a9b2a33 100644
--- a/pystac_client/collection_client.py
+++ b/pystac_client/collection_client.py
@@ -114,31 +114,38 @@ def conforms_to(self, conformance_class: Union[ConformanceClasses, str]) -> bool
         root = self.get_root()
         return root.conforms_to(conformance_class)
 
-    def get_items(self) -> Iterator["Item_Type"]:
+    def get_items(self, *ids: str, recursive: bool = False) -> Iterator["Item_Type"]:
         """Return all items in this Collection.
 
         If the Collection contains a link of with a `rel` value of `items`,
         that link will be used to iterate through items. Otherwise, the default
         PySTAC behavior is assumed.
 
+        Args:
+            ids: Items ids to retrieve
+            recursive: If True, search every child collection as well as this one.
+
         Return:
             Iterator[Item]: Iterator of items whose parent is this catalog.
         """
-        root = self.get_root()
-        if root.conforms_to(ConformanceClasses.ITEM_SEARCH):
-            search = ItemSearch(
-                url=self._items_href(),
-                method="GET",
-                client=root,
-                collections=[self.id],
-                modifier=self.modifier,
-            )
-            yield from search.items()
+        if recursive is True:
+            yield from super().get_items(*ids, recursive=True)
         else:
-            root._warn_about_fallback("ITEM_SEARCH")
-            for item in super().get_items():
-                call_modifier(self.modifier, item)
-                yield item
+            root = self.get_root()
+            if root.conforms_to(ConformanceClasses.ITEM_SEARCH):
+                search = ItemSearch(
+                    url=self._items_href(),
+                    method="GET",
+                    client=root,
+                    collections=[self.id],
+                    modifier=self.modifier,
+                )
+                yield from search.items()
+            else:
+                root._warn_about_fallback("ITEM_SEARCH")
+                for item in super().get_items():
+                    call_modifier(self.modifier, item)
+                    yield item
 
