Backtesting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "price : [100.34 108.31 109.4  ... 799.78 801.2  806.19]\n",
      "ma1 : [    nan     nan     nan ... 793.88  795.714 797.551]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"d8cf39c1-64c6-4eca-b23d-cc0a0b3e9165\" data-root-id=\"2750\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"ca6b1b84-41cb-47ac-ab8a-f6110d1e0eaf\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"2747\"},{\"id\":\"2749\"}],\"sizing_mode\":\"stretch_width\"},\"id\":\"2750\",\"type\":\"Row\"},{\"attributes\":{\"active_drag\":{\"id\":\"2513\"},\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":{\"id\":\"2514\"},\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2513\"},{\"id\":\"2514\"},{\"id\":\"2515\"},{\"id\":\"2516\"},{\"id\":\"2517\"},{\"id\":\"2518\"},{\"id\":\"2519\"},{\"id\":\"2540\"},{\"id\":\"2542\"},{\"id\":\"2686\"}]},\"id\":\"2521\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"2387\",\"type\":\"SaveTool\"},{\"attributes\":{\"active_drag\":{\"id\":\"2381\"},\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":{\"id\":\"2382\"},\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2381\"},{\"id\":\"2382\"},{\"id\":\"2383\"},{\"id\":\"2384\"},{\"id\":\"2385\"},{\"id\":\"2386\"},{\"id\":\"2387\"},{\"id\":\"2408\"},{\"id\":\"2686\"}]},\"id\":\"2389\",\"type\":\"Toolbar\"},{\"attributes\":{\"label\":{\"value\":\"SMA(C,10)\"},\"renderers\":[{\"id\":\"2632\"}]},\"id\":\"2646\",\"type\":\"LegendItem\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2513\",\"type\":\"PanTool\"},{\"attributes\":{\"label\":{\"value\":\"Peak (690%)\"},\"renderers\":[{\"id\":\"2415\"}]},\"id\":\"2430\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"2427\",\"type\":\"Selection\"},{\"attributes\":{\"dimensions\":\"width\",\"maintain_focus\":false},\"id\":\"2514\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2517\",\"type\":\"RedoTool\"},{\"attributes\":{\"overlay\":{\"id\":\"2520\"}},\"id\":\"2515\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2388\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2426\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2516\",\"type\":\"UndoTool\"},{\"attributes\":{\"data\":{},\"selected\":{\"id\":\"2448\"},\"selection_policy\":{\"id\":\"2449\"}},\"id\":\"2431\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2428\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2518\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"2519\",\"type\":\"SaveTool\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"equity\"}},\"id\":\"2404\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"returns_positive\",\"transform\":{\"id\":\"2361\"}},\"line_dash\":[2,4],\"line_width\":{\"value\":8},\"xs\":{\"field\":\"position_lines_xs\"},\"ys\":{\"field\":\"position_lines_ys\"}},\"id\":\"2612\",\"type\":\"MultiLine\"},{\"attributes\":{\"source\":{\"id\":\"2357\"}},\"id\":\"2407\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2397\"}},\"id\":\"2402\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom\":{\"field\":\"Close\"},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"2359\"}},\"line_alpha\":{\"value\":0.1},\"top\":{\"field\":\"Open\"},\"width\":{\"value\":0.8},\"x\":{\"field\":\"index\"}},\"id\":\"2607\",\"type\":\"VBar\"},{\"attributes\":{\"line_color\":\"#ff7f0e\",\"line_width\":1.3,\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"SMA(C,20)_1_1\"}},\"id\":\"2648\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2425\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2520\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data_source\":{\"id\":\"2357\"},\"glyph\":{\"id\":\"2404\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2405\"},\"selection_glyph\":null,\"view\":{\"id\":\"2407\"}},\"id\":\"2406\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"2357\"},\"glyph\":{\"id\":\"2606\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2607\"},\"selection_glyph\":null,\"view\":{\"id\":\"2609\"}},\"id\":\"2608\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"equity\"}},\"id\":\"2405\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@datetime\":\"datetime\"},\"mode\":\"vline\",\"point_policy\":\"follow_mouse\",\"renderers\":[{\"id\":\"2406\"}],\"tooltips\":[[\"Date\",\"@datetime{%c}\"],[\"Equity\",\"@equity{+0,0.[000]%}\"]]},\"id\":\"2408\",\"type\":\"HoverTool\"},{\"attributes\":{\"format\":\"0,0.[00]%\"},\"id\":\"2410\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"2358\"}},\"id\":\"2534\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2412\"}},\"id\":\"2416\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"returns_positive\",\"transform\":{\"id\":\"2360\"}},\"line_alpha\":{\"value\":0.1},\"marker\":{\"value\":\"triangle\"},\"size\":{\"field\":\"marker_size\",\"units\":\"screen\"},\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"returns_long\"}},\"id\":\"2532\",\"type\":\"Scatter\"},{\"attributes\":{\"data_source\":{\"id\":\"2358\"},\"glyph\":{\"id\":\"2531\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2532\"},\"selection_glyph\":null,\"view\":{\"id\":\"2534\"}},\"id\":\"2533\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{},\"selected\":{\"id\":\"2427\"},\"selection_policy\":{\"id\":\"2428\"}},\"id\":\"2412\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_color\":{\"field\":\"returns_positive\",\"transform\":{\"id\":\"2360\"}},\"marker\":{\"value\":\"inverted_triangle\"},\"size\":{\"field\":\"marker_size\",\"units\":\"screen\"},\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"returns_short\"}},\"id\":\"2536\",\"type\":\"Scatter\"},{\"attributes\":{\"data_source\":{\"id\":\"2358\"},\"glyph\":{\"id\":\"2611\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2612\"},\"selection_glyph\":null,\"view\":{\"id\":\"2614\"}},\"id\":\"2613\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"value\":\"cyan\"},\"line_color\":{\"value\":\"cyan\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"value\":2139},\"y\":{\"value\":6.899121986000001}},\"id\":\"2413\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"cyan\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"cyan\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"value\":2139},\"y\":{\"value\":6.899121986000001}},\"id\":\"2414\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_color\":{\"value\":\"blue\"},\"line_color\":{\"value\":\"blue\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"value\":2147},\"y\":{\"value\":6.893511986000002}},\"id\":\"2432\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"returns_positive\",\"transform\":{\"id\":\"2360\"}},\"line_alpha\":{\"value\":0.1},\"marker\":{\"value\":\"inverted_triangle\"},\"size\":{\"field\":\"marker_size\",\"units\":\"screen\"},\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"returns_short\"}},\"id\":\"2537\",\"type\":\"Scatter\"},{\"attributes\":{\"data_source\":{\"id\":\"2412\"},\"glyph\":{\"id\":\"2413\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2414\"},\"selection_glyph\":null,\"view\":{\"id\":\"2416\"}},\"id\":\"2415\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2418\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"2358\"}},\"id\":\"2539\",\"type\":\"CDSView\"},{\"attributes\":{\"below\":[{\"id\":\"2554\"}],\"center\":[{\"id\":\"2557\"},{\"id\":\"2561\"}],\"left\":[{\"id\":\"2558\"}],\"min_border_bottom\":6,\"min_border_left\":0,\"min_border_right\":10,\"min_border_top\":3,\"outline_line_color\":\"#666666\",\"plot_height\":90,\"plot_width\":null,\"renderers\":[{\"id\":\"2582\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"2739\"},\"toolbar\":{\"id\":\"2570\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"2324\"},\"x_scale\":{\"id\":\"2550\"},\"y_range\":{\"id\":\"2548\"},\"y_scale\":{\"id\":\"2552\"}},\"id\":\"2546\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"border_line_color\":\"#333333\",\"click_policy\":\"hide\",\"items\":[{\"id\":\"2430\"},{\"id\":\"2450\"},{\"id\":\"2472\"},{\"id\":\"2496\"}],\"label_text_font_size\":\"8pt\",\"location\":\"top_left\",\"margin\":0,\"padding\":5,\"spacing\":0},\"id\":\"2429\",\"type\":\"Legend\"},{\"attributes\":{\"data_source\":{\"id\":\"2358\"},\"glyph\":{\"id\":\"2536\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2537\"},\"selection_glyph\":null,\"view\":{\"id\":\"2539\"}},\"id\":\"2538\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@datetime\":\"datetime\"},\"point_policy\":\"follow_mouse\",\"renderers\":[{\"id\":\"2533\"}],\"tooltips\":[[\"Date\",\"@datetime{%c}\"],[\"Size\",\"@size{0,0}\"],[\"P/L\",\"@returns_long{+0.[000]%}\"]]},\"id\":\"2540\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"2424\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@datetime\":\"datetime\"},\"point_policy\":\"follow_mouse\",\"renderers\":[{\"id\":\"2538\"}],\"tooltips\":[[\"Date\",\"@datetime{%c}\"],[\"Size\",\"@size{0,0}\"],[\"P/L\",\"@returns_short{+0.[000]%}\"]]},\"id\":\"2542\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"2419\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"format\":\"0.[00]%\"},\"id\":\"2544\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"2431\"}},\"id\":\"2435\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2548\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"blue\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"blue\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"value\":2147},\"y\":{\"value\":6.893511986000002}},\"id\":\"2433\",\"type\":\"Scatter\"},{\"attributes\":{\"source\":{\"id\":\"2357\"}},\"id\":\"2583\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{},\"selected\":{\"id\":\"2470\"},\"selection_policy\":{\"id\":\"2471\"}},\"id\":\"2451\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"2431\"},\"glyph\":{\"id\":\"2432\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2433\"},\"selection_glyph\":null,\"view\":{\"id\":\"2435\"}},\"id\":\"2434\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2550\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2448\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2552\",\"type\":\"LinearScale\"},{\"attributes\":{\"label\":{\"value\":\"Final (689%)\"},\"renderers\":[{\"id\":\"2434\"}]},\"id\":\"2450\",\"type\":\"LegendItem\"},{\"attributes\":{\"formatter\":{\"id\":\"2363\"},\"ticker\":{\"id\":\"2555\"},\"visible\":true},\"id\":\"2554\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2449\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2559\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_color\":{\"value\":\"red\"},\"line_color\":{\"value\":\"red\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"value\":433},\"y\":{\"value\":1.0809493600000002}},\"id\":\"2452\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"2555\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2554\"},\"ticker\":null},\"id\":\"2557\",\"type\":\"Grid\"},{\"attributes\":{\"axis\":{\"id\":\"2558\"},\"dimension\":1,\"ticker\":null},\"id\":\"2561\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"Volume\",\"formatter\":{\"id\":\"2586\"},\"minor_tick_line_color\":null,\"ticker\":{\"id\":\"2559\"}},\"id\":\"2558\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"red\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"red\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"value\":433},\"y\":{\"value\":1.0809493600000002}},\"id\":\"2453\",\"type\":\"Scatter\"},{\"attributes\":{\"source\":{\"id\":\"2451\"}},\"id\":\"2455\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"2357\"}},\"id\":\"2604\",\"type\":\"CDSView\"},{\"attributes\":{\"active_drag\":{\"id\":\"2562\"},\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":{\"id\":\"2563\"},\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2562\"},{\"id\":\"2563\"},{\"id\":\"2564\"},{\"id\":\"2565\"},{\"id\":\"2566\"},{\"id\":\"2567\"},{\"id\":\"2568\"},{\"id\":\"2584\"},{\"id\":\"2686\"}]},\"id\":\"2570\",\"type\":\"Toolbar\"},{\"attributes\":{\"logo\":null,\"toolbars\":[{\"id\":\"2389\"},{\"id\":\"2521\"},{\"id\":\"2349\"},{\"id\":\"2570\"}],\"tools\":[{\"id\":\"2381\"},{\"id\":\"2382\"},{\"id\":\"2383\"},{\"id\":\"2384\"},{\"id\":\"2385\"},{\"id\":\"2386\"},{\"id\":\"2387\"},{\"id\":\"2408\"},{\"id\":\"2686\"},{\"id\":\"2513\"},{\"id\":\"2514\"},{\"id\":\"2515\"},{\"id\":\"2516\"},{\"id\":\"2517\"},{\"id\":\"2518\"},{\"id\":\"2519\"},{\"id\":\"2540\"},{\"id\":\"2542\"},{\"id\":\"2686\"},{\"id\":\"2341\"},{\"id\":\"2342\"},{\"id\":\"2343\"},{\"id\":\"2344\"},{\"id\":\"2345\"},{\"id\":\"2346\"},{\"id\":\"2347\"},{\"id\":\"2683\"},{\"id\":\"2686\"},{\"id\":\"2562\"},{\"id\":\"2563\"},{\"id\":\"2564\"},{\"id\":\"2565\"},{\"id\":\"2566\"},{\"id\":\"2567\"},{\"id\":\"2568\"},{\"id\":\"2584\"},{\"id\":\"2686\"}]},\"id\":\"2748\",\"type\":\"ProxyToolbar\"},{\"attributes\":{\"data_source\":{\"id\":\"2451\"},\"glyph\":{\"id\":\"2452\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2453\"},\"selection_glyph\":null,\"view\":{\"id\":\"2455\"}},\"id\":\"2454\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"2359\"}},\"line_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"2359\"}},\"top\":{\"field\":\"Volume\"},\"width\":{\"value\":0.8},\"x\":{\"field\":\"index\"}},\"id\":\"2580\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"2471\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"label\":{\"value\":\"Max