This is an automated email from the ASF dual-hosted git repository.

jiayu pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/sedona-db.git


The following commit(s) were added to refs/heads/main by this push:
     new f02a6a0  docs: fixing formatting and adding pip (#148)
f02a6a0 is described below

commit f02a6a01df2a1478e375c33f3c61fef0b3a73b39
Author: Kelly-Ann Dolor <[email protected]>
AuthorDate: Wed Sep 24 21:07:16 2025 -0700

    docs: fixing formatting and adding pip (#148)
---
 docs/overture-examples.ipynb | 97 ++++++++++++++++++++++++--------------------
 docs/overture-examples.md    | 50 +++++++++++++----------
 2 files changed, 82 insertions(+), 65 deletions(-)

diff --git a/docs/overture-examples.ipynb b/docs/overture-examples.ipynb
index 7070336..f76089c 100644
--- a/docs/overture-examples.ipynb
+++ b/docs/overture-examples.ipynb
@@ -31,6 +31,7 @@
     "This notebook demonstrates how to query and analyze the [Overture 
Maps](https://overturemaps.org/) dataset using SedonaDB.\n",
     "\n",
     "The notebook explains how to:\n",
+    "\n",
     "* Load Overture data for the `buildings` and `divisions` themes directly 
from S3.\n",
     "* Perform spatial queries to find features within a specific geographic 
area.\n",
     "* Optimize subsequent query performance by caching a subset of data in 
memory."
@@ -38,7 +39,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
+   "id": "c5e580ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%pip install lonboard"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
    "id": "6d6fa0ab-b4ed-4e60-b099-a1af0998b486",
    "metadata": {},
    "outputs": [],
@@ -62,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 18,
    "id": "52855769-4872-472a-9c42-afced3d85ca8",
    "metadata": {},
    "outputs": [],
@@ -74,7 +85,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 19,
    "id": "b45b5e5c-64ed-49ba-a8aa-9f2292f617c6",
    "metadata": {},
    "outputs": [
@@ -86,25 +97,25 @@
       "│                  id                  ┆                 geometry       
         ┆ … ┆ roof_height │\n",
       "│                 utf8                 ┆                 geometry       
         ┆   ┆   float64   │\n",
       
