{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
    "SPDX-License-Identifier: Apache-2.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing Query Results Using the Neptune Workbench\n",
    "\n",
    "This Notebook was used to create the blog post located [here](https://aws.amazon.com/blogs/database/visualize-query-results-using-the-amazon-neptune-workbench/) and covers the following topics.\n",
    "1. Intro section\n",
    "  - Brief discussion of the new feature\n",
    "2. Loading sample data\n",
    "3. Gremlin examples\n",
    "  - Visualization hints\n",
    "  - Example queries\n",
    "  - Details view\n",
    "4. SPARQL examples\n",
    "  - Visualization hints\n",
    "  - Example queries\n",
    "  - Details view\n",
    "5. Changing the vizualization settings\n",
    "  - Network layout example\n",
    "  \n",
    "  \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "In this post, we look at the new visualization features recently added to the Amazon Neptune workbench and released on August 12, 2020. These additional capabilities allow you to produce an interactive graph diagram representing the results of your Gremlin and SPARQL queries. We look at some Gremlin-specific features and then do the same for SPARQL. Finally, we look at some of the more advanced ways you can modify the visualizations. As a sidenote, this entire post was produced using the workbench.\n",
    "\n",
    "### Installing the new features\n",
    "\n",
    "If you had previously configured the Neptune workbench, all you need to do to pick up the new features is to stop and restart your Jupyter notebook on the [Amazon SageMaker](https://aws.amazon.com/sagemaker) console. If you had not previously installed the workbench, you can launch a new notebook on the Amazon Neptune console. As part of this update, two new example notebooks are installed. These take you on a tour of all the new features in detail for both Gremlin and SPARQL queries. For step-by-step instructions on installing these new features, see the following:\n",
    "\n",
    "- [Using the Neptune Workbench with Jupyter Notebooks](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks.html)\n",
    "- [Using Neptune's Getting Started notebooks](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-get-started.html)\n",
    "- [Graph visualization in the Neptune workbench](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-visualization.html)  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After installing the latest workbench, you should check the version number to make sure you have the latest. You can do this with the `%graph_notebook_version` command. You should see a version of 1.27 or higher."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%graph_notebook_version"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It’s also a good idea to make sure that the connection to the Neptune server is working. You can do this with the `%status command`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%status"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading some sample data\n",
    "\n",
    "The Neptune workbench has a `%seed` command that you can use to load the sample data that the queries in this post use. Simply create a new cell in your notebook, enter `%seed`, and run the cell. You’re prompted to enter your Data Model (graph type) and Data set. In this post, we look at both Gremlin and SPARQL queries. If you want to try all the examples, you should install both the Property_Graph and RDF datasets. In both cases, for Data set, choose airports. After you choose Submit, the data starts to load. Loading the data should only take a few seconds.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you would like to load some data now you can use the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%seed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seeing a visual representation of your Gremlin queries\n",
    "The property graph data loaded by the `%seed` command is a model of the worldwide air route network. There are vertices for airports, countries and continents. There are edges between airports and between the countries,continents and airports. Each airport has a set of properties and the edges between airports have a property that represent the distance in miles.\n",
    "\n",
    "You can find the data set at the following GitHub repository: https://github.com/krlawrence/graph\n",