Drawdown (-33.1%)\"},\"renderers\":[{\"id\":\"2454\"}]},\"id\":\"2472\",\"type\":\"LegendItem\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2562\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2470\",\"type\":\"Selection\"},{\"attributes\":{\"dimensions\":\"width\",\"maintain_focus\":false},\"id\":\"2563\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#ffffea\",\"line_alpha\":0.1,\"line_color\":\"#ffcb66\",\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"equity_dd\"}},\"id\":\"2400\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"2494\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2369\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2566\",\"type\":\"RedoTool\"},{\"attributes\":{\"overlay\":{\"id\":\"2569\"}},\"id\":\"2564\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"line_color\":\"red\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"value\":6.403319374000003}},\"id\":\"2474\",\"type\":\"Line\"},{\"attributes\":{\"below\":[{\"id\":\"2373\"}],\"center\":[{\"id\":\"2376\"},{\"id\":\"2380\"},{\"id\":\"2429\"}],\"left\":[{\"id\":\"2377\"}],\"min_border_bottom\":6,\"min_border_left\":0,\"min_border_right\":10,\"min_border_top\":3,\"outline_line_color\":\"#666666\",\"plot_height\":110,\"plot_width\":null,\"renderers\":[{\"id\":\"2401\"},{\"id\":\"2406\"},{\"id\":\"2415\"},{\"id\":\"2434\"},{\"id\":\"2454\"},{\"id\":\"2476\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"2418\"},\"toolbar\":{\"id\":\"2389\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"2324\"},\"x_scale\":{\"id\":\"2369\"},\"y_range\":{\"id\":\"2367\"},\"y_scale\":{\"id\":\"2371\"}},\"id\":\"2365\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data\":{\"x\":[1567,2041.749916497948]},\"selected\":{\"id\":\"2494\"},\"selection_policy\":{\"id\":\"2495\"}},\"id\":\"2473\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2565\",\"type\":\"UndoTool\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@datetime\":\"datetime\"},\"mode\":\"vline\",\"point_policy\":\"follow_mouse\",\"renderers\":[{\"id\":\"2582\"}],\"tooltips\":[[\"Date\",\"@datetime{%c}\"],[\"Volume\",\"@Volume{0.00 a}\"]]},\"id\":\"2584\",\"type\":\"HoverTool\"},{\"attributes\":{\"source\":{\"id\":\"2473\"}},\"id\":\"2477\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2367\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"2473\"},\"glyph\":{\"id\":\"2474\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2475\"},\"selection_glyph\":null,\"view\":{\"id\":\"2477\"}},\"id\":\"2476\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2567\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"2588\"},\"glyph\":{\"id\":\"2596\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2597\"},\"selection_glyph\":null,\"view\":{\"id\":\"2599\"}},\"id\":\"2598\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2568\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"2371\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2495\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"2419\"},\"ticker\":{\"id\":\"2374\"},\"visible\":false},\"id\":\"2373\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"red\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"value\":6.403319374000003}},\"id\":\"2475\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"2378\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"2357\"}},\"id\":\"2609\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"Max Dd Dur. (688 days)\"},\"renderers\":[{\"id\":\"2476\"}]},\"id\":\"2496\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"2374\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2373\"},\"ticker\":null},\"id\":\"2376\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2499\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@datetime\":\"datetime\"},\"mode\":\"vline\",\"point_policy\":\"follow_mouse\",\"renderers\":[{\"id\":\"2608\"}],\"tooltips\":[[\"Date\",\"@datetime{%c}\"],[\"x, y\",\"$index\\u00a0\\u00a0\\u00a0\\u00a0$y{0,0.0[0000]}\"],[\"OHLC\",\"@Open{0,0.0[0000]}\\u00a0\\u00a0\\u00a0\\u00a0@High{0,0.0[0000]}\\u00a0\\u00a0\\u00a0\\u00a0@Low{0,0.0[0000]}\\u00a0\\u00a0\\u00a0\\u00a0@Close{0,0.0[0000]}\"],[\"Volume\",\"@Volume{0,0}\"],[\"SMA(C,10)\",\"@{SMA(C,10)_0_1}{0,0.0[0000]}\"],[\"SMA(C,20)\",\"@{SMA(C,20)_1_1}{0,0.0[0000]}\"],[\"SMA(C,30)\",\"@{SMA(C,30)_2_1}{0,0.0[0000]}\"]]},\"id\":\"2683\",\"type\":\"HoverTool\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"x0\":{\"field\":\"index\"},\"x1\":{\"field\":\"index\"},\"y0\":{\"field\":\"High\"},\"y1\":{\"field\":\"Low\"}},\"id\":\"2602\",\"type\":\"Segment\"},{\"attributes\":{\"axis\":{\"id\":\"2377\"},\"dimension\":1,\"ticker\":null},\"id\":\"2380\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2501\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Equity\",\"formatter\":{\"id\":\"2410\"},\"minor_tick_line_color\":null,\"ticker\":{\"id\":\"2378\"}},\"id\":\"2377\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"2357\"},\"glyph\":{\"id\":\"2601\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2602\"},\"selection_glyph\":null,\"view\":{\"id\":\"2604\"}},\"id\":\"2603\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2569\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"below\":[{\"id\":\"2505\"}],\"center\":[{\"id\":\"2508\"},{\"id\":\"2512\"},{\"id\":\"2529\"}],\"left\":[{\"id\":\"2509\"}],\"min_border_bottom\":6,\"min_border_left\":0,\"min_border_right\":10,\"min_border_top\":3,\"outline_line_color\":\"#666666\",\"plot_height\":90,\"plot_width\":null,\"renderers\":[{\"id\":\"2533\"},{\"id\":\"2538\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"2715\"},\"toolbar\":{\"id\":\"2521\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"2324\"},\"x_scale\":{\"id\":\"2501\"},\"y_range\":{\"id\":\"2499\"},\"y_scale\":{\"id\":\"2503\"}},\"id\":\"2497\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_color\":\"#ffffea\",\"line_color\":\"#ffcb66\",\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"equity_dd\"}},\"id\":\"2399\",\"type\":\"Patch\"},{\"attributes\":{},\"id\":\"2423\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"2397\"},\"glyph\":{\"id\":\"2399\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2400\"},\"selection_glyph\":null,\"view\":{\"id\":\"2402\"}},\"id\":\"2401\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"format\":\"0 a\"},\"id\":\"2586\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{},\"id\":\"2503\",\"type\":\"LinearScale\"},{\"attributes\":{\"data_source\":{\"id\":\"2357\"},\"glyph\":{\"id\":\"2580\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2581\"},\"selection_glyph\":null,\"view\":{\"id\":\"2583\"}},\"id\":\"2582\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"formatter\":{\"id\":\"2716\"},\"ticker\":{\"id\":\"2506\"},\"visible\":false},\"id\":\"2505\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2381\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2510\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"2359\"}},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"2359\"}},\"top\":{\"field\":\"Volume\"},\"width\":{\"value\":0.8},\"x\":{\"field\":\"index\"}},\"id\":\"2581\",\"type\":\"VBar\"},{\"attributes\":{\"dimensions\":\"width\",\"maintain_focus\":false},\"id\":\"2382\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2506\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2505\"},\"ticker\":null},\"id\":\"2508\",\"type\":\"Grid\"},{\"attributes\":{\"line_color\":{\"value\":\"#bbbbbb\"},\"x0\":{\"field\":\"index\"},\"x1\":{\"field\":\"index\"},\"y0\":{\"field\":\"High\"},\"y1\":{\"field\":\"Low\"}},\"id\":\"2590\",\"type\":\"Segment\"},{\"attributes\":{\"axis\":{\"id\":\"2509\"},\"dimension\":1,\"ticker\":null},\"id\":\"2512\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2385\",\"type\":\"RedoTool\"},{\"attributes\":{\"overlay\":{\"id\":\"2388\"}},\"id\":\"2383\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"axis_label\":\"Profit / Loss\",\"formatter\":{\"id\":\"2544\"},\"minor_tick_line_color\":null,\"ticker\":{\"id\":\"2510\"}},\"id\":\"2509\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#bbbbbb\"},\"x0\":{\"field\":\"index\"},\"x1\":{\"field\":\"index\"},\"y0\":{\"field\":\"High\"},\"y1\":{\"field\":\"Low\"}},\"id\":\"2591\",\"type\":\"Segment\"},{\"attributes\":{\"data\":{\"Close\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[104]},\"High\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[104]},\"Low\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[104]},\"Open\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[104]},\"Volume\":[66870300,106354200,257067900,277594100,145342300,205164900,325609800,171949000,226691100,253768800,389001700,204949100,142971900,170153200,192962500,211666200,198764400,299040100,297525000,306764000,185314500,175939800,142380600,127521900,106972000,121551400,158514000,118440300,91664200,124587100,113914100,118116400,92958500,99581700,129048400,116630800,88694000,69413800,155451000,171435300,85314100,157789400,177185500,145615500,143044700,104632800,93784600,104086000,68814400,134078500,199295600,158033000,113007400,109881700,111585300,113975300,87832900,57035300,70461000,73017200,48738600,51079600,77174500,40906200,42620300,89100500,52034300,83772900,73061000,81561200,59863200,69310000,52855200,59701000,79347900,58441900,42285200,59984400,41869000,60139000,70241700,45327900,59125100,81055500,106775600,58629700,77215500,60300500,55047500,73642600,47364600,47330200,58877700,58673300,46504300,51286600,47063300,60177600,71798800,46679200,41695500,52405200,46340300,2175400],\"_width\":{\"__ndarray__\":\"zczMzMzMIUBmZmZmZuY0QGZmZmZm5jRAZmZmZmbmNEBmZmZmZuY1QGZmZmZm5jNAZmZmZmbmMkBmZmZmZuY1QGZmZmZm5jRAZmZmZmbmNEBmZmZmZuY1QGZmZmZm5jNAZmZmZmbmNkBmZmZmZuY0QGZmZmZm5jRAZmZmZmbmNEBmZmZmZuY0QGZmZmZm5jNAZmZmZmbmMkBmZmZmZuY2QGZmZmZm5jJAZmZmZmbmNUBmZmZmZuY1QGZmZmZm5jNAZmZmZmbmNkBmZmZmZuYzQGZmZmZm5jVAZmZmZmbmNEBmZmZmZuYzQGZmZmZm5jNAZmZmZmbmMkBmZmZmZuY1QGZmZmZm5jNAZmZmZmbmNUBmZmZmZuY0QGZmZmZm5jRAZmZmZmbmNkBmZmZmZuYyQGZmZmZm5jZAZmZmZmbmNEBmZmZmZuYzQGZmZmZm5jRAZmZmZmbmM0BmZmZmZuYzQGZmZmZm5jVAZmZmZmbmNEBmZmZmZuY0QGZmZmZm5jVAZmZmZmbmNEBmZmZmZuY0QGZmZmZm5jZAZmZmZmbmMkBmZmZmZuY1QGZmZmZm5jNAZmZmZmbmMkBmZmZmZuY1QGZmZmZm5jRAZmZmZmbmM0BmZmZmZuY1QGZmZmZm5jVAZmZmZmbmNEBmZmZmZuY0QGZmZmZm5jVAZmZmZmbmM0BmZmZmZuY1QGZmZmZm5jJAZmZmZmbmMkBmZmZmZuY2QGZmZmZm5jRAZmZmZmbmM0BmZmZmZuY1QGZmZmZm5jRAZmZmZmbmNUBmZmZmZuY0QGZmZmZm5jRAZmZmZmbmNEBmZmZmZuY1QGZmZmZm5jNAZmZmZmbmMkBmZmZmZuY2QGZmZmZm5jNAZmZmZmbmNEBmZmZmZuY1QGZmZmZm5jNAZmZmZmbmNkBmZmZmZuY0QGZmZmZm5jRAZmZmZmbmNEBmZmZmZuY0QGZmZmZm5jNAZmZmZmbmM0BmZmZmZuY1QGZmZmZm5jNAZmZmZmbmNUBmZmZmZuY0QGZmZmZm5jRAZmZmZmbmNkBmZmZmZuYyQGZmZmZm5jRAZmZmZmbmNEBmZmZmZuYzQGZmZmZm5jRAZmZmZmbmMkDNzMzMzMzsPw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[104]},\"inc\":[\"1\",\"1\",\"1\",\"0\",\"1\",\"0\",\"0\",\"0\",\"1\",\"1\",\"1\",\"0\",\"0\",\"1\",\"1\",\"1\",\"1\",\"1\",\"0\",\"1\",\"1\",\"0\",\"1\",\"0\",\"0\",\"1\",\"1\",\"1\",\"0\",\"1\",\"0\",\"1\",\"1\",\"1\",\"1\",\"0\",\"1\",\"1\",\"1\",\"0\",\"1\",\"0\",\"0\",\"0\",\"1\",\"1\",\"0\",\"0\",\"0\",\"0\",\"0\",\"0\",\"1\",\"1\",\"1\",\"1\",\"1\",\"1\",\"1\",\"1\",\"1\",\"1\",\"1\",\"1\",\"1\",\"0\",\"0\",\"1\",\"0\",\"0\",\"0\",\"1\",\"0\",\"1\",\"1\",\"0\",\"1\",\"1\",\"1\",\"0\",\"0\",\"0\",\"0\",\"1\",\"0\",\"0\",\"1\",\"1\",\"1\",\"0\",\"1\",\"1\",\"0\",\"0\",\"1\",\"1\",\"1\",\"1\",\"0\",\"1\",\"1\",\"1\",\"1\",\"1\"],\"index\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[104]}},\"selected\":{\"id\":\"2621\"},\"selection_policy\":{\"id\":\"2622\"}},\"id\":\"2588\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2384\",\"type\":\"UndoTool\"},{\"attributes\":{\"data\":{\"equity_dd\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4296]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2054,2055,2056,2057,2058,2059,2060,2061,2062,2063,2064,2065,2066,2067,2068,2069,2070,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105,2106,2107,2108,2109,2110,2111,2112,2113,2114,2115,2116,2117,2118,2119,2120,2121,2122,2123,2124,2125,2126,2127,2128,2129,2130,2131,2132,2133,2134,2135,2136,2137,2138,2139,2140,2141,2142,2143,2144,2145,2146,2147,2147,2146,2145,2144,2143,2142,2141,2140,2139,2138,2137,2136,2135,2134,2133,2132,2131,2130,2129,2128,2127,2126,2125,2124,2123,2122,2121,2120,2119,2118,2117,2116,2115,2114,2113,2112,2111,2110,2109,2108,2107,2106,2105,2104,2103,2102,2101,2100,2099,2098,2097,2096,2095,2094,2093,2092,2091,2090,2089,2088,2087,2086,2085,2084,2083,2082,2081,2080,2079,2078,2077,2076,2075,2074,2073,2072,2071,2070,2069,2068,2067,2066,2065,2064,2063,2062,2061,2060,2059,2058,2057,2056,2055,2054,2053,2052,2051,2050,2049,2048,2047,2046,2045,2044,2043,2042,2041,2040,2039,2038,2037,2036,2035,2034,2033,2032,2031,2030,2029,2028,2027,2026,2025,2024,2023,2022,2021,2020,2019,2018,2017,2016,2015,2014,2013,2012,2011,2010,2009,2008,2007,2006,2005,2004,2003,2002,2001,2000,1999,1998,1997,1996,1995,1994,1993,1992,1991,1990,1989,1988,1987,1986,1985,1984,1983,1982,1981,1980,1979,1978,1977,1976,1975,1974,1973,1972,1971,1970,1969,1968,1967,1966,1965,1964,1963,1962,1961,1960,1959,1958,1957,1956,1955,1954,1953,1952,1951,1950,1949,1948,1947,1946,1945,1944,1943,1942,1941,1940,1939,1938,1937,1936,1935,1934,1933,1932,1931,1930,1929,1928,1927,1926,1925,1924,1923,1922,1921,1920,1919,1918,1917,1916,1915,1914,1913,1912,1911,1910,1909,1908,1907,1906,1905,1904,1903,1902,1901,1900,1899,1898,1897,1896,1895,1894,1893,1892,1891,1890,1889,1888,1887,1886,1885,1884,1883,1882,1881,1880,1879,1878,1877,1876,1875,1874,1873,1872,1871,1870,1869,1868,1867,1866,1865,1864,1863,1862,1861,1860,1859,1858,1857,1856,1855,1854,1853,1852,1851,1850,1849,1848,1847,1846,1845,1844,1843,1842,1841,1840,1839,1838,1837,1836,1835,1834,1833,1832,1831,1830,1829,1828,1827,1826,1825,1824,1823,1822,1821,1820,1819,1818,1817,1816,1815,1814,1813,1812,1811,1810,1809,1808,1807,1806,1805,1804,1803,1802,1801,1800,1799,1798,1797,1796,1795,1794,1793,1792,1791,1790,1789,1788,1787,1786,1785,1784,1783,1782,1781,1780,1779,1778,1777,1776,1775,1774,1773,1772,1771,1770,1769,1768,1767,1766,1765,1764,1763,1762,1761,1760,1759,1758,1757,1756,1755,1754,1753,1752,1751,1750,1749,1748,1747,1746,1745,1744,1743,1742,1741,1740,1739,1738,1737,1736,1735,1734,1733,1732,1731,1730,1729,1728,1727,1726,1725,1724,1723,1722,1721,1720,1719,1718,1717,1716,1715,1714,1713,1712,1711,1710,1709,1708,1707,1706,1705,1704,1703,1702,1701,1700,1699,1698,1697,1696,1695,1694,1693,1692,1691,1690,1689,1688,1687,1686,1685,1684,1683,1682,1681,1680,1679,1678,1677,1676,1675,1674,1673,1672,1671,1670,1669,1668,1667,1666,1665,1664,1663,1662,1661,1660,1659,1658,1657,1656,1655,1654,1653,1652,1651,1650,1649,1648,1647,1646,1645,1644,1643,1642,1641,1640,1639,1638,1637,1636,1635,1634,1633,1632,1631,1630,1629,1628,1627,1626,1625,1624,1623,1622,1621,1620,1619,1618,1617,1616,1615,1614,1613,1612,1611,1610,1609,1608,1607,1606,1605,1604,1603,1602,1601,1600,1599,1598,1597,1596,1595,1594,1593,1592,1591,1590,1589,1588,1587,1586,1585,1584,1583,1582,1581,1580,1579,1578,1577,1576,1575,1574,1573,1572,1571,1570,1569,1568,1567,1566,1565,1564,1563,1562,1561,1560,1559,1558,1557,1556,1555,1554,1553,1552,1551,1550,1549,1548,1547,1546,1545,1544,1543,1542,1541,1540,1539,1538,1537,1536,1535,1534,1533,1532,1531,1530,1529,1528,1527,1526,1525,1524,1523,1522,1521,1520,1519,1518,1517,1516,1515,1514,1513,1512,1511,1510,1509,1508,1507,1506,1505,1504,1503,1502,1501,1500,1499,1498,1497,1496,1495,1494,1493,1492,1491,1490,1489,1488,1487,1486,1485,1484,1483,1482,1481,1480,1479,1478,1477,1476,1475,1474,1473,1472,1471,1470,1469,1468,1467,1466,1465,1464,1463,1462,1461,1460,1459,1458,1457,1456,1455,1454,1453,1452,1451,1450,1449,1448,1447,1446,1445,1444,1443,1442,1441,1440,1439,1438,1437,1436,1435,1434,1433,1432,1431,1430,1429,1428,1427,1426,1425,1424,1423,1422,1421,1420,1419,1418,1417,1416,1415,1414,1413,1412,1411,1410,1409,1408,1407,1406,1405,1404,1403,1402,1401,1400,1399,1398,1397,1396,1395,1394,1393,1392,1391,1390,1389,1388,1387,1386,1385,1384,1383,1382,1381,1380,1379,1378,1377,1376,1375,1374,1373,1372,1371,1370,1369,1368,1367,1366,1365,1364,1363,1362,1361,1360,1359,1358,1357,1356,1355,1354,1353,1352,1351,1350,1349,1348,1347,1346,1345,1344,1343,1342,1341,1340,1339,1338,1337,1336,1335,1334,1333,1332,1331,1330,1329,1328,1327,1326,1325,1324,1323,1322,1321,1320,1319,1318,1317,1316,1315,1314,1313,1312,1311,1310,1309,1308,1307,1306,1305,1304,1303,1302,1301,1300,1299,1298,1297,1296,1295,1294,1293,1292,1291,1290,1289,1288,1287,1286,1285,1284,1283,1282,1281,1280,1279,1278,1277,1276,1275,1274,1273,1272,1271,1270,1269,1268,1267,1266,1265,1264,1263,1262,1261,1260,1259,1258,1257,1256,1255,1254,1253,1252,1251,1250,1249,1248,1247,1246,1245,1244,1243,1242,1241,1240,1239,1238,1237,1236,1235,1234,1233,1232,1231,1230,1229,1228,1227,1226,1225,1224,1223,1222,1221,1220,1219,1218,1217,1216,1215,1214,1213,1212,1211,1210,1209,1208,1207,1206,1205,1204,1203,1202,1201,1200,1199,1198,1197,1196,1195,1194,1193,1192,1191,1190,1189,1188,1187,1186,1185,1184,1183,1182,1181,1180,1179,1178,1177,1176,1175,1174,1173,1172,1171,1170,1169,1168,1167,1166,1165,1164,1163,1162,1161,1160,1159,1158,1157,1156,1155,1154,1153,1152,1151,1150,1149,1148,1147,1146,1145,1144,1143,1142,1141,1140,1139,1138,1137,1136,1135,1134,1133,1132,1131,1130,1129,1128,1127,1126,1125,1124,1123,1122,1121,1120,1119,1118,1117,1116,1115,1114,1113,1112,1111,1110,1109,1108,1107,1106,1105,1104,1103,1102,1101,1100,1099,1098,1097,1096,1095,1094,1093,1092,1091,1090,1089,1088,1087,1086,1085,1084,1083,1082,1081,1080,1079,1078,1077,1076,1075,1074,1073,1072,1071,1070,1069,1068,1067,1066,1065,1064,1063,1062,1061,1060,1059,1058,1057,1056,1055,1054,1053,1052,1051,1050,1049,1048,1047,1046,1045,1044,1043,1042,1041,1040,1039,1038,1037,1036,1035,1034,1033,1032,1031,1030,1029,1028,1027,1026,1025,1024,1023,1022,1021,1020,1019,1018,1017,1016,1015,1014,1013,1012,1011,1010,1009,1008,1007,1006,1005,1004,1003,1002,1001,1000,999,998,997,996,995,994,993,992,991,990,989,988,987,986,985,984,983,982,981,980,979,978,977,976,975,974,973,972,971,970,969,968,967,966,965,964,963,962,961,960,959,958,957,956,955,954,953,952,951,950,949,948,947,946,945,944,943,942,941,940,939,938,937,936,935,934,933,932,931,930,929,928,927,926,925,924,923,922,921,920,919,918,917,916,915,914,913,912,911,910,909,908,907,906,905,904,903,902,901,900,899,898,897,896,895,894,893,892,891,890,889,888,887,886,885,884,883,882,881,880,879,878,877,876,875,874,873,872,871,870,869,868,867,866,865,864,863,862,861,860,859,858,857,856,855,854,853,852,851,850,849,848,847,846,845,844,843,842,841,840,839,838,837,836,835,834,833,832,831,830,829,828,827,826,825,824,823,822,821,820,819,818,817,816,815,814,813,812,811,810,809,808,807,806,805,804,803,802,801,800,799,798,797,796,795,794,793,792,791,790,789,788,787,786,785,784,783,782,781,780,779,778,777,776,775,774,773,772,771,770,769,768,767,766,765,764,763,762,761,760,759,758,757,756,755,754,753,752,751,750,749,748,747,746,745,744,743,742,741,740,739,738,737,736,735,734,733,732,731,730,729,728,727,726,725,724,723,722,721,720,719,718,717,716,715,714,713,712,711,710,709,708,707,706,705,704,703,702,701,700,699,698,697,696,695,694,693,692,691,690,689,688,687,686,685,684,683,682,681,680,679,678,677,676,675,674,673,672,671,670,669,668,667,666,665,664,663,662,661,660,659,658,657,656,655,654,653,652,651,650,649,648,647,646,645,644,643,642,641,640,639,638,637,636,635,634,633,632,631,630,629,628,627,626,625,624,623,622,621,620,619,618,617,616,615,614,613,612,611,610,609,608,607,606,605,604,603,602,601,600,599,598,597,596,595,594,593,592,591,590,589,588,587,586,585,584,583,582,581,580,579,578,577,576,575,574,573,572,571,570,569,568,567,566,565,564,563,562,561,560,559,558,557,556,555,554,553,552,551,550,549,548,547,546,545,544,543,542,541,540,539,538,537,536,535,534,533,532,531,530,529,528,527,526,525,524,523,522,521,520,519,518,517,516,515,514,513,512,511,510,509,508,507,506,505,504,503,502,501,500,499,498,497,496,495,494,493,492,491,490,489,488,487,486,485,484,483,482,481,480,479,478,477,476,475,474,473,472,471,470,469,468,467,466,465,464,463,462,461,460,459,458,457,456,455,454,453,452,451,450,449,448,447,446,445,444,443,442,441,440,439,438,437,436,435,434,433,432,431,430,429,428,427,426,425,424,423,422,421,420,419,418,417,416,415,414,413,412,411,410,409,408,407,406,405,404,403,402,401,400,399,398,397,396,395,394,393,392,391,390,389,388,387,386,385,384,383,382,381,380,379,378,377,376,375,374,373,372,371,370,369,368,367,366,365,364,363,362,361,360,359,358,357,356,355,354,353,352,351,350,349,348,347,346,345,344,343,342,341,340,339,338,337,336,335,334,333,332,331,330,329,328,327,326,325,324,323,322,321,320,319,318,317,316,315,314,313,312,311,310,309,308,307,306,305,304,303,302,301,300,299,298,297,296,295,294,293,292,291,290,289,288,287,286,285,284,283,282,281,280,279,278,277,276,275,274,273,272,271,270,269,268,267,266,265,264,263,262,261,260,259,258,257,256,255,254,253,252,251,250,249,248,247,246,245,244,243,242,241,240,239,238,237,236,235,234,233,232,231,230,229,228,227,226,225,224,223,222,221,220,219,218,217,216,215,214,213,212,211,210,209,208,207,206,205,204,203,202,201,200,199,198,197,196,195,194,193,192,191,190,189,188,187,186,185,184,183,182,181,180,179,178,177,176,175,174,173,172,171,170,169,168,167,166,165,164,163,162,161,160,159,158,157,156,155,154,153,152,151,150,149,148,147,146,145,144,143,142,141,140,139,138,137,136,135,134,133,132,131,130,129,128,127,126,125,124,123,122,121,120,119,118,117,116,115,114,113,112,111,110,109,108,107,106,105,104,103,102,101,100,99,98,97,96,95,94,93,92,91,90,89,88,87,86,85,84,83,82,81,80,79,78,77,76,75,74,73,72,71,70,69,68,67,66,65,64,63,62,61,60,59,58,57,56,55,54,53,52,51,50,49,48,47,46,45,44,43,42,41,40,39,38,37,36,35,34,33,32,31,30,29,28,27,26,25,24,23,22,21,20,19,18,17,16,15,14,13,12,11,10,9,8,7,6,5,4,3,2,1,0]},\"selected\":{\"id\":\"2423\"},\"selection_policy\":{\"id\":\"2424\"}},\"id\":\"2397\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"bottom\":{\"field\":\"Close\"},\"fill_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"2359\"}},\"top\":{\"field\":\"Open\"},\"width\":{\"value\":0.8},\"x\":{\"field\":\"index\"}},\"id\":\"2606\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"2386\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_color\":\"#666666\",\"line_dash\":[6],\"location\":0},\"id\":\"2529\",\"type\":\"Span\"},{\"attributes\":{\"bottom\":{\"field\":\"Close\"},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"2594\"}},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"top\":{\"field\":\"Open\"},\"width\":{\"field\":\"_width\"},\"x\":{\"field\":\"index\"}},\"id\":\"2597\",\"type\":\"VBar\"},{\"attributes\":{\"source\":{\"id\":\"2358\"}},\"id\":\"2614\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2618\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"border_line_color\":\"#333333\",\"click_policy\":\"hide\",\"items\":[{\"id\":\"2628\"},{\"id\":\"2646\"},{\"id\":\"2664\"},{\"id\":\"2682\"}],\"label_text_font_size\":\"8pt\",\"location\":\"top_left\",\"margin\":0,\"padding\":5,\"spacing\":0},\"id\":\"2627\",\"type\":\"Legend\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2616\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2622\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2621\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2626\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2625\",\"type\":\"Selection\"},{\"attributes\":{\"args\":{\"ohlc_range\":{\"id\":\"2327\"},\"source\":{\"id\":\"2357\"},\"volume_range\":{\"id\":\"2548\"}},\"code\":\"if (!window._bt_scale_range) {\\n    window._bt_scale_range = function (range, min, max, pad) {\\n        \\\"use strict\\\";\\n        if (min !