"╞══════════════════════════════════════╪═════════════════════════════════════════╪═══╪═════════════╡\n",
-      "│ 97a89436-5295-417e-bde1-2dbf8fe10700 ┆ POLYGON((-107.0377042 
28.8102782,-107.… ┆ … ┆             │\n",
+      "│ afc55d29-5916-42ad-8f9c-76ba9d749be9 ┆ POLYGON((-74.5920939 
4.893956,-74.5920… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ e09fcdeb-65ab-443c-bc59-4f9acf32af17 ┆ POLYGON((-107.0372022 
28.8103812,-107.… ┆ … ┆             │\n",
+      "│ 9c7ece54-88ff-48d4-8b48-11959fb058a1 ┆ POLYGON((-74.5906253 
4.8896057,-74.590… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ cb06e75f-66a0-40ca-9029-e1a24dff1434 ┆ POLYGON((-107.0372848 
28.8104923,-107.… ┆ … ┆             │\n",
+      "│ 24fde8c7-6771-4205-b9da-2599d825f85f ┆ POLYGON((-74.5905666 
4.8896679,-74.590… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 5b8eaaca-5628-41d2-9e74-8c4c1205ed54 ┆ POLYGON((-107.0371986 
28.8104859,-107.… ┆ … ┆             │\n",
+      "│ 79bdbb6f-5a9f-4b35-8e30-eb9019a6a1d7 ┆ POLYGON((-74.5905272 
4.8896867,-74.590… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 1a4fba29-6160-4a98-b8f7-03395fd6466a ┆ POLYGON((-107.0373331 
28.8105281,-107.… ┆ … ┆             │\n",
+      "│ 45ca1264-1062-41de-9375-82d93d93ee31 ┆ POLYGON((-74.590441 
4.8897205,-74.5904… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 9de2d803-ab58-46e1-9a35-7423f8d0d121 ┆ POLYGON((-107.0378928 
28.8112268,-107.… ┆ … ┆             │\n",
+      "│ b22e0827-bc09-439f-85cf-5401db561a23 ┆ POLYGON((-74.5903646 
4.889949,-74.5903… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 1704c72b-6f2b-445b-b9a3-36fdd0c74233 ┆ POLYGON((-107.0376099 
28.8112085,-107.… ┆ … ┆             │\n",
+      "│ 754bf2dd-81a3-498f-910d-b2b2cc18e1a2 ┆ POLYGON((-74.589949 
4.8891923,-74.5899… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ b30bf41d-479f-4ee5-bd45-d4e17ffd8875 ┆ POLYGON((-107.0377094 
28.8115554,-107.… ┆ … ┆             │\n",
+      "│ 77464ae4-77d9-45ac-ac28-e6f972de9363 ┆ POLYGON((-74.5898331 
4.889214,-74.5897… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ c88928d4-b165-4335-9bd8-ccc5c9f79cee ┆ POLYGON((-107.0374986 
28.8111847,-107.… ┆ … ┆             │\n",
+      "│ 0f02d3f6-bbec-4cc0-89e5-65c3c4676cf1 ┆ POLYGON((-74.5899092 
4.8892714,-74.589… ┆ … ┆             │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ ca1000b0-6af3-47fc-bdf2-61e8b1b716fc ┆ POLYGON((-107.0370972 
28.8115247,-107.… ┆ … ┆             │\n",
+      "│ 696976a2-ff13-4b89-9953-8fd74b400828 ┆ POLYGON((-74.5902424 
4.889916,-74.5902… ┆ … ┆             │\n",
       
"└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘\n"
      ]
     }
@@ -115,7 +126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 20,
    "id": "e37a023e-0e80-403a-a65b-b5a190004f72",
    "metadata": {},
    "outputs": [],
@@ -125,7 +136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 21,
    "id": "ebfe4776-e08f-4f38-97fc-fca8ec6fc364",
    "metadata": {},
    "outputs": [
@@ -154,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 22,
    "id": "b73f670d-0d10-4a7a-bfc7-e2abe5d9edd2",
    "metadata": {},
    "outputs": [
@@ -188,7 +199,7 @@
        "  roof_height: float64<Float64>"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -200,7 +211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 23,
    "id": "68d1b68c-dd26-45c2-944f-61138b212943",
    "metadata": {},
    "outputs": [
@@ -262,7 +273,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 24,
    "id": "d9f122d3-4d90-46b0-ab9a-259a71cc423b",
    "metadata": {},
    "outputs": [],
@@ -274,7 +285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 25,
    "id": "19a75b19-0b56-4167-b3f1-73a171ecc480",
    "metadata": {},
    "outputs": [
@@ -286,25 +297,25 @@
       "│        id       ┆    geometry    ┆      bbox      ┆ … ┆ 
is_territorial ┆ region ┆   division_id  │\n",
       "│       utf8      ┆    geometry    ┆     struct     ┆   ┆     boolean   
 ┆  utf8  ┆      utf8      │\n",
       