     def get_item(self, id: str, recursive: bool = False) -> Optional["Item_Type"]:
         """Returns an item with a given ID.
diff --git a/tests/cassettes/test_collection_client/TestCollectionClient.test_get_item_with_item_search.yaml b/tests/cassettes/test_collection_client/TestCollectionClient.test_get_item_with_item_search.yaml
index 44df18ea..2ca49f5b 100644
--- a/tests/cassettes/test_collection_client/TestCollectionClient.test_get_item_with_item_search.yaml
+++ b/tests/cassettes/test_collection_client/TestCollectionClient.test_get_item_with_item_search.yaml
@@ -15,7 +15,7 @@ interactions:
   response:
     body:
       string: !!binary |
-        H4sIANrUlWQC/81cbXPbNhL+KxjfzI0zV0iiZKeNb+4DrTfrznqppCTXu+ncQCBEIQEJFqCkqJ3+
+        H4sIACgGsGQC/81cbXPbNhL+KxjfzI0zV0iiZKeNb+4DrTfrznqppCTXu+ncQCBEIQEJFqCkqJ3+
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         VjyNUZ+ofIM05SylDJlvNcs12kidswitDijfMPQ5IMBf54T+b8eULgEEjVajBR9Tma6lSvRSXtz8
@@ -73,26 +73,30 @@ interactions:
         22Q55DPmXd5PI9ylUUMSXrwNGsgXb1v9e/Wa7n90irr/Eb2Z7wpnI1QRRedvFK+1lYp3o5DWE+Dl
         GXbzFu7mJk/E54BJujVTJw5uugIpsJU//vp/N/ssoZVdAAA=
     headers:
+      Accept-Ranges:
+      - bytes
       Access-Control-Allow-Credentials:
       - 'true'
       Access-Control-Allow-Origin:
       - '*'
-      Content-Encoding:
-      - gzip
+      Connection:
+      - keep-alive
       Content-Length:
       - '3227'
       Content-Type:
       - application/json
       Date:
-      - Fri, 23 Jun 2023 17:22:34 GMT
+      - Thu, 13 Jul 2023 14:11:52 GMT
       Strict-Transport-Security:
       - max-age=15724800; includeSubDomains
-      Vary:
-      - Accept-Encoding
-      X-Azure-Ref:
-      - 02tSVZAAAAAD8C6Q3Nym3Srth6WNOvyr7REVOMzAxMDAwMTA5MDE3ADkyN2FiZmE2LTE5ZjYtNGFmMS1hMDlkLWM5NTlkOWExZTY0NA==
       X-Cache:
       - CONFIG_NOCACHE
+      content-encoding:
+      - gzip
+      vary:
+      - Accept-Encoding
+      x-azure-ref:
+      - 20230713T141151Z-a5n19ev8hp23m3rsvdx9k5q99400000000g000000000fwcc
     status:
       code: 200
       message: OK
@@ -112,7 +116,7 @@ interactions:
   response:
     body:
       string: !!binary |
-        H4sIANrUlWQC/81cbXPbNhL+KxjfzI0zV0iiZKeNb+4DrTfrznqppCTXu+ncQCBEIQEJFqCkqJ3+
+        H4sIACgGsGQC/81cbXPbNhL+KxjfzI0zV0iiZKeNb+4DrTfrznqppCTXu+ncQCBEIQEJFqCkqJ3+
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         VjyNUZ+ofIM05SylDJlvNcs12kidswitDijfMPQ5IMBf54T+b8eULgEEjVajBR9Tma6lSvRSXtz8
@@ -170,26 +174,30 @@ interactions:
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         GXbzFu7mJk/E54BJujVTJw5uugIpsJU//vp/N/ssoZVdAAA=
     headers:
+      Accept-Ranges:
+      - bytes
       Access-Control-Allow-Credentials:
       - 'true'
       Access-Control-Allow-Origin:
       - '*'
-      Content-Encoding:
-      - gzip
+      Connection:
+      - keep-alive
       Content-Length:
       - '3227'
       Content-Type:
       - application/json
       Date:
-      - Fri, 23 Jun 2023 17:22:34 GMT
+      - Thu, 13 Jul 2023 14:11:52 GMT
       Strict-Transport-Security:
       - max-age=15724800; includeSubDomains
-      Vary:
-      - Accept-Encoding
-      X-Azure-Ref:
-      - 02tSVZAAAAADWjycorsA6Spv1+/11e7XZREVOMzAxMDAwMTA5MDE3ADkyN2FiZmE2LTE5ZjYtNGFmMS1hMDlkLWM5NTlkOWExZTY0NA==
       X-Cache:
       - CONFIG_NOCACHE
+      content-encoding:
+      - gzip
+      vary:
+      - Accept-Encoding
+      x-azure-ref:
+      - 20230713T141152Z-a5n19ev8hp23m3rsvdx9k5q99400000000g000000000fwd9
     status:
       code: 200
       message: OK
@@ -209,7 +217,7 @@ interactions:
   response:
     body:
       string: !!binary |
-        H4sIANrUlWQC/+1abW/bOBL+K4S/3BZnvdlxGvuwH7K93VyBbdGrvbuHcwODkiibjUSqJGUnW+S/
+        H4sIACgGsGQC/+1abW/bOBL+K4S/3BZnvdlxGvuwH7K93VyBbdGrvbuHcwODkiibjUSqJGUnW+S/
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@@ -246,26 +254,30 @@ interactions:
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         sxdqkd3pWVWerztW+5pPtVmKLUtbNgzsLZSESLr9D4lFZT9WJAAA
     headers:
