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diff --git a/.doctrees/aws/aws.doctree b/.doctrees/aws/aws.doctree
diff --git a/.doctrees/azure/azure.doctree b/.doctrees/azure/azure.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/C4/c4acme.html b/C4/c4acme.html
@@ -579,123 +579,6 @@ <h4>3.1.2.3. Explore<a class="headerlink" href="#id3" title="Permalink to this h
 <div class="section" id="c4-acme-component">
 <h3>3.1.3. C4 ACME Component<a class="headerlink" href="#c4-acme-component" title="Permalink to this headline">¶</a></h3>
 <div class="figure align-center" id="id9">
-<p class="plantuml">
-<img src="../_images/plantuml-af4be4bd4df2f4be25d00d9d9adb2a3a24097ceb.png" alt="&#64;startuml
-
-'AWS stuff here
-'================================
-!includeurl &lt;aws/common&gt;
-!includeurl &lt;aws/SDKs/Java/Java.puml&gt;
-!includeurl &lt;aws/SDKs/Nodejs/Nodejs.puml&gt;
-
-!includeurl &lt;aws/General/users/users.puml&gt;
-!includeurl &lt;aws/General/client/client.puml&gt;
-!includeurl &lt;aws/General/AWScloud/AWScloud.puml&gt;
-!includeurl &lt;aws/General/mobileclient/mobileclient.puml&gt;
-
-!includeurl &lt;aws/Database/AmazonRDS/AmazonRDS.puml&gt;
-!includeurl &lt;aws/Database/AmazonRDS/DBinstance/DBinstance.puml&gt;
-!includeurl &lt;aws/Database/AmazonRDS/MySQLDBinstance/MySQLDBinstance.puml&gt;
-
-!includeurl &lt;aws/Compute/AWSElasticBeanstalk/AWSElasticBeanstalk.puml&gt;
-!includeurl &lt;aws/Compute/AWSElasticBeanstalk/deployment/deployment.puml&gt;
-!includeurl &lt;aws/Compute/AWSElasticBeanstalk/application/application.puml&gt;
-!includeurl &lt;aws/Compute/ElasticLoadBalancing/ApplicationLoadBalancer/ApplicationLoadBalancer.puml&gt;
-!includeurl &lt;aws/Compute/AWSLambda/AWSLambda.puml&gt;
-!includeurl &lt;aws/Compute/AWSLambda/LambdaFunction/LambdaFunction.puml&gt;
-
-!includeurl &lt;aws/Storage/AmazonS3/AmazonS3.puml&gt;
-!includeurl &lt;aws/Storage/AmazonS3/bucket/bucket.puml&gt;
-!includeurl &lt;aws/Storage/AmazonGlacier/AmazonGlacier.puml&gt;
-!includeurl &lt;aws/Storage/AmazonGlacier/archive/archive.puml&gt;
-
-!includeurl &lt;aws/SecurityIdentityCompliance/AWSIAM/AWSIAM.puml&gt;
-!includeurl &lt;aws/SecurityIdentityCompliance/IAM/permissions/permissions.puml&gt;
-!includeurl &lt;aws/SecurityIdentityCompliance/IAM/role/role.puml&gt;
-
-!includeurl &lt;aws/MobileServices/AmazonCognito/AmazonCognito.puml&gt;
-!includeurl &lt;aws/NetworkingContentDelivery/AmazonRoute53/AmazonRoute53.puml&gt;
-!includeurl &lt;aws/SecurityIdentityCompliance/AWSIAM/AWSIAM.puml&gt;
-
-!includeurl &lt;aws/Analytics/AmazonES/AmazonES.puml&gt;
-!includeurl &lt;aws/ManagementTools/AmazonCloudWatch/AmazonCloudWatch.puml&gt;
-
-'Elastic stuff here
-'================================
-!define ELASTIC_PUML ./plantuml-elastic
-
-!include ELASTIC_PUML/apm/apm.puml
-!include ELASTIC_PUML/app_search/app_search.puml
-!include ELASTIC_PUML/beats/beats.puml
-!include ELASTIC_PUML/cloud/cloud.puml
-!include ELASTIC_PUML/cloud_in_kubernetes/cloud_in_kubernetes.puml
-!include ELASTIC_PUML/code_search/code_search.puml
-!include ELASTIC_PUML/ece/ece.puml
-!include ELASTIC_PUML/eck/eck.puml
-!include ELASTIC_PUML/elastic_search/elastic_search.puml
-!include ELASTIC_PUML/endpoint/endpoint.puml
-!include ELASTIC_PUML/enterprise_search/enterprise_search.puml
-!include ELASTIC_PUML/kibana/kibana.puml
-!include ELASTIC_PUML/logging/logging.puml
-!include ELASTIC_PUML/logstash/logstash.puml
-!include ELASTIC_PUML/maps/maps.puml
-!include ELASTIC_PUML/metrics/metrics.puml
-!include ELASTIC_PUML/siem/siem.puml
-!include ELASTIC_PUML/site_search/site_search.puml
-!include ELASTIC_PUML/stack/stack.puml
-!include ELASTIC_PUML/uptime/uptime.puml
-
-
-'change color of selected background shape https://plantuml.com/deployment-diagram
-skinparam actorBackgroundColor White 
-skinparam agentBackgroundColor White 
-skinparam artifactBackgroundColor White 
-skinparam boundaryBackgroundColor White 
-skinparam cardBackgroundColor White 
-skinparam cloudBackgroundColor White 
-skinparam componentBackgroundColor White 
-skinparam controlBackgroundColor White 
-skinparam databaseBackgroundColor White 
-skinparam entityBackgroundColor White 
-skinparam fileBackgroundColor White 
-skinparam folderBackgroundColor White 
-skinparam frameBackgroundColor White 
-skinparam interfaceBackgroundColor White 
-skinparam nodeBackgroundColor White 
-skinparam packageBackgroundColor White 
-skinparam queueBackgroundColor White 
-skinparam stackBackgroundColor White 
-skinparam rectangleBackgroundColor White 
-skinparam storageBackgroundColor White 
-skinparam usecaseBackgroundColor White 
-
-
-
-'To change background color to elastic green
-'skinparam componentBackgroundColor 00BFB3 
-
-AWSCLOUD(aws) {
-
-    AMAZONS3(s3_bucket,&quot;Logs uploaded to here&quot;)
-
-package Elastic {
-
-    'add &quot;node&quot;, &quot;component&quot;, &quot;agent&quot; etc... to change background shape per https://plantuml.com/deployment-diagram
-    'default is agent 
-    ELASTIC_SEARCH(ElasticSearch, &quot;Search and Analyze&quot;,database)
-    LOGSTASH(Logstash, &quot;Parse and Transform&quot;,node)
-    KIBANA(Kibana, &quot;Visualize&quot;,agent) 
-}
-
-    s3_bucket -down-&gt; Logstash: Raw logs
-    Logstash -right-&gt; ElasticSearch: Transformed Data
-    ElasticSearch -right-&gt; Kibana: Data to View
-
-}
-
-&#64;enduml
-"/>
-</p>
 <p class="caption"><span class="caption-text"><em>C4 ACME Component</em></span><a class="headerlink" href="#id9" title="Permalink to this image">¶</a></p>
 </div>
 <div class="figure align-center" id="id10">

