sandbox/usecases/rag/dotnet/Getting-started.ipynb

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    "# Getting Started with Miyagi's Retrieval Augmented Generation (RaG) Workflow using Azure Cognitive Search (ACS) and Semantic Kernel\n",
    "\n",
    "To quickly get started, follow these steps:\n",
    "\n",
    "1. Ensure the [Polyglot notebooks extension](https://marketplace.visualstudio.com/items?itemName=ms-dotnettools.dotnet-interactive-vscode) is installed.\n",
    "2. [Create a new Azure OpenAI service (or use an existing OpenAI service)](https://learn.microsoft.com/en-us/azure/ai-services/openai/chatgpt-quickstart?tabs=command-line&pivots=programming-language-studio#prerequisites).\n",
    "3. [Deploy the `gpt-35-turbo` and `text-embeddings-ada-002` models](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models#working-with-models).\n",
    "4. [Create an Azure Cognitive Search instance and enable the Semantic Search capability](https://learn.microsoft.com/en-us/azure/search/semantic-search-overview#enable-semantic-search).\n",
    "5. Copy the `.env.example` file from the `rag` folder to `dotnet/.env` and paste the corresponding values from the resources you provisioned in the earlier steps.\n",
    "6. Click on `Run All`.\n",
    "\n",
    "> You will need an [.Net 7 SDK](https://dotnet.microsoft.com/en-us/download) and [Polyglot](https://marketplace.visualstudio.com/items?itemName=ms-dotnettools.dotnet-interactive-vscode) to get started with this notebook using .Net Interactive"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview\n",
    "In this notebook, we will show you how to quickly get started with Miyagi's Retrieval Augmented Generation (RaG) workflow using Semantic Kernel, Azure Cognitive Search (ACS) and Cosmos. Through this use case, involving stock recommendations, you will understand the basics of RaG and the capabilities of Semantic Kernel, Azure Cognitive Search and Cosmos to adapt to your specific use case."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load settings from .env file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div></div><div></div><div><strong>Installed Packages</strong><ul><li><span>dotenv.net, 3.1.2</span></li></ul></div></div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#r \"nuget: dotenv.net, 3.1.2\"\n",
    "dotenv.net.DotEnv.Load();\n",
    "var env = dotenv.net.DotEnv.Read();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare the kernel with memory using Azure Cognitive Search"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first add the nuget packages (dependecies) required to instantiate the kernel. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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     "data": {
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       "<div><div></div><div></div><div><strong>Installed Packages</strong><ul><li><span>Microsoft.SemanticKernel, 1.0.0-beta1</span></li><li><span>Microsoft.SemanticKernel.Connectors.Memory.AzureCognitiveSearch, 1.0.0-beta1</span></li></ul></div></div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#r \"nuget: Microsoft.SemanticKernel, 1.0.0-beta1\"\n",
    "#r \"nuget: Microsoft.SemanticKernel.Connectors.Memory.AzureCognitiveSearch, 1.0.0-beta1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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    "polyglot_notebook": {
     "kernelName": "csharp"
    }
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   "outputs": [],
   "source": [
    "using Microsoft.SemanticKernel;\n",
    "using Microsoft.SemanticKernel.Connectors.Memory.AzureCognitiveSearch;\n",
    "using Microsoft.SemanticKernel.Connectors.AI.OpenAI;\n",
    "using Microsoft.SemanticKernel.Memory;\n",
    "using Microsoft.SemanticKernel.Plugins.Memory;\n",
    "using Microsoft.SemanticKernel.Text;\n",
    "using Microsoft.Extensions.Logging;\n",
    "using Microsoft.Extensions.Logging.Abstractions;\n",
    "using System.IO;\n",
    "using System.Text.Json;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With dependencies installed and configured, we create an instance of the kernel using the built-in `Kernel.Builder` class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
   },
   "outputs": [],
   "source": [
    "ILoggerFactory miyagiLoggerFactory = NullLoggerFactory.Instance;\n",
    "var kernel = Kernel.Builder\n",
    "    .WithLoggerFactory(miyagiLoggerFactory)\n",
    "\n",
    "    .WithAzureChatCompletionService(\n",
    "        env[\"AZURE_OPENAI_CHAT_MODEL\"],\n",
    "        env[\"AZURE_OPENAI_ENDPOINT\"],\n",
    "        env[\"AZURE_OPENAI_API_KEY\"]\n",
    "    )\n",
    "        \n",
    "    .Build();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make the kernel stateful, we will use Memory Plugin with a Azure Cognitive Search and Embedding backend. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
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   "outputs": [],
   "source": [
    "var memoryBuilder = new MemoryBuilder();\n",
    "memoryBuilder\n",
    "    .WithAzureTextEmbeddingGenerationService(\n",
    "        env[\"AZURE_OPENAI_EMBEDDING_MODEL\"],\n",
    "        env[\"AZURE_OPENAI_ENDPOINT\"],\n",
    "        env[\"AZURE_OPENAI_API_KEY\"]\n",
    "    )\n",
    "\n",
    "    .WithMemoryStore(\n",
    "        new AzureCognitiveSearchMemoryStore(\n",
    "            env[\"AZURE_COGNITIVE_SEARCH_ENDPOINT\"],\n",
    "            env[\"AZURE_COGNITIVE_SEARCH_API_KEY\"]\n",
    "        ));\n",
    "\n",
    "var memory = memoryBuilder.Build();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vectorize and persist embeddings in Azure Cognitive Search with Semantic Kernel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Embeddings are a type of data transformation that convert text into high-dimensional vectors that capture semantic relationships between words or text chunks. This vectorized form allows machines to process text in a manner akin to numerical data, enabling operations like similarity comparison which is foundational for vector databases to retrieve meaningful context for LLMs. Embeddings are essential to generate and retrieve relevant content in a RaG workflow because:\n",
    "\n",
    "1. They normalize your data in a common mathematical representation, making it machine-friendly\n",
    "1. They compress data, retaining essential representations while reducing dimensionality\n",
    "1. They preserve relationships within your data\n",
    "1. They are representationally dense, meaning they are more efficient to store and process\n",
    "\n",
    "\n",
    "> See a visual representation of the embeddings in 2D space below (from Cohere):"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Semantic Search](https://txt.cohere.com/content/images/2023/01/Vis-7-2.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let’s delve into the process of creating and utilizing embeddings in the context of ACS.\n",
    "\n",
    "In this scenario, we have a snippet of proprietary text data—extracted from a book—which needs to be processed and indexed for semantic search. The steps involve:\n",
    "\n",
    "1. Chunking the Text: Breaking down the text into manageable pieces, referred to as 'chunks'.\n",
    "1. Generating Embeddings: Transforming these chunks into high-dimensional vectors using an Azure Text Embedding Generation Service.\n",
    "1. Persisting Embeddings to ACS: Storing these embeddings in Azure Cognitive Search to facilitate semantic search.\n",