+      Accept-Ranges:
+      - bytes
       Access-Control-Allow-Credentials:
       - 'true'
       Access-Control-Allow-Origin:
       - '*'
-      Content-Encoding:
-      - gzip
+      Connection:
+      - keep-alive
       Content-Length:
       - '2034'
       Content-Type:
       - application/json
       Date:
-      - Fri, 23 Jun 2023 17:22:34 GMT
+      - Thu, 13 Jul 2023 14:11:52 GMT
       Strict-Transport-Security:
       - max-age=15724800; includeSubDomains
-      Vary:
-      - Accept-Encoding
-      X-Azure-Ref:
-      - 02tSVZAAAAAANRFprFzO8QIWVnKKPPy/oREVOMzAxMDAwMTA5MDE3ADkyN2FiZmE2LTE5ZjYtNGFmMS1hMDlkLWM5NTlkOWExZTY0NA==
       X-Cache:
       - CONFIG_NOCACHE
+      content-encoding:
+      - gzip
+      vary:
+      - Accept-Encoding
+      x-azure-ref:
+      - 20230713T141152Z-a5n19ev8hp23m3rsvdx9k5q99400000000g000000000fwdv
     status:
       code: 200
       message: OK
@@ -285,7 +297,7 @@ interactions:
   response:
     body:
       string: !!binary |
-        H4sIANrUlWQC/81c/W9bR3b9VwQCm18qUfP9ocJYdAMUaLGbFknQFg0MgpKeLKYUqZKUnWyQ/73n
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@@ -386,26 +398,30 @@ interactions:
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     headers:
+      Accept-Ranges:
+      - bytes
       Access-Control-Allow-Credentials:
       - 'true'
       Access-Control-Allow-Origin:
       - '*'
-      Content-Encoding:
-      - gzip
+      Connection:
+      - keep-alive
       Content-Length:
       - '5693'
       Content-Type:
       - application/geo+json
       Date:
-      - Fri, 23 Jun 2023 17:22:34 GMT
+      - Thu, 13 Jul 2023 14:11:53 GMT
       Strict-Transport-Security:
       - max-age=15724800; includeSubDomains
-      Vary:
-      - Accept-Encoding
-      X-Azure-Ref:
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       X-Cache:
       - CONFIG_NOCACHE
+      content-encoding:
+      - gzip
+      vary:
+      - Accept-Encoding
+      x-azure-ref:
+      - 20230713T141152Z-a5n19ev8hp23m3rsvdx9k5q99400000000g000000000fweh
     status:
       code: 200
       message: OK
@@ -426,22 +442,26 @@ interactions:
     body:
       string: '{"type":"FeatureCollection","features":[],"links":[{"rel":"root","type":"application/json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/"},{"rel":"self","type":"application/json","href":"https://planetarycomputer.microsoft.com/api/stac/v1/search?limit=100&ids=for-sure-not-a-real-id&collections=aster-l1t"}]}'
     headers:
+      Accept-Ranges:
+      - bytes
       Access-Control-Allow-Credentials:
       - 'true'
       Access-Control-Allow-Origin:
       - '*'
+      Connection:
+      - keep-alive
       Content-Length:
       - '323'
       Content-Type:
       - application/geo+json
       Date:
-      - Fri, 23 Jun 2023 17:22:35 GMT
+      - Thu, 13 Jul 2023 14:11:53 GMT
       Strict-Transport-Security:
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-      X-Azure-Ref:
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       X-Cache:
       - CONFIG_NOCACHE
+      x-azure-ref:
+      - 20230713T141153Z-a5n19ev8hp23m3rsvdx9k5q99400000000g000000000fwf9
     status:
       code: 200
       message: OK
@@ -457,131 +477,3262 @@ interactions:
       User-Agent:
       - python-requests/2.31.0
     method: GET
-    uri: https://planetarycomputer.microsoft.com/api/stac/v1/search?limit=100&ids=AST_L1T_00312272006020322_20150518201805&collections=aster-l1t
+    uri: https://planetarycomputer.microsoft.com/api/stac/v1/collections/aster-l1t/items?limit=100&collections=aster-l1t
   response:
     body:
       string: !!binary |
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+      - 20230713T141153Z-a5n19ev8hp23m3rsvdx9k5q99400000000g000000000fwfr
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From 1e5a174d9f258f6994ac00be5b9b0baddafd4792 Mon Sep 17 00:00:00 2001
From: Pete Gadomski <pete.gadomski@gmail.com>
Date: Thu, 13 Jul 2023 08:23:57 -0600
Subject: [PATCH 4/5] chore: update changelog

