Added Vector Similarity Notebook Example (#555)

* Added Vector Similarity Notebook and updated the other algorithm notebooks to point to it as a Next Step. Added a PDF of supported algorithms and updated the Getting Started notebook to not use %status in favor of %opencypher_status

* Update ChangeLog.md

* Revisions for readability

---------

Co-authored-by: Dave Bechberger <dbechbe@amazon.com>
Co-authored-by: Michael Chin <mchin188@yahoo.com>

ChangeLog.md

@@ -3,6 +3,8 @@
 Starting with v1.31.6, this file will contain a record of major features and updates made in each release of graph-notebook.
 
 ## Upcoming
+- New Neptune Analytics notebook - Vector Similarity Algorithms ([Link to PR](https://github.com/aws/graph-notebook/pull/555))
+  - Path: 02-Neptune-Analytics > 02-Graph-Algorithms > 06-Vector-Similarity-Algorithms
 - Deprecated Python 3.7 support ([Link to PR](https://github.com/aws/graph-notebook/pull/551))
 - Added unit abbreviation support to `--max-content-length` ([Link to PR](https://github.com/aws/graph-notebook/pull/553))
 

src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/01-Getting-Started-With-Neptune-Analytics.ipynb

@@ -77,21 +77,21 @@
    },
    "outputs": [],
    "source": [
-    "%status"
+    "%opencypher_status"
    ]
   },
   {
    "cell_type": "markdown",
    "id": "8f3b5040-15be-474e-9b55-01b60945085d",
    "metadata": {},
    "source": [
-    "Examining the response we should see that the graph status is currently `healthy` as well as some metadata such as versions and the start time for the cluster.\n",
+    "Examining the response we should see that the graph returns an object that contains some information on currently running openCypher queries.\n",
     "\n",
     "## Getting Help\n",
     "You can get help at any time using the `--help` option.\n",
     "\n",
     "```\n",
-    "%status --help\n",
+    "%opencypher_status --help\n",
     "```\n",
     "\n",
     "**Note:**  If you are using a cell magic the cell body needs at least one character in it for `--help` to work.\n",
@@ -429,4 +429,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}

src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/02-Path-Finding-Algorithms.ipynb

@@ -544,7 +544,9 @@
     "\n",
     "* [Community detection/clustering algorithms](./04-Community-Detection-Algorithms.ipynb)\n",
     "\n",
-    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)"
+    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)\n",
+    "\n",
+    "* [Vector Similarity algorithms](./06-Vector-Similarity-Algorithms.ipynb)"
    ]
   }
  ],

src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/03-Centrality-Algorithms.ipynb

@@ -400,7 +400,9 @@
     "\n",
     "* [Community detection/clustering algorithms](./04-Community-Detection-Algorithms.ipynb)\n",
     "\n",
-    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)"
+    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)\n",
+    "\n",
+    "* [Vector Similarity algorithms](./06-Vector-Similarity-Algorithms.ipynb)"
    ]
   }
  ],

src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/04-Community-Detection-Algorithms.ipynb

@@ -371,7 +371,9 @@
     "\n",
     "* [Centrality algorithms](./03-Centrality-Algorithms.ipynb)\n",
     "\n",
-    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)"
+    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)\n",
+    "\n",
+    "* [Vector Similarity algorithms](./06-Vector-Similarity-Algorithms.ipynb)"
    ]
   }
  ],

test/unit/notebooks/test_validate_notebooks.py

@@ -52,6 +52,7 @@ def test_no_extra_notebooks(self):
             f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/03-Centrality-Algorithms.ipynb',
             f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/04-Community-Detection-Algorithms.ipynb',
             f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/05-Similarity-Algorithms.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/06-Vector-Similarity-Algorithms.ipynb',
             f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/03-Sample-Use-Cases/Overview.ipynb',
             f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/01-Fraud-Ring-Identifcation.ipynb',
             f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/01-EDGAR-Competitior-Analysis-using-Knowledge-Graph-Graph-Algorithms-and-Vector-Search.ipynb',