    "\n",
    "The provided code snippet orchestrates these steps. It reads the text data from a local file, chunks it, generates embeddings for each chunk, and then persists these embeddings to ACS. The specific operations are abstracted for simplicity using methods like SaveInformationAsync, which is part of a hypothetical kernel object in this code. The end result is a collection of indexed embeddings in ACS that significantly enhance search quality by moving beyond mere keyword matching to understanding semantic relationships."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved 46 chunks to memory collection userId\r\n"
     ]
    }
   ],
   "source": [
    "var dataset = \"intelligent-investor.txt\";\n",
    "var recommendationServicePath = \"../../../../services/recommendation-service/dotnet\";\n",
    "const int MaxTokensPerParagraph = 160;\n",
    "const int MaxTokensPerLine = 60;\n",
    "\n",
    "// Load text data from a local file\n",
    "var filePath = Path.Combine(recommendationServicePath, \"resources\", \"sample-datasets\", dataset);\n",
    "var streamReader = new StreamReader(filePath);\n",
    "var text = await streamReader.ReadToEndAsync();\n",
    "\n",
    "// Define a memory collection name for indexing\n",
    "var memoryCollectionName = \"userId\";\n",
    "\n",
    "// Chunk the text into lines and paragraphs for manageable processing\n",
    "var lines = TextChunker.SplitPlainTextLines(text, MaxTokensPerLine);\n",
    "var chunks = TextChunker.SplitPlainTextParagraphs(lines, MaxTokensPerParagraph);\n",
    "\n",
    "// Loop through each chunk to generate embeddings and persist to ACS\n",
    "for (var i = 0; i < chunks.Count; i++)\n",
    "{\n",
    "    var chunk = chunks[i];\n",
    "    // Generate an identifier for each chunk\n",
    "    var key = await memory.SaveInformationAsync(\n",
    "        memoryCollectionName,\n",
    "        chunk,\n",
    "        $\"{dataset}-{i}\",\n",
    "        $\"Dataset: {dataset} Chunk: {i}\",\n",
    "        i.ToString());\n",
    "}\n",
    "\n",
    "// Output the result to console\n",
    "System.Console.WriteLine($\"Saved {chunks.Count} chunks to memory collection {memoryCollectionName}\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Search and retrieve documents using Semantic Kernel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To search and retrieve documents, we will use the `SearchAsync` method of Semantic memory that encapsulates retrieval abstractions of different memory providers. This method takes in a query and returns a list of documents that are relevant to the query."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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    "polyglot_notebook": {
     "kernelName": "csharp"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ben Graham's investment philosophy\n",
      "\n",
      "   Graham designed his approach to craft a reliable portfolio that requires minimum maintenance and offers maximum odds of a steady return.\n",
      "By sticking to a formula for investment decisions, the defensive investor gives up the risk of speculating on stock movements and gains steady returns.\n",
      "After the initial curation, if the investor trades more than twice a year, it is a clear sign something has gone wrong.\n",
      "[widget]\n",
      "SUMMARY\n",
      "Price and value are two different concepts, and stock prices frequently don't reflect a company's actual value. More risk does not necessarily correlate with more gain.\n",
      "   Relevance: 0.8651936274721188\n",
      "\n",
      "   Projection is dangerous because the future is uncertain, and inflation, economic recessions, pandemics and geopolitical upheavals often arrive without warning.\n",
      "Graham argues that it is a fool's errand for an ordinary investor to attempt making money by timing the market.\n",
      "Graham advocates for a protection-based approach that does not try to time the market.\n",
      "Value investors should identify and invest in large, conservatively financed companies whose present value (as estimated by tangible assets) is substantially below their current stock prices.\n",
      "   Relevance: 0.8646202733858135\n",
      "\n"
     ]
    }
   ],
   "source": [
    "var query = \"Ben Graham's investment philosophy\";\n",
    "Console.WriteLine(query + \"\\n\");\n",
    "\n",
    "var results = memory.SearchAsync(collection: memoryCollectionName, query, limit: 2);\n",
    "await foreach(var result in results)\n",
    "{\n",
    "    Console.WriteLine(\"   \" + result.Metadata.Text);\n",
    "    Console.WriteLine(\"   Relevance: \" + result.Relevance + \"\\n\");\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grounding Miyagi prompts with SK's Memory \"recall\"\n",
    "\n",
    "> Note that this prompt template (semantic function) is located under services/reccommendation-service/dotnet/plugins/AdvisorPlugin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
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   "outputs": [
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       "<table><thead><tr><th><i>key</i></th><th>value</th></tr></thead><tbody><tr><td><div class=\"dni-plaintext\"><pre>InvestmentAdvise</pre></div></td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{&quot;Name&quot;:&quot;InvestmentAdvise&quot;,&quot;PluginName&quot;:&quot;AdvisorPlugin&quot;,&quot;Description&quot;:&quot;Gives financial advise on how to allocate portfolio, given a risk tolerance and a set of stocks&quot;,&quot;RequestSettings&quot;:{&quot;service_id&quot;:null,&quot;model_id&quot;:null,&quot;max_tokens&quot;:512,&quot;temperature&quot;:0.9,&quot;top_p&quot;:1.0,&quot;presence_penalty&quot;:1.0,&quot;frequenc...</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>InvestmentAdvise</pre></div></td></tr><tr><td>PluginName</td><td><div class=\"dni-plaintext\"><pre>AdvisorPlugin</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Gives financial advise on how to allocate portfolio, given a risk tolerance and a set of stocks</pre></div></td></tr><tr><td>RequestSettings</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.AI.AIRequestSettings</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ServiceId</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>ModelId</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>ExtensionData</td><td><table><thead><tr><th><i>key</i></th><th>value</th></tr></thead><tbody><tr><td><div class=\"dni-plaintext\"><pre>max_tokens</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>512</pre></div></span></td></tr><tr><td><div class=\"dni-plaintext\"><pre>temperature</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>0.9</pre></div></span></td></tr><tr><td><div class=\"dni-plaintext\"><pre>top_p</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>1</pre></div></span></td></tr><tr><td><div class=\"dni-plaintext\"><pre>presence_penalty</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>1</pre></div></span></td></tr><tr><td><div class=\"dni-plaintext\"><pre>frequency_penalty</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>1</pre></div></span></td></tr></tbody></table></td></tr></tbody></table></div></details></td></tr><tr><td>Parameters</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>ParameterView { Name = portfolio, Description = Asset portfolio as JSON text, DefaultValue = , Type = , IsRequired =  }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>portfolio</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Asset portfolio as JSON text</pre></div></td></tr><tr><td>DefaultValue</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Type</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>IsRequired</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>1</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>ParameterView { Name = user, Description = User information as JSON text, DefaultValue = , Type = , IsRequired =  }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>user</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>User information as JSON text</pre></div></td></tr><tr><td>DefaultValue</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Type</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>IsRequired</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>_promptTemplate</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.SemanticFunctions.PromptTemplate</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parameters</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>ParameterView { Name = portfolio, Description = Asset portfolio as JSON text, DefaultValue = , Type = , IsRequired =  }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>portfolio</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Asset portfolio as JSON text</pre></div></td></tr><tr><td>DefaultValue</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Type</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>IsRequired</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>1</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>ParameterView { Name = user, Description = User information as JSON text, DefaultValue = , Type = , IsRequired =  }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>user</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>User information as JSON text</pre></div></td></tr><tr><td>DefaultValue</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Type</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>IsRequired</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr></tbody></table></div></details></td></tr><tr><td>SkillName</td><td><div class=\"dni-plaintext\"><pre>AdvisorPlugin</pre></div></td></tr><tr><td>IsSemantic</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td><div class=\"dni-plaintext\"><pre>PortfolioAllocation</pre></div></td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>{&quot;Name&quot;:&quot;PortfolioAllocation&quot;,&quot;PluginName&quot;:&quot;AdvisorPlugin&quot;,&quot;Description&quot;:&quot;Gives financial advise on how to allocate assets, given a risk tolerance&quot;,&quot;RequestSettings&quot;:{&quot;service_id&quot;:null,&quot;model_id&quot;:null,&quot;max_tokens&quot;:512,&quot;temperature&quot;:0.8,&quot;top_p&quot;:1.0,&quot;presence_penalty&quot;:0.0,&quot;frequency_penalty&quot;:0.0},&quot;Par...</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>PortfolioAllocation</pre></div></td></tr><tr><td>PluginName</td><td><div class=\"dni-plaintext\"><pre>AdvisorPlugin</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Gives financial advise on how to allocate assets, given a risk tolerance</pre></div></td></tr><tr><td>RequestSettings</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.AI.AIRequestSettings</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ServiceId</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>ModelId</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>ExtensionData</td><td><table><thead><tr><th><i>key</i></th><th>value</th></tr></thead><tbody><tr><td><div class=\"dni-plaintext\"><pre>max_tokens</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>512</pre></div></span></td></tr><tr><td><div class=\"dni-plaintext\"><pre>temperature</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>0.8</pre></div></span></td></tr><tr><td><div class=\"dni-plaintext\"><pre>top_p</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>1</pre></div></span></td></tr><tr><td><div class=\"dni-plaintext\"><pre>presence_penalty</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>0</pre></div></span></td></tr><tr><td><div class=\"dni-plaintext\"><pre>frequency_penalty</pre></div></td><td><span><div class=\"dni-plaintext\"><pre>0</pre></div></span></td></tr></tbody></table></td></tr></tbody></table></div></details></td></tr><tr><td>Parameters</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>ParameterView { Name = portfolio, Description = Asset portfolio as JSON text, DefaultValue = , Type = , IsRequired =  }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>portfolio</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Asset portfolio as JSON text</pre></div></td></tr><tr><td>DefaultValue</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Type</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>IsRequired</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>1</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>ParameterView { Name = user, Description = User information as JSON text, DefaultValue = , Type = , IsRequired =  }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>user</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>User information as JSON text</pre></div></td></tr><tr><td>DefaultValue</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Type</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>IsRequired</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>_promptTemplate</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.SemanticFunctions.PromptTemplate</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parameters</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>ParameterView { Name = portfolio, Description = Asset portfolio as JSON text, DefaultValue = , Type = , IsRequired =  }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>portfolio</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>Asset portfolio as JSON text</pre></div></td></tr><tr><td>DefaultValue</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Type</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>IsRequired</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>1</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>ParameterView { Name = user, Description = User information as JSON text, DefaultValue = , Type = , IsRequired =  }</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>user</pre></div></td></tr><tr><td>Description</td><td><div class=\"dni-plaintext\"><pre>User information as JSON text</pre></div></td></tr><tr><td>DefaultValue</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Type</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr><tr><td>IsRequired</td><td><div class=\"dni-plaintext\"><pre>&lt;null&gt;</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr></tbody></table></div></details></td></tr><tr><td>SkillName</td><td><div class=\"dni-plaintext\"><pre>AdvisorPlugin</pre></div></td></tr><tr><td>IsSemantic</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table><style>\r\n",
       ".dni-code-hint {\r\n",
       "    font-style: italic;\r\n",
       "    overflow: hidden;\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview {\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview td {\r\n",
       "    vertical-align: top;\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "details.dni-treeview {\r\n",
       "    padding-left: 1em;\r\n",