diff --git a/PlantUMLSpriteLibraries/CreateSpriteLibrary.html b/PlantUMLSpriteLibraries/CreateSpriteLibrary.html
@@ -236,25 +236,6 @@ <h3>5.1.1. Converting the icon set to PlantUML Sprites<a class="headerlink" href
 <div class="section" id="example">
 <h3>5.1.2. Example<a class="headerlink" href="#example" title="Permalink to this headline">¶</a></h3>
 <div class="figure align-center">
-<p class="plantuml">
-<img src="../_images/plantuml-77a4933a093a6e4472f06798be02dddeb5e19ef6.png" alt="&#64;startuml
-
-!include &lt;osa/user/audit/audit.puml&gt;
-!include &lt;osa/user/black/hat/hat.puml&gt;
-!include &lt;osa/user/green/architect/architect.puml&gt;
-
-Auditor : &lt;$audit&gt; 
-Architect: &lt;$architect&gt; 
-BlackHat : &lt;$black_hat&gt;
-
-Auditor -&gt; Architect : blah
-Architect -&gt; BlackHat : blahblah
-
-
-&#64;enduml
-
-"/>
-</p>
 </div>
 <div class="highlight-default notranslate"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre> 1
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diff --git a/_images/play.png b/_images/play.png
diff --git a/_images/play1.png b/_images/play1.png
diff --git a/_images/play2.png b/_images/play2.png
diff --git a/_images/play3.png b/_images/play3.png
diff --git a/_images/sphx_glr_plot_0_gal2_example_001.png b/_images/sphx_glr_plot_0_gal2_example_001.png
diff --git a/_images/sphx_glr_plot_0_gal2_example_thumb.png b/_images/sphx_glr_plot_0_gal2_example_thumb.png
diff --git a/_images/sphx_glr_plot_0_samplemodule_thumb.png b/_images/sphx_glr_plot_0_samplemodule_thumb.png
diff --git a/_images/sphx_glr_plot_1_download_data_thumb.png b/_images/sphx_glr_plot_1_download_data_thumb.png
diff --git a/_images/sphx_glr_plot_2_data2_thumb.png b/_images/sphx_glr_plot_2_data2_thumb.png
diff --git a/_sources/aws/aws.rst.txt b/_sources/aws/aws.rst.txt
@@ -16,37 +16,44 @@ Create Real Life AWS Diagrams
 .. _Running: https://plantuml.com/running
 .. _PlantUMLActions: https://github.com/marketplace?query=plantuml
 .. _AWSArchitectureBlog: https://aws.amazon.com/blogs/architecture
-
+.. _AWSArchitectureBlogSample1: Helping Global Remote Working with Amazon AppStream 2.0 https://aws.amazon.com/blogs/architecture/bbva-helping-global-remote-working-with-amazon-appstream-2-0/
+.. _AWSArchitectureBlogSample2: https://aws.amazon.com/blogs/architecture/building-a-scalable-document-pre-processing-pipeline/
+.. _AWSArchitectureBlogSample3: https://aws.amazon.com/blogs/architecture/serving-billions-of-ads-with-amazon-elasticache-for-redis/
+.. _Deployment: https://plantuml.com/deployment-diagram
 
