mirror of
https://github.com/mihakralj/QuanTAlib.git
synced 2026-07-28 01:37:43 +00:00
Miha Kralj
390 lines
177 KiB
Plaintext
390 lines
177 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 18,
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"metadata": {
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"dotnet_interactive": {
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"language": "csharp"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div><div></div><div></div><div><strong>Installed Packages</strong><ul><li><span>QuanTAlib, 0.2.0</span></li></ul></div></div>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"#r \"nuget: QuanTAlib\"\n",
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"#r \"nuget: Plotly.NET;\"\n",
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"#r \"nuget: Plotly.NET.Interactive;\"\n",
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"\n",
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"using QuanTAlib;\n",
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"using Plotly.NET;\n",
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"using Plotly.NET.LayoutObjects;"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 19,
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"metadata": {
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"dotnet_interactive": {
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"language": "csharp"
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},
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"polyglot_notebook": {
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"kernelName": "csharp"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div><div id=\"d6ed8adf-ec28-4b73-8d34-423a356f40b7\"><!-- Plotly chart will be drawn inside this DIV --></div><script type=\"text/javascript\">\r\n",
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"var renderPlotly_d6ed8adfec284b738d34423a356f40b7 = function() {\r\n",
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" var fsharpPlotlyRequire = requirejs.config({context:'fsharp-plotly',paths:{plotly:'https://cdn.plot.ly/plotly-2.18.1.min'}}) || require;\r\n",
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" fsharpPlotlyRequire(['plotly'], function(Plotly) {\r\n",
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" var data = 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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\":{\"rangeslider\":{\"visible\":false,\"yaxis\":{}}},\"margin\":{\"l\":30,\"r\":10,\"t\":40,\"b\":30,\"pad\":1,\"autoexpand\":false},\"title\":{\"text\":\"SPY\"}};\r\n",
|
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" var config = {\"responsive\":true};\r\n",
|
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" Plotly.newPlot('d6ed8adf-ec28-4b73-8d34-423a356f40b7', data, layout, config);\r\n",
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" });\r\n",
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"};\r\n",
|
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"if ((typeof(requirejs) !== typeof(Function)) || (typeof(requirejs.config) !== typeof(Function))) {\r\n",
|
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" var script = document.createElement(\"script\");\r\n",
|
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" script.setAttribute(\"src\", \"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\");\r\n",
|
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" script.onload = function(){\r\n",
|
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" renderPlotly_d6ed8adfec284b738d34423a356f40b7();\r\n",
|
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" };\r\n",
|
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" document.getElementsByTagName(\"head\")[0].appendChild(script);\r\n",
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"}\r\n",
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"else {\r\n",
|
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" renderPlotly_d6ed8adfec284b738d34423a356f40b7();\r\n",
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"}\r\n",
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"</script></div>"
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]
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|
},
|
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"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"string symbol=\"SPY\"; // we'll focus on SPY symbol\n",
|
|
"int warmup = 50; // we'll allow 50 bars to pass by with no trading - for warm-up\n",
|
|
"Yahoo_Feed bars = new(symbol,350); //collect bars of symbol from Yahoo feed\n",