       "}\r\n",
       "table td {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "table tr { \r\n",
       "    vertical-align: top; \r\n",
       "    margin: 0em 0px;\r\n",
       "}\r\n",
       "table tr td pre \r\n",
       "{ \r\n",
       "    vertical-align: top !important; \r\n",
       "    margin: 0em 0px !important;\r\n",
       "} \r\n",
       "table th {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using Microsoft.SemanticKernel.SemanticFunctions;\n",
    "\n",
    "// recall is from the TextMemoryPlugin, which has a recall method that can be invoked from Semantic Function to perform retrieval\n",
    "kernel.ImportFunctions(new TextMemoryPlugin(memory));\n",
    "\n",
    "var pluginFolder = $\"{recommendationServicePath}/plugins\";\n",
    "var advisorPlugin = kernel.ImportSemanticFunctionsFromDirectory(pluginFolder, \"AdvisorPlugin\");\n",
    "advisorPlugin"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set context variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Result</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>ModelResults</td><td><i>(empty)</i></td></tr><tr><td>Culture</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>en</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td></td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>KeyboardLayoutId</td><td>127</td></tr><tr><td>Name</td><td></td></tr><tr><td>IetfLanguageTag</td><td></td></tr><tr><td>DisplayName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>NativeName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>EnglishName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>TwoLetterISOLanguageName</td><td>iv</td></tr><tr><td>ThreeLetterISOLanguageName</td><td>ivl</td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td>IVL</td></tr><tr><td>CompareInfo</td><td>CompareInfo - </td></tr><tr><td>TextInfo</td><td>TextInfo - </td></tr><tr><td>IsNeutralCulture</td><td>False</td></tr><tr><td>CultureTypes</td><td>SpecificCultures, InstalledWin32Cultures</td></tr><tr><td>NumberFormat</td><td>System.Globalization.NumberFormatInfo</td></tr><tr><td>DateTimeFormat</td><td>System.Globalization.DateTimeFormatInfo</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>OptionalCalendars</td><td>[ System.Globalization.GregorianCalendar ]</td></tr><tr><td>UseUserOverride</td><td>False</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td></td></tr><tr><td>Version</td><td>System.Globalization.SortVersion</td></tr><tr><td>LCID</td><td>127</td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td>1252</td></tr><tr><td>OEMCodePage</td><td>437</td></tr><tr><td>MacCodePage</td><td>10000</td></tr><tr><td>EBCDICCodePage</td><td>37</td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>CultureName</td><td></td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>ListSeparator</td><td>,</td></tr><tr><td>IsRightToLeft</td><td>False</td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td>2</td></tr><tr><td>CurrencyDecimalSeparator</td><td>.</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>CurrencyGroupSizes</td><td>[ 3 ]</td></tr><tr><td>NumberGroupSizes</td><td>[ 3 ]</td></tr><tr><td>PercentGroupSizes</td><td>[ 3 ]</td></tr><tr><td>CurrencyGroupSeparator</td><td>,</td></tr><tr><td>CurrencySymbol</td><td>¤</td></tr><tr><td>NaNSymbol</td><td>NaN</td></tr><tr><td>CurrencyNegativePattern</td><td>0</td></tr><tr><td>NumberNegativePattern</td><td>1</td></tr><tr><td>PercentPositivePattern</td><td>0</td></tr><tr><td>PercentNegativePattern</td><td>0</td></tr><tr><td>NegativeInfinitySymbol</td><td>-Infinity</td></tr><tr><td>NegativeSign</td><td>-</td></tr><tr><td>NumberDecimalDigits</td><td>2</td></tr><tr><td>NumberDecimalSeparator</td><td>.</td></tr><tr><td>NumberGroupSeparator</td><td>,</td></tr><tr><td>CurrencyPositivePattern</td><td>0</td></tr><tr><td>PositiveInfinitySymbol</td><td>Infinity</td></tr><tr><td>PositiveSign</td><td>+</td></tr><tr><td>PercentDecimalDigits</td><td>2</td></tr><tr><td>PercentDecimalSeparator</td><td>.</td></tr><tr><td>PercentGroupSeparator</td><td>,</td></tr><tr><td>PercentSymbol</td><td>%</td></tr><tr><td>PerMilleSymbol</td><td>‰</td></tr><tr><td>NativeDigits</td><td>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</td></tr><tr><td>DigitSubstitution</td><td>None</td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td>AM</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>DateSeparator</td><td>/</td></tr><tr><td>FirstDayOfWeek</td><td>Sunday</td></tr><tr><td>CalendarWeekRule</td><td>FirstDay</td></tr><tr><td>FullDateTimePattern</td><td>dddd, dd MMMM yyyy HH:mm:ss</td></tr><tr><td>LongDatePattern</td><td>dddd, dd MMMM yyyy</td></tr><tr><td>LongTimePattern</td><td>HH:mm:ss</td></tr><tr><td>MonthDayPattern</td><td>MMMM dd</td></tr><tr><td>PMDesignator</td><td>PM</td></tr><tr><td>RFC1123Pattern</td><td>ddd, dd MMM yyyy HH':'mm':'ss 'GMT'</td></tr><tr><td>ShortDatePattern</td><td>MM/dd/yyyy</td></tr><tr><td>ShortTimePattern</td><td>HH:mm</td></tr><tr><td>SortableDateTimePattern</td><td>yyyy'-'MM'-'dd'T'HH':'mm':'ss</td></tr><tr><td>TimeSeparator</td><td>:</td></tr><tr><td>UniversalSortableDateTimePattern</td><td>yyyy'-'MM'-'dd HH':'mm':'ss'Z'</td></tr><tr><td>YearMonthPattern</td><td>yyyy MMMM</td></tr><tr><td>AbbreviatedDayNames</td><td>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</td></tr><tr><td>ShortestDayNames</td><td>[ Su, Mo, Tu, We, Th, Fr, Sa ]</td></tr><tr><td>DayNames</td><td>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</td></tr><tr><td>AbbreviatedMonthNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>NativeCalendarName</td><td>Gregorian Calendar</td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthGenitiveNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2029</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td>System.Globalization.GregorianCalendar</td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td>26777</td></tr><tr><td>SortId</td><td>00006899-0000-0000-0000-00000000007f</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2029</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2029</td></tr><tr><td>IsReadOnly</td><td>False</td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>26777</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00006899-0000-0000-0000-00000000007f</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>9</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>9</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>English</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>English</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>English</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>eng</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>ENU</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo - en</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>26777</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00006899-0000-0000-0000-000000000009</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>9</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo - en</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>9</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CultureTypes</td><td><span>NeutralCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-∞</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>3</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>∞</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>3</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, MMMM d, yyyy