    "The results of any Gremlin query that returns a `path` can be explored visually. When such queries are run you will see a `Graph` tab in the query results area alongside the `Console` tab. As Gremlin queries allow for `by` modulators to be used to modify the representation of `path` results, there are some rules concerning how results will be rendered visually. These rules are worth remembering. The default behavior for vertex and edge `path` results that are not modified using `by` modulators is to use their labels to annotate the visualization.\n",
    "\n",
    "In some cases, the Neptune Notebook visualizer can figure out for itself whether an element in a `path` result represents a vertex or an edge and, in some cases, the direction the edge follows. Two simple examples of such queries are shown below. As the first query does not contain any edge information in the `path` result the edge direction cannot be determined automatically by the visualizer. \n",
    "\n",
    "`g.V().hasLabel('airport').out().path().limit(5)`  \n",
    "\n",
    "In this case, the edge direction can be determined as there is an `outE` step included in the query.\n",
    "\n",
    "`g.V().hasLabel('airport').outE().inV().path().limit(5)`\n",
    "\n",
    "When no `by` modulators are provided, the visualizer will use the vertex and edge labels to annotate the elements of the diagram. However, when `by` modulators are used, it is not possible for the visualizer in all cases to decide on its own which path elements represent a vertex and which represent an edge. Here is an example of such a query:  \n",
    "\n",
    "`g.V().hasLabel('airport').outE().inV().path().by('code').by('dist').limit(5)`\n",
    "\n",
    "It is also not always possible for the visualizer to decide which direction an edge follows. In this case and in the case where `by` modulators are used, the visualizer allows for some special hints to be provided to assist in producing the desired diagram.\n",
    "\n",
    "### Query visualization hints\n",
    "\n",
    "You can specify query visualization hints using either `-p` or `--path-pattern` after the `%%gremin` cell \"magic\". The syntax in general is:\n",
    "\n",
    "`%%gremlin -p | --path-pattern <comma separated hints>`\n",
    "\n",
    " The names of the hints reflect the Gremlin steps most commonly used when traversing between vertices and behave accordingly. The hints used should match the corresponding Gremlin steps used in the query. The hints used can be any combination of those shown in the list below, separated by commas. The list must not contain any spaces between the commas.\n",
    "\n",
    "- v\n",
    "- inv\n",
    "- outv\n",
    "- e\n",
    "- ine\n",
    "- oute\n",
    "\n",
    "\n",
    "\n",
    "We can provide visualization hints for the query shown earlier as follows:\n",
    "\n",
    "`%%gremlin -p v,oute,inv`  \n",
    "`g.V().hasLabel('airport').outE().inV().path().by('code').by('dist').limit(5)`\n",
    "\n",
    "If you were to run the query with and without the hints present you would observe the differences. Without the hint the visualizer is unable to determine if the `dist` property relates to a vertex or an edge and therefore defaults to using a vertex.\n",
    "\n",
    "### Adjusting the visualization layout and other settings\n",
    "You can further adjust many of the visualization settings using the two commands. We will take a look at using those near the end of this post.\n",
    "\n",
    "- `%graph_notebook_vis_options`\n",
    "- `%%graph_notebook_vis_options`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring routes from Palm Springs (PSP) using Gremlin\n",
    "\n",
    "Given the information above we are ready to start writing some queries and creating some visualizations. Let's start by writing a Gremlin query to find ten routes from the Palm Springs (PSP) airport. When we run the query, by default we see the results shown in text form under the Console tab. Clicking on the Graph tab yields the following picture. The vertices can be moved around by left clicking on them and dragging. You can zoom in and out using the + and - icons or by moving the scroll wheel on a mouse or using the zoom gesture on your laptop or tablet. You can pan (move) the whole diagram around by left clicing on a part of the diagram where there are no vertices or edges and dragging. If you hover the mouse over a vertex a pop up will appear containing the text used to label that vertex in the diagram. If you right click on the picture a menu will appear that allows you to copy the diagram to the clipboard or save it as a PNG file. This is useful if, for example, you create a nice looking diagram and want to share it with others.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.V().has('airport','code','PSP').out().path().by('code').limit(10)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The two pictures below show the results in the Console view and then the same results using the Graph view.