|
|
"TSeries data = bars.Close; //we need just one average value - (Open+High+Low+CLose)/4\n",
|
|
"\n",
|
|
"//make a chart\n",
|
|
"var d = Chart2D.Chart.Candlestick<double, double, double, double, DateTime, string>(bars.Open.v.Skip(warmup).ToList(), bars.High.v.Skip(warmup).ToList(), \n",
|
|
"bars.Low.v.Skip(warmup).ToList(), bars.Close.v.Skip(warmup).ToList(), bars.Open.t.Skip(warmup).ToList(), symbol)\n",
|
|
" .WithSize(1200,400).WithMargin(Margin.init<int, int, int, int, int, bool>(30,10,40,30,1,false)).WithXAxisRangeSlider(RangeSlider.init(Visible:false)).WithTitle(symbol);\n",
|
|
"d"
|
|
]
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},
|
|
{
|
|
"cell_type": "code",
|
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"execution_count": 20,
|
|
"metadata": {
|
|
"dotnet_interactive": {
|
|
"language": "csharp"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
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"<div><div id=\"b34d57f3-6c88-49a8-8a00-ad8f5b0c3552\"><!-- Plotly chart will be drawn inside this DIV --></div><script type=\"text/javascript\">\r\n",
|
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"var renderPlotly_b34d57f36c8849a88a00ad8f5b0c3552 = function() {\r\n",
|
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" var fsharpPlotlyRequire = requirejs.config({context:'fsharp-plotly',paths:{plotly:'https://cdn.plot.ly/plotly-2.18.1.min'}}) || require;\r\n",
|
|
" fsharpPlotlyRequire(['plotly'], function(Plotly) {\r\n",
|
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" var layout = {\"width\":1200,\"height\":400,\"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)\"}}}]}},\"margin\":{\"l\":30,\"r\":10,\"t\":40,\"b\":30,\"pad\":1,\"autoexpand\":false},\"xaxis\":{\"rangeslider\":{\"visible\":false,\"yaxis\":{}}},\"title\":{\"text\":\"slow MA and fast MA of SPY OHLC4\"}};\r\n",
|
|
" var config = {\"responsive\":true};\r\n",
|
|
" Plotly.newPlot('b34d57f3-6c88-49a8-8a00-ad8f5b0c3552', 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_b34d57f36c8849a88a00ad8f5b0c3552();\r\n",
|
|
" };\r\n",
|
|
" document.getElementsByTagName(\"head\")[0].appendChild(script);\r\n",
|
|
"}\r\n",
|
|
"else {\r\n",
|
|
" renderPlotly_b34d57f36c8849a88a00ad8f5b0c3552();\r\n",
|
|
"}\r\n",
|
|
"</script></div>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
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"source": [
|
|
"JMA_Series fastMA = new(data,12); //typically MACD uses EMA(12), but let's try with superior JMA(12)\n",
|
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"JMA_Series slowMA = new(data,26); //likewise, let's use JMA(26) instead of EMA(26)\n",
|
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"\n",
|
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"//make a chart\n",
|
|
"var cfast = Chart2D.Chart.Line<DateTime,double,bool>(fastMA.t.Skip(warmup).ToList(), fastMA.v.Skip(warmup).ToList(), false, \"Fast MA\").WithLineStyle(Width: 2, Color: Color.fromString(\"blue\"));\n",
|
|
"var cslow = Chart2D.Chart.Line<DateTime,double,bool>(slowMA.t.Skip(warmup).ToList(), slowMA.v.Skip(warmup).ToList(), false, \"Slow MA\").WithLineStyle(Width: 2, Color: Color.fromString(\"red\"));\n",
|
|
"var chart = Chart.Combine(new []{cfast,cslow}).WithSize(1200,400).WithMargin(Margin.init<int, int, int, int, int, bool>(30,10,40,30,1,false))\n",
|
|
" .WithXAxisRangeSlider(RangeSlider.init(Visible:false)).WithTitle($\"slow MA and fast MA of {symbol} OHLC4\");\n",
|
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"chart"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {
|
|
"dotnet_interactive": {
|
|
"language": "csharp"
|
|
},
|
|
"polyglot_notebook": {
|
|
"kernelName": "csharp"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div><div id=\"0151fe48-bd08-4507-afc2-4ede6bcf60b4\"><!-- Plotly chart will be drawn inside this DIV --></div><script type=\"text/javascript\">\r\n",
|
|
"var renderPlotly_0151fe48bd084507afc24ede6bcf60b4 = function() {\r\n",
|
|
" var fsharpPlotlyRequire = requirejs.config({context:'fsharp-plotly',paths:{plotly:'https://cdn.plot.ly/plotly-2.18.1.min'}}) || require;\r\n",
|
|
" fsharpPlotlyRequire(['plotly'], function(Plotly) {\r\n",
|
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" var data = 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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)\"}}}]}},\"margin\":{\"l\":30,\"r\":10,\"t\":40,\"b\":30,\"pad\":1,\"autoexpand\":false},\"xaxis\":{\"rangeslider\":{\"visible\":false,\"yaxis\":{}}},\"title\":{\"text\":\"MACD line and signal line of fastMA-slowMA\"}};\r\n",