---
 CHANGELOG.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index df82730e..ab95372a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,6 +7,10 @@ and this project adheres to [Semantic Versioning](http://semver.org/spec/v2.0.0.
 
 ## [Unreleased]
 
+### Fixed
+
+- Updated `get_items` signatures for PySTAC v1.8 [#559](https://github.com/stac-utils/pystac-client/pull/559)
+
 ## [v0.7.2] - 2023-06-23
 
 ### Fixed

From c5d8bf1e731b9d112d2ace242c6eb052cfef9db6 Mon Sep 17 00:00:00 2001
From: Pete Gadomski <pete.gadomski@gmail.com>
Date: Thu, 13 Jul 2023 08:44:17 -0600
Subject: [PATCH 5/5] fix: remove troublesome notebook

---
 docs/tutorials.rst                     |   8 -
 docs/tutorials/stac-metadata-viz.ipynb | 300 -------------------------
 2 files changed, 308 deletions(-)
 delete mode 100644 docs/tutorials/stac-metadata-viz.ipynb

diff --git a/docs/tutorials.rst b/docs/tutorials.rst
index a7da90ec..27feea2d 100644
--- a/docs/tutorials.rst
+++ b/docs/tutorials.rst
@@ -11,14 +11,6 @@ PySTAC-Client Introduction
 
 This tutorial gives an introduction to using pystac-client with a STAC API
 
-STAC Metadata Visualization
----------------------------
-
-- :tutorial:`GitHub version <stac-metadata-viz.ipynb>`
-
-This tutorial gives an introduction to using Holeviews and hvplot to visualize
-STAC metadata and Item geometries on a map.
-
 CQL2 Filtering
 ---------------------------
 
