fix: review edits to section 2

Author: wildintellect

docs/02-database.ipynb

@@ -7,10 +7,10 @@
    "source": [
     "# 2. The Database: pgstac\n",
     "\n",
-    "pgstac is a PostgreSQL extension that enables STAC metadata management in a PostgreSQL database.\n",
+    "**pgstac** is a PostgreSQL extension that enables STAC metadata management in a PostgreSQL database.\n",
     "eoAPI is useful to many organizations because the other components are configured to work seamlessly with STAC metadata that is stored in your pgstac database.\n",
     "\n",
-    "**pypgstac** is a Python package for interacting with a pgstac database. You will learn  how to use pypgstac to perform the following operations on a pgstac database:\n",
+    "**pypgstac** is a Python package for interacting with a pgstac database. You will learn how to use pypgstac to perform the following operations on a pgstac database:\n",
     "1. Generate STAC collection record\n",
     "2. Add the record to the `collections` table with `Loader.load_collections`\n",
     "3. Generate STAC item records\n",
@@ -30,7 +30,7 @@
    "id": "jivtk3bczsd",
    "metadata": {},
    "source": [
-    "# Workshop Setup\n",
+    "## Workshop Setup\n",
     "\n",
     "Run this cell to fetch database credentials. You'll be prompted to enter the workshop access token provided by your instructor.\n",
     "\n",
@@ -117,7 +117,7 @@
    "source": [
     "## 2.1 Load a collection object\n",
     "\n",
-    "Start by creating a collection that will contain items within ~2 degrees of your provided location between January 1 2025 and April 18 2025."
+    "We'll start by creating a collection, that will eventually contain items, within ~2 degrees of your provided location between January 1 2025 and April 18 2025."
    ]
   },
   {
@@ -178,7 +178,7 @@
    "id": "af1fa92d-97b3-4b70-b7b9-b371a06741a3",
    "metadata": {},
    "source": [
-    "The `load_collections` method accepts an iterable of STAC collection dictionaries or a file path to a collection.json file or a .ndjson file with multiple collection records. You already have your `pystac.Collection` in memory in this session so you can just write it to a dictionary and upload it (in a list). \n",
+    "The `load_collections` method accepts an iterable of STAC collection dictionaries, a file path to a collection.json file, or a [.ndjson](https://en.wikipedia.org/wiki/JSON_streaming#Newline-delimited_JSON) file with multiple collection records. You already have your `pystac.Collection` in memory in this session so you can just write it to a dictionary and upload it (in a list, i.e. iterable object). \n",
     "\n",
     "The `upsert` method will add your collection to the `collections` table if it does not exist and update any fields with new values if the record does already exist."
    ]
@@ -466,7 +466,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.12"
+   "version": "3.12.11"
   }
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  "nbformat": 4,