h:mm:ss tt</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, MMMM d, yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>h:mm:ss tt</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM d</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>M/d/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>h:mm tt</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM yyyy</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ S, M, T, W, T, F, S ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Variables</td><td><table><thead><tr><th><i>key</i></th><th>value</th></tr></thead><tbody><tr><td><div class=\"dni-plaintext\"><pre>collection</pre></div></td><td><div class=\"dni-plaintext\"><pre>userId</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>relevance</pre></div></td><td><div class=\"dni-plaintext\"><pre>0.8</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>limit</pre></div></td><td><div class=\"dni-plaintext\"><pre>3</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>stocks</pre></div></td><td><div class=\"dni-plaintext\"><pre>[{&quot;symbol&quot;:&quot;MSFT&quot;,&quot;allocation&quot;:0.3},{&quot;symbol&quot;:&quot;ACN&quot;,&quot;allocation&quot;:0.1},{&quot;symbol&quot;:&quot;JPM&quot;,&quot;allocation&quot;:0.3},{&quot;symbol&quot;:&quot;PEP&quot;,&quot;allocation&quot;:0.3}]</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>userId</pre></div></td><td><div class=\"dni-plaintext\"><pre>50</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>voice</pre></div></td><td><div class=\"dni-plaintext\"><pre>Jim Cramer</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>risk</pre></div></td><td><div class=\"dni-plaintext\"><pre>aggressive</pre></div></td></tr></tbody></table></td></tr><tr><td>Functions</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.FunctionCollection</code></span></summary><div><table><thead><tr></tr></thead><tbody></tbody></table></div></details></td></tr><tr><td>LoggerFactory</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.Extensions.Logging.Abstractions.NullLoggerFactory</code></span></summary><div><table><thead><tr></tr></thead><tbody></tbody></table></div></details></td></tr><tr><td>Runner</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.Orchestration.FunctionRunner</code></span></summary><div><table><thead><tr></tr></thead><tbody></tbody></table></div></details></td></tr></tbody></table></div></details><style>\r\n",
       ".dni-code-hint {\r\n",
       "    font-style: italic;\r\n",
       "    overflow: hidden;\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview {\r\n",
       "    white-space: nowrap;\r\n",
       "}\r\n",
       ".dni-treeview td {\r\n",
       "    vertical-align: top;\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "details.dni-treeview {\r\n",
       "    padding-left: 1em;\r\n",
       "}\r\n",
       "table td {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "table tr { \r\n",
       "    vertical-align: top; \r\n",
       "    margin: 0em 0px;\r\n",
       "}\r\n",
       "table tr td pre \r\n",
       "{ \r\n",
       "    vertical-align: top !important; \r\n",
       "    margin: 0em 0px !important;\r\n",
       "} \r\n",
       "table th {\r\n",
       "    text-align: start;\r\n",
       "}\r\n",
       "</style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "var context = kernel.CreateNewContext();\n",
    "\n",
    "// Set the parameters for the TextMemorySkill\n",
    "context.Variables[TextMemoryPlugin.CollectionParam] = memoryCollectionName;\n",
    "context.Variables[TextMemoryPlugin.RelevanceParam] = \"0.8\";\n",
    "context.Variables[TextMemoryPlugin.LimitParam] = \"3\";\n",
    "\n",
    "// Set the parameters for the AdvisorPlugin\n",
    "var stocks = new[] {\n",
    "    new {symbol = \"MSFT\", allocation = 0.3},\n",
    "    new {symbol = \"ACN\", allocation = 0.1},\n",
    "    new {symbol = \"JPM\", allocation = 0.3},\n",
    "    new {symbol = \"PEP\", allocation = 0.3}\n",
    "};\n",
    "context.Variables[\"stocks\"] = JsonSerializer.Serialize(stocks);\n",
    "\n",
    "context.Variables[\"userId\"] = \"50\";\n",
    "context.Variables[\"voice\"] = \"Jim Cramer\";\n",
    "context.Variables[\"risk\"] = \"aggressive\";\n",
    "\n",
    "context"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create native function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
   },
   "outputs": [],
   "source": [
    "using System.ComponentModel;\n",
    "\n",
    "/// <summary>\n",
    "///     UserProfilePlugin shows a native skill example to look user info given userId.\n",
    "/// </summary>\n",
    "/// <example>\n",
    "///     Usage: kernel.ImportSkill(\"UserProfilePlugin\", new UserProfilePlugin());\n",
    "///     Examples:\n",
    "///     SKContext[\"userId\"] = \"000\"\n",
    "///     {{UserProfilePlugin.GetUserAge $userId }} => {userProfile}\n",
    "/// </example>\n",
    "public class UserProfilePlugin\n",
    "{\n",
    "    /// <summary>\n",
    "    ///     Name of the context variable used for UserId.\n",
    "    /// </summary>\n",
    "    public const string UserId = \"UserId\";\n",
    "\n",
    "    private const string DefaultUserId = \"40\";\n",
    "    private const int DefaultAnnualHouseholdIncome = 150000;\n",
    "    private const int Normalize = 81;\n",
    "\n",
    "    /// <summary>\n",
    "    ///     Lookup User's age for a given UserId.\n",
    "    /// </summary>\n",
    "    /// <example>\n",
    "    ///     SKContext[UserProfilePlugin.UserId] = \"000\"\n",
    "    /// </example>\n",
    "    /// <param name=\"context\">Contains the context variables.</param>\n",
    "    [SKFunction]\n",
    "    [SKName(\"GetUserAge\")]\n",
    "    [Description(\"Given a userId, get user age\")]\n",
    "    public string GetUserAge(\n",
    "        [Description(\"Unique identifier of a user\")]\n",
    "        string userId)\n",
    "    {\n",
    "        // userId = context.Variables.ContainsKey(UserId) ? context[UserId] : DefaultUserId;\n",
    "        userId = string.IsNullOrEmpty(userId) ? DefaultUserId : userId;\n",
    "\n",
    "        int age;\n",
    "\n",
    "        if (int.TryParse(userId, out var parsedUserId))\n",
    "            age = parsedUserId > 100 ? parsedUserId % Normalize : parsedUserId;\n",
    "        else\n",
    "            age = int.Parse(DefaultUserId);\n",
    "\n",
    "        // invoke a service to get the age of the user, given the userId\n",
    "        return age.ToString();\n",
    "    }\n",
    "\n",
    "    /// <summary>\n",
    "    ///     Lookup User's annual income given UserId.\n",
    "    /// </summary>\n",
    "    /// <example>\n",
    "    ///     SKContext[UserProfilePlugin.UserId] = \"000\"\n",
    "    /// </example>\n",
    "    /// <param name=\"context\">Contains the context variables.</param>\n",
    "    [SKFunction]\n",
    "    [SKName(\"GetAnnualHouseholdIncome\")]\n",
    "    [Description(\"Given a userId, get user annual household income\")]\n",
    "    public string GetAnnualHouseholdIncome(\n",
    "        [Description(\"Unique identifier of a user\")]\n",
    "        string userId)\n",
    "    {\n",
    "        // userId = context.Variables.ContainsKey(UserId) ? context[UserId] : DefaultUserId;\n",
    "        userId = string.IsNullOrEmpty(userId) ? DefaultUserId : userId;\n",
    "\n",
    "        var random = new Random();\n",
    "        var randomMultiplier = random.Next(1000, 8000);\n",