"╞═════════════════╪════════════════╪════════════════╪═══╪════════════════╪════════╪════════════════╡\n",
-      "│ cd743a89-9507-… ┆ POLYGON((111.… ┆ {xmin: 111.40… ┆ … ┆ true          
 ┆        ┆ e08d9394-cbc8… │\n",
+      "│ ae415364-9d06-… ┆ MULTIPOLYGON(… ┆ {xmin: 29.525… ┆ … ┆ true          
 ┆ BY-MA  ┆ 7665e731-6552… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ eb9f314e-1184-… ┆ POLYGON((112.… ┆ {xmin: 112.15… ┆ … ┆ true          
 ┆        ┆ aa2561c6-a578… │\n",
+      "│ d712e9e1-84c6-… ┆ POLYGON((29.5… ┆ {xmin: 29.577… ┆ … ┆ true          
 ┆ BY-MA  ┆ 4605a8a3-c576… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 89fbee90-bca0-… ┆ MULTIPOLYGON(… ┆ {xmin: 112.15… ┆ … ┆ true          
 ┆        ┆ 1cf6b19e-756f… │\n",
+      "│ bee9663a-af50-… ┆ POLYGON((29.5… ┆ {xmin: 29.587… ┆ … ┆ true          
 ┆ BY-MA  ┆ 826a2333-7584… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 758c0e1e-67aa-… ┆ POLYGON((112.… ┆ {xmin: 112.27… ┆ … ┆ true          
 ┆        ┆ 505f563f-7aa3… │\n",
+      "│ a083b661-eb7b-… ┆ POLYGON((29.4… ┆ {xmin: 29.326… ┆ … ┆ true          
 ┆ BY-MA  ┆ 17456e57-ebb6… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ e5d4c707-66d7-… ┆ POLYGON((109.… ┆ {xmin: 109.64… ┆ … ┆ true          
 ┆ CN-HI  ┆ 86939aee-1fbd… │\n",
+      "│ 83ef05fa-43ad-… ┆ POLYGON((29.6… ┆ {xmin: 29.598… ┆ … ┆ true          
 ┆ BY-MA  ┆ a44666eb-c61d… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ 26015e14-62ae-… ┆ POLYGON((109.… ┆ {xmin: 109.66… ┆ … ┆ true          
 ┆ CN-HI  ┆ ed052bae-e26f… │\n",
+      "│ 4d01e5b4-86f9-… ┆ POLYGON((29.5… ┆ {xmin: 29.531… ┆ … ┆ true          
 ┆ BY-MA  ┆ 77cdd054-ec26… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ eb42fd17-ad1e-… ┆ POLYGON((109.… ┆ {xmin: 109.83… ┆ … ┆ true          
 ┆ CN-HI  ┆ 201eeb03-4f5a… │\n",
+      "│ c2a12db9-a1d0-… ┆ POLYGON((29.5… ┆ {xmin: 29.537… ┆ … ┆ true          
 ┆ BY-MA  ┆ 4faa3881-e9a8… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ d63e1220-a308-… ┆ POLYGON((109.… ┆ {xmin: 109.90… ┆ … ┆ true          
 ┆ CN-HI  ┆ 71e30c32-2bc1… │\n",
+      "│ 7c290d7b-3f7f-… ┆ POLYGON((29.6… ┆ {xmin: 29.607… ┆ … ┆ true          
 ┆ BY-MA  ┆ e5233235-d513… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ e62cef5e-6768-… ┆ POLYGON((109.… ┆ {xmin: 109.74… ┆ … ┆ true          
 ┆ CN-HI  ┆ 24478621-6802… │\n",
+      "│ 579063f0-f751-… ┆ POLYGON((29.6… ┆ {xmin: 29.614… ┆ … ┆ true          
 ┆ BY-MA  ┆ 3f0c8f4e-c9c8… │\n",
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
-      "│ c6fcbed1-ad8d-… ┆ POLYGON((110.… ┆ {xmin: 110.00… ┆ … ┆ true          
 ┆ CN-HI  ┆ ac0f434d-1e10… │\n",
+      "│ 675aab04-ed91-… ┆ POLYGON((29.6… ┆ {xmin: 29.616… ┆ … ┆ true          
 ┆ BY-MA  ┆ 02f5979e-7976… │\n",
       