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So far our diagram looks quite nice but there are no arrowheads showing us which direction the routes are in. This is because the results of our query do not give the visualizer enough information to figure this out by itself. However, with a little help from us, by way of a hint, we can easiy add arrows to our diagram. This time we add a hint after the cell magic: `%%gremlin -p v,inv`. This tells the visualizer that there will be a vertex followed by another vertex, connected by an outgoing edge. This is all the visualizer needs to know where to put the arrow heads in the diagram.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin -p v,inv\n",
    "g.V().has('airport','code','PSP').out().path().by('code').limit(10)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is the updated diagram with the arrows now added.  \n",
    "\n",
    "\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now all that is missing is to add the route distances as labels on the edges. Let's also change the query so that the vertex labels are city names rather than airport codes. To do that we need to change the query to include explicit references to the edges as well as the vertices. The hint to the visualizer also needs to be changed to let it know that there are edge properties in the result set. Notice that vertex labels are truncated and replaced by and have an ellipsis (...) added if they are longer than ten characters. Hovering over a vertex will cause a tool tip to appear that shows the full text.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin -p v,oute,inv\n",
    "g.V().has('airport','code','PSP').outE().inV().path().by('city').by('dist').limit(10)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The picture below shows the updated visualization and also a tool tip.  \n",
    "\n",
    "\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Introducing the Details view\n",
    "If your Gremlin query results include a key/value map, as generated by the `valueMap` step, you can hover the mouse over a vertex to see many of the results but it is sometimes nicer to see them in a table. Clicking on a vertex and then selecting the Details view icon will pop up a table showing a nice scrollable list of the results. You can move the pop up window around and make it larger or smaller as suits your preference. The following Gremlin query was used to produce these results.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin -p v,oute,inv\n",
    "g.V().has('airport','code','PSP').outE().inV().\n",
    "  path().\n",
    "    by(valueMap('code','city','region','desc','lat','lon').order(local).by(keys)).\n",
    "    by('dist').limit(10)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "The picture below shows the Details View window containing information about the selected airport.\n",
    "\n",
    "![image.png](attachment:image.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Routes between New Zealand and Australia\n",
    "The last Gremlin query we are going to look at for now produces a more interesting result. Imagine we wanted to find all routes that start in New Zealand and end in Australia. The Gremlin query below does just that. When rwe run the query and look at the resultant diagram we can see all the different ways New Zealand and Australia are connected within the data set. Towards the end of this post we will take one more look at a similar Gremlin query and explain how to change the way the visualization is created using a more left to right, hierarchical view setting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin -p v,inv\n",
    "g.V().has('country','NZ').out('route').has('country','AU').path().by('city')"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The picture below shows the routes that were found in the Graph view.\n",
    "\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seeing a visual representation of your SPARQL queries\n",
    "\n",
    "The RDF graph data loaded by the `%seed` command is derived from the same data set used in the Gremlin examples above. In this version, RDF triples are used to represent airports, countries, continents and their respective properties. There are additional triples that represent routes between airports and between the countries,continents and airports. The data set takes advantage of RDF _Named Graphs_ to represent the equivalent of edge properties that represent the distance between airports. \n",
    "\n",
    "You can find the original data set in CSV form at the following GitHub repository: https://github.com/krlawrence/graph.   \n",