 .. note ::
 
-    In this section we'll put PlantUML to the test by seeing if we can recreate some real diagrams from the AWSArchitectureBlog_ .
+    In this section we'll put PlantUML to the test by seeing if we can recreate some real diagrams from the AWSArchitectureBlog_.
+
+    We'll show the original image from the AWSArchitectureBlog_, and the PlantUML version for comparison.
 
-    We're aiming for architectural equivalence (not image reproduction).
+    **We're aiming for architectural equivalence (not image reproduction).**
 
-    We will take the 3 most recent entries showing architecture diagrams on the front page as at May 2020.
+We take the 3 most recent entries that show architecture diagrams on the front page of AWSArchitectureBlog_ as at May 2020.
 
-    #. BBVA: Helping Global Remote Working with Amazon AppStream 2.0 https://aws.amazon.com/blogs/architecture/bbva-helping-global-remote-working-with-amazon-appstream-2-0/
-    #. Building a Scalable Document Pre-Processing Pipeline https://aws.amazon.com/blogs/architecture/building-a-scalable-document-pre-processing-pipeline/
-    #. Serving Billions of Ads in Just 100 ms Using Amazon Elasticache for Redis https://aws.amazon.com/blogs/architecture/serving-billions-of-ads-with-amazon-elasticache-for-redis/
+#. BBVA: Helping Global Remote Working with Amazon AppStream 2.0 https://aws.amazon.com/blogs/architecture/bbva-helping-global-remote-working-with-amazon-appstream-2-0/
+#. Building a Scalable Document Pre-Processing Pipeline https://aws.amazon.com/blogs/architecture/building-a-scalable-document-pre-processing-pipeline/
+#. Serving Billions of Ads in Just 100 ms Using Amazon Elasticache for Redis https://aws.amazon.com/blogs/architecture/serving-billions-of-ads-with-amazon-elasticache-for-redis/
 
-    Then we'll show the original image from blog, and the PlantUML version for comparison.
+This sample of 3 diagrams is quite varied in complexity and features.
 
-    We'll approach them in order of complexity.
+We'll approach them in order of complexity.
 
 
 
-1
+AWSArchitectureBlogSample1_
 ===============================================================================
 
 Original
 -------------------------------------------------------------------------------
-Original image from AWSArchitectureBlog_ "Serving Billions of Ads in Just 100 ms Using Amazon Elasticache for Redis" https://aws.amazon.com/blogs/architecture/serving-billions-of-ads-with-amazon-elasticache-for-redis/
 
 .. figure :: ./High-level-digram-1-Smadex-1024x584.png
+    
+    AWSArchitectureBlogSample1_
 
 PlantUML Equivalent
 -------------------------------------------------------------------------------
+
 .. uml:: 1.7.puml
     :align: center
 
@@ -66,20 +73,20 @@ ref: https://github.com/awslabs/aws-icons-for-plantuml
 Gather the icons we need
 --------------------------------------------------------------------------------
 