"└─────────────────┴────────────────┴────────────────┴───┴────────────────┴────────┴────────────────┘\n"
      ]
     }
@@ -316,7 +327,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 26,
    "id": "03b951de-3397-4fcf-9baf-50e139a38dd4",
    "metadata": {},
    "outputs": [],
@@ -326,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 27,
    "id": "9c6bd69d-9407-432a-bdc8-d60976237a3a",
    "metadata": {},
    "outputs": [
@@ -353,7 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 28,
    "id": "75a6d0ed-9767-4d36-a77a-4afb7952fbe4",
    "metadata": {},
    "outputs": [
@@ -376,7 +387,7 @@
        "  division_id: utf8<Utf8View>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -387,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 29,
    "id": "f1f7158c-ef2b-4377-9bee-180309ddd553",
    "metadata": {},
    "outputs": [],
@@ -410,7 +421,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 30,
    "id": "27e6909d-06fa-438b-88e0-d300fd2fb1ec",
    "metadata": {},
    "outputs": [],
@@ -420,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 31,
    "id": "2dec92d8-a374-4021-990a-e50f5769516e",
    "metadata": {},
    "outputs": [],
@@ -434,7 +445,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 32,
    "id": "7f39a283-0eee-4f72-a30a-8dd9fa1aaa69",
    "metadata": {
     "scrolled": true
@@ -452,8 +463,8 @@
       
"├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤\n",
       "│ Mud Island             ┆                        ┆                     
   ┆ POLYGON((-66.0222822… │\n",
       
"└────────────────────────┴────────────────────────┴────────────────────────┴───────────────────────┘\n",
-      "CPU times: user 1.31 ms, sys: 1.02 ms, total: 2.33 ms\n",
-      "Wall time: 2.54 ms\n"
+      "CPU times: user 1.51 ms, sys: 1.69 ms, total: 3.2 ms\n",
+      "Wall time: 3.14 ms\n"
      ]
     }
    ],
@@ -473,7 +484,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 36,
    "id": "f78583fd-a73a-4169-9c45-74d8026bb5fb",
    "metadata": {
     "collapsed": true,
@@ -485,7 +496,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0dec2568b9e9420da04da4bf04eedc94",
+       "model_id": "560eccc4e795458b815ef78a70548d82",
        "version_major": 2,
        "version_minor": 1
       },
@@ -493,7 +504,7 @@
        "Map(basemap_style=<CartoBasemap.DarkMatter: 
'https://basemaps.cartocdn.com/gl/dark-matter-gl-style/style.json'…"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/overture-examples.md b/docs/overture-examples.md
index b1de209..94f9cab 100644
--- a/docs/overture-examples.md
+++ b/docs/overture-examples.md
@@ -24,11 +24,17 @@
 This notebook demonstrates how to query and analyze the [Overture 
Maps](https://overturemaps.org/) dataset using SedonaDB.
 
 The notebook explains how to:
+
 * Load Overture data for the `buildings` and `divisions` themes directly from 
S3.
 * Perform spatial queries to find features within a specific geographic area.
 * Optimize subsequent query performance by caching a subset of data in memory.
 