    "\n",
    "The following SPARQL `PREFIX` shortcuts are helpful when working with this data.\n",
    "\n",
    "```\n",
    "PREFIX rdf:   <http://www.w3.org/1999/02/22-rdf-syntax-ns#>\n",
    "PREFIX rdfs:  <http://www.w3.org/2000/01/rdf-schema#>\n",
    "PREFIX res:   <http://kelvinlawrence.net/air-routes/resource/>\n",
    "PREFIX prop:  <http://kelvinlawrence.net/air-routes/datatypeProperty/>\n",
    "PREFIX op:    <http://kelvinlawrence.net/air-routes/objectProperty/>\n",
    "PREFIX class: <http://kelvinlawrence.net/air-routes/class/>\n",
    "PREFIX geo:   <http://www.w3.org/2003/01/geo/wgs84_pos#>\n",
    "```\n",
    "\n",
    "The RDF version of the data set was created by converting the property graph CSV files into N-Quad format files using the tool located at [here](https://github.com/aws/amazon-neptune-csv-to-rdf-converter).\n",
    "\n",
    "The results of many SPARQL queries can be explored visually. When such queries are run you will see a `Graph` tab in the query results area alongside the other tabs. There are a few requirements that must be followed if you want to have a visualization drawn.\n",
    "\n",
    "The `SELECT` clause must be of one of two forms:\n",
    "- `SELECT ?s ?p ?o`\n",
    "- `SELECT ?subject ?predicate ?object`\n",
    "\n",
    "You can use other variable names in your queries and in your `SELECT` clauses but only those using the above forms will cause a graph visualization, if appropriate, to be drawn. By default, if present, the `rdfs:label` triple value will be used to label graph components in the visualization.\n",
    "\n",
    "\n",
    "### Query visualization hints\n",
    "\n",
    "By default, a visualization will only include triple patterns where `?o` represents another triple resource. In other words, if `?o` is of type `uri` or `bnode` (blank node). All other `?o` binding types, such as `literal` (string, integer etc.), will be considered to be properties on the `?s` node.  These can be seen using the Details view under the `Graph` tab. If you want to also have literal values included in your visualization as vertices, which often is the case, you can specify a hint as shown below. \n",
    "\n",
    "`%%sparql --expand-all`\n",
    "\n",
    "This tells the visualizer to include all `?s ?p ?o` results in the graph diagram. You will see this hint used throughout this notebook along with additional commentary. Feel free to experiment by running queries with and without the hint to see the differences to the visualization.\n",
    "\n",
    "### Adjusting the visualization layout and other settings\n",
    "As with Gremlin queries, you can further adjust many of the visualization settings for SPARQL queries using the two commands\n",
    "\n",
    "- `%graph_notebook_vis_options`\n",
    "- `%%graph_notebook_vis_options`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring routes from Palm Springs (PSP) using SPARQL\n",
    "\n",
    "We are now ready to start writing some SPARQL queries and creating some visualizations that are similar to the Gremlin ones. As we did with Gremlin, let's start by writing a SPARQL  query to find ten routes from the Palm Springs (PSP) airport. When we run a SPARQL query the results by default are shown using a Table view. If the query can be shown visually there will also be a Graph tab. Results from SPARQL queries also have a Raw tab that allows us to see the query in the form it was returned by the query engine. This is similar to the Console view used for Gremlin queries.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sparql\n",
    "\n",
    "PREFIX prop:  <http://kelvinlawrence.net/air-routes/datatypeProperty/>\n",
    "PREFIX op:    <http://kelvinlawrence.net/air-routes/objectProperty/>\n",
    "PREFIX res:   <http://kelvinlawrence.net/air-routes/resource/>\n",
    "\n",
    "\n",
    "SELECT ?s ?p ?o\n",
    "WHERE {\n",
    "    ?s ?p ?o .\n",
    "    ?s prop:code \"PSP\" .\n",
    "    ?s op:route ?o\n",
    "}\n",
    "LIMIT 10\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The two pictures below show the Table and Graph views after running the query.Notice that so far we just see the unmodified  triples in the Table and Graph view. This is something we will improve upon in the next example.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It would make a nicer visualization if we could see the airport codes rather than the fully qualified triple values. We can do that by slightly adjusting the query and giving the visualizer the `--expand-all` hint."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sparql --expand-all\n",
    "PREFIX prop:  <http://kelvinlawrence.net/air-routes/datatypeProperty/>\n",