-For AWS icons, Orange is AWS Compute so let's take a look at the compute icons.
-Yes, that's the EC2 icon on right of diagram (which is part of AWS Compute). 
+* For the EC2 icon on right of diagram; for AWS icons, Orange is AWS Compute so we look at the compute icons. 
+* Use our github trick to find "users"; they are in General.
+* The green box isn't an AWS service - it's showing a mobile/laptop client.
+* We need "Traditional Server" for "Ad Exchange"
+* For the box we'll use a Deployment_ Diagram shape; ```package``` or ```cloud```
 
-Use our github trick to find "users"; they are in General.
-
-The green box isn't an AWS service - it's showing a mobile/laptop client.
-Traditional Server
-
-We need "Traditional Server" for "Ad Exchange"
 
 .. note ::
 
-    ```autonumber``` does not work in these diagrams.
+    ```autonumber``` does not work in these diagrams. So we will manually number the arrows.
+
+.. todo ::
 
+    ask @Arnaud about autonumber of sprite diagrams
 
 
 .. uml:: 1.puml
@@ -88,61 +95,77 @@ We need "Traditional Server" for "Ad Exchange"
 .. literalinclude:: ./1.puml
     :linenos: 
 
+
+
 Find Icons
 ~~~~~~~~~~~~~~~~~~~~~~~~~~
+
 .. uml:: 1.1.puml
     :align: center
 
 .. literalinclude:: ./1.1.puml
     :linenos: 
+    :emphasize-lines: 7
 
 Add Text To Icons
 ~~~~~~~~~~~~~~~~~~~~~~~~~~
+
 .. uml:: 1.2.puml
     :align: center
 
 .. literalinclude:: ./1.2.puml
     :linenos: 
+    :emphasize-lines: 7-10    
 
 Simplify The Icons
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
 .. uml:: 1.3.puml
     :align: center
 
 .. literalinclude:: ./1.3.puml
     :linenos: 
+    :emphasize-lines: 3
 
 Connect The Icons
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
 .. uml:: 1.4.puml
     :align: center
 
 .. literalinclude:: ./1.4.puml
     :linenos: 
+    :emphasize-lines: 13-17
 
 Change the Layout: ortho
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
 .. uml:: 1.5.puml
     :align: center
 
 .. literalinclude:: ./1.5.puml
     :linenos: 
+    :emphasize-lines: 8,9    
 
 Change the Layout: polyline
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
 .. uml:: 1.6.puml
     :align: center
 
 .. literalinclude:: ./1.6.puml
     :linenos: 
+    :emphasize-lines: 8,9        
 
 Add A Box: package
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
 .. uml:: 1.7.puml
     :align: center
 
 .. literalinclude:: ./1.7.puml
     :linenos: 
+    :emphasize-lines: 12       
 
 
 
@@ -156,34 +179,44 @@ Add A Box: package
 
 
 
-2
+AWSArchitectureBlogSample2_
 ===============================================================================
 
 Original
 -------------------------------------------------------------------------------
-Building a Scalable Document Pre-Processing Pipeline https://aws.amazon.com/blogs/architecture/building-a-scalable-document-pre-processing-pipeline/
 
 .. figure :: ./Pre-processing-pipeline-architecture-SM.jpg
-
+    
+    AWSArchitectureBlogSample2_
     
 PlantUML Equivalent
 -------------------------------------------------------------------------------
 
 .. figure :: 2.8.png
 
-
 .. todo ::
     update docker version of plantuml so awslib icons are available - screenshot of plantuml server for now
 
+.. tip ::
+    In general, I recommend starting a diagram without forcing the arrow directions to let PlantUML optimise the layout; then tweak the result.
+    
+    Because we are trying to compare to an existing complex diagram, I will force the layout to match the original - but only up to a point that allows clarity and comparison.
+
+.. tip ::
+    Because there are a lot of parts to this diagram, I built it step-by-step in sections to validate as I went - which makes it easier to fix a typo, or get feedback as we go.
+    Not all steps are shown here - only the final ones - but the PlantUML source code files for each step are in the directory with the source and documentation.
+
 .. uml:: 2.6.puml
     :align: center
 
 .. literalinclude:: 2.6.puml
     :linenos: 
 
+Notes:
 
-For clarity, force the cloudwatch branch to go horizontal and connect from left to DLQ.
-Use together to group the SQS and File processing icons.
+#. For clarity, force the cloudwatch branch to go horizontal and connect from left to DLQ.
+#. Use ```together``` to group the SQS and File processing icons.
+#. I did not change the boxes line style or colour. 
 