|
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" var config = {\"responsive\":true};\r\n",
|
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" Plotly.newPlot('0151fe48-bd08-4507-afc2-4ede6bcf60b4', data, layout, config);\r\n",
|
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" });\r\n",
|
|
"};\r\n",
|
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"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",
|
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" script.onload = function(){\r\n",
|
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" renderPlotly_0151fe48bd084507afc24ede6bcf60b4();\r\n",
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" };\r\n",
|
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" document.getElementsByTagName(\"head\")[0].appendChild(script);\r\n",
|
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"}\r\n",
|
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"else {\r\n",
|
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" renderPlotly_0151fe48bd084507afc24ede6bcf60b4();\r\n",
|
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"}\r\n",
|
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"</script></div>"
|
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]
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},
|
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"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"SUB_Series MACD_line = new(fastMA, slowMA); //MACD line is just a SUBtraction fastMA-slowMA\n",
|
|
"JMA_Series signal_line = new(MACD_line, 9); //signal line is an EMA(9) of MACD; we use superior JMA(9) instead\n",
|
|
"\n",
|
|
"//make a chart\n",
|
|
"var cfast = Chart2D.Chart.Line<DateTime,double,bool>(MACD_line.t.Skip(warmup).ToList(), MACD_line.v.Skip(warmup).ToList(), false, \"MACD\").WithLineStyle(Width: 2, Color: Color.fromString(\"orange\"));\n",
|
|
"var cslow = Chart2D.Chart.Line<DateTime,double,bool>(signal_line.t.Skip(warmup).ToList(), signal_line.v.Skip(warmup).ToList(), false, \"signal\").WithLineStyle(Width: 2, Color: Color.fromString(\"green\"));\n",
|
|
"var chart = Chart.Combine(new []{cfast,cslow}).WithSize(1200,400).WithMargin(Margin.init<int, int, int, int, int, bool>(30,10,40,30,1,false))\n",
|
|
" .WithXAxisRangeSlider(RangeSlider.init(Visible:false)).WithTitle($\"MACD line and signal line of fastMA-slowMA\");\n",
|
|
"chart"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {
|
|
"dotnet_interactive": {
|
|
"language": "csharp"
|
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},
|
|
"polyglot_notebook": {
|
|
"kernelName": "csharp"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
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"<div><div id=\"51c93107-3183-4bc2-b4cf-998c40fe723a\"><!-- Plotly chart will be drawn inside this DIV --></div><script type=\"text/javascript\">\r\n",
|
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"var renderPlotly_51c9310731834bc2b4cf998c40fe723a = function() {\r\n",
|
|
" var fsharpPlotlyRequire = requirejs.config({context:'fsharp-plotly',paths:{plotly:'https://cdn.plot.ly/plotly-2.18.1.min'}}) || require;\r\n",
|
|
" fsharpPlotlyRequire(['plotly'], function(Plotly) {\r\n",
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
|
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"SUB_Series histogram = new(MACD_line, signal_line); //MACD histogram is an oscillator of MACD-signal\n",
|
|
"\n",
|
|
"//make a chart\n",
|
|
"var cfast = Chart2D.Chart.Column<double, DateTime, bool,bool,bool>(values: histogram.v.Skip(warmup).ToList(), Keys: histogram.t.Skip(warmup).ToList())\n",
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".WithSize(1200,400).WithMargin(Margin.init<int, int, int, int, int, bool>(30,10,40,30,1,false)).WithXAxisRangeSlider(RangeSlider.init(Visible:false))\n",
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".WithTitle(\"MACD histogram of MACD-signal\");\n",
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"cfast"
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"metadata": {
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"language": "csharp"
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},
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"polyglot_notebook": {
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"kernelName": "csharp"
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}
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},
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"outputs": [
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{