 
+```python
+%pip install lonboard
+```
+
+
 ```python
 import sedona.db
 import os
@@ -57,25 +63,25 @@ df.limit(10).show()
     │                  id                  ┆                 geometry          
      ┆ … ┆ roof_height │
     │                 utf8                 ┆                 geometry          
      ┆   ┆   float64   │
     
╞══════════════════════════════════════╪═════════════════════════════════════════╪═══╪═════════════╡
-    │ 97a89436-5295-417e-bde1-2dbf8fe10700 ┆ POLYGON((-107.0377042 
28.8102782,-107.… ┆ … ┆             │
+    │ afc55d29-5916-42ad-8f9c-76ba9d749be9 ┆ POLYGON((-74.5920939 
4.893956,-74.5920… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ e09fcdeb-65ab-443c-bc59-4f9acf32af17 ┆ POLYGON((-107.0372022 
28.8103812,-107.… ┆ … ┆             │
+    │ 9c7ece54-88ff-48d4-8b48-11959fb058a1 ┆ POLYGON((-74.5906253 
4.8896057,-74.590… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ cb06e75f-66a0-40ca-9029-e1a24dff1434 ┆ POLYGON((-107.0372848 
28.8104923,-107.… ┆ … ┆             │
+    │ 24fde8c7-6771-4205-b9da-2599d825f85f ┆ POLYGON((-74.5905666 
4.8896679,-74.590… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 5b8eaaca-5628-41d2-9e74-8c4c1205ed54 ┆ POLYGON((-107.0371986 
28.8104859,-107.… ┆ … ┆             │
+    │ 79bdbb6f-5a9f-4b35-8e30-eb9019a6a1d7 ┆ POLYGON((-74.5905272 
4.8896867,-74.590… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 1a4fba29-6160-4a98-b8f7-03395fd6466a ┆ POLYGON((-107.0373331 
28.8105281,-107.… ┆ … ┆             │
+    │ 45ca1264-1062-41de-9375-82d93d93ee31 ┆ POLYGON((-74.590441 
4.8897205,-74.5904… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 9de2d803-ab58-46e1-9a35-7423f8d0d121 ┆ POLYGON((-107.0378928 
28.8112268,-107.… ┆ … ┆             │
+    │ b22e0827-bc09-439f-85cf-5401db561a23 ┆ POLYGON((-74.5903646 
4.889949,-74.5903… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 1704c72b-6f2b-445b-b9a3-36fdd0c74233 ┆ POLYGON((-107.0376099 
28.8112085,-107.… ┆ … ┆             │
+    │ 754bf2dd-81a3-498f-910d-b2b2cc18e1a2 ┆ POLYGON((-74.589949 
4.8891923,-74.5899… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ b30bf41d-479f-4ee5-bd45-d4e17ffd8875 ┆ POLYGON((-107.0377094 
28.8115554,-107.… ┆ … ┆             │
+    │ 77464ae4-77d9-45ac-ac28-e6f972de9363 ┆ POLYGON((-74.5898331 
4.889214,-74.5897… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ c88928d4-b165-4335-9bd8-ccc5c9f79cee ┆ POLYGON((-107.0374986 
28.8111847,-107.… ┆ … ┆             │
+    │ 0f02d3f6-bbec-4cc0-89e5-65c3c4676cf1 ┆ POLYGON((-74.5899092 
4.8892714,-74.589… ┆ … ┆             │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ ca1000b0-6af3-47fc-bdf2-61e8b1b716fc ┆ POLYGON((-107.0370972 
28.8115247,-107.… ┆ … ┆             │
+    │ 696976a2-ff13-4b89-9953-8fd74b400828 ┆ POLYGON((-74.5902424 
4.889916,-74.5902… ┆ … ┆             │
     
└──────────────────────────────────────┴─────────────────────────────────────────┴───┴─────────────┘
 
 
@@ -203,25 +209,25 @@ df.show(10)
     │        id       ┆    geometry    ┆      bbox      ┆ … ┆ is_territorial ┆ 
region ┆   division_id  │
     │       utf8      ┆    geometry    ┆     struct     ┆   ┆     boolean    ┆ 
 utf8  ┆      utf8      │
     
╞═════════════════╪════════════════╪════════════════╪═══╪════════════════╪════════╪════════════════╡