== Infinity && max !== -Infinity) {\\n            pad = pad ? (max - min) * .03 : 0;\\n            range.start = min - pad;\\n            range.end = max + pad;\\n        } else console.error('backtesting: scale range error:', min, max, range);\\n    };\\n}\\n\\nclearTimeout(window._bt_autoscale_timeout);\\n\\nwindow._bt_autoscale_timeout = setTimeout(function () {\\n    /**\\n     * @variable cb_obj `fig_ohlc.x_range`.\\n     * @variable source `ColumnDataSource`\\n     * @variable ohlc_range `fig_ohlc.y_range`.\\n     * @variable volume_range `fig_volume.y_range`.\\n     */\\n    \\\"use strict\\\";\\n\\n    let i = Math.max(Math.floor(cb_obj.start), 0),\\n        j = Math.min(Math.ceil(cb_obj.end), source.data['ohlc_high'].length);\\n\\n    let max = Math.max.apply(null, source.data['ohlc_high'].slice(i, j)),\\n        min = Math.min.apply(null, source.data['ohlc_low'].slice(i, j));\\n    _bt_scale_range(ohlc_range, min, max, true);\\n\\n    if (volume_range) {\\n        max = Math.max.apply(null, source.data['Volume'].slice(i, j));\\n        _bt_scale_range(volume_range, 0, max * 1.03, false);\\n    }\\n\\n}, 50);\\n\"},\"id\":\"2685\",\"type\":\"CustomJS\"},{\"attributes\":{\"label\":{\"value\":\"Trades (93)\"},\"renderers\":[{\"id\":\"2613\"}]},\"id\":\"2628\",\"type\":\"LegendItem\"},{\"attributes\":{\"x0\":{\"field\":\"index\"},\"x1\":{\"field\":\"index\"},\"y0\":{\"field\":\"High\"},\"y1\":{\"field\":\"Low\"}},\"id\":\"2601\",\"type\":\"Segment\"},{\"attributes\":{\"line_color\":\"#2ca02c\",\"line_width\":1.3,\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"SMA(C,30)_2_1\"}},\"id\":\"2666\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2357\"}},\"id\":\"2633\",\"type\":\"CDSView\"},{\"attributes\":{\"below\":[{\"id\":\"2333\"}],\"center\":[{\"id\":\"2336\"},{\"id\":\"2340\"},{\"id\":\"2627\"}],\"left\":[{\"id\":\"2337\"}],\"min_border_bottom\":6,\"min_border_left\":0,\"min_border_right\":10,\"min_border_top\":3,\"outline_line_color\":\"#666666\",\"plot_height\":400,\"plot_width\":null,\"renderers\":[{\"id\":\"2592\"},{\"id\":\"2598\"},{\"id\":\"2603\"},{\"id\":\"2608\"},{\"id\":\"2613\"},{\"id\":\"2632\"},{\"id\":\"2650\"},{\"id\":\"2668\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"2616\"},\"toolbar\":{\"id\":\"2349\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"2324\"},\"x_scale\":{\"id\":\"2329\"},\"y_range\":{\"id\":\"2327\"},\"y_scale\":{\"id\":\"2331\"}},\"id\":\"2325\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"2357\"},\"glyph\":{\"id\":\"2630\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2631\"},\"selection_glyph\":null,\"view\":{\"id\":\"2633\"}},\"id\":\"2632\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":1.3,\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"SMA(C,10)_0_1\"}},\"id\":\"2631\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"2357\"}},\"id\":\"2651\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"2357\"},\"glyph\":{\"id\":\"2648\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2649\"},\"selection_glyph\":null,\"view\":{\"id\":\"2651\"}},\"id\":\"2650\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2329\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff7f0e\",\"line_width\":1.3,\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"SMA(C,20)_1_1\"}},\"id\":\"2649\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\"SMA(C,20)\"},\"renderers\":[{\"id\":\"2650\"}]},\"id\":\"2664\",\"type\":\"LegendItem\"},{\"attributes\":{\"bounds\":[-107.35,2254.35],\"end\":2147,\"js_property_callbacks\":{\"change:end\":[{\"id\":\"2685\"}]},\"min_interval\":10},\"id\":\"2324\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"2357\"}},\"id\":\"2669\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"2357\"},\"glyph\":{\"id\":\"2666\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2667\"},\"selection_glyph\":null,\"view\":{\"id\":\"2669\"}},\"id\":\"2668\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2686\",\"type\":\"CrosshairTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#2ca02c\",\"line_width\":1.3,\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"SMA(C,30)_2_1\"}},\"id\":\"2667\",\"type\":\"Line\"},{\"attributes\":{\"toolbar\":{\"id\":\"2748\"}},\"id\":\"2749\",\"type\":\"ToolbarBox\"},{\"attributes\":{},\"id\":\"2327\",\"type\":\"DataRange1d\"},{\"attributes\":{\"label\":{\"value\":\"SMA(C,30)\"},\"renderers\":[{\"id\":\"2668\"}]},\"id\":\"2682\",\"type\":\"LegendItem\"},{\"attributes\":{\"data\":{\"datetime\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[93]},\"exit_price\":{\"__ndarray__\":\"XI/C9ShkZkAAAAAAAMBmQGZmZmZmbmdAcT0K16NoZkAfhetRuJ5oQJqZmZmZKWhAj8L1KFx3Z0DNzMzMzHhyQArXo3A93nFAAAAAAACYckAUrkfheqR1QAAAAAAAyHlAcT0K16MQekA9CtejcJV6QPYoXI/CvXpAAAAAAAAwe0DNzMzMzAR4QArXo3A9EnVA16NwPQpTeED2KFyPwrF4QAAAAAAAPHhACtejcD0ieEDhehSuR1F3QFK4HoXrvXdACtejcD22d0DXo3A9Ch9+QDMzMzMzE39A9ihcj8IpfkDNzMzMzPh8QGZmZmZmIn1AMzMzMzP7fUAUrkfhesh/QFyPwvUoGIBAH4XrUbisg0CkcD0K16WFQFK4HoXrt4VApHA9Ctf7e0BI4XoUrheBQBSuR+F6LIFAUrgeheuLgUCkcD0K169/QAAAAAAAXH1Aw/UoXI9CdkDXo3A9Chd2QB+F61G4AnNASOF6FK7PdEAUrkfheuRzQHE9CtejoHJAcT0K16PkdECPwvUoXJ91QAAAAAAAqHVAMzMzMzN/eEBI4XoUrit6QGZmZmZmanlAAAAAAAAQe0CkcD0K15WBQBSuR+F6zIFAH4XrUbiKgkAAAAAAAPiAQHE9CtejloFAUrgeheu7gUD2KFyPwgeBQEjhehSu535A16NwPQr3fEAUrkfhetB8QOxRuB6FP31AMzMzMzP/fUAAAAAAAEiCQM3MzMzMhoJAAAAAAAAYg0DXo3A9Co2DQGZmZmZmvoJAAAAAAACIgkC4HoXrUQqBQHsUrkfhtIBApHA9CtelgECamZmZmaeAQNejcD0Ki4FAMzMzMzObgECamZmZmd1/QOxRuB6FIYJAKVyPwvUagkC4HoXrUWiDQFK4HoXrB4RAuB6F61Ecg0CF61G4HmeDQHsUrkfh1INAZmZmZmY8hEDNzMzMzBKDQPYoXI/CZYJArkfhehQggkBxPQrXowyGQFK4HoXr8YVA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[93]},\"index\":[75,85,88,110,119,129,157,242,265,293,300,333,334,336,338,363,387,394,406,432,454,484,509,515,517,582,603,618,654,684,696,739,765,819,830,843,909,947,958,961,1005,1015,1059,1061,1087,1103,1105,1114,1121,1138,1156,1199,1203,1219,1236,1317,1319,1362,1387,1412,1419,1430,1464,1475,1489,1512,1529,1574,1594,1626,1636,1645,1668,1677,1696,1700,1734,1757,1778,1794,1805,1833,1841,1868,1886,1908,1911,1927,1947,1960,1983,2059,2087],\"marker_size\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[93]},\"position_lines_xs\":[[63,75],[75,85],[85,88],[88,110],[110,119],[119,129],[129,157],[157,242],[242,265],[265,293],[293,300],[300,333],[333,334],[334,336],[336,338],[338,363],[363,387],[387,394],[394,406],[406,432],[432,454],[454,484],[484,509],[509,515],[515,517],[517,582],[582,603],[603,618],[618,654],[654,684],[684,696],[696,739],[739,765],[765,819],[819,830],[830,843],[843,909],[909,947],[947,958],[958,961],[961,1005],[1005,1015],[1015,1059],[1059,1061],[1061,1087],[1087,1103],[1103,1105],[1105,1114],[1114,1121],[1121,1138],[1138,1156],[1156,1199],[1199,1203],[1203,1219],[1219,1236],[1236,1317],[1317,1319],[1319,1362],[1362,1387],[1387,1412],[1412,1419],[1419,1430],[1430,1464],[1464,1475],[1475,1489],[1489,1512],[1512,1529],[1529,1574],[1574,1594],[1594,1626],[1626,1636],[1636,1645],[1645,1668],[1668,1677],[1677,1696],[1696,1700],[1700,1734],[1734,1757],[1757,1778],[1778,1794],[1794,1805],[1805,1833],[1833,1841],[1841,1868],[1868,1886],[1886,1908],[1908,1911],[1911,1927],[1927,1947],[1947,1960],[1960,1983],[1983,2059],[2059,2087]],\"position_lines_ys\":[[168.68196,179.13],[179.48826,182.0],[181.636,187.45],[187.82489999999999,179.27],[178.91146,196.96],[197.35392000000002,193.3],[192.91340000000002,187.73],[188.10546,295.55],[294.9589,285.89],[286.46178,297.5],[296.905,346.28],[346.97256,412.5],[411.675,417.04],[417.87408000000005,425.34],[424.48931999999996,427.86],[428.71572000000003,435.0],[434.13,384.3],[385.0686,337.14],[336.46572,389.19],[389.96838,395.11],[394.31978000000004,387.75],[388.5255,386.14],[385.36771999999996,373.08],[373.82615999999996,379.87],[379.11026,379.39],[380.14878,481.94],[480.97612,497.2],[498.1944,482.61],[481.64478,463.55],[464.4771,466.15],[465.2177,479.7],[480.6594,508.53],[507.51293999999996,515.02],[516.05004,629.59],[628.33082,692.73],[694.11546,694.99],[693.60002,447.74],[448.63548000000003,546.96],[545.86608,549.56],[550.6591199999999,561.49],[560.36702,506.99],[508.00398,469.75],[468.8105,356.16],[356.87232,353.44],[352.73312,304.17],[304.77834,332.98],[332.31404000000003,318.28],[318.91655999999995,298.04],[297.44392000000005,334.29],[334.95858000000004,345.96],[345.26808,346.5],[347.193,391.95],[391.1661,418.73],[419.56746000000004,406.65],[405.83669999999995,433.0],[433.866,562.73],[561.60454,569.56],[570.69912,593.34],[592.15332,543.0],[544.086,562.83],[561.70434,567.49],[568.62498,544.97],[543.8800600000001,494.48],[495.46896000000004,463.44],[462.51312,461.03],[461.95205999999996,467.97],[467.03406,479.95],[480.9099,585.0],[583.83,592.85],[594.0357,611.0],[609.778,625.63],[626.88126,599.8],[598.6003999999999,593.0],[594.186,545.29],[544.1994199999999,534.61],[535.67922,532.73],[531.66454,532.95],[534.0159000000001,561.38],[560.25724,531.4],[532.4628,509.85],[508.8303,580.19],[581.3503800000001,579.37],[578.21126,621.04],[622.28208,640.99],[639.70802,611.54],[612.76308,620.89],[619.64822,634.61],[635.87922,647.55],[646.2548999999999,610.35],[611.5707,588.72],[587.54256,580.01],[581.17002,705.58],[704.16884,702.24]],\"returns_long\":{\"__ndarray__\":\"AAAAAAAA+H8Ab/Pk1KiMPwAAAAAAAPh/gPBEu/ZRp78AAAAAAAD4fwDu4wrMCJW/AAAAAAAA+H+OIiy+NkfiPwAAAAAAAPh/QHq7jJe6oz8AAAAAAAD4f0hziwtlLMg/AAAAAAAA+H+AHnIklEuSPwAAAAAAAPh/gBAkGzcFjj8AAAAAAAD4f/B+n1sd3b+/AAAAAAAA+H+AyxrSlQCLPwAAAAAAAPh/AOo0hiEmeb8AAAAAAAD4f8A5eI43jpA/AAAAAAAA+H9E1J1VFyPRPwAAAAAAAPh/ICzF2CkEoL8AAAAAAAD4fwA2zKxHgW0/AAAAAAAA+H/AnthZF7CtPwAAAAAAAPh/4GP2Q4cpzD8AAAAAAAD4fwCkSliMpFQ/AAAAAAAA+H8Qi9CmjA3MPwAAAAAAAPh/QOQBExgklD8AAAAAAAD4fzgg26UGR7O/AAAAAAAA+H+AUUvIfLKDvwAAAAAAAPh/0HSbbiiwtz8AAAAAAAD4f9DowWQLwrC/AAAAAAAA+H/gzb/P8dCgPwAAAAAAAPh/UKwy7CeAwD8AAAAAAAD4f6Dc53DGhp+/AAAAAAAA+H/sXcFWRALTPwAAAAAAAPh/4GsykulPpD8AAAAAAAD4f8AxJdF8o6E/AAAAAAAA+H/AJ8QKo0ylvwAAAAAAAPh/KNO7w32MsL8AAAAAAAD4fwAgIaQAroo/AAAAAAAA+H8w7qCGcLTLPwAAAAAAAPh/wIutjzs+nT8AAAAAAAD4f6CobedOHqa/AAAAAAAA+H+QHlBcARG1vwAAAAAAAPh/AIz0eAKNdr8AAAAAAAD4f+C9S81nPKo/AAAAAAAA+H+AFrNRaL6lvwAAAAAAAPh/ACy27vvna78AAAAAAAD4fwAy8ybxyJ4/AAAAAAAA+H+AxJRlfymLPwAAAAAAAPh/gPjrjVTLkj8AAAAAAAD4fxAQ8kdeIaO/AAAAAAAA+H9YYvmilWbLPwAAAAAAAPh/\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[93]},\"returns_positive\":[\"0\",\"1\",\"0\",\"0\",\"0\",\"0\",\"1\",\"1\",\"1\",\"1\",\"0\",\"1\",\"0\",\"1\",\"0\",\"1\",\"1\",\"0\",\"0\",\"1\",\"1\",\"0\",\"1\",\"1\",\"0\",\"1\",\"0\",\"0\",\"1\",\"1\",\"0\",\"1\",\"0\",\"1\",\"0\",\"1\",\"1\",\"1\",\"0\",\"1\",\"1\",\"0\",\"1\",\"0\",\"1\",\"1\",\"1\",\"0\",\"0\",\"1\",\"0\",\"1\",\"0\",\"0\",\"0\",\"1\",\"0\",\"1\",\"1\",\"1\",\"0\",\"0\",\"1\",\"0\",\"1\",\"1\",\"0\",\"1\",\"0\",\"1\",\"0\",\"0\",\"1\",\"0\",\"1\",\"0\",\"0\",\"1\",\"1\",\"0\",\"0\",\"0\",\"0\",\"1\",\"1\",\"1\",\"0\",\"1\",\"1\",\"0\",\"1\",\"1\",\"1\"],\"returns_short\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