    "\n",
    "        // invoke a service to get the annual household income of the user, given the userId\n",
    "        var annualHouseholdIncome = int.TryParse(userId, out var parsedUserId)\n",
    "            ? parsedUserId * randomMultiplier\n",
    "            : DefaultAnnualHouseholdIncome;\n",
    "\n",
    "        return annualHouseholdIncome.ToString();\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
   },
   "outputs": [],
   "source": [
    "// import the UserProfilePlugin\n",
    "kernel.ImportFunctions(new UserProfilePlugin(), \"UserProfilePlugin\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Invoke the LLM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"Name\":\"InvestmentAdvise\",\"PluginName\":\"AdvisorPlugin\",\"Description\":\"Gives financial advise on how to allocate portfolio, given a risk tolerance and a set of stocks\",\"RequestSettings\":{\"service_id\":null,\"model_id\":null,\"max_tokens\":512,\"temperature\":0.9,\"top_p\":1.0,\"presence_penalty\":1.0,\"frequency_penalty\":1.0},\"Parameters\":[{\"Name\":\"portfolio\",\"Description\":\"Asset portfolio as JSON text\",\"DefaultValue\":\"\",\"Type\":null,\"IsRequired\":null},{\"Name\":\"user\",\"Description\":\"User information as JSON text\",\"DefaultValue\":\"\",\"Type\":null,\"IsRequired\":null}],\"_promptTemplate\":{\"Parameters\":[{\"Name\":\"portfolio\",\"Description\":\"Asset portfolio as JSON text\",\"DefaultValue\":\"\",\"Type\":null,\"IsRequired\":null},{\"Name\":\"user\",\"Description\":\"User information as JSON text\",\"DefaultValue\":\"\",\"Type\":null,\"IsRequired\":null}]},\"SkillName\":\"AdvisorPlugin\",\"IsSemantic\":true}\r\n"
     ]
    }
   ],
   "source": [
    "using Microsoft.SemanticKernel.TemplateEngine.Basic;\n",
    "\n",
    "var promptRenderer = new BasicPromptTemplateEngine();\n",
    "var renderedPrompt = await promptRenderer.RenderAsync(advisorPlugin[\"InvestmentAdvise\"].ToString(), context);\n",
    "Console.WriteLine(renderedPrompt);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<details open=\"open\" class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Result</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>ModelResults</td><td><i>(empty)</i></td></tr><tr><td>Culture</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>en</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code></code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Parent</td><td></td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>KeyboardLayoutId</td><td>127</td></tr><tr><td>Name</td><td></td></tr><tr><td>IetfLanguageTag</td><td></td></tr><tr><td>DisplayName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>NativeName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>EnglishName</td><td>Invariant Language (Invariant Country)</td></tr><tr><td>TwoLetterISOLanguageName</td><td>iv</td></tr><tr><td>ThreeLetterISOLanguageName</td><td>ivl</td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td>IVL</td></tr><tr><td>CompareInfo</td><td>CompareInfo - </td></tr><tr><td>TextInfo</td><td>TextInfo - </td></tr><tr><td>IsNeutralCulture</td><td>False</td></tr><tr><td>CultureTypes</td><td>SpecificCultures, InstalledWin32Cultures</td></tr><tr><td>NumberFormat</td><td>System.Globalization.NumberFormatInfo</td></tr><tr><td>DateTimeFormat</td><td>System.Globalization.DateTimeFormatInfo</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>OptionalCalendars</td><td>[ System.Globalization.GregorianCalendar ]</td></tr><tr><td>UseUserOverride</td><td>False</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td></td></tr><tr><td>Version</td><td>System.Globalization.SortVersion</td></tr><tr><td>LCID</td><td>127</td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td>1252</td></tr><tr><td>OEMCodePage</td><td>437</td></tr><tr><td>MacCodePage</td><td>10000</td></tr><tr><td>EBCDICCodePage</td><td>37</td></tr><tr><td>LCID</td><td>127</td></tr><tr><td>CultureName</td><td></td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>ListSeparator</td><td>,</td></tr><tr><td>IsRightToLeft</td><td>False</td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td>2</td></tr><tr><td>CurrencyDecimalSeparator</td><td>.</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>CurrencyGroupSizes</td><td>[ 3 ]</td></tr><tr><td>NumberGroupSizes</td><td>[ 3 ]</td></tr><tr><td>PercentGroupSizes</td><td>[ 3 ]</td></tr><tr><td>CurrencyGroupSeparator</td><td>,</td></tr><tr><td>CurrencySymbol</td><td>¤</td></tr><tr><td>NaNSymbol</td><td>NaN</td></tr><tr><td>CurrencyNegativePattern</td><td>0</td></tr><tr><td>NumberNegativePattern</td><td>1</td></tr><tr><td>PercentPositivePattern</td><td>0</td></tr><tr><td>PercentNegativePattern</td><td>0</td></tr><tr><td>NegativeInfinitySymbol</td><td>-Infinity</td></tr><tr><td>NegativeSign</td><td>-</td></tr><tr><td>NumberDecimalDigits</td><td>2</td></tr><tr><td>NumberDecimalSeparator</td><td>.</td></tr><tr><td>NumberGroupSeparator</td><td>,</td></tr><tr><td>CurrencyPositivePattern</td><td>0</td></tr><tr><td>PositiveInfinitySymbol</td><td>Infinity</td></tr><tr><td>PositiveSign</td><td>+</td></tr><tr><td>PercentDecimalDigits</td><td>2</td></tr><tr><td>PercentDecimalSeparator</td><td>.</td></tr><tr><td>PercentGroupSeparator</td><td>,</td></tr><tr><td>PercentSymbol</td><td>%</td></tr><tr><td>PerMilleSymbol</td><td>‰</td></tr><tr><td>NativeDigits</td><td>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</td></tr><tr><td>DigitSubstitution</td><td>None</td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td>AM</td></tr><tr><td>Calendar</td><td>System.Globalization.GregorianCalendar</td></tr><tr><td>DateSeparator</td><td>/</td></tr><tr><td>FirstDayOfWeek</td><td>Sunday</td></tr><tr><td>CalendarWeekRule</td><td>FirstDay</td></tr><tr><td>FullDateTimePattern</td><td>dddd, dd MMMM yyyy HH:mm:ss</td></tr><tr><td>LongDatePattern</td><td>dddd, dd MMMM yyyy</td></tr><tr><td>LongTimePattern</td><td>HH:mm:ss</td></tr><tr><td>MonthDayPattern</td><td>MMMM dd</td></tr><tr><td>PMDesignator</td><td>PM</td></tr><tr><td>RFC1123Pattern</td><td>ddd, dd MMM yyyy HH':'mm':'ss 'GMT'</td></tr><tr><td>ShortDatePattern</td><td>MM/dd/yyyy</td></tr><tr><td>ShortTimePattern</td><td>HH:mm</td></tr><tr><td>SortableDateTimePattern</td><td>yyyy'-'MM'-'dd'T'HH':'mm':'ss</td></tr><tr><td>TimeSeparator</td><td>:</td></tr><tr><td>UniversalSortableDateTimePattern</td><td>yyyy'-'MM'-'dd HH':'mm':'ss'Z'</td></tr><tr><td>YearMonthPattern</td><td>yyyy MMMM</td></tr><tr><td>AbbreviatedDayNames</td><td>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</td></tr><tr><td>ShortestDayNames</td><td>[ Su, Mo, Tu, We, Th, Fr, Sa ]</td></tr><tr><td>DayNames</td><td>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</td></tr><tr><td>AbbreviatedMonthNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr><tr><td>IsReadOnly</td><td>True</td></tr><tr><td>NativeCalendarName</td><td>Gregorian Calendar</td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</td></tr><tr><td>MonthGenitiveNames</td><td>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2029</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td>System.Globalization.GregorianCalendar</td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td>26777</td></tr><tr><td>SortId</td><td>00006899-0000-0000-0000-00000000007f</td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2029</td></tr><tr><td>IsReadOnly</td><td>True</td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td>1/1/0001 12:00:00 