-    │ cd743a89-9507-… ┆ POLYGON((111.… ┆ {xmin: 111.40… ┆ … ┆ true           ┆ 
       ┆ e08d9394-cbc8… │
+    │ ae415364-9d06-… ┆ MULTIPOLYGON(… ┆ {xmin: 29.525… ┆ … ┆ true           ┆ 
BY-MA  ┆ 7665e731-6552… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ eb9f314e-1184-… ┆ POLYGON((112.… ┆ {xmin: 112.15… ┆ … ┆ true           ┆ 
       ┆ aa2561c6-a578… │
+    │ d712e9e1-84c6-… ┆ POLYGON((29.5… ┆ {xmin: 29.577… ┆ … ┆ true           ┆ 
BY-MA  ┆ 4605a8a3-c576… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 89fbee90-bca0-… ┆ MULTIPOLYGON(… ┆ {xmin: 112.15… ┆ … ┆ true           ┆ 
       ┆ 1cf6b19e-756f… │
+    │ bee9663a-af50-… ┆ POLYGON((29.5… ┆ {xmin: 29.587… ┆ … ┆ true           ┆ 
BY-MA  ┆ 826a2333-7584… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 758c0e1e-67aa-… ┆ POLYGON((112.… ┆ {xmin: 112.27… ┆ … ┆ true           ┆ 
       ┆ 505f563f-7aa3… │
+    │ a083b661-eb7b-… ┆ POLYGON((29.4… ┆ {xmin: 29.326… ┆ … ┆ true           ┆ 
BY-MA  ┆ 17456e57-ebb6… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ e5d4c707-66d7-… ┆ POLYGON((109.… ┆ {xmin: 109.64… ┆ … ┆ true           ┆ 
CN-HI  ┆ 86939aee-1fbd… │
+    │ 83ef05fa-43ad-… ┆ POLYGON((29.6… ┆ {xmin: 29.598… ┆ … ┆ true           ┆ 
BY-MA  ┆ a44666eb-c61d… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ 26015e14-62ae-… ┆ POLYGON((109.… ┆ {xmin: 109.66… ┆ … ┆ true           ┆ 
CN-HI  ┆ ed052bae-e26f… │
+    │ 4d01e5b4-86f9-… ┆ POLYGON((29.5… ┆ {xmin: 29.531… ┆ … ┆ true           ┆ 
BY-MA  ┆ 77cdd054-ec26… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ eb42fd17-ad1e-… ┆ POLYGON((109.… ┆ {xmin: 109.83… ┆ … ┆ true           ┆ 
CN-HI  ┆ 201eeb03-4f5a… │
+    │ c2a12db9-a1d0-… ┆ POLYGON((29.5… ┆ {xmin: 29.537… ┆ … ┆ true           ┆ 
BY-MA  ┆ 4faa3881-e9a8… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ d63e1220-a308-… ┆ POLYGON((109.… ┆ {xmin: 109.90… ┆ … ┆ true           ┆ 
CN-HI  ┆ 71e30c32-2bc1… │
+    │ 7c290d7b-3f7f-… ┆ POLYGON((29.6… ┆ {xmin: 29.607… ┆ … ┆ true           ┆ 
BY-MA  ┆ e5233235-d513… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ e62cef5e-6768-… ┆ POLYGON((109.… ┆ {xmin: 109.74… ┆ … ┆ true           ┆ 
CN-HI  ┆ 24478621-6802… │
+    │ 579063f0-f751-… ┆ POLYGON((29.6… ┆ {xmin: 29.614… ┆ … ┆ true           ┆ 
BY-MA  ┆ 3f0c8f4e-c9c8… │
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
-    │ c6fcbed1-ad8d-… ┆ POLYGON((110.… ┆ {xmin: 110.00… ┆ … ┆ true           ┆ 
CN-HI  ┆ ac0f434d-1e10… │
+    │ 675aab04-ed91-… ┆ POLYGON((29.6… ┆ {xmin: 29.616… ┆ … ┆ true           ┆ 
BY-MA  ┆ 02f5979e-7976… │
     
└─────────────────┴────────────────┴────────────────┴───┴────────────────┴────────┴────────────────┘
 
 
@@ -319,8 +325,8 @@ df.show(2)
     
├╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┼╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌┤
     │ Mud Island             ┆                        ┆                        
┆ POLYGON((-66.0222822… │
     
└────────────────────────┴────────────────────────┴────────────────────────┴───────────────────────┘
-    CPU times: user 1.31 ms, sys: 1.02 ms, total: 2.33 ms
-    Wall time: 2.54 ms
+    CPU times: user 1.51 ms, sys: 1.69 ms, total: 3.2 ms
+    Wall time: 3.14 ms
 
 
 ## Visualize the results with lonboard

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