    "PREFIX op:    <http://kelvinlawrence.net/air-routes/objectProperty/>\n",
    "\n",
    "SELECT ?s ?p ?o\n",
    "WHERE {\n",
    "    ?from ?p ?to .\n",
    "    ?from prop:code \"PSP\" .\n",
    "    ?from op:route ?to .\n",
    "    ?from prop:code ?s .\n",
    "    ?to prop:code ?o\n",
    "}\n",
    "LIMIT 10"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The picture below shows the results of running the modified query. This looks a lot nicer and is easier for the human observer to understand.\n",
    "\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing RDF triples as a graph\n",
    "Sometimes it is nice to see all of the triples releated to a specific vertex in the graph diagramatically. The next query helps us achieve that. We use a `FILTER` step to retrieve just the literal values connected to the PSP vertex. Once again using the `--expand-all` hint tells the visualizer to draw the results as a star graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sparql --expand-all\n",
    "\n",
    "PREFIX prop: <http://kelvinlawrence.net/air-routes/datatypeProperty/>\n",
    "\n",
    "SELECT ?s ?p ?o \n",
    "WHERE {\n",
    "    ?s ?p ?o . \n",
    "    ?s prop:code \"PSP\" \n",
    "    FILTER (strstarts(str(?p),str(prop:)))\n",
    "} \n",
    "LIMIT 10"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The picture below shows the PSP airport properties drawn as a star graph.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the Details View with SPARQL queries\n",
    "\n",
    "If we remove the `--expand-all` hint from our previous query the star graph becomes a diagram containing a single vertex. However, the results are still available to us via the Details view as shown below.\n",
    "\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adding route distances to the visualization\n",
    "To make the visualization more interesting let's now change the query so that the visualization includes the route distance as the edge labels. To do this we take advantage of the fact that the RDF data set uses Named Graphs to simulate the same edge properties found in the property graph data. The query is stil quite simple and the results are a lot nicer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sparql --expand-all\n",
    "PREFIX prop: <http://kelvinlawrence.net/air-routes/datatypeProperty/> \n",
    "PREFIX op:   <http://kelvinlawrence.net/air-routes/objectProperty/> \n",
    "\n",
    "SELECT ?s ?p ?o WHERE {\n",
    "  ?czm prop:code \"PSP\" .\n",
    "  ?czm op:route ?dest .\n",
    "  ?czm prop:code ?s.\n",
    "  ?dest prop:code ?o.\n",
    "  GRAPH ?route { ?czm op:route ?dest }\n",
    "  ?route prop:dist ?p }\n",
    "ORDER BY ?p\n",
    "LIMIT 10"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The picture below shows the diagram with the distances added.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Routes between New Zealand and Australia - revisited\n",
    "To finish up our SPARQL examples let's write a query that does the same thing we did above in Gremlin. When the query is run the results look similar to before. While Gremlin and SPARQL each have specififc things they do very well, this demonstrates that a lot of common graph queries can be expressed easily in either language."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sparql --expand-all\n",
    "PREFIX prop:  <http://kelvinlawrence.net/air-routes/datatypeProperty/>\n",
    "PREFIX op:    <http://kelvinlawrence.net/air-routes/objectProperty/>\n",
    "\n",
    "SELECT ?s ?p ?o\n",
    "WHERE {\n",
    "    ?from ?p ?to .\n",
    "    ?from prop:country \"NZ\" .\n",
    "    ?to prop:country \"AU\" .\n",
    "    ?from op:route ?to .\n",
    "    ?from prop:city ?s .\n",
    "    ?to prop:city ?o\n",
    "}\n",
    "LIMIT 300"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The diagram looks a lot like the one we created earlier using Gremlin.\n",
    "\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing the visualization settings\n",
    "The Amazon Neptune Notebooks use an open source library called [Vis.js](https://github.com/visjs) to assist with drawing the graph diagrams. Vis.js provides a rich set of customizable settings. The documentation for most of the visualization settings used in this notebook can be found [here](https://visjs.org/) and in particular the graph network drawing documentation can be found [here](https://visjs.github.io/vis-network/docs/network/).  \n",
    "\n",
    "To see the current settings used by your notebook you can use the `%graph_notebook_vis_options` line magic command.  To change any of these settings create a new cell, copy the results, make some edits, and use `%%graph_notebook_vis_options` to change them (note the two percent signs indicating a cell magic).\n",
