machine-learning/REF-Graphs and Visualizations.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Graphs and Visualizations"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "#r \"nuget: Plotly.NET.Interactive, 3.0.2\"\n",
        "#r \"nuget: Plotly.NET.CSharp, 0.0.1\""
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": "<div><div></div><div></div><div><strong>Installed Packages</strong><ul><li><span>Plotly.NET.CSharp, 0.0.1</span></li><li><span>Plotly.NET.Interactive, 3.0.1</span></li></ul></div></div>"
          },
          "execution_count": 1,
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/markdown": "Loading extensions from `Plotly.NET.Interactive.dll`"
          },
          "execution_count": 1,
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "using System;\n",
        "using Plotly.NET.CSharp;"
      ],
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Sample Data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "double[] x = new double[] { 1, 2, 3, 4, 5 };\n",
        "double[] x2 = new double[] { 1.1, 2.2, 3.3, 4.4, 5.5 };\n",
        "double[] y = new double[] { 5, 10, 15, 20, 25 };\n",
        "string[] categories = new string[] { \"A\", \"B\", \"C\", \"D\", \"E\" };"
      ],
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Scatter Plot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "Chart.Point<double, double, string>(x, y, \"Hello\")\n",
        ".WithTraceInfo(Name: \"Hello from C#\", ShowLegend: true)\n",
        ".WithXAxisStyle<double, double, string>(TitleText: \"xAxis\", ShowGrid: false)\n",
        ".WithYAxisStyle<double, double, string>(TitleText: \"yAxis\", ShowGrid: false)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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236, 246, 1.0)\",\"showlakes\":true,\"lakecolor\":\"rgba(255, 255, 255, 1.0)\",\"subunitcolor\":\"rgba(255, 255, 255, 1.0)\",\"bgcolor\":\"rgba(255, 255, 255, 1.0)\"},\"mapbox\":{\"style\":\"light\"},\"polar\":{\"bgcolor\":\"rgba(229, 236, 246, 1.0)\",\"radialaxis\":{\"linecolor\":\"rgba(255, 255, 255, 1.0)\",\"gridcolor\":\"rgba(255, 255, 255, 1.0)\",\"ticks\":\"\"},\"angularaxis\":{\"linecolor\":\"rgba(255, 255, 255, 1.0)\",\"gridcolor\":\"rgba(255, 255, 255, 1.0)\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"ticks\":\"\",\"linecolor\":\"rgba(255, 255, 255, 1.0)\",\"gridcolor\":\"rgba(255, 255, 255, 1.0)\",\"gridwidth\":2.0,\"zerolinecolor\":\"rgba(255, 255, 255, 1.0)\",\"backgroundcolor\":\"rgba(229, 236, 246, 1.0)\",\"showbackground\":true},\"yaxis\":{\"ticks\":\"\",\"linecolor\":\"rgba(255, 255, 255, 1.0)\",\"gridcolor\":\"rgba(255, 255, 255, 1.0)\",\"gridwidth\":2.0,\"zerolinecolor\":\"rgba(255, 255, 255, 1.0)\",\"backgroundcolor\":\"rgba(229, 236, 246, 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1.0)\",\"zerolinewidth\":2.0},\"yaxis\":{\"title\":{\"standoff\":15},\"ticks\":\"\",\"automargin\":true,\"linecolor\":\"rgba(255, 255, 255, 1.0)\",\"gridcolor\":\"rgba(255, 255, 255, 1.0)\",\"zerolinecolor\":\"rgba(255, 255, 255, 1.0)\",\"zerolinewidth\":2.0},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"shapedefaults\":{\"line\":{\"color\":\"rgba(42, 63, 95, 1.0)\"}},\"colorway\":[\"rgba(99, 110, 250, 1.0)\",\"rgba(239, 85, 59, 1.0)\",\"rgba(0, 204, 150, 1.0)\",\"rgba(171, 99, 250, 1.0)\",\"rgba(255, 161, 90, 1.0)\",\"rgba(25, 211, 243, 1.0)\",\"rgba(255, 102, 146, 1.0)\",\"rgba(182, 232, 128, 1.0)\",\"rgba(255, 151, 255, 1.0)\",\"rgba(254, 203, 82, 1.0)\"]},\"data\":{\"bar\":[{\"marker\":{\"line\":{\"color\":\"rgba(229, 236, 246, 1.0)\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"error_x\":{\"color\":\"rgba(42, 63, 95, 1.0)\"},\"error_y\":{\"color\":\"rgba(42, 63, 95, 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240, 248, 1.0)\"},\"line\":{\"color\":\"rgba(255, 255, 255, 1.0)\"}},\"header\":{\"fill\":{\"color\":\"rgba(200, 212, 227, 1.0)\"},\"line\":{\"color\":\"rgba(255, 255, 255, 1.0)\"}}}]}},\"xaxis\":{\"title\":{\"text\":\"xAxis\"},\"showgrid\":false},\"yaxis\":{\"title\":{\"text\":\"yAxis\"},\"showgrid\":false}};\r\n            var config = {\"responsive\":true};\r\n            Plotly.newPlot('31fd9ace-9785-4f56-a0d5-448b0e1ebf04', data, layout, config);\r\n});\r\n            };\r\n            if ((typeof(requirejs) !==  typeof(Function)) || (typeof(requirejs.config) !== typeof(Function))) {\r\n                var script = document.createElement(\"script\");\r\n                script.setAttribute(\"src\", \"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\");\r\n                script.onload = function(){\r\n                    renderPlotly_31fd9ace97854f56a0d5448b0e1ebf04();\r\n                };\r\n                document.getElementsByTagName(\"head\")[0].appendChild(script);\r\n            }\r\n            else {\r\n                renderPlotly_31fd9ace97854f56a0d5448b0e1ebf04();\r\n            }\r\n</script>\r\n\r\n    \r\n</div    \r\n"