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"data": {
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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)\"}}}]}},\"margin\":{\"l\":30,\"r\":10,\"t\":40,\"b\":30,\"pad\":1,\"autoexpand\":false},\"xaxis\":{\"rangeslider\":{\"visible\":false,\"yaxis\":{}}},\"title\":{\"text\":\"in-market signal and trading orders based on MACD histogram\"}};\r\n",
|
|
" var config = {\"responsive\":true};\r\n",
|
|
" Plotly.newPlot('d92aa1a2-d3cb-4755-bda7-c135b9bacffb', 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_d92aa1a2d3cb4755bda7c135b9bacffb();\r\n",
|
|
" };\r\n",
|
|
" document.getElementsByTagName(\"head\")[0].appendChild(script);\r\n",
|
|
"}\r\n",
|
|
"else {\r\n",
|
|
" renderPlotly_d92aa1a2d3cb4755bda7c135b9bacffb();\r\n",
|
|
"}\r\n",
|
|
"</script></div>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
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"COMPARE_Series over = new(histogram,0); //generate over/under series when histogram is above/below zero\n",
|
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"CROSS_Series trades = new(histogram,0); //generate a signal series where histogram crosses zero (from below and from above)\n",
|
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"\n",
|
|
"//make a chart\n",
|
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"var cover = Chart2D.Chart.Line<DateTime,double,bool>(over.t.Skip(warmup).ToList(),over.v.Skip(warmup).ToList(),false,\"state\").WithLineStyle(Width: 1, Color: Color.fromString(\"blue\"));\n",
|
|
"var cbars = Chart2D.Chart.Area<DateTime, double,bool>(trades.t.Skip(warmup).ToList(), trades.v.Skip(warmup).ToList(),false );\n",
|
|
"var chart = Chart.Combine(new []{cover,cbars}).WithSize(1200,400).WithMargin(Margin.init<int, int, int, int, int, bool>(30,10,40,30,1,false))\n",
|
|
" .WithXAxisRangeSlider(RangeSlider.init(Visible:false)).WithTitle(\"in-market signal and trading orders based on MACD histogram\");\n",
|
|
"chart"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {
|
|
"dotnet_interactive": {
|
|
"language": "csharp"
|
|
},
|
|
"polyglot_notebook": {
|
|
"kernelName": "csharp"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div><div id=\"ea1f8a51-d55b-4122-ae43-264dbd1869b2\"><!-- Plotly chart will be drawn inside this DIV --></div><script type=\"text/javascript\">\r\n",
|
|
"var renderPlotly_ea1f8a51d55b4122ae43264dbd1869b2 = function() {\r\n",
|
|
" var fsharpPlotlyRequire = requirejs.config({context:'fsharp-plotly',paths:{plotly:'https://cdn.plot.ly/plotly-2.18.1.min'}}) || require;\r\n",
|
|
" fsharpPlotlyRequire(['plotly'], function(Plotly) {\r\n",
|
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" var config = {\"responsive\":true};\r\n",
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" Plotly.newPlot('ea1f8a51-d55b-4122-ae43-264dbd1869b2', data, layout, config);\r\n",
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" });\r\n",
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"};\r\n",
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"if ((typeof(requirejs) !== typeof(Function)) || (typeof(requirejs.config) !== typeof(Function))) {\r\n",
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" var script = document.createElement(\"script\");\r\n",
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" script.setAttribute(\"src\", \"https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js\");\r\n",
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" script.onload = function(){\r\n",
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"}\r\n",
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"</script></div>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
|
|
],
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"source": [
|
|
"EQUITY_Series folio = new(trades, data, Long:true, Short:false, Warmup:warmup); //generate equity curve from trades and \n",
|
|
"\n",
|
|
"//make a chart\n",
|
|
"var cbars = Chart2D.Chart.Area<DateTime, double,bool>(folio.t.Skip(warmup).ToList(), folio.v.Skip(warmup).ToList(),false ).WithSize(1200,400).WithMargin(Margin.init<int, int, int, int, int, bool>(30,10,40,30,1,false))\n",
|
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" .WithXAxisRangeSlider(RangeSlider.init(Visible:false)).WithTitle($\"Trading P&L (long only) for MACD-generated trades on {symbol}\");\n",
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"cbars"
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]
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}
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