 .. uml:: 2.8.puml
     :align: center
@@ -200,13 +233,27 @@ Use together to group the SQS and File processing icons.
     http://www.plantuml.com/plantuml/uml/hLPHRzis47xdhxZbnHemjsZyEXJr72Sma6GBDA2F0osTPI4KAL1K3A_eVzz952bPbZXiJG1NulTznoE_ExBwKXckJLq8zbCk4r6d2B_oKoNo_SVrrtYZYaB9pvDSd1Ubo0yvfXzAYfyGKNHP6_p8XPYJ56gVYw0YGucQYv3aGQkwt2LALY5LR9JcMJ3N4vUaA52QjKmVr1jgoMKI3DdKbL45wgtCkj1mWkIOItn4hcKkiv3q6Sr9wLTIqLesIXgQ-Wv5JeiwX-BkkE5xNWKNlIwfSWatkP8xcZZJxUl_Y8YVu_zWJBoDjmNFNHBwMxWMUR1LPWjNfRQxi1l5gD_o1EFLXr9cR36tc9VOycxIHrxiKtw9RJUtR35NvurGTVgLc-HeWm9xi89nFMEIFV5Nr9PUFDdsNl-nU-06J_niyM1jU_6jLVkAhcjDTloR1oyrrjYA6AieHyarBq3GCisvH2YLE3S3je09LcbpL5GNeqeGU31GOT9C36on_94_LlBabSm1yl-ldQnCupTyOrtTevtCi6eIqRv-WHi_11hV400tFtljvbZBnZihTIFuNIT72j9y7FUTiUbkYk9LR7X6mQHS5_nlYejNq67mMvsyed6paBCH_UpAUZr1O35eZNToPfiliey_TPvbg8cZYnCi1Xq8zxLiFHw5EdfPbylFC3I83GSTxvV6_1iiKtMIn0qCOtxBdXrMfAiyPJw-N-cDoj0SKSCtP-8ZrndUvm9RooxDR3beo0j3NMXSS25cGbik44gx5dDfBJaHpCYVo2zuO2NX91airt509D2q972JN3I3tu8B856BZQQnwj4Kku9dk56IhegAYcDHrq4aRNde1M0LLqtslQbqgY3brH7JzWA0lQfbolNP7zQxnnTRjDQHY8QVA9mUlRCzTJjFhHpb3-J0HrYsxKQTUDKPip9lOL0shZXZLnbw-Ko9sGnkZy_aQZmoaMIw0TWCRfDCxyL34sc2JSAkAt_jYy_SrDplQ9A-dLnApwyOPTmhOrJnlXTBu5fl3QWkRdKBZIxrvcpJZrPvptDHyGFQ_rG808TS7MT_eLY73QRjt1ENYXVOxD1A9k-4dJoWHfdWJhwfXBl3x53myEo1jXy7aNtqox1ZB_BV5f7bUw0F8Gmwi8cZCFzPqqNvSH_a8TZAj5IvD5qiQph8zyELsGrz6wPN0PfTGVqfS6t0MF0y-DczthruPhhMR1g6fS13at-sicoMyHbjsUQ5FicuZ6mCUEMeTFsfVDyFFTP_H4VzQzyeBNPgC7-QdkE8Vfzw3OrSvtMVsv5x8RXzmhCo-I6tRbZnC7NV1TGT0zoxqIHapJyUSHdO5vHfNOX_0000
 
 
-3
+AWSArchitectureBlogSample3_
 ===============================================================================
 
-
 .. figure :: ./BBVA-uses-AWS-Transit-Gateway-to-build-a-hub-and-spoke-network-topology-2.png
+    
+    AWSArchitectureBlogSample3_
+
+Gather the icons we need
+--------------------------------------------------------------------------------
+* For the EC2 icon on right of diagram; for AWS icons, Orange is AWS Compute so we look at the compute icons. 
 
-BBVA: Helping Global Remote Working with Amazon AppStream 2.0 https://aws.amazon.com/blogs/architecture/bbva-helping-global-remote-working-with-amazon-appstream-2-0/
+.. tip ::
+    When using ```listsprites``` limit the number of library categories you include to make it easier to search category by category.
+    Simplified off (by commenting out the simplified header) so we can see the icon name.
+
+.. uml:: 3.2.puml
+    :align: center
+
+.. literalinclude:: ./3.2.puml
+    :linenos: 
+    :emphasize-lines: 12       
 
 
 

diff --git a/_sources/azure/azure.rst.txt b/_sources/azure/azure.rst.txt
@@ -0,0 +1 @@
+https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/real-time-recommendation
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/real-time-recommendation