AM</td></tr><tr><td>MaxSupportedDateTime</td><td>12/31/9999 11:59:59 PM</td></tr><tr><td>AlgorithmType</td><td>SolarCalendar</td></tr><tr><td>CalendarType</td><td>Localized</td></tr><tr><td>Eras</td><td>[ 1 ]</td></tr><tr><td>TwoDigitYearMax</td><td>2029</td></tr><tr><td>IsReadOnly</td><td>False</td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>Invariant Language (Invariant Country)</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>iv</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>ivl</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>IVL</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>26777</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00006899-0000-0000-0000-00000000007f</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo -</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>127</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre></pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CultureTypes</td><td><span>SpecificCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-Infinity</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>Infinity</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy HH:mm:ss</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, dd MMMM yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm:ss</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM dd</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>MM/dd/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>HH:mm</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>yyyy MMMM</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Su, Mo, Tu, We, Th, Fr, Sa ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>9</pre></div></td></tr><tr><td>KeyboardLayoutId</td><td><div class=\"dni-plaintext\"><pre>9</pre></div></td></tr><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>IetfLanguageTag</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>DisplayName</td><td><div class=\"dni-plaintext\"><pre>English</pre></div></td></tr><tr><td>NativeName</td><td><div class=\"dni-plaintext\"><pre>English</pre></div></td></tr><tr><td>EnglishName</td><td><div class=\"dni-plaintext\"><pre>English</pre></div></td></tr><tr><td>TwoLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>ThreeLetterISOLanguageName</td><td><div class=\"dni-plaintext\"><pre>eng</pre></div></td></tr><tr><td>ThreeLetterWindowsLanguageName</td><td><div class=\"dni-plaintext\"><pre>ENU</pre></div></td></tr><tr><td>CompareInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>CompareInfo - en</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>Name</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>Version</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.SortVersion</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>FullVersion</td><td><div class=\"dni-plaintext\"><pre>26777</pre></div></td></tr><tr><td>SortId</td><td><div class=\"dni-plaintext\"><pre>00006899-0000-0000-0000-000000000009</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>9</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>TextInfo</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>TextInfo - en</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>ANSICodePage</td><td><div class=\"dni-plaintext\"><pre>1252</pre></div></td></tr><tr><td>OEMCodePage</td><td><div class=\"dni-plaintext\"><pre>437</pre></div></td></tr><tr><td>MacCodePage</td><td><div class=\"dni-plaintext\"><pre>10000</pre></div></td></tr><tr><td>EBCDICCodePage</td><td><div class=\"dni-plaintext\"><pre>37</pre></div></td></tr><tr><td>LCID</td><td><div class=\"dni-plaintext\"><pre>9</pre></div></td></tr><tr><td>CultureName</td><td><div class=\"dni-plaintext\"><pre>en</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>ListSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>IsRightToLeft</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>IsNeutralCulture</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>CultureTypes</td><td><span>NeutralCultures, InstalledWin32Cultures</span></td></tr><tr><td>NumberFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.NumberFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>CurrencyDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>2</pre></div></td></tr><tr><td>CurrencyDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>CurrencyGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>NumberGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>PercentGroupSizes</td><td><div class=\"dni-plaintext\"><pre>[ 3 ]</pre></div></td></tr><tr><td>CurrencyGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencySymbol</td><td><div class=\"dni-plaintext\"><pre>&#164;</pre></div></td></tr><tr><td>NaNSymbol</td><td><div class=\"dni-plaintext\"><pre>NaN</pre></div></td></tr><tr><td>CurrencyNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>NumberNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentPositivePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>PercentNegativePattern</td><td><div class=\"dni-plaintext\"><pre>1</pre></div></td></tr><tr><td>NegativeInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>-∞</pre></div></td></tr><tr><td>NegativeSign</td><td><div class=\"dni-plaintext\"><pre>-</pre></div></td></tr><tr><td>NumberDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>3</pre></div></td></tr><tr><td>NumberDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>NumberGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>CurrencyPositivePattern</td><td><div class=\"dni-plaintext\"><pre>0</pre></div></td></tr><tr><td>PositiveInfinitySymbol</td><td><div class=\"dni-plaintext\"><pre>∞</pre></div></td></tr><tr><td>PositiveSign</td><td><div class=\"dni-plaintext\"><pre>+</pre></div></td></tr><tr><td>PercentDecimalDigits</td><td><div class=\"dni-plaintext\"><pre>3</pre></div></td></tr><tr><td>PercentDecimalSeparator</td><td><div class=\"dni-plaintext\"><pre>.</pre></div></td></tr><tr><td>PercentGroupSeparator</td><td><div class=\"dni-plaintext\"><pre>,</pre></div></td></tr><tr><td>PercentSymbol</td><td><div class=\"dni-plaintext\"><pre>%</pre></div></td></tr><tr><td>PerMilleSymbol</td><td><div class=\"dni-plaintext\"><pre>‰</pre></div></td></tr><tr><td>NativeDigits</td><td><div class=\"dni-plaintext\"><pre>[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]</pre></div></td></tr><tr><td>DigitSubstitution</td><td><span>None</span></td></tr></tbody></table></div></details></td></tr><tr><td>DateTimeFormat</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.DateTimeFormatInfo</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>AMDesignator</td><td><div class=\"dni-plaintext\"><pre>AM</pre></div></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>DateSeparator</td><td><div class=\"dni-plaintext\"><pre>/</pre></div></td></tr><tr><td>FirstDayOfWeek</td><td><span>Sunday</span></td></tr><tr><td>CalendarWeekRule</td><td><span>FirstDay</span></td></tr><tr><td>FullDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, MMMM d, yyyy h:mm:ss tt</pre></div></td></tr><tr><td>LongDatePattern</td><td><div class=\"dni-plaintext\"><pre>dddd, MMMM d, yyyy</pre></div></td></tr><tr><td>LongTimePattern</td><td><div class=\"dni-plaintext\"><pre>h:mm:ss tt</pre></div></td></tr><tr><td>MonthDayPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM d</pre></div></td></tr><tr><td>PMDesignator</td><td><div class=\"dni-plaintext\"><pre>PM</pre></div></td></tr><tr><td>RFC1123Pattern</td><td><div class=\"dni-plaintext\"><pre>ddd, dd MMM yyyy HH&#39;:&#39;mm&#39;:&#39;ss &#39;GMT&#39;</pre></div></td></tr><tr><td>ShortDatePattern</td><td><div class=\"dni-plaintext\"><pre>M/d/yyyy</pre></div></td></tr><tr><td>ShortTimePattern</td><td><div class=\"dni-plaintext\"><pre>h:mm tt</pre></div></td></tr><tr><td>SortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd&#39;T&#39;HH&#39;:&#39;mm&#39;:&#39;ss</pre></div></td></tr><tr><td>TimeSeparator</td><td><div class=\"dni-plaintext\"><pre>:</pre></div></td></tr><tr><td>UniversalSortableDateTimePattern</td><td><div class=\"dni-plaintext\"><pre>yyyy&#39;-&#39;MM&#39;-&#39;dd HH&#39;:&#39;mm&#39;:&#39;ss&#39;Z&#39;</pre></div></td></tr><tr><td>YearMonthPattern</td><td><div class=\"dni-plaintext\"><pre>MMMM yyyy</pre></div></td></tr><tr><td>AbbreviatedDayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sun, Mon, Tue, Wed, Thu, Fri, Sat ]</pre></div></td></tr><tr><td>ShortestDayNames</td><td><div class=\"dni-plaintext\"><pre>[ S, M, T, W, T, F, S ]</pre></div></td></tr><tr><td>DayNames</td><td><div class=\"dni-plaintext\"><pre>[ Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday ]</pre></div></td></tr><tr><td>AbbreviatedMonthNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr><tr><td>NativeCalendarName</td><td><div class=\"dni-plaintext\"><pre>Gregorian Calendar</pre></div></td></tr><tr><td>AbbreviatedMonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ Jan, Feb, Mar, Apr, May, Jun, Jul, Aug, Sep, Oct, Nov, Dec,  ]</pre></div></td></tr><tr><td>MonthGenitiveNames</td><td><div class=\"dni-plaintext\"><pre>[ January, February, March, April, May, June, July, August, September, October, November, December,  ]</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Calendar</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>OptionalCalendars</td><td><table><thead><tr><th><i>index</i></th><th>value</th></tr></thead><tbody><tr><td>0</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>System.Globalization.GregorianCalendar</code></span></summary><div><table><thead><tr></tr></thead><tbody><tr><td>MinSupportedDateTime</td><td><span>0001-01-01 00:00:00Z</span></td></tr><tr><td>MaxSupportedDateTime</td><td><span>9999-12-31 23:59:59Z</span></td></tr><tr><td>AlgorithmType</td><td><span>SolarCalendar</span></td></tr><tr><td>CalendarType</td><td><span>Localized</span></td></tr><tr><td>Eras</td><td><div class=\"dni-plaintext\"><pre>[ 1 ]</pre></div></td></tr><tr><td>TwoDigitYearMax</td><td><div class=\"dni-plaintext\"><pre>2029</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr></tbody></table></td></tr><tr><td>UseUserOverride</td><td><div class=\"dni-plaintext\"><pre>True</pre></div></td></tr><tr><td>IsReadOnly</td><td><div class=\"dni-plaintext\"><pre>False</pre></div></td></tr></tbody></table></div></details></td></tr><tr><td>Variables</td><td><table><thead><tr><th><i>key</i></th><th>value</th></tr></thead><tbody><tr><td><div class=\"dni-plaintext\"><pre>collection</pre></div></td><td><div class=\"dni-plaintext\"><pre>userId</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>relevance</pre></div></td><td><div class=\"dni-plaintext\"><pre>0.8</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>limit</pre></div></td><td><div class=\"dni-plaintext\"><pre>3</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>stocks</pre></div></td><td><div class=\"dni-plaintext\"><pre>[{&quot;symbol&quot;:&quot;MSFT&quot;,&quot;allocation&quot;:0.3},{&quot;symbol&quot;:&quot;ACN&quot;,&quot;allocation&quot;:0.1},{&quot;symbol&quot;:&quot;JPM&quot;,&quot;allocation&quot;:0.3},{&quot;symbol&quot;:&quot;PEP&quot;,&quot;allocation&quot;:0.3}]</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>userId</pre></div></td><td><div class=\"dni-plaintext\"><pre>50</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>voice</pre></div></td><td><div class=\"dni-plaintext\"><pre>Jim Cramer</pre></div></td></tr><tr><td><div class=\"dni-plaintext\"><pre>risk</pre></div></td><td><div class=\"dni-plaintext\"><pre>aggressive</pre></div></td></tr></tbody></table></td></tr><tr><td>Functions</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.FunctionCollection</code></span></summary><div><table><thead><tr></tr></thead><tbody></tbody></table></div></details></td></tr><tr><td>LoggerFactory</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.Extensions.Logging.Abstractions.NullLoggerFactory</code></span></summary><div><table><thead><tr></tr></thead><tbody></tbody></table></div></details></td></tr><tr><td>Runner</td><td><details class=\"dni-treeview\"><summary><span class=\"dni-code-hint\"><code>Microsoft.SemanticKernel.Orchestration.FunctionRunner</code></span></summary><div><table><thead><tr></tr></thead><tbody></tbody></table></div></details></td></tr></tbody></table></div></details><style>\r\n",
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    "context"
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   "execution_count": 14,
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    "dotnet_interactive": {
     "language": "csharp"
    },
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Robots protect, obey, and self-preserve.\r\n"
     ]
    }
   ],
   "source": [
    "string skPrompt = @\"\n",
    "{{$input}}\n",
    "\n",
    "Give me the TLDR in 5 words.\n",
    "\";\n",
    "\n",
    "var textToSummarize = @\"\n",
    "    1) A robot may not injure a human being or, through inaction,\n",
    "    allow a human being to come to harm.\n",
    "\n",
    "    2) A robot must obey orders given it by human beings except where\n",
    "    such orders would conflict with the First Law.\n",
    "\n",
    "    3) A robot must protect its own existence as long as such protection\n",
    "    does not conflict with the First or Second Law.\n",
    "\";\n",
    "\n",
    "var tldrFunction = kernel.CreateSemanticFunction(skPrompt, requestSettings: new OpenAIRequestSettings { MaxTokens = 2000, Temperature = 0.2, TopP = 0.5 });\n",
    "\n",
    "var summaryResult = await kernel.RunAsync(textToSummarize, tldrFunction);\n",
    "var summary = summaryResult.GetValue<string>();\n",
    "\n",
    "Console.WriteLine(summary);"
   ]
  },
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   "execution_count": 17,
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    "dotnet_interactive": {
     "language": "csharp"
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     "kernelName": "csharp"
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{\n",
       "  \"portfolio\": [\n",
       "    {\n",
       "      \"name\": \"Stocks\",\n",
       "      \"gptRecommendation\": \"Buy\"\n",
       "    },\n",
       "    {\n",
       "      \"name\": \"Bonds\",\n",
       "      \"gptRecommendation\": \"Hold\"\n",
       "    },\n",
       "    {\n",
       "      \"name\": \"Cash\",\n",
       "      \"gptRecommendation\": \"Sell\"\n",
       "    },\n",
       "    {\n",
       "      \"name\": \"Home Equity\",\n",
       "      \"gptRecommendation\": \"Buy\"\n",
       "    }\n",
       "  ]\n",
       "}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "var result = await advisorPlugin[\"PortfolioAllocation\"].InvokeAsync(context);\n",
    "\n",
    "// var result = await kernel.RunAsync(context.Variables, advisorPlugin[\"PortfolioAllocation\"]);\n",
    "\n",
    "result.GetValue<string>()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![RaG Workflow](../../../../assets/images/sk-memory-orchestration.png)"
   ]
  }
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