[93]},\"size\":[-59,52,-52,49,-49,40,-40,42,-42,44,-44,32,-32,31,-31,30,-30,38,-38,28,-28,29,-29,31,-31,31,-31,29,-29,31,-31,29,-29,28,-28,23,-23,48,-48,47,-47,57,-58,94,-94,124,-124,135,-135,105,-105,105,-105,91,-91,79,-79,77,-77,91,-91,89,-89,107,-107,108,-108,102,-102,99,-99,94,-94,95,-96,99,-99,98,-99,109,-109,82,-82,71,-71,77,-78,74,-74,82,-83,85,-85]},\"selected\":{\"id\":\"2625\"},\"selection_policy\":{\"id\":\"2626\"}},\"id\":\"2358\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2716\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2715\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2331\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"2363\"},\"ticker\":{\"id\":\"2334\"},\"visible\":false},\"id\":\"2333\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2338\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2334\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2333\"},\"ticker\":null},\"id\":\"2336\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"\"},\"id\":\"2739\",\"type\":\"Title\"},{\"attributes\":{\"axis\":{\"id\":\"2337\"},\"dimension\":1,\"ticker\":null},\"id\":\"2340\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"2618\"},\"ticker\":{\"id\":\"2338\"}},\"id\":\"2337\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":{\"id\":\"2341\"},\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":{\"id\":\"2342\"},\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2341\"},{\"id\":\"2342\"},{\"id\":\"2343\"},{\"id\":\"2344\"},{\"id\":\"2345\"},{\"id\":\"2346\"},{\"id\":\"2347\"},{\"id\":\"2683\"},{\"id\":\"2686\"}]},\"id\":\"2349\",\"type\":\"Toolbar\"},{\"attributes\":{\"data\":{\"Close\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"High\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"Low\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"Open\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"SMA(C,10)_0_1\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"SMA(C,20)_1_1\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"SMA(C,30)_2_1\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"Volume\":[22351900,11428600,9137200,7631300,4598900,3551000,3109000,2601000,2461400,4573700,7566900,2578800,2926700,2495300,2032900,4353800,3926000,5419900,5361900,4637800,4741000,5319700,3618000,3794400,4272100,4566300,3536600,8473000,15273500,6885900,7570000,6517900,7494100,6697400,7064600,5540300,5241300,5838600,9893000,5226300,6604000,7025200,9064000,11372700,14589500,36891900,32764200,22307100,13356500,14846800,21162500,12224900,11346300,13888700,14409600,19833100,11191800,11064200,10644000,14985500,16746100,11901500,20917400,18132900,16629600,8769300,12368200,12413300,15281000,6480100,10666600,7700000,7864100,6260900,5869200,6254000,6870900,7541800,7654000,4317200,4818600,11088400,11471000,8572800,7386200,9834500,5516300,3907000,3614600,6104100,4145800,2678100,5904300,7668500,15844200,13755900,8236600,10387100,9662900,7539600,6958700,8177800,6849400,9640300,13172600,11257700,9001600,9258400,14022700,10659200,12307900,6627400,12208200,9596700,18839000,32799300,12988100,14819300,12960400,11480000,17171500,18982700,13116000,38562200,25782800,16532300,10414400,8485900,13483700,15586000,25814300,9973500,7818400,9311200,7285500,7608600,6774100,8667400,8046100,11360400,10960500,8028300,11146600,10422100,7106300,8260600,7090000,7483700,5631700,4845000,3705200,8738000,6473000,6236100,6768600,6182000,8076400,8736700,5252600,9692200,5116600,5410500,7319600,6555800,6152700,11577400,6550300,8430000,15451500,17751900,33205100,19840000,17272000,10264800,8682800,9170200,9767400,17780200,12083500,7509600,6763900,5536800,6345800,11478800,8948200,7415500,5681400,7808900,12312000,9716500,8163500,21388300,29043100,18057900,13546600,12184100,22236800,35191700,17974100,18782300,22525900,24323000,25700900,16441100,12696600,12803200,10091900,20883100,12462400,10434400,21024700,15132300,10474000,14056400,17771200,17802900,19036500,18298700,15094400,9227600,7494000,8000300,10672100,7457600,8390300,5864900,11437900,10667700,8438400,6207800,12621400,14310400,19789400,23386800,9658800,9816900,7217900,5925600,8363300,5662400,7290200,5930600,5236500,5939700,4481800,5779300,6879000,7514900,6585900,8174700,7109200,3883300,11872800,5542900,6813000,5821700,8593100,4376600,3755300,5903000,4792000,5034000,2742100,3434500,4212300,7499500,6613300,4390500,10386500,10299900,11275800,15466200,7579800,5761900,9351000,10119700,13006400,8483800,9894400,6873100,7997400,5613800,9151300,9160300,9144300,8328400,7993800,6770300,5572200,8542600,9306200,10567700,8519100,7566700,7077800,7010700,13911700,22892400,9431700,6878300,8907500,5134400,5903500,14342900,16356100,10565400,7448400,8824900,9591500,7897500,10466900,9128700,7063900,7807900,8624900,8695200,9212200,7025700,10335100,9596000,10085000,4840100,11008400,21495800,15596600,9744900,7543500,10289400,15114700,11665900,8910100,7643400,6950100,8157000,6630400,6045800,16330500,21936800,10084700,11221900,7546600,4595100,6702800,7117900,6945800,7587100,13121200,15286400,10808300,17756900,12791900,9097100,9007400,10125300,7656600,8270300,20485700,14537300,41116700,22741400,15464600,18739800,12926100,8452200,8588900,22066000,27122500,11807700,18281800,8940400,16630200,20804100,11912400,15223500,19717800,14654000,12947000,21315500,14320200,8686000,6476200,12551600,6484300,10212200,39437600,12061200,18330300,11962000,8939700,10378800,11745600,13910400,19325600,13642400,18450700,12768800,10016700,8551700,10407600,9831100,7596000,7434700,15180600,7023700,8945800,19027500,14711700,36521400,8122700,15715700,13410500,8598500,7025900,9320100,11107200,6017000,6552900,8259500,8137600,6781700,12271500,22551300,8836400,9569000,7277800,8337900,7421300,10361200,13104300,8072200,4652000,6065000,5118600,9140600,6187200,8892800,10087600,8590100,6491100,10643800,5835000,11398200,8604400,8983000,9553800,8194600,3667000,4316000,7981300,6278000,6386400,5558500,10259800,8911300,10359500,6157500,5019100,7659100,7772000,6785700,5304600,7633100,4039900,8744400,5911900,5314800,3551200,4107100,3710500,6658200,6258000,2156700,4985600,3687100,6041900,4436400,5971300,4906700,6924500,7552100,5811900,8536800,8518500,12538700,11754600,8086100,5761100,5531900,5641100,4083600,4595300,5463200,7097800,6327000,5095200,3946900,5743200,4311000,4261900,3766500,4968300,6698200,5853200,5080200,4952200,4023300,4164100,3642300,3482500,2466700,4164000,4460000,4044400,2959900,2672900,4074300,3724100,3842000,3083400,4529200,5442200,9768200,5366100,7838200,7106700,14292900,9147800,10692100,4649600,5737300,5289400,5876700,5107400,3310900,3651900,5464700,6661800,5789800,7336500,7583300,9788600,5635400,4844000,3622500,4319400,5211000,6017300,11503500,11647900,15104500,8660200,9187500,7031700,6604000,6563100,6285400,5426300,5236700,4907700,4991500,4897100,7965000,4879200,2796700,4341900,7223400,8370700,5092600,5511000,5124500,8427500,4500700,1732700,7324700,7797600,6315300,5577500,5631400,4899900,4103000,4450300,4664300,3974900,3263400,4181000,4662100,4748900,5190800,8016600,6587000,4367800,6953300,3988300,2074300,4231500,3116200,2559200,7706500,7887600,6872100,4754400,5381400,5968500,7208200,4473700,7568900,6699100,5932000,4978300,5404300,4665500,6059300,6368500,5496500,4775700,4180500,12206100,15658700,6286500,7206900,5321900,4119800,4076700,4858600,5754500,4062600,5698800,4042400,6177000,4067600,5640600,5743900,3882600,3969900,9312800,8032300,8685200,6583600,6355100,7533700,6534100,5362800,4977700,3465400,6377300,8016900,3944200,5659100,5197700,3421500,5798300,5680700,4111300,4710300,3741200,4591600,3988500,3380200,3448500,6501800,3778800,2715800,3062100,2979300,3812000,2707900,2794800,5077900,3210100,5670500,11009600,12161500,5674600,3694700,3966800,4124900,2925700,3641200,3658200,3062700,3594200,3950000,3020100,2905100,3889900,3686300,2944100,3872700,4119000,6554200,4660600,3695900,6159300,3839000,5060200,4173600,5348500,5218000,7245800,8924300,4799000,7101000,10447100,7886700,10630500,6358200,4647700,6419500,7034000,4621200,6174100,4835900,4355300,4338200,4409700,7203700,7925000,5689500,6123100,4168400,3880600,3487600,1871800,4942900,2747000,3729800,3856000,3309300,3441600,5237100,6599500,4328600,6080000,11127200,17772300,6356700,5572100,5545000,6883400,5509100,3963300,4270500,4421500,3154900,3176200,3651500,4264300,4068800,4846500,5875200,3179300,3633700,5409500,8645600,5479400,2697300,3610600,3252700,3076700,2472700,2325100,3273900,2549300,2651700,2977600,3693700,3312900,3625900,3663600,3225800,2703600,2986000,1891100,2764900,2197500,4215700,5526900,5525000,8011700,5297000,2730600,3346100,2056300,2639500,4711300,7067500,3879500,2986700,5068700,5028000,8767800,5385600,11799000,6823700,6943800,6025300,6030500,12289200,15789000,6664400,6793700,7404200,5795500,3353900,3066300,6900600,6876800,6527200,5841500,8883700,8436300,8252900,16512200,11388100,10227300,8426100,8094700,6967700,9042800,5527400,9840600,7013500,2738700,6790100,8904500,7916500,6208000,7895500,4325100,4231800,4209600,4909000,3852100,3856200,6139100,6159100,5040800,3673500,5486000,7166700,4421100,4422200,5382000,1628400,2530000,2942500,2562700,2376200,4306900,3252500,5359800,6403400,5339100,6739700,6334200,4977000,4447500,5568200,10560000,8216800,8539600,9501500,16965700,9400900,6966000,5816700,6283000,7939600,14871300,17600500,13157100,11203300,7636400,7928900,6828900,5826000,6662300,6624700,6476700,5240100,6350400,6662200,5677800,5515900,8372800,23287300,10121900,6586900,9425400,7554500,13621700,7436600,7470100,8071800,7987600,8826900,6651900,7726600,6574400,7888200,7237200,6179000,9913400,6763500,5831600,5225700,5832200,4376200,4446400,6093100,5999000,6778400,5897200,5943500,4547000,6048100,5072400,4169700,3842600,4577600,7630700,13353000,18235600,7439700,7938500,4921500,4135100,4164400,4008600,4346000,7903000,6602800,6998800,6281000,4629300,6613000,5122900,4484900,4863900,5163500,4375800,4342700,4274100,5604500,3313600,6468100,5076300,4431500,3865500,4050400,4845000,3225200,3674200,4305300,3363200,3916700,4734500,5288300,3657400,3812900,5491600,6184400,3542800,3462900,3381200,5683100,5983100,3635900,4672600,4122200,5659500,5447500,3765300,4959900,4223000,2400500,4255200,4932400,4154000,4331700,4981400,4424800,6071000,4742200,8787400,11292400,5901500,4691500,4894100,3540900,3183500,3160000,2802800,3490700,2865100,3007900,2487000,3584500,3375800,2773800,3739300,4239300,2755700,3625500,2918600,3545700,3333900,3046500,3982100,3514100,2297200,2014300,3308200,4387100,3029700,3848200,6111500,4314600,4848500,4534300,9017900,7229600,6226800,6471400,6028000,6567400,6990700,9126900,8589400,10006000,4407300,5204200,4242000,5020300,5292500,10762900,3086300,6234800,5984900,7992900,11220600,11054400,11826400,8075000,10597800,8905500,7784800,6721400,16239700,14249200,6753400,5782000,6560000,6478900,7359000,6200700,8105400,9756600,7988900,7423300,5954500,7349900,6946500,8574800,4681300,8080100,10146600,10051100,13234700,9517100,7543800,8346100,7834600,9779400,10244500,10054700,10771200,6356600,2565500,5711200,5839700,5904800,4886600,6521200,8144300,6889900,5237000,6179200,5722100,6737900,7059600,5789700,4763500,5612600,3917600,3777700,1921500,1959100,3701900,3843500,2886800,3610500,4889000,6425200,4494500,3600700,4340500,3304300,4432500,5467900,5934500,5224400,5048200,4924500,8267000,10732800,4610700,4927300,7691400,7283800,4672000,5206900,6556500,6817400,7264400,7038100,4977300,7103700,5231600,5550300,4146700,5680400,6024500,4988700,6217100,5221100,6095900,6439100,5605600,5420000,5788500,6524800,7818400,6529900,7234200,6471300,6730200,5923600,5024100,3906400,4946800,4712500,5012200,4111200,4737900,4271500,3820000,4336300,6003300,3322800,3094100,3655300,3301200,4488000,3789800,3280300,3680100,2765200,3382600,3050100,3428600,4930700,10185100,10730800,4428900,3695400,3501800,2609000,3385400,2290600,2943600,3610000,4355700,2427700,3203000,2400800,2632900,2999800,3865100,2559300,3790800,2842800,2937000,3008700,3351700,2837500,2284000,2719800,1718600,3104500,3034