diff --git a/docs/tutorials/stac-metadata-viz.ipynb b/docs/tutorials/stac-metadata-viz.ipynb
deleted file mode 100644
index c5762558..00000000
--- a/docs/tutorials/stac-metadata-viz.ipynb
+++ /dev/null
@@ -1,300 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "ab31574b",
-   "metadata": {},
-   "source": [
-    "# STAC Metadata Visualizations\n",
-    "\n",
-    "This notebook illustrates a simple way to display footprints of discovered Items after searching a STAC API, and making simple plots using Pandas and Holoviews. Only the metadata is visualized in these examples through maps and plots. The actual STAC data (i.e., Item Assets) are not accessed.\n",
-    "\n",
-    "The libraries GeoPandas and hvplot are used for visualizations."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3188b5a0",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from pystac_client import Client\n",
-    "\n",
-    "# set pystac_client logger to DEBUG to see API calls\n",
-    "import logging\n",
-    "logging.basicConfig()\n",
-    "logger = logging.getLogger('pystac_client')\n",
-    "logger.setLevel(logging.DEBUG)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1d404982",
-   "metadata": {},
-   "source": [
-    "Define the STAC API to use, along with any custom headers (such as for authentication)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d40ed5c1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# STAC API root URL\n",
-    "URL = 'https://planetarycomputer.microsoft.com/api/stac/v1'\n",
-    "\n",
-    "# custom headers\n",
-    "headers = []\n",
-    "\n",
-    "cat = Client.open(URL, headers=headers)\n",
-    "cat"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e513e548",
-   "metadata": {},
-   "source": [
-    "## Search\n",
-    "\n",
-    "Perform a spatio-temporal search of ASTER data for a small AOI in the northern part of The Netherlands between 2000 and 2010."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ae7a3eca",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "# AOI around Delfzijl, in northern Netherlands\n",
-    "geom = {\n",
-    "    \"type\": \"Polygon\",\n",
-    "    \"coordinates\": [\n",
-    "      [\n",
-    "        [\n",
-    "          6.42425537109375,\n",
-    "          53.174765470134616\n",
-    "        ],\n",
-    "        [\n",
-    "          7.344360351562499,\n",
-    "          53.174765470134616\n",
-    "        ],\n",
-    "        [\n",
-    "          7.344360351562499,\n",
-    "          53.67393435835391\n",
-    "        ],\n",
-    "        [\n",
-    "          6.42425537109375,\n",
-    "          53.67393435835391\n",
-    "        ],\n",
-    "        [\n",
-    "          6.42425537109375,\n",
-    "          53.174765470134616\n",
-    "        ]\n",
-    "      ]\n",
-    "    ]\n",
-    "}\n",
-    "\n",
-    "# limit sets the # of items per page so we can see multiple pages getting fetched\n",
-    "search = cat.search(\n",
-    "    max_items = 50,\n",
-    "    collections = \"aster-l1t\",\n",
-    "    intersects = geom,\n",
-    "    datetime = \"2000-01-01/2010-12-31\",\n",
-    ")\n",
-    "\n",
-    "# retrieve the items as dictionaries, rather than Item objects\n",
-    "items = list(search.items_as_dicts())\n",
-    "len(items)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2a23660f",
-   "metadata": {},
-   "source": [
-    "## GeoPandas\n",
-    "\n",
-    "A GeoDataFrame is constructed from the AOI geometry, in order to make visualizations easy.\n",
-    "\n",
-    "The STAC Items, which are a GeoJSON FeatureCollection can be converted to a GeoDataFrame."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ed0da77b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from copy import deepcopy\n",
-    "import geopandas as gpd\n",
-    "import pandas as pd\n",
-    "from shapely.geometry import shape\n",
-    "\n",
-    "# convert a list of STAC Items into a GeoDataFrame\n",
-    "def items_to_geodataframe(items):\n",
-    "    _items = []\n",
-    "    for i in items:\n",
-    "        _i = deepcopy(i)\n",
-    "        _i['geometry'] = shape(_i['geometry'])\n",
-    "        _items.append(_i)\n",
-    "    gdf = gpd.GeoDataFrame(pd.json_normalize(_items))\n",
-    "    for field in ['properties.datetime', 'properties.created', 'properties.updated']:\n",
-    "        if field in gdf:\n",
-    "            gdf[field] = pd.to_datetime(gdf[field])\n",
-    "    gdf.set_index('properties.datetime', inplace=True)\n",
-    "    return gdf"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c4bed793",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# convert geometry to a GeoDataFrame\n",
-    "aoi_gdf = gpd.GeoDataFrame([{'geometry': shape(geom)}])\n",
-    "aoi_gdf"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d1fc8732",
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [],
-   "source": [
-    "# convert found items to a GeoDataFrame\n",
-    "items_gdf = items_to_geodataframe(items)\n",
-    "items_gdf.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4d570626",
-   "metadata": {},
-   "source": [
-    "## Plot Geometries on a Map\n",
-    "\n",
-    "Holoviews is used to display geometries on a map by using `hvplot`. The The `*` Holoviews operator to overlay two plots"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e8fbfad6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import hvplot.pandas\n",
-    "\n",
-    "# plot polygons as lines on a map with background tiles.\n",
-    "def plot_polygons(data, *args, **kwargs):\n",
-    "    return data.hvplot.paths(*args, geo=True, tiles='OSM', xaxis=None, yaxis=None,\n",
-    "                             frame_width=600, frame_height=600,\n",
-    "                             line_width=4, **kwargs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "72094092",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plot_polygons(aoi_gdf)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d7d6cfc6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plot_polygons(items_gdf)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0a07e87b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plot_polygons(aoi_gdf) * items_gdf.hvplot.paths(geo=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b0604c84",
-   "metadata": {},
-   "source": [
-    "## Line Plots\n",
-    "\n",
-    "Numeric STAC metadata can also be plotted, most often this will be plotted vs the Item `datetime`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c198e261",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "items_df = pd.DataFrame(items_gdf)\n",
-    "\n",
-    "plot_fields = [\n",
-    "    'properties.eo:cloud_cover',\n",
-    "    'properties.view:sun_azimuth',\n",
-    "    'properties.view:sun_elevation'\n",
-    "]\n",
-    "\n",
-    "plots = None\n",
-    "for f in plot_fields:\n",
-    "    if f in items_df:\n",
-    "        if plots is None:\n",
-    "            plots = items_df.hvplot(y=f, label=f.replace('properties.', ''),\n",
-    "                                    frame_height=500, frame_width=800)\n",
-    "        else:\n",
-    "            plots = plots * items_df.hvplot(y=f, label=f.replace('properties.', ''))\n",
-    "\n",
-    "plots.opts(ylabel='')"
-   ]
-  }
- ],
- "metadata": {
-  "interpreter": {
-   "hash": "6b6313dbab648ff537330b996f33bf845c0da10ea77ae70864d6ca8e2699c7ea"
-  },
-  "kernelspec": {
-   "display_name": "Python 3.9.11 ('.venv': venv)",
-   "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": "3.9.11"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}