          },
          "execution_count": 1,
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Bar Graph"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "Chart.Bar<double, string, string>(values: x, Keys: categories)\n",
        ".WithTraceInfo(Name: \"Hello from C#\", ShowLegend: true)\n",
        ".WithXAxisStyle<double, double, string>(TitleText: \"xAxis\")\n",
        ".WithYAxisStyle<double, double, string>(TitleText: \"yAxis\")"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": "\r\n<div>\r\n    <div id=\"9cc0b1d2-fc6d-4d16-9022-3c345d75b1b3\"><!-- Plotly chart will be drawn inside this DIV --></div>\r\n<script type=\"text/javascript\">\r\n\r\n            var renderPlotly_9cc0b1d2fc6d4d1690223c345d75b1b3 = function() {\r\n            var fsharpPlotlyRequire = requirejs.config({context:'fsharp-plotly',paths:{plotly:'https://cdn.plot.ly/plotly-2.6.3.min'}}) || require;\r\n            fsharpPlotlyRequire(['plotly'], function(Plotly) {\r\n\r\n            var data = [{\"type\":\"bar\",\"x\":[1.0,2.0,3.0,4.0,5.0],\"y\":[\"A\",\"B\",\"C\",\"D\",\"E\"],\"orientation\":\"h\",\"marker\":{\"pattern\":{}},\"name\":\"Hello from C#\",\"showlegend\":true}];\r\n            var layout = {\"width\":600,\"height\":600,\"template\":{\"layout\":{\"title\":{\"x\":0.05},\"font\":{\"color\":\"rgba(42, 63, 95, 1.0)\"},\"paper_bgcolor\":\"rgba(255, 255, 255, 1.0)\",\"plot_bgcolor\":\"rgba(229, 236, 246, 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240, 248, 1.0)\"},\"line\":{\"color\":\"rgba(255, 255, 255, 1.0)\"}},\"header\":{\"fill\":{\"color\":\"rgba(200, 212, 227, 1.0)\"},\"line\":{\"color\":\"rgba(255, 255, 255, 1.0)\"}}}]}},\"xaxis\":{\"title\":{\"text\":\"xAxis\"}},\"yaxis\":{\"title\":{\"text\":\"yAxis\"}}};\r\n            var config = {\"responsive\":true};\r\n            Plotly.newPlot('9cc0b1d2-fc6d-4d16-9022-3c345d75b1b3', data, layout, config);\r\n});\r\n            };\r\n            if ((typeof(requirejs) !==  typeof(Function)) || (typeof(requirejs.config) !== typeof(Function))) {\r\n                var script = document.createElement(\"script\");\r\n                script.setAttribute(\"src\", \"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\");\r\n                script.onload = function(){\r\n                    renderPlotly_9cc0b1d2fc6d4d1690223c345d75b1b3();\r\n                };\r\n                document.getElementsByTagName(\"head\")[0].appendChild(script);\r\n            }\r\n            else {\r\n                renderPlotly_9cc0b1d2fc6d4d1690223c345d75b1b3();\r\n            }\r\n</script>\r\n\r\n    \r\n</div    \r\n"
          },
          "execution_count": 1,
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Combine Two Graphs -  Scatter & Line"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "dotnet_interactive": {
          "language": "csharp"
        }
      },
      "source": [
        "// Create scatter plot of actual vs predicted values\n",
        "\n",
        "var scatter = Chart.Scatter<double, double, string>(x: x, y: x2, mode: Plotly.NET.StyleParam.Mode.Markers)\n",
        ".WithTraceInfo(\"X, X2\", ShowLegend: true);\n",
        "\n",
        "var maximumValue = Math.Max(x.Max(), x2.Max());\n",
        "var perfectLine = Chart.Scatter<double, double, string>(x:new[] {0, maximumValue}, y: new[] {0, maximumValue}, mode: Plotly.NET.StyleParam.Mode.Lines)\n",
        ".WithTraceInfo(\"Perfect Line\", ShowLegend: true);\n",
        "\n",
        "\n",
        "Chart.Combine(new []{scatter, perfectLine})\n",
        ".WithXAxisStyle<double, double, string>(TitleText: \"X\", ShowGrid: false)\n",
        ".WithYAxisStyle<double, double, string>(TitleText: \"X2\", ShowGrid: false)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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