300,2668800,2648200,3322400,2623600,3532800,3638100,3680800,3098700,3254900,3358900,2865200,2918400,3736900,3049700,3490100,3085200,4259100,4124400,2899600,2457800,3044500,3256700,2169300,2593900,2310800,2517600,2262600,3259300,3441200,3275600,2926600,4045700,2895800,3777000,6554500,6854100,3153500,2968200,2586700,3478200,3626900,2504400,2532500,1987000,3198600,2860400,2590300,2389800,2342000,2110900,2543100,1742000,1712500,2341400,1995200,1675100,2620200,2351100,2255000,3998900,3560500,2453400,2341000,1987800,1998900,1771600,1957900,2594900,1804800,1646200,1499200,2656700,2195400,2534600,1902900,1975700,2398100,2585300,4483100,3283500,2116400,3041200,2704200,2527600,2049600,1839300,2099200,3141700,2813200,2600800,2144600,2732300,4874200,4303800,2738100,3322200,3037400,3258400,6100400,8841900,3217900,4043700,3670600,2336500,2392700,2970400,3216500,2567800,2522600,3468500,3202100,2380200,2332700,1847700,1826700,2649900,2230800,2319700,1886300,1666800,2199200,1916700,1549600,2168000,2006200,2547500,1605200,1461200,1384600,1725100,2320300,1663200,1428700,2513600,1636200,1524000,1781000,1668300,1720000,1913400,2280400,2809400,2638800,3531500,2571200,1880800,2072700,858700,1697900,1424800,1465600,1219800,1956200,3004700,3978700,6414300,4724300,7212900,4853300,6496600,4240100,5434500,4316700,3250700,6307700,6800400,4419900,4355500,3964400,3229100,4140500,2250800,4096200,2999100,3377700,3156000,2694300,2819600,2674500,2410000,2279700,3654400,2029700,2336900,2553100,2144600,2872600,2326600,3309200,2049300,2237900,4356800,3089400,3183800,3912200,2386400,3176600,5654900,4233300,2753400,4653900,3431500,3321600,1777200,4792400,4004800,5501300,6565200,3930900,2696200,3104500,1977900,3030800,2102700,1901500,2060100,2581000,1947500,2056600,2352400,3912300,3402700,6761800,12235500,3894000,2977400,2391500,3280700,2089400,4368800,3844700,3406100,3058900,2435400,1857800,6076300,4582200,5000100,5089000,4128000,3322600,3851800,3325800,4116000,2793800,2825500,3445700,4913300,9690800,4345600,3017400,3475600,2809100,2894800,2666800,2540800,3650700,3920300,3632700,2685100,2729000,2577900,1781700,2040400,4259600,2289300,1977300,2872900,2983500,2219700,2029100,1893600,2245200,1762300,3502100,3603200,3513600,1936000,2560100,3129700,2668900,4331500,3334400,3976300,3118000,4858200,7824800,4550300,4054500,3279600,2147700,2264400,1995200,2451200,2496000,2675500,2144100,1858700,1802300,3812500,2420400,3319500,1872200,2074000,2223000,2204600,1934700,1305000,1890700,2686400,3925000,3917600,2986200,2762700,2592100,1777000,2312400,1231400,1946800,3228300,1684200,2540400,1709900,2401800,2430600,1974300,2241500,2216500,2402800,1969500,5641600,4403500,4466300,2537100,2317400,3356900,3107400,3654700,2172200,3244100,2225000,1940500,3507100,2762300,2395800,2859200,2626300,3753600,3055600,6634100,14824800,7098200,4587900,3525100,2920500,2256100,3158400,2512900,2241900,2184300,2278300,3087100,1997600,3380500,3570800,1765700,2101300,2237200,2497000,2261600,3393000,3478900,3307400,2442500,2590000,2297500,2186600,2162600,2396400,1311100,2859700,7117400,3754100,2547900,2631200,2093800,3042200,1756900,1868900,1704700,2398500,1643300,2167700,1596900,3087100,1973300,1879500,1207500,1110800,1208100,1064800,1019200,989500,1539300,2365200,1824500,2532300,2057800,2101200,1579200,1439300,1632700,1334000,2365600,3617000,3406100,5485800,8904400,4599200,3646800,2038100,2019200,4231100,2804900,2745300,1760700,1495100,1550800,1799600,1694900,1842500,2334400,2589900,2128000,2092000,1684000,1478800,3217900,3639900,2889600,2711700,1932400,2281500,3323200,2026700,1945300,3011000,3462700,2284900,2151000,3128100,3032000,2816100,4005600,3798500,2899300,3298600,3020900,1886900,1816200,2098700,2858400,2218400,1604800,1422300,2029400,2613200,2054500,6047500,2668300,2531500,1901800,1858200,2085600,2069400,5456300,14043700,5039800,2684100,3060000,2470100,1630800,3500000,2298400,2000000,4228500,2133700,2081500,2117000,1997800,2056100,1948700,2042900,2338800,1448300,2108700,2958200,3303600,1953200,2468700,2317500,2300000,1900000,1301600,2118500,1745800,2687300,2955900,2204500,1748500,1942100,1907600,1653400,1689100,2439900,2427300,2341500,2073300,2757000,5245400,3028600,2765400,2407100,4801700,3805600,3444700,2715100,2343000,2428400,3636700,3849200,2695600,3935500,4770200,2839300,2841200,2790200,6649500,13732100,4468300,2967500,2227800,3469500,3528200,3131600,2342900,3934400,3108400,4137400,3966100,3200600,3825700,4914600,5929100,7496600,6469700,5369600,4830600,3154300,7144900,6939400,4079100,6290700,5410000,4905900,4346800,3594500,3293000,3596300,2335800,2989000,2693300,2415500,2401200,2715800,2755800,2380500,3268800,2670400,2354200,2694400,2960800,3534300,2468400,2779100,2514300,4400300,2777300,2634200,3010900,2263300,2906600,2723600,4474400,4158800,4534100,3424300,2855900,2322200,2853400,3177800,5687600,8529900,4008200,3800800,2931500,3379000,3391000,3426900,2540500,2873100,3780300,2508000,2557800,3125100,2120900,2669800,2834800,3357400,3029400,3711000,2868400,3977000,3188700,2676000,2608500,3493300,3287700,3001300,2405300,2325800,1562400,2828900,1831800,3397000,3620600,4085700,3197500,2326500,2257300,2413100,2766200,2183900,4028200,3903700,2408600,4459300,2143500,2388200,2497900,1822300,1453700,1606400,2127200,1575400,1782300,3676500,2864000,3282900,2692900,5822600,4395600,2400000,1875200,2307300,1909300,2761700,6305300,10576300,3412900,3055800,4987700,3226200,3617500,2330500,2142400,2320700,2414700,3168500,3679600,2092100,1836400,2264700,2325200,1816300,1803700,2425900,2530900,2449100,2480800,1967000,2055000,1935600,1813900,2847600,3136900,2237700,1573300,1593300,3174400,1264500,1345500,2670600,1669000,2245800,2936900,2435100,3050500,2172800,1540500,2469600,2410200,1940200,1819200,2007200,2538900,1924300,2310700,2284200,2044900,1627600,2318700,2182700,2482000,2199000,5756600,8159300,5692100,3023900,2669500,3294600,3058400,2197800,1929100,1821100,2092500,1636400,2407300,2002300,1611500,1868000,2207400,1994500,2677300,2328800,1535900,2099400,1824400,2102100,4835100,3353800,5973500,3075400,3051900,3178100,1891300,3581900,2605700,1906700,2968300,3057900,2432700,2339900,2095800,1758500,1410400,2661100,3224200,1954200,2344900,3001200,2496900,2076200,2346700,2011300,2227900,1581600,1350200,1692300,1920900,2519500,1655500,1189500,2345900,2161800,1715100,1923100,3499300,2309800,1976000,1462600,1680100,1548200,4674700,6463700,3561700,2009400,1823000,1685200,3549700,2186700,1865600,1844600,1977700,1897100,1782400,1981800,1322200,1070300,1434600,3267900,3661700,2410700,1717700,2177700,1758100,2222200,1909200,1784200,1426600,2613700,2058600,2990300,1626900,2127100,1889600,1708200,3043500,3233000,2560000,1873800,2642300,2659000,2618500,1508300,2066800,3098300,2907400,6359100,3563800,6058500,5672900,3931100,2783500,3168000,2790200,2208300,2454200,2735900,1958600,3003200,2039900,2383900,2404200,3019100,2058200,2292900,12442400,11482200,4055600,2916600,2496500,2401100,1950800,1537000,2050100,2324400,1635900,1582800,2232300,2597000,3114100,1405900,1594200,1668400,1848900,3438200,2368200,2088700,2112200,922500,2204600,2508700,3042000,2776500,3163600,2192500,1991700,1862400,1462300,1919300,1366700,2687600,2426000,3444900,2130100,3035400,3004900,1918600,1657000,3526000,840900,1182400,1647400,1402000,1997400,2541300,2318200,2763500,1655700,1676100,2024700,1835700,1285200,2863900,3927700,2023400,2211500,3226800,3792400,5909100,3382700,2225900,1627100,1747100,1733000,1634200,3746100,3040500,1870700,2078100,2840200,3020100,2167700,1859000,1198200,1735300,2729800,2931800,2764200,3506400,2053900,2303900,2202500,2026100,2265800,2175400],\"datetime\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"equity\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"inc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index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2054,2055,2056,2057,2058,2059,2060,2061,2062,2063,2064,2065,2066,2067,2068,2069,2070,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105,2106,2107,2108,2109,2110,2111,2112,2113,2114,2115,2116,2117,2118,2119,2120,2121,2122,2123,2124,2125,2126,2127,2128,2129,2130,2131,2132,2133,2134,2135,2136,2137,2138,2139,2140,2141,2142,2143,2144,2145,2146,2147],\"ohlc_high\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]},\"ohlc_low\":{\"__ndarray__\":\"PQrXo3D9V0AAAAAAACBZQDMzMzMzQ1tAFK5H4XrkWUC4HoXrUfhZQArXo3A9KlpAXI/C9ShsWkBxPQrXo4BZQArXo3A9illAexSuR+HqWEBcj8L1KLxYQBSuR+F61FhA16NwPQrnWEAAAAAAACBZQAAAAAAAQFlAMzMzMzNTWUANAiuHFqFZQPYoXI/C3VlACqwcWmQbWkDKoUW281FaQEO28/3UiFpA03jpJjGsWkAyMzMzM8daQN5PjZdu8lpAYOXQItshW0AAAAAAAEhbQJhuEoPAbltAg8DKoUW+W0CgGi/dJBpcQBeSplSctVtA6W1Zq2P6W0D6fmq8dDNcQOWJ+jdCcVxAxZJfLPm1XEBz2kCnDfxcQMrobVmrO11AciFpSsV5XUBiggfzRMVdQHZ3d3d3F15Ah4iIiIhwXkACnTbQacteQEJERERENF9AuUkMAiuXX0BvPQrXo+hfQEkMAiuHJmBAqTj78BluYEAV2c73U8NgQPaaC0lTDmFAbaDTBjpdYUDi7MNn2LFhQB1aZDvf/2FADnTaQKdRYkCpfyOU0aNiQMGDeaL+8WJAIiIiIiI2Y0Dr3whl9GpjQL+fGi/dpGNAsuQXS37RY0BeAXKvufhjQIJOG+i0MWRAYleA3GtmZEBkO99PjZtkQAAAAAAAwGRA8Rl2BcjlZECPwvUoXLdkQHE9Ctej0GRAUrgehespZEAAAAAAANBkQAzXo3A9imVAQ4ts5/uxZUBs5/up8a5lQANWDi2ypWVAPQrXo3C9ZUDrUbgehdNlQOb7qfHS32VArnJoke3qZUCamZmZmVFlQI/C9ShcF2VA16NwPQoPZUDhehSuR2llQGZmZmZmLmVAMzMzMzMzZUCD61G4HtFlQLTz/dR412VAZmZmZmbaZUCdffgMu+5lQCmjt2Wt+mVAvALkXnMNZkAHOm2g0yJmQDsmeDBPLGZAMJb8Ysk3ZkAxCKwcWkBmQM6FpCkVW2ZAXgFyr7lwZkAL16NwPZZmQJ420GkDsWZAmuDBPFHPZkB5ME/Uv+VmQCcxCKwc+mZABzptoNMKZ0DflrU6JhhnQF5ImlJxJmdAhTJ6W9Y2Z0DT27JWx0xnQOTsw2fYZWdAyUs3iUF8Z0BLUyrOPpRnQKRwPQrXg2dACtejcD2KZkDhehSuRwlmQM3MzMzMZGZAZmZmZmYmZ0B7FK5H4UpnQFo5tMh2zmdA89JNYhCoZ0C0ne+nxsNnQEWLbOf7+WdAPwrXo3AtaEBy9uEz7E5oQClcj8L1UGhAH4XrUbiuZ0AAAAAAAChnQArXo3A9QmdAAAAAAACgZkDD9ShcjyJoQPd+arx0J2hA5fup8dItaECa76fGSz1oQBSuR+F6zGdAhetRuB6VZ0CPwvUoXMdmQLgehetRMGdAMzMzMzM7Z0AAAAAAAMBmQOxRuB6FC2dAUrgehesJZ0AK16NwPSJnQClcj8L1YGdA16NwPQofZ0CF61G4HoVmQM3MzMzMLGZAzczMzMwkZkAK16NwPZJlQB+F61G4xmVAuB6F61HgZUCamZmZmfllQFK4HoXrSWZAAAAAAAAoZkAzMzMzMztmQNejcD0KP2ZArnJoke1MZkCLl24Sg1hmQArXo3A9QmZAkhgEVg5tZkAUrkfhejRmQLlJDAIrf2ZAexSuR+F6ZkB/wMqhRYpmQF4QWDm0kGZAv/UoXI+kZkAaWmQ737dmQL/1KFyP0GZALvnFkl/sZkBE0pSKs/NmQOptWatj+mZASlMqzj74ZkBI4XoUru9mQN+WtTom/GZA1b8RyugJZ0D9qfHSTSJnQA2Qe82FSGdA3msuJE15Z0AGD+aJ+qdnQBpLfrHk02dArKqqqqoCaEAtQO41Fy5oQD5R/0YoW2hAc2iR7XyLaEDgCGX0tsBoQBM8mCfq82hADy2yne8naUBvWatjgldpQOzfCGX0imlAeb6fGi/BaUD6U+Olm/RpQA4CK4cWKWpAWccED+ZZakDCEcrobYlqQCWU0duyvmpAwVjyiyXvakB/+Ay7AiRrQG11TPBgZmtAhXmi/o2oa0ArXI/C9fBrQG+g0wY6OWxA1QY6baCPbECOJb9Y8u9sQGXJL5b8Vm1AlF8s+cW2bUCcUnH24QduQPzwGXYFWG5Aic+wK0CibkBHb8taHeNuQLBH4XoUKm9AV1VVVVVtb0BGRERERLBvQPTSTWIQ7G9ACx7ME/UPcEC0VscEDypwQNMi2/l+RnBAcBKDwMplcEAWZx8+w4ZwQOMz7AqQp3BAH4XrUbjGcEBlggfzROtwQPW2rNUxE3FAmifq3wg5cUCLQWDl0FhxQKEaL90kdnFAFDyYJ+qRcUBU46WbxK5xQD98hl0BwnFATH6x5BfXcUBEi2zn++lxQBT1b4Qy/HFAjSW/WPIJckA6+/AZdhVyQHWTGARWHHJAgpVDi2wjckCDThvotC1yQKp/I5TRN3JA2s73U+NBckBPYhBYOVRyQA1JUyrOXHJAkjSl4uxjckA9CtejcEFyQGZmZmZmRnJAFK5H4XpUckCkcD0K1+9xQJqZmZmZAXJAUrgehesxckCamZmZmXlyQAAAAAAAdHJAKVyPwvU0ckCkcD0K1ydyQFyPwvUoCHJArkfhehTOcUBSuB6F64lxQArXo3A9mnFAuB6F61G8cUA9CtejcLVxQAAAAAAAwHFAAAAAAAAwcUBSuB6F63lxQJqZmZmZFXFAUrgeheshcUAzMzMzM0dxQOxRuB6Ff3FAW2Q730+bcUDgT42XbqJxQBsv3SQGpXFAWTm0yHamcUAVrkfherBxQAAAAAAAvnFAmu+nxkvJcUAKLbKd78txQF4QWDm003FA1/l+arzfcUCTbhKDwO9xQDOJQWDlBXJArp3vp8YTckB8ov6NUBpyQBWDwMqhG3JAv7u7u7shckB5TPBgnipyQDz78Bl2NXJAf82FpClDckCjYVeA3FNyQC5cj8L1YHJAtXJoke1wckD2GXYFyHtyQIUjlNHbiHJAQCZ4ME+cckAza3VM8LByQLCqqqqqxHJAaYIH80TVckDTPnyGXeVyQKOofyOU9XJAwXSTGAQEc0DEEcrobQ1zQAAAAAAAsHJAexSuR+EqckBxPQrXo0hyQClcj8L1aHJApHA9CtfrckCPwvUoXP9yQI/C9Shc03JAku18PzUyc0CZirMPn2dzQOdecyFpenNAb3VM8GCWc0DkehSuR7FzQBb1b4Qy0HNA8DUXkqb0c0BV46WbxBp0QDR6W9bqPnRA5hdLfrFmdECeffgMu450QK+OCR7MuXRAPCZ4ME/idEDZXEiaUgl1QNLbslbHNHVA0WkDnTZcdUCHFtnO94V1QFsdEzyYsXVAjd6WtTrgdUC611xImhB2QIXrUbgeP3ZANaXi7MNzdkDzRP0boa52QFL/Riij73ZAm5mZmZk1d0Cu1THBg3l3QDJP1L8RrndAhMDKoUXkd0AVrkfhehx4QCa/WPKLWXhAIIXrUbh8eEBMDAIrh5p4QE1+seQXuXhAyQQP5onWeEAWrkfhevR4QK/VMcGDEXlARdKUirMpeUBNxdmHzz55QAtl9LasVXlAapHtfD9teUC38/3UeH95QESLbOf7kXlABJ020GmleUCWirMPn8F5QMCfGi/d1nlAxWfYFSDpeUDn0CLb+fh5QOQz7AqQB3pApHA9CtfbeUCDlUOLbCF6QEAK16NwOXpAtJ3vp8ZPekCA+Ay7Amp6QPJgnqh/gXpAPwrXo3CXekCG61G4HrF6QLtJDAIr0XpAm1Jx9uHxekBdj8L1KA57QOomMQisHHtAAAAAAAAQe0CkcD0K16t4QEjhehSuW3lASOF6FK4ne0DsUbgehdN6QClcj8L1eHpASOF6FK7PekAAAAAAAJB6QOxRuB6Ff3pAuB6F61E4eEBI4XoUrr94QIXrUbgeSXdAKVyPwvW4d0CamZmZmbV2QB+F61G4KnZA9ihcj8JBdkAK16NwPRJ2QArXo3A9XnVAZmZmZmZmdUDhehSuRx11QKRwPQrXh3VAoxov3SSQdkBODAIrh3J2QHU9CtejbnZAHy/dJAZ9dkBKtvP91Jp2QCoGgZVDx3ZAXI/C9SgodUDNzMzMzJR2QDMzMzMzo3ZAne+nxkv5dkCnxks3ie52QGZmZmZmYnZAcT0K16PodUAAAAAAAFh1QM3MzMzMuHRAMzMzMzP3dEBSuB6F68l0QBSuR+F6SHVAZmZmZmYedUB7FK5H4e50QHE9CtejWHVA4XoUrkcxdUAAAAAAABh1QDMzMzMzQ3VATOF6FK6LdUDezvdT4791QGk730+N6XVA3iQGgZU4dkAZBFYOLUJ2QBKDwMqhS3ZA8/3UeOlcdkDn+6nx0nx2QCYxCKwcqHZALbKd76fedkDiCGX0tvh2QMDmQtKUBndAzOhtWasfd0Dyp8ZLNzd3QLJyaJHtRHdAVHH24TNUd0D2b4Qyemd3QLllrY4JgHdAM8GDeaKgd0DKveZC0tJ3QLms1THBCXhALYcW2c45eECDThvotGF4QIQH80T9iXhA0mkDnTa0eED8N0IZvdN4QGZmZmZmRnhArkfhehRueECPwvUoXIN4QBSuR+F6fHhAzczMzMxgeEAAAAAAAJx4QPYoXI/CHXlASOF6FK4PeEDNzMzMzFh3QAAAAAAABHdACtejcD0ed0DsUbgehSN3QI/C9ShcK3dAhetRuB6JdkAAAAAAANR2QClcj8L1WHdA9ihcj8I5d0ApXI/C9UR3QJjtfD81eHdAMzMzMzM3d0AUrkfheux2QJqZmZmZOXdA4Pl+aryMd0BmZmZmZmJ3QM3MzMzMhHdAyszMzMysd0CSGARWDqV3QL7KoUW2pHdAbj0K16Oqd0BSuB6F66F3QLgehetRqHdAH7ByaJHKd0BzkxgEVtp3QEW28/3U6HdAqsZLN4nnd0AGD+aJ+uN3QLEAuddc4ndA3M73U+Prd0ARLbKd7/t3QODd3d3dCXhA4k+Nl24ceEBsSsXZhzN4QF1kO99PTXhADGX0tqxpeEA50GkDnYR4QEF8hl0BnnhA9v3UeOmyeEDJ2YfPsMV4QN75fmq83HhAeQXIveb0eEBzPQrXowh5QPYoXI/C6XhArWOCB/MieUCkcD0K19t4QMP1KFyPqnhAw/UoXI8aeEDXo3A9Cpt3QI/C9Shc03dAzczMzMz8d0AAAAAAAPB3QDMzMzMzn3dASOF6FK7bd0ApXI/C9fR3QFyPwvUoeHdAMzMzMzPTdkD2KFyPwrV2QAAAAAAAPHdAZmZmZmYyd0A9CtejcLF3QPYoXI/ChXdAj8L1KFxHd0AAAAAAAAB3QB+F61G4CndAmpmZmZlJd0DxUbgehYl3QB4EVg4tmndADqwcWmSpd0DsUbgehXN3QD0K16NwbXdAw/UoXI9Kd0Bcj8L1KER3QAAAAAAASHdAAAAAAABwd0CZmZmZmY53QCLb+X5qmXdArnJoke2bd0DXo3A9CpN3QNejcD0Kl3dAuUkMAiukd0BmZmZmZpZ3QOxRuB6Fi3dAuB6F61Gcd0DPE/VvhKR3QNCFpCkVtXdAah8+w67Id0CRCR7ME9t3QIIjlNHb8HdA8DUXkqb+d0B5vp8aLwd4QENg5dAiF3hA9f3UeOkmeEBm9Las1Tl4QO4KkHvNTXhAcFmrY4JZeECKFtnO92F4QIZ5ov6NanhAFvVvhDJ0eEAdvS1rdYJ4QOdecyFplnhAfhSuR+GqeEDr+6nx0sN4QGc730+N4XhAkzSl4uz5eEAi95oLSRN5QJn8YskvLHlAFfVvhDJGeUCyK0DuNV15QMP1KFyPcHlAvALkXnOFeUDJveZC0p55QBq9LWt1ynlAO22g0wb+eUB9hl0Bcil6QOSlm8QgVHpACqwcWmR/ekCP3pa1OqJ6QK4cWmQ7w3pAT6k4+/DpekDpQtKUig97QPvFkl8sMXtAvALkXnNVe0DvfD81Xnx7QMUgsHJon3tAImlKxdnFe0Apo7dlrep7QPkMuwLkEHxAlNHbslY7fEBKxdmHz2h8QHZ3d3d3kXxAeaL+jVC+fEAwT9S/Eeh8QJ3vp8ZLC31A4TPsCpA3fUCXJ+rfCGN9QGVmZmZmjH1A1qNwPQqrfUD5xZJfLM99QFpkO99P8X1ASVMqzj4UfkAAAAAAAOh9QJqZmZmZ9X1AlfxiyS9CfkC4HoXrUUh+QB+F61G4Jn5AAAAAAAAAfkDNzMzMzDx+QBSuR+F6BH5AuB6F61HQfUBcj8L1KNR9QD0K16Nw/X1A7FG4HoXLfEAAAAAAAKh8QOF6FK5H5XxAPQrXo3BFfEBI4XoUrkt8QD0K16NwaXxAmpmZmZmxfEAAAAAAAOR8QPYoXI/CvXxA9ihcj8LRfEAo2/l+agR9QCsxCKwcIn1AODMzMzNDfUCzR+F6FHJ9QHo/NV66jn1Ai8L1KFybfUAKLbKd7619QLZJDAIrwn1Amu+nxkvOfUC1HoXrUdR9QHgUrkfh6X1AAAAAAADofUBxPQrXo9R9QFmA3Gsu+H1A/anx0k36fUAusp3vpwB+QHCEMnpbBn5AiYiIiIgOfkD9G6GM3hh+QBSuR+F6GH5AKVyPwvXcfUDXo3A9CiN9QFyPwvUoNH1AFK5H4XpMfUBmZmZmZhJ9QAAAAAAA2HxAuB6F61FwfEBcj8L1KJR8QOxRuB6Fs3xA7FG4HoXLfEApXI/C9eB8QI/C9ShcC31AqkW28/0ofUB9kxgEVjJ9QFDhehSuMX1AAAAAAAD8fEAfhetRuPJ7QHE9CtejsHtAAAAAAACAe0B7FK5H4Wp7QAAAAAAAUHtArkfhehT2e0BxPQrXo2R8QCsGgZVDT3xAmpmZmZkhfEAlhetRuCJ8QOF6FK5HrXtAAAAAAABwe0DXo3A9Cr97QArXo3A9fntArkfhehSKe0CamZmZmbl7QI/C9Shc03tAYrpJDAIbfEA2MzMzMyl8QFqPwvUoLnxA1aNwPQo6fEBAi2zn+0N8QD5g5dAiTnxAG4XrUbhdfEBSuB6F60F8QOX7qfHSd3xAtZ3vp8Z9fEA8+/AZdnt8QBsEVg4tenxAnzbQaQN7fEBEGb0ta4N8QGTJL5b8jHxAd0zwYJ6WfECcmZmZmal8QP5iyS+WunxA4U+Nl27EfECpVJx9+Mx8QLSd76fG23xAhE4b6LTpfEBj5dAi2/V8QBKfYVeACH1AFvVvhDIafUBF0pSKsyt9QEWLbOf7O31AH4XrUbgCfUBI4XoUrht9QHE9CtejFH1ArkfhehQefUDsUbgehSd9QEjhehSuC31ArkfhehT+fEC4HoXrUdB8QAAAAAAA0HxAAAAAAADAfEDD9Shcj5Z8QLgehetRsHxAVg4tsp0pfUB1kxgEVih9QOxRuB6FK31AoBov3SQ8fUAFVg4tskN9QDjfT42XV31AMDMzMzNbfUAOWDm0yGd9QFY5tMh2f31AuEkMAiuZfUCTQ4ts5659QBAtsp3vv31AgtxrLiTVfUCBI5TR2+p9QPRE/Ruh/n1AsXJoke0QfkDbh8+wKyJ+QAYP5on6M35AHei0gU5HfkBRjZduElt+QJOmVJx9bH5AAQAAAACEfkANAiuHFp1+QOm0gU4btH5AeukmMQjMfkCWQ4ts5+1+QEVEREREDn9AUNS/Ecoyf0CxK0DuNVd/QD1R/0Yoc39AmW4Sg8COf0ARWDm0yK5/QNLbslbH0H9AYOXQItvzf0BMN4lBYAuAQEDuNReSHYBAC5B7zYUtgECofyOU0TyAQOF6FK5HSYBAWPKLJb9XgEBzIWlKxWWAQGQ730+NcoBAfD81Xrp6gECofyOU0YKAQAAAAAAA2H9AMzMzMzMBgED2KFyPwrF/QClcj8L1mH9ArkfhehQuf0AAAAAAAJh/QAAAAAAA6H9AAAAAAADgf0AK16NwPcJ/QAAAAAAA0H9AAAAAAABwf0AAAAAAAGh/QHE9Ctej0H9Az8zMzMwDgEB6vp8aLwmAQK5H4XoUmn9ACtejcD0IgEAAAAAAAMB/QI/C9ShcC39Aj8L1KFwHfkBmZmZmZrp+QAAAAAAAAH9AuB6F61Ecf0BrO99PjaF/QHpoke18nX9ARjVeukmcf0BqEFg5tJh/QH2+nxovlX9AxsqhRbatf0DwUbgehc1/QLUehetR339Aca+5kDTrf0AAcq+5kPJ/QI4YBFYO839Ak24Sg8D2f0CuR+F6FO5/QGJmZmZm+n9Ath6F69ECgEA730+NlwiAQNdcSJpSDYBAY4IH80QTgEBdukkMAhqAQIzelrU6IoBAXEiaUnEpgEDmQtKUijWAQBSuR+F6Q4BAWPKLJb9RgEDyRP0boWGAQAC511xIdIBAM+wKkHuIgEBSKs4+fJ6AQAWBlUOLtYBAlPxiyS/KgECdYVeA3NuAQMPZh8+w8YBAb/bhM+wKgUCnOPvwGSaBQEO28/3URYFAzbArQO5igUBGDAIrh4SBQI+mVJx9oIFA/EYoo7e4gUBTxwQP5tSBQHwjlNHb84FAPDVeukkVgkDQBjptoDmCQEbF2YfPYoJAKbKd76eLgkA/i2zn+7GCQFbW6pjg2IJAjDSl4uwBg0AUvS1rdSyDQJYLSVMqV4NAP0RERER/g0BbLPnFkqeDQPNT46Wb0YNAgl0Bcq//g0DPBjptoCuEQJTgwTxRTYRAxHa+nxpnhEBI4XoUrpGDQMP1KFyPwINAXI/C9Sjig0AAAAAAAICDQFyPwvUoQINAAAAAAABUg0ApXI/C9caDQHE9CtejEIRATAwCK4c6hEAA1XjpJjyEQK5H4XoUUoRAIYXrUbh2hEDn0CLb+aKEQC+yne+n1YRA59Ai2/n7hEAwMzMzs/uEQNbO91Nj6oRAhkFg5VDjhEB6PzVeuuuEQFy6SQyCAYVAjsL1KFwchUB6FK5H4SuFQBXZzvfTQIVAyaFFtvNYhUCPwvUoXL2EQAAAAAAAZIRAAAAAAADohEADZfS2rCOFQPmNUEZvJIVA5JjgwTwuhUAjFWcfPkOFQCNcj8L1TYVAkPxiyS9ehUACZfS2rG6FQKRwPQrXLYVAXI/C9SgkhUAAAAAAAHiEQM3MzMzM6oNAAAAAAAC4g0CuR+F6FHSDQHsUrkfhAIRAexSuR+Gwg0AAAAAAACqEQNejcD0K24NAPQrXo3DPgkCuR+F6FLCCQJqZmZmZs4JAmpmZmZmJgUAAAAAAADiAQIXrUbgeUYFAPQrXo3CxgUDNzMzMzCSBQI/C9Shc5YBArkfhehT8gEC4HoXrUbKAQAAAAAAA4H9AzczMzMzIfkC4HoXrUYh+QHsUrkfhHn9AXI/C9SjsfkAzMzMzM8t/QDMzMzMzC4BACtejcD0IgEAihetRuC+AQLFH4XoUFoBAU42XbhIhgEAAAAAAAKh/QIXrUbgeLX9AAAAAAAA4f0DNzMzMzBh/QKRwPQrXW35AmpmZmZnte0AK16NwPbp8QPYoXI/CNX1AZmZmZmYKfUD2KFyPwiF8QBSuR+F6PHtAAAAAAADAe0B7FK5H4fJ6QKRwPQrXo3pAcT0K16PQeUBmZmZmZop6QIXrUbgeYXtAFK5H4XrMekBSuB6F6+l6QPYoXI/CwXlAFK5H4XqYekAfhetRuPp6QAAAAAAAGHpAsMZLN4k/e0CqRbbz/Xp7QDgIrBxamHtApHA9CteHe0ApXI/C9SR7QFyPwvUoAHtAm++nxkuMe0AWBFYOLZ17QCUxCKwco3tA5fup8dLBe0CWmZmZmeR7QMahRbbzD3xANW2g0wYcfEB5+Ay7Ahp8QFlImlJxEHxAdOkmMQgGfEDsUbgehbt7QAAAAAAAkHtAuB6F61Hoe0CuVscED0B8QPAoXI/Cd3xAdc2FpCnDfEDw4TPsCvx8QG8FyL3mMn1AhlBGb8tofUA80pSKs6V9QI2Ksw+f731AvtmHz7A3fkCSmZmZmY1+QCDq3whl3H5A7+Ez7Aokf0AqCKwcWmx/QAlYObTIrH9AcxSuR+H2f0Cz8/3UeB+AQN3BPFH/RYBAn/6NUEZlgEBR46WbxIKAQHKTGARWpIBARCijt2XBgECFz7ArQNyAQItQRm/L+YBABmX0tqwQgUAAAAAAAOKAQBSuR+F6zoBAzczMzMz+gEB9I5TR23qBQEGLbOf7nIFAxfUoXI++gUAy3SQGgbqBQHsUrkfhhIFAZmZmZmakgUCGwMqhRcqBQAAAAAAAuIFAMzMzMzMLgUAK16NwPRaBQEjhehSuA4FA16NwPQoXgUAfhetRuIqBQMKfGi/dpYFAPt9PjZengUDhehSuR3mBQBSuR+F6NoFArkfhehQEgUBcj8L1KPCAQM3MzMzMuIBAj8L1KFz9gECuR+F6FIKAQB+F61G4GIBAFK5H4XpYgEAAAAAAACiAQBSuR+F6cIBAAAAAAAB8gEDNzMzMzLyAQJUYBFYOy4BA+35qvHTKgED2KFyPwpWAQD0K16NwO4BAmpmZmZkbgECamZmZmVF/QJqZmZmZ6X9AAAAAAABkgEDXo3A9CuN9QDMzMzMzG31AmpmZmZkZfUCamZmZmeF9QFK4HoXruX1AAAAAAAAYfkCuR+F6FLJ9QAAAAAAA4H1AKVyPwvWMfUDXo3A9Cnd9QAAAAAAA6HxAZmZmZmbefEDhehSuRyV9QFyPwvUoiH1Aw/UoXI/GfUDXo3A9Crt9QFIMAiuHEn5AhT81XroxfkACf2q8dE1+QGUQWDm0QH5AVuOlm8RXfkDwfD81Xm9+QK5H4XoUan5AhetRuB4pfkC4HoXrUfR9QLsehetRfn5AAAAAAAAYfkA9CtejcGl9QD0K16NwDX1A4XoUrkdlfUDhehSuR+V8QB+F61G41nxA4XoUrke5fEBmZmZmZhZ8QOF6FK5HgXtAzczMzMwYekAAAAAAAPB5QHsUrkfhmnlArkfhehRmeUAAAAAAANB6QI/C9Shce3pApHA9CteXekDXo3A9Ctd5QAAAAAAAqHlAm0OLbOflekAAAAAAANB6QOxRuB6Fm3pA9ihcj8LhekD40k1iEDJ7QBSuR+F6UHpAj8L1KFzLd0CF61G4HoV4QJqZmZmZMXlAAAAAAAAgeECF61G4HvF3QMP1KFyPUnZAUrgeheuVdUD2KFyPwmF0QB+F61G4GnRAzczMzMxkc0AAAAAAAJx1QAAAAAAAUHZA4XoUrkctdUDXo3A9CldzQBiDwMqhB3ZA/lPjpZsUdkAOrBxaZC92QAAAAAAAgHVApHA9CtcfdUCkcD0K10t0QJqZmZmZWXRAXI/C9SiIdEBSuB6F6wV2QCCwcmiRPXZAuB6F61EkdkB7FK5H4VZ1QAAAAAAAmHVAKVyPwvVUdUApXI/C9Vx0QOF6FK5HVXRA7FG4HoVXc0C4HoXrUchyQFyPwvUo/HFAAAAAAACAcUApXI/C9ehyQDMzMzMzn3JAmpmZmZnVcUDhehSuR2lxQHE9CtejMHBAmpmZmZnpbkC4HoXrUSBvQIXrUbgetXBAMzMzMzNDcUBLtvP91LZxQEjhehSun3BA4XoUrkdpcEA9CtejcJVwQLgehetRzHBAuB6F61GAcECPQWDl0IhxQF45tMh21nFAcmiR7XzqcUC+nxov3fFxQCuHFtnO9HFAFtnO91P1cUD6fmq8dAlyQMDKoUW2F3JAbhKDwMovckDgehSuR1hyQK5H4XoUKnJAhUOLbOdjckC/PnyGXV9yQGGEMnpbZHJA4XoUrkc5ckAypw102lhyQO4boYzeXHJARg4tsp1pckCvWPKLJYNyQGsUrkfhqnJAHbKd76fKckA/1L8Ryu5yQFZmZmZmAHNAui+W/GILc0DC27JWxxZzQAAAAAAAnHJAcT0K16PscUAzMzMzM3tyQAAAAAAArHFAmpmZmZkFckBmZmZmZnJyQOxRuB6FA3NA+NJNYhAsc0DqpZvEIEpzQBICK4cWgXNAxAY6baCXc0DVF0t+sZ5zQENx9uEzrHNAb7HkF0u8c0DdCpB7zc1zQLGDeaL+63NAARERERETdEAf3SQGgTt0QLwT9W+EWnRA8iqHFtl6dEB5QWDl0Jp0QOBgnqh/tXRAaxSuR+HAdEA6UyrOPs50QLm95kLS0nRAUeXQItvfdEDNzMzMzJh0QArXo3A9rnRAW7x0kxgCdUAwNV66SQ51QPYoXI/CsXRAAAAAAABgdECamZmZmSV0QK5H4XoUtnNACtejcD3qckAAAAAAAGRyQDMzMzMzF3JAAAAAAABkckCPwvUoXBtzQGZmZmZmmnNAzXa+nxqxc0AC1XjpJqVzQLVyaJHttHNAWg4tsp3Lc0DWItv5fvJzQNujcD0KFXRA5/up8dJXdEAzMzMzM1l0QJ8aL90kW3RAeOkmMQhodEDMzMzMzG90QE1iEFg5fHRAPjVeukmOdECAlUOLbKp0QF8Sg8DKzXRAvFodEzzadEBrW9bqmO50QEH/Riij9XRAwSLb+X4AdUBFVVVVVRN1QI19+Ay7KHVA0cE8Uf8+dUAchxbZzlt1QAYg95oLgXVAnRxaZDuvdUDb3whl9NR1QBUGgZVDBXZAA4PAyqEtdkBake18P1F2QJHTBjptdHZAGxVnHz6VdkC6L5b8Yrd2QMdcSJpS1XZAMKcNdNr2dkAwpw102hh3QCxR/0YoP3dAigtJUypcd0DDeOkmMXp3QL9pA502lndAhifq3wizd0Bkvp8aL9N3QBwkTak48XdAwU1iEFgHeEDXo3A9Cgt4QBR4ME/UJ3hAZmZmZmYWeECm11xImkZ4QOzUeOkmW3hAUjvfT41teECFbhKDwHh4QAAAAAAAYHhAqy1rdUyaeEC/27JWx6p4QLOSXyz5uXhArzxR/0bMeEBFObTIduZ4QFug0wY6AXlAhuDBPFEfeUBy61G4Hj95QHOkKRVnWXlABUt+seRzeUB1FtnO9415QDKLbOf7oXlAerMPn2GxeUC02YfPsL15QKpJDAIrxXlAKVyPwvW4eUAAAAAAANB5QBV4ME/U3XlACtejcD0eeUDNzMzMzCh5QClcj8L1aHlAXI/C9ShoeUD2KFyPwtF5QIBqvHST9HlA7VG4HoX9eUDQ91PjpQN6QClcj8L1bHlAw/UoXI8aeUBI4XoUrr94QClcj8L14HhAzczMzMxceUAzMzMzM4t5QM73U+Ol0XlASAwCK4fSeUCSGARWDu15QA7Xo3A9C3pA2njpJjEYekDLSzeJQSB6QAhWDi2yMHpA81UOLbI3ekA9YhBYOTp6QPdk9LasQ3pAph6F61FOekDhRP0boVp6QG+VQ4tsZXpANeF6FK51ekBu3GsuJIV6QHDAyqFFlnpAS7pJDAKvekCTDXTaQMd6QClR/0Yo3XpAHzMzMzPzekDFzvdT4wN7QN4ZdgXIE3tAW1mrY4Ine0BnW9bqmD57QB5P1L8RWntAppA0peJse0AztvP91IZ7QClcj8L1aHtAAIPAyqG3e0BG8oslv9J7QEtImlJx6ntAgtHbslYDfEBWke18PxN8QOMoXI/CH3xASo/C9SgyfEAWXI/C9UJ8QJZ/I5TRUXxAPQrXo3BJfEDbw2fYFWp8QI1hV4DccXxAmxxaZDt5fEBZvHSTGIZ8QKfXXEiamHxAyvl+arymfECTcD0K17d8QALK6G1ZxXxA4hl2BcjXfEBylUOLbO18QMNNYhBYA31ApMh2vp8YfUAUBoGVQy99QE26SQwCR31AOzeJQWBbfUAi7AqQe2t9QGfpJjEIgH1AYD0K16OcfUAGkqZUnLd9QJuqqqqqzn1Ak7dlrY7bfUC2kl8s+ed9QPUO5on6931AqtdcSJoQfkCdHFpkOyl+QPH/////Q35AhoqzD59jfkB0B/NE/YV+QFNXgNxrsH5A8I1QRm/ZfkAao7dlrQp/QHz6N0IZO39AiW4Sg8Bsf0AgJE2pOJt/QBKwcmiRx39AxJSKsw/zf0CNirMPnw6AQGtoke18IYBAZ4QyelsvgEAvQhm9LT+AQAQCK4cWS4BAw6FFtvNUgEC3WPKLJV+AQFJkO99PaoBAt1jyiyV4gEDK27JWx4eAQJtwPQrXmIBAjyfq3wirgEABHswT9b6AQE85tMh21IBARtS/EcrrgEDMeOkmMQOBQMx46SYxGIFA4d8IZfQngUBJ/0YoozeBQCBcj8L1RYFAZFmrY4JVgUBZEFg5tGSBQNWWtTomcoFAU0iaUnF/gUD3uNdcSIiBQGaEMnpbkoFAbAXIveabgUBXnqh/I6WBQKDx0k1irYFABxERERG2gUDe+6nx0r6BQH1dAXKvyYFAi9HbslbXgUCVYVeA3OGBQM3qmODB8YFAX0rF2YcBgkAisp3vpxGCQL+hRbbzH4JAudmHz7AsgkBfdUzwYDmCQP1k9LasQ4JAAnTaQKdPgkDTT42XblyCQL12vp8aa4JAkX34DLt3gkBbrY4JHoSCQJDEILByj4JAH4cW2c6cgkC5ILByaKqCQImKsw+ftIJAMzMzMzOFgkB7FK5H4WiCQLgehetRkIJAAAAAAABggkAzMzMzM++BQBSuR+F6NoJAuB6F61EQgkC4HoXrUQKCQLgehetR+oFAAAAAAADigUB7FK5H4baAQK5H4XoUvIBAuB6F61HCgEAUrkfherqAQM3MzMzMlIBAexSuR+FsgEBmZmZmZpKAQHsUrkfhfIBApHA9CteBgEAUrkfhemyAQEjhehSuU4BACtejcD2cgEAg2/l+aq+AQOxRuB6FfYBAAAAAAACMgEAAAAAAAJSAQGZmZmZmsoBA5fup8dK5gEA3tMh2vruAQK5yaJHtxoBA43oUrsfEgEC4HoXrUaKAQK5H4XoUlIBAAAAAAABAgECkcD0K11uAQFK4HoXrfYBArkfhehS4gEBdj8L1KL+AQLtJDAKrxIBAC0t+seTPgEAC5on6N9OAQKzXXEia2IBAG6O3Za3hgED/ASuHFuyAQBATPJgn+IBAzrJWxwQBgUCMmZmZmQmBQANYObTIEoFAzBUg95oZgUBMObTIdiKBQM5Apw10KYFAAAAAAADwgECamZmZmd2AQE3yiyW/OoFAyuqY4MFBgUCSqH8jlEmBQERGb8taUIFA5dJNYhBYgUCtkDSl4l6BQL6hRbbzZoFAkH34DLttgUDMXEiaUnWBQKRyaJHtfoFAvAQP5omJgUAklvxiyZWBQIbtfD81pIFAlkW28/2wgUCtHoXrUb6BQNejcD0KLYFAAAAAAAAIgUAUrkfhejiBQOF6FK5HQYFAzczMzMz6gEBcj8L1KPKAQEjhehSuiYBApHA9Ctd5gEAK16NwPUiAQI/C9ShcdYBA7FG4HoVrgEBxPQrXo2iAQI/C9Shcg39A7FG4HoVHf0AAAAAAAMB8QOF6FK5HFX5AzczMzMwEgEDsUbgehcN/QAAAAAAAYH9AUrgehevlf0AAAAAAAAR/QJqZmZmZJX9AhetRuB4Rf0CkcD0K13t+QM3MzMzMnH1AZmZmZmYGfUDNzMzMzMx9QFyPwvUoAH1AAAAAAACwfUDNzMzMzBB+QAAAAAAAMH5AUrgehesBfkCPwvUoXBd+QFsQWDm0Nn5Aaj0K16NcfkBmZmZmZjJ+QHE9Ctej2H1AAAAAAACAfUA9CtejcL19QFK4HoXrGX5A16NwPQozfkB7FK5H4SJ+QANWDi2yZ35A7qfGSzdsfkCrHFpkO4B+QArXo3A9Tn5ASOF6FK5bfkDD9Shcj+J9QFyPwvUolH1AKVyPwvVofUBcj8L1KFB9QFK4HoXrMXxA7FG4HoXLe0CuR+F6FBp7QAAAAAAAQHtArkfhehQae0CuR+F6FDZ7QMP1KFyPGnxAQAwCK4dQfEAWsHJokVV8QB5cj8L1cHxANTVeukmsfEDCzMzMzPp8QLgehetRuHxAuB6F61GYfECamZmZmcl8QDMzMzMzIn1AxSCwcmgkfUBLN4lBYDB9QMMgsHJoPX1AACuHFtlNfUBQuB6F62V9QMihRbbzhX1ApLu7u7uZfUCh11xImpR9QMp6FK5HlX1ALIts5/uffUBE1uqY4K19QIv+jVBGu31ADJTR27LMfUAJsHJokd19QIu3Za2O8X1AFLKd76cKfkC291PjpSN+QAAAAAAACH5ArK4AuddafkDNzMzMzBh+QAAAAAAANH1AuB6F61HQfEBI4XoUrpt8QB+F61G4LnxAAAAAAAAgfEDXo3A9Cid8QGZmZmZm+ntAH4XrUbhGfEAAAAAAAAB8QAAAAAAASHxATrpJDAKNfEC2SzeJQZp8QABYObTImnxAYmiR7Xy5fEAzi2zn+9t8QPrWo3A9BH1AKrTIdr4pfUDFSzeJQSd9QC4IrBxaH31AEq5H4XoefUBLYhBYOTB9QKocWmQ7VX1ANrTIdr58fUDdT42XbrB9QKbmQtKUyH1AMCijt2XbfUAgiUFg5fJ9QDmNl24SCX5AIIlBYOUcfkDDh8+wKzR+QB16W9bqUn5ANX6x5BdzfkCauZA0pZp+QOMMuwLkxn5AdPo3QhnvfkDeRP0boRx/QMdrLiRNR39A4lPjpZt2f0BahDJ6W6h/QL1NYhBY039A+4CVQ4sOgEA2pw102jWAQJ84+/AZXIBAD3YFyL2AgED/HcwT9aSAQAzZzvdTyYBAmikVZx/tgEB8FtnO9xGBQKs6JngwNoFAlGFXgNxagUAghxbZznuBQDpEREREmIFAJN0kBoGzgUAV95oLSc+BQBx4ME/U7IFAq4FOG+gGgkCv11xImiCCQIZ7zYWkOoJAMW2g0wZUgkBdZmZmZmyCQB4xCKwcgYJAZmZmZmaQgkCamZmZmTuCQClcj8L1KoJAFK5H4XpkgkAfhetRuHKCQAAAAAAANoJAmpmZmZkRgkBmZmZmZliCQAAAAAAAWIJAmpmZmZkfgkAUrkfhekqBQDMzMzMzk4FAzczMzMyqgUAAAAAAAMCBQHsUrkfhBIJARDeJQWAQgkBeZmZmZhaCQKzIdr6fE4JAAKwcWmQVgkBeZmZmZh+CQO4oXI/CPoJAc76fGq9GgkCYxCCw8kmCQJwaL92kR4JAcZMYBFZJgkB7arx0E06CQB2wcmgRV4JAf8DKocVagkBKYhBYuV+CQJfEILByZoJA3/up8dJogkCWYVeA3GyCQGk9Ctejb4JA9kYoo7dxgkBzPzVeunSCQGloke18eYJAbEzwYJ6BgkDJTWIQWIeCQMLMzMzMjYJAmXA9CteWgkDTlrU6JqeCQN20gU4btYJAJU/UvxHDgkB6Mnpb1tSCQGTLWh0T44JAhXvNhaTtgkCuHoXrUfOCQKRwPQrXyYJAXI/C9Sj0gkAMZx8+wwWDQHFb1uqYC4NArkfhehS+gkBmZmZmZpyCQHsUrkfh2IJACtejcD38gkDXo3A9CvGCQHsUrkfh9IJASOF6FK4Jg0Buvp8aLxmDQG6+nxovGYNAjkOLbOcYg0AAAAAAACiDQHU/NV66PYNAFy/dJAZBg0CKl24SAz6DQMEgsHJoPYNAju18P7VEg0Bcj8L1KP6CQAAAAAAA4IJAzczMzMzKgkAAAAAAAAyDQK5H4XoUAINAZmZmZma6gkDsUbgehZmCQAAAAAAA6IJAmpmZmZnBgkAAAAAAAFiCQJqZmZmZcYJAAAAAAABOgkCamZmZmRuCQHE9Ctej6oFAXI/C9SjAgUAAAAAAAFyBQArXo3A9OoFAuB6F61GEgUBSuB6F632BQFyPwvUoyIFAbZMYBFbhgUDG91PjpdmBQEq4HoXr3oFAyk1iEFjhgUBoPQrXo+WBQK5H4XoU6IFAskkMAisDgkBqaJHtfBeCQE/jpZvEFIJAFARWDi0TgkA9CtejcK2BQAAAAAAAwIFA7FG4HoXxgUBWZDvfTwOCQAAAAAAA6IFAZmZmZmbAgUAAAAAAAN6BQM3MzMzM4IFAFK5H4XqQgEAAAAAAADiAQDMzMzMzR4BAhetRuB5LgECF61G4HlOAQK5H4XoUUIBASOF6FK5pgEDNzMzMzLKAQHE9CtejsIBAp0fhehSWgEDnfD81XpyAQNejcD0KjYBAXI/C9SiogEAAAAAAAJyAQD0K16NwuYBAzczMzMyYgEC4HoXrUcyAQOxRuB6FrYBA4XoUrkeXgEBmZmZmZoiAQDMzMzMzI4BACtejcD0YgECamZmZmW2AQPYoXI/CjYBA16NwPQpZgEAzMzMzMwuAQDMzMzMzMYBAAAAAAAAqgEAAAAAAABiAQGZmZmZmIoBAAAAAAABcgEAvXrpJDFyAQKRwPQrXU4BAAAAAAABMgEAAAAAAADqAQFK4HoXrN4BACtejcD0egECF61G4Hh2AQHE9Ctej1H9AH4XrUbhif0CkcD0K169/QPYoXI/CSX9AH4XrUbgKf0DNzMzMzEx+QEjhehSu831ASOF6FK5LfkBI4XoUrmt+QEjhehSum31AuB6F61GQfUCamZmZmZl9QLgehetRQH5AvfUoXI9+fkATBFYOLYh+QGoSg8DKwX5A6nw/NV4Of0CbGi/dJFJ/QLr1KFyPcn9AS+Olm8R+f0A7i2zn+4x/QL0gsHJopH9AsB6F61G8f0AeMQisHNF/QEb/RiijC4BAwszMzMwegEBeSsXZhzSAQI9ScfbhSIBA0msuJE1ggEDjfD81XnuAQLj1KFyPmIBAnFScffi3gEArF5KmVNKAQNmlm8Qg74BAPOF6FK4KgUCzWPKLJSuBQEvHBA/mR4FALbTIdr5kgUBvFK5H4XyBQAAAAAAAkIFAzczMzMwCgUCuR+F6FOiAQKRwPQrXHYFA4XoUrkcjgUAzMzMzM4OBQGZmZmZmEIFAZmZmZmaSgEBcj8L1KJaAQKRwPQrXR39A9ihcj8KtfkAUrkfheuh+QClcj8L1MH9ApHA9CtcpgEBmZmZmZjKAQIXrUbgeCYBA6Hw/NV47gEB3PzVeujyAQODQItv5QoBASo2XbhJZgECkcD0K10WAQAAAAAAA6H9AMzMzMzN7gEAq3SQGAZOAQOxRuB6FSYBAAAAAAAAsgEAzMzMzM1uAQK6d76fGaIBA06NwPYpsgEDyKFyPQn2AQL/1KFyPk4BAaef7qfGmgEAU95oLSamAQAAAAAAAEIBAAAAAAAAUgEAAAAAAAAqAQJubxCCwioBAmpmZmZl9gEDhehSuRzuAQNejcD0KE4BAAAAAAADwfkCamZmZmQl+QLgehetRDH5AmpmZmZlpf0DNzMzMzOR/QBhaZDvfL4BAaOf7qfEygEDlJjEIrEKAQLqfGi/dW4BAFARWDi2ZgEA0iUFgZauAQJnEILDyvIBAFbByaJHMgECXt2WtjtmAQMeUirMP64BADnYFyL38gEALIPeaCwuBQGNZq2OCGYFAq/P91HgogUBxPzVeujaBQFfJL5b8QoFAH84+fIZLgUC62YfPsFeBQEyA3GsubIFAsXSTGAR/gUBcZmZmZpOBQNPd3d3dpoFAYLx0kxi6gUBcrY4JHsyBQPX/////5IFADNnO91MEgkCLQ4ts5yKCQEE3iUFgP4JAJgisHFpWgkCLirMPn2uCQB+F61G44IFAUrgehev5gUB7FK5H4dCBQHE9CtejioFAAAAAAAAEgkBxPQrXoyqCQH2VQ4tsWYJAIQaBlUNbgkBc5dAi22qCQLLz/dR4g4JA1vl+arylgkDiUbgehbeCQLEC5F5zv4JAXK2OCR7HgkAXaUrF2c2CQMX3U+Ol1oJAUo/C9SjhgkAH16NwveeCQK+d76fG8YJAdiOU0dv4gkDR+X5qvP6CQCwXkqZUAoNA1sE8Uf8Jg0C0WPKLJRSDQAN02kCnHINAiV8s+cUjg0CBbOf7qSqDQNnsw2fYM4NAihgEVg5Fg0DpRP0boViDQJHEILBybYNAe+tRuB6Ag0CkcD0K12mDQOF6FK5HR4NAKVyPwvVog0AAAAAAAJSDQBSuR+F6aINAPQrXo3CNg0ApXI/C9XCDQEjhehSuu4NAmpmZmZktgkDhehSuRzmCQAAAAAAAEIJA16NwPQqzgUBmZmZmZqSBQHE9CtejyoFAMzMzMzPrgUAzMzMzM/mBQIXrUbgeGYJA+/////8agkB+wMqhRSOCQN6lm8QgNoJAyMzMzMxKgkAIAiuHFmuCQK6d76fGjYJA5lG4HoWigkAisHJokaqCQNmjcD0Ko4JAm5mZmRmYgkB9FK5H4YqCQKZwPQpXkoJArhxaZLudgkCqxks3iaiCQHm+nxovt4JAl0OLbOfHgkDPo3A9CsyCQNl6FK5HyoJAIc4+fIbHgkA1w64AucSCQHwyelvWv4JAI/nFkl/HgkAfhetRuI6CQPB+arx004JAxiLb+X7dgkAAAAAAAMCCQK5H4XoUuoJAZmZmZmbsgkDOo3A9CgGDQCaW/GLJC4NA9Y1QRm8Wg0DMMcGDeSCDQBtNqTj7JoNAezJ6W9Yvg0CJplScfTmDQGUSg8DKQYNABLsC5F5Ng0Aksp3vp1aDQGn24TPsYoNACcrobVlug0DvU+Olm3eDQJFScfbhgoNAo9UxwYOKg0BrIWlKxZGDQO0oXI/CmINAuB6F61GKg0BmZmZmZoSDQJeM3pa1p4NAcoZdAXKwg0C4HoXrUXyDQOF6FK5HzYJArkfhehT4gkAUrkfhetaCQAAAAAAAuIJAcT0K16OegkCamZmZmXGCQMP1KFyPqoJA16NwPQrXgkCjm8QgsPWCQJ5FtvP97YJAexSuR+HEgkDsUbgehcGCQHsUrkfhxIJA4aWbxCDygkAUrkfheqaCQAAAAAAAmIJAmpmZmZnFgkAUrkfhes6CQMQgsHLo+4JAXI/C9SjmgkBxPQrXo8SCQAAAAAAA3oJA1qNwPYr8gkDWo3A9CgaDQJqZmZmZpYJAAAAAAADAgkAAAAAAAKCCQClcj8L1qIJAKVyPwvW2gkAK16NwPWKCQMP1KFyPYoJACtejcD08gkAAAAAAABiCQM3MzMzMwoFArkfhehTQgUD2KFyPwrOBQHsUrkfh7IFAAAAAAAAKgkBxPQrXo/SBQOxRuB6FtYFAcT0K16N0gUA9CtejcHWBQFyPwvUoZIFAH4XrUbhogUAAAAAAAHqBQJFDi2zn14FA9n5qvHTVgUCkcD0K152BQMP1KFyProFAzczMzMxqgUCkcD0K13uBQFyPwvUosIFASOF6FK5pgUCJl24Sg9SBQPlT46Wb1YFAgGq8dJPcgUDxp8ZLt+KBQIpBYOXQ5YFA2KNwPQrogUC6HoXrUe2BQOxRuB6Fp4FAH4XrUbiQgUBmZmZmZsSBQArXo3A93oFAMzMzMzPDgUDatIFOG/OBQBDME/Vv9oFA1aWbxCD/gUDmb4QyegiCQCmJQWDlEoJAR1VVVVUegkB1wMqhRSyCQJ/VMcGDQIJALt9PjZdSgkAwUf9GKGOCQKGOCR7McIJALfvwGXZ+gkDrKFyPwpKCQAVYObTIpYJAZMtaHRO7gkCsrNUxwc+CQMBaHRM844JAv6FFtvP3gkBXggfzRA2DQCOW/GLJJINA6uEz7Ao6g0DVM+wKkE6DQBBaZDvfZoNATfKLJb9+g0BvzYWkKZaDQJTTBjptsoNAxduyVsfOg0BSukkMAuqDQBITPJgnA4RAHlyPwvUdhEC39ShcjzqEQMp46SYxUoRA1cE8Uf9lhECs8/3UeHeEQPsO5on6ioRARkZvy1qjhECA+jdCGbyEQMX3U+OlzYRAbEzwYJ7dhEDJlIqzD+2EQKvIdr6fAIVAaa+5kDQWhUCDl24SgyiFQCfBg3miPIVA3fup8dJThUByPzVeumqFQJELSVMqg4VAw8zMzMyfhUBWLPnFkreFQI38YskvzoVAy78RyujlhUAfo7dlrfuFQF+R7Xw/EoZAfhbZzvcnhkAspeLsw0CGQNfBPFH/WIZARWIQWDlxhkDqiyW/WIaGQFFkO99PmoZA/ce95kKshkCO/GLJL72GQDZ8hl0BzoZAmpmZmZnVhkCxkDSl4u2GQN/7qfHSAYdAAAAAAAAghUAAAAAAAACFQJqZmZmZ7YRAAAAAAAAAhUBcj8L1KBqFQK5H4XoUDIVAmpmZmZn5hEAAAAAAABiFQPYoXI/CNYVAVjm0yHZRhUAUrkfhehyFQGZmZmZmLIVAUrgehevThECkcD0K11mEQGZmZmZmUoRAKVyPwvWmhECkcD0K15GEQAAAAAAAVIRAMzMzMzMfhEAAAAAAAOCDQArXo3A9fIRAMl66SQyahEAyXrpJDJmEQDnfT42XpYRAXI/C9SiYhEAAAAAAAJCEQBCDwMqhu4RAxna+nxrbhEAl2/l+6umEQAQrhxbZ7IRAgmq8dBPwhEC/dJMYhPKEQIfrUbge/IRA2873U+MIhUDVTWIQ2BGFQFc730+NGoVAPQwCK4cghUADn2FXgCaFQElVVVVVKoVAXrx0kxgzhUDaifo3Qj2FQMQi2/l+R4VAYaDTBjpWhUBarY4JHmeFQGJZq2OCc4VAexbZzvd+hUD1ca+5kIuFQCIkTak4mIVAnA102kCohUC8BA/mibyFQAvZzvdTy4VALfvwGXbdhUAbeDBP1O+FQHzPsCtAAYZApZ3vp8YVhkDC91PjpSiGQJ+qqqqqN4ZATqtjggdAhkDNzMzMzECGQLQRyuhtTIZAXI/C9Sg4hkBxPQrXo+qFQFyPwvUovIVAF5TR27JohkDr4TPsCnuGQIr8YskvioZAwT58hl2YhkAcXI/C9aWGQGISg8DKs4ZAnTj78Bm9hkCDe82FpMuGQM+yVscE1oZA8GLJL5bhhkD1415zIfCGQIzgwTxRAYdA8kYoo7cVh0DOslbHBCqHQJvGSzeJP4dAfmzn+6lTh0CNUnH24WSHQKYPn2FXd4dAk4zelrWJh0B8+jdCGZmHQNYXS36xqYdAV62OCR66h0D3x73mQseHQASDwMqh1IdAyaNwPQrph0BddUzwYP2HQKG5kDSlFYhA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2148]}},\"selected\":{\"id\":\"2425\"},\"selection_policy\":{\"id\":\"2426\"}},\"id\":\"2357\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2341\",\"type\":\"PanTool\"},{\"attributes\":{\"dimensions\":\"width\",\"maintain_focus\":false},\"id\":\"2342\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2345\",\"type\":\"RedoTool\"},{\"attributes\":{\"overlay\":{\"id\":\"2348\"}},\"id\":\"2343\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"2344\",\"type\":\"UndoTool\"},{\"attributes\":{},\"id\":\"2346\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"2347\",\"type\":\"SaveTool\"},{\"attributes\":{\"factors\":[\"0\",\"1\"],\"palette\":[\"tomato\",\"lime\"]},\"id\":\"2359\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"args\":{\"axis\":{\"id\":\"2333\"},\"formatter\":{\"id\":\"2362\"},\"source\":{\"id\":\"2357\"}},\"code\":\"\\nthis.labels = this.labels || formatter.doFormat(ticks\\n                                                .map(i => source.data.datetime[i])\\n                                                .filter(t => t !== undefined));\\nreturn this.labels[index] || \\\"\\\";\\n        \"},\"id\":\"2363\",\"type\":\"FuncTickFormatter\"},{\"attributes\":{\"factors\":[\"0\",\"1\"],\"palette\":[\"rgb(178, 27, 0)\",\"rgb(0, 178, 0)\"]},\"id\":\"2361\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"factors\":[\"0\",\"1\"],\"palette\":[\"tomato\",\"lime\"]},\"id\":\"2360\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"days\":[\"%d %b\",\"%a %d\"],\"months\":[\"%m/%Y\",\"%b'%y\"]},\"id\":\"2362\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2348\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":1.3,\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"SMA(C,10)_0_1\"}},\"id\":\"2630\",\"type\":\"Line\"},{\"attributes\":{\"children\":[[{\"id\":\"2365\"},0,0],[{\"id\":\"2497\"},1,0],[{\"id\":\"2325\"},2,0],[{\"id\":\"2546\"},3,0]]},\"id\":\"2747\",\"type\":\"GridBox\"},{\"attributes\":{\"fill_color\":{\"field\":\"returns_positive\",\"transform\":{\"id\":\"2360\"}},\"marker\":{\"value\":\"triangle\"},\"size\":{\"field\":\"marker_size\",\"units\":\"screen\"},\"x\":{\"field\":\"index\"},\"y\":{\"field\":\"returns_long\"}},\"id\":\"2531\",\"type\":\"Scatter\"},{\"attributes\":{\"line_color\":{\"field\":\"returns_positive\",\"transform\":{\"id\":\"2361\"}},\"line_dash\":[2,4],\"line_width\":{\"value\":8},\"xs\":{\"field\":\"position_lines_xs\"},\"ys\":{\"field\":\"position_lines_ys\"}},\"id\":\"2611\",\"type\":\"MultiLine\"},{\"attributes\":{\"source\":{\"id\":\"2588\"}},\"id\":\"2593\",\"type\":\"CDSView\"},{\"attributes\":{\"factors\":[\"0\",\"1\"],\"palette\":[\"rgb(255, 220, 214)\",\"rgb(214, 255, 214)\"]},\"id\":\"2594\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"data_source\":{\"id\":\"2588\"},\"glyph\":{\"id\":\"2590\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2591\"},\"selection_glyph\":null,\"view\":{\"id\":\"2593\"}},\"id\":\"2592\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom\":{\"field\":\"Close\"},\"fill_color\":{\"field\":\"inc\",\"transform\":{\"id\":\"2594\"}},\"line_color\":{\"value\":null},\"top\":{\"field\":\"Open\"},\"width\":{\"field\":\"_width\"},\"x\":{\"field\":\"index\"}},\"id\":\"2596\",\"type\":\"VBar\"},{\"attributes\":{\"source\":{\"id\":\"2588\"}},\"id\":\"2599\",\"type\":\"CDSView\"}],\"root_ids\":[\"2750\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.3\"}};\n",
       "  var render_items = [{\"docid\":\"ca6b1b84-41cb-47ac-ab8a-f6110d1e0eaf\",\"root_ids\":[\"2750\"],\"roots\":{\"2750\":\"d8cf39c1-64c6-4eca-b23d-cc0a0b3e9165\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2750"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from backtesting import Backtest, Strategy\n",
    "from backtesting.lib import crossover,barssince,cross\n",
    "\n",
    "from backtesting.test import SMA, GOOG\n",
    "\n",
    "\n",
    "class SmaCross(Strategy):\n",
    "    def init(self):\n",
    "        price = self.data.Close\n",
    "        print('price : '+str(price))\n",
    "        self.ma1 = self.I(SMA, price, 10)\n",
    "        self.ma2 = self.I(SMA, price, 20)\n",
    "        self.ma3 = self.I(SMA, price, 30)\n",
    "        \n",
    "        print('ma1 : '+str(self.ma1))\n",
    "\n",
    "    def next(self):\n",
    "        if (crossover(self.ma1, self.ma2)):\n",
    "            self.buy()\n",
    "        elif (crossover(self.ma2,self.ma1) ):\n",
    "            self.sell()\n",
    "\n",
    "\n",
    "bt = Backtest(GOOG, SmaCross, commission=.002,\n",
    "              exclusive_orders=True)\n",
    "stats = bt.run()\n",
    "bt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}