    "\n",
    "These settings give you a lot of flexibility to customize your visualizations in whichever way you find most pleasing. At any time you can restore the default settings by running a cell containing the command `%graph_notebook_vis_options reset`\n",
    "\n",
    "### Producing a hierarchical diagram\n",
    "For some types of query using a hierarchical view is quite pleasing. We can copy the JSON shown below into a cell containing the `%%graph_notebook_vis_options` command. The JSON below contains settings that instruct the visualization engine to produce a more hierarchical view. In this case specifically a left to right view. This type of configuration is useful if the result of your query is tree like in nature. In our case it also works well for looking at airline routes that have a start, some intermediate stops and a destination."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%graph_notebook_vis_options\n",
    "{\n",
    "  \"nodes\": {\n",
    "    \"borderWidthSelected\": 0,\n",
    "    \"borderWidth\": 0,\n",
    "    \"color\": {\n",
    "      \"background\": \"rgba(210, 229, 255, 1)\",\n",
    "      \"border\": \"transparent\",\n",
    "      \"highlight\": {\n",
    "        \"background\": \"rgba(9, 104, 178, 1)\",\n",
    "        \"border\": \"rgba(8, 62, 100, 1)\"\n",
    "      }\n",
    "    },\n",
    "    \"shadow\": {\n",
    "      \"enabled\": false\n",
    "    },\n",
    "    \"shape\": \"circle\",\n",
    "    \"widthConstraint\": {\n",
    "      \"minimum\": 70,\n",
    "      \"maximum\": 70\n",
    "    },\n",
    "    \"font\": {\n",
    "      \"face\": \"courier new\",\n",
    "      \"color\": \"black\",\n",
    "      \"size\": 12\n",
    "    }\n",
    "  },\n",
    "  \"edges\": {\n",
    "    \"color\": {\n",
    "      \"inherit\": false\n",
    "    },\n",
    "    \"smooth\": {\n",
    "      \"enabled\": true,\n",
    "      \"type\": \"straightCross\"\n",
    "    },\n",
    "    \"arrows\": {\n",
    "      \"to\": {\n",
    "        \"enabled\": true,\n",
    "        \"type\": \"arrow\"\n",
    "      }\n",
    "    },\n",
    "    \"font\": {\n",
    "      \"face\": \"courier new\"\n",
    "    }\n",
    "  },\n",
    "  \"interaction\": {\n",
    "    \"hover\": true,\n",
    "    \"hoverConnectedEdges\": true,\n",
    "    \"selectConnectedEdges\": false\n",
    "  },\n",
    "  \"physics\": {\n",
    "    \"hierarchicalRepulsion\": {\n",
    "      \"centralGravity\": 0\n",
    "    },\n",
    "    \"minVelocity\": 0.75,\n",
    "    \"solver\": \"hierarchicalRepulsion\"\n",
    "  },\n",
    "  \"layout\": {\n",
    "    \"hierarchical\": { \n",
    "      \"enabled\": true,\n",
    "      \"direction\": \"LR\",\n",
    "      \"sortMethod\": \"directed\",\n",
    "      \"edgeMinimization\":false }\n",
    "  }\n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following Gremlin query looks for up to 5 routes from Palm Springs to Wellington in New Zealand. The pictures that follow show the results of running the query with and without the hierarchical view settings in place."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin -p v,inv,inv,inv\n",
    "g.V().has('airport','code','PSP').\n",
    "  repeat(out().simplePath()).\n",
    "  until(has('code','WLG')).\n",
    "  path().\n",
    "    by('code').\n",
    "  limit(5)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
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   "source": [
    "![image.png](attachment:image.png)"
   ]
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   "source": [
    "## Summary\n",
    "\n",
    "In this post, we showcased many of the new visualization features now available in the Neptune workbench. We encourage you to experiment with the sample data in this post or your own data to further explore all of the features. As we mentioned earlier, two new example notebooks are installed along with the workbench that make it easy to get started with query visualizations. Let us know what you think of this new experience. All that is left for now is to wish you happy visual graphing with Neptune!\n",
    "\n",
    "## About the author\n",
    "Kelvin Lawrence is a Principal Data Architect focused on Amazon Neptune and many other related services. He has been working with graph databases for many years, is the author of the book [Practical Gremlin](http://www.kelvinlawrence.net/book/PracticalGremlin.html) and is a committer on the Apache TinkerPop project.\n"
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  }
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