티스토리 뷰

bokeh

[bokeh] 내보내기(Exporting)

J3SUNG 2020. 10. 5. 15:00
from bokeh.sampledata.stocks import AAPL, IBM, MSFT, GOOG
from bokeh.palettes import Spectral4

p = figure(plot_width=800, plot_height=250, x_axis_type="datetime")

for data, name, color in zip([AAPL, IBM, MSFT, GOOG], ["AAPL", "IBM", "MSFT", "GOOG"], Spectral4):
  datetime = np.asarray(data['date'], dtype=np.datetime64)
  value = np.asarray(data['close'])
  p.line(datetime, value, line_width=1, color=color, alpha=0.8, legend_label=name)

p.legend.location="top_left"
p.legend.click_policy="hide"

show(p)

 

from bokeh.io import output_file, show

output_file("stocks.html")
show(p)

 

!ls

 

!cat stocks.html




<!DOCTYPE html>
<html lang="en">
  
  <head>
    
      <meta charset="utf-8">
      <title>Bokeh Plot</title>
      
      
        
          
        
        
          
        <script type="text/javascript" src="https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js" integrity="sha384-kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12" crossorigin="anonymous"></script>
        <script type="text/javascript">
            Bokeh.set_log_level("info");
        </script>
        
      
      
    
  </head>
  
  
  <body>
    
      
        
          
          
            
              <div class="bk-root" id="4b433746-c29d-4e19-a38f-6da50689e22e" data-root-id="588364"></div>
            
          
        
      
      
        <script type="application/json" id="592958">
          {"76748fc8-ec9c-49b8-a4c1-25259ca32cf6":{"roots":{"references":[{"attributes":{"below":[{"id":"588373"}],"center":[{"id":"588376"},{"id":"588380"},{"id":"588421"}],"left":[{"id":"588377"}],"plot_height":250,"plot_width":800,"renderers":[{"id":"588398"},{"id":"588426"},{"id":"588455"},{"id":"588486"}],"title":{"id":"588401"},"toolbar":{"id":"588388"},"x_range":{"id":"588365"},"x_scale":{"id":"588369"},"y_range":{"id":"588367"},"y_scale":{"id":"588371"}},"id":"588364","subtype":"Figure","type":"Plot"},{"attributes":{"axis":{"id":"588373"},"ticker":null},"id":"588376","type":"Grid"},{"attributes":{},"id":"588402","type":"DatetimeTickFormatter"},{"attributes":{},"id":"588369","type":"LinearScale"},{"attributes":{"formatter":{"id":"588402"},"ticker":{"id":"588374"}},"id":"588373","type":"DatetimeAxis"},{"attributes":{},"id":"588419","type":"UnionRenderers"},{"attributes":{"months":[0,1,2,3,4,5,6,7,8,9,10,11]},"id":"588413","type":"MonthsTicker"},{"attributes":{"data":{"x":{"__ndarray__":"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","dtype":"float64","order":"little","shape":[3270]},"y":{"__ndarray__":"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","dtype":"float64","order":"little","shape":[3270]}},"selected":{"id":"588450"},"selection_policy":{"id":"588449"}},"id":"588423","type":"ColumnDataSource"},{"attributes":{"data":{"x":{"__ndarray__":"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","dtype":"float64","order":"little","shape":[3270]},"y":{"__ndarray__":"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","dtype":"float64","order":"little","shape":[3270]}},"selected":{"id":"588420"},"selection_policy":{"id":"588419"}},"id":"588395","type":"ColumnDataSource"},{"attributes":{"source":{"id":"588452"}},"id":"588456","type":"CDSView"},{"attributes":{},"id":"588378","type":"BasicTicker"},{"attributes":{},"id":"588365","type":"DataRange1d"},{"attributes":{},"id":"588420","type":"Selection"},{"attributes":{"overlay":{"id":"588387"}},"id":"588383","type":"BoxZoomTool"},{"attributes":{},"id":"588384","type":"SaveTool"},{"attributes":{},"id":"588371","type":"LinearScale"},{"attributes":{"label":{"value":"AAPL"},"renderers":[{"id":"588398"}]},"id":"588422","type":"LegendItem"},{"attributes":{"label":{"value":"IBM"},"renderers":[{"id":"588426"}]},"id":"588451","type":"LegendItem"},{"attributes":{},"id":"588385","type":"ResetTool"},{"attributes":{"label":{"value":"GOOG"},"renderers":[{"id":"588486"}]},"id":"588515","type":"LegendItem"},{"attributes":{"click_policy":"hide","items":[{"id":"588422"},{"id":"588451"},{"id":"588482"},{"id":"588515"}],"location":"top_left"},"id":"588421","type":"Legend"},{"attributes":{"line_alpha":0.8,"line_color":"#abdda4","x":{"field":"x"},"y":{"field":"y"}},"id":"588424","type":"Line"},{"attributes":{"data_source":{"id":"588483"},"glyph":{"id":"588484"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"588485"},"selection_glyph":null,"view":{"id":"588487"}},"id":"588486","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":"588387","type":"BoxAnnotation"},{"attributes":{"axis":{"id":"588377"},"dimension":1,"ticker":null},"id":"588380","type":"Grid"},{"attributes":{},"id":"588480","type":"UnionRenderers"},{"attributes":{"data_source":{"id":"588423"},"glyph":{"id":"588424"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"588425"},"selection_glyph":null,"view":{"id":"588427"}},"id":"588426","type":"GlyphRenderer"},{"attributes":{},"id":"588450","type":"Selection"},{"attributes":{"months":[0,6]},"id":"588416","type":"MonthsTicker"},{"attributes":{},"id":"588381","type":"PanTool"},{"attributes":{"months":[0,4,8]},"id":"588415","type":"MonthsTicker"},{"attributes":{},"id":"588367","type":"DataRange1d"},{"attributes":{},"id":"588417","type":"YearsTicker"},{"attributes":{"days":[1,8,15,22]},"id":"588411","type":"DaysTicker"},{"attributes":{},"id":"588382","type":"WheelZoomTool"},{"attributes":{"line_alpha":0.8,"line_color":"#fdae61","x":{"field":"x"},"y":{"field":"y"}},"id":"588453","type":"Line"},{"attributes":{"data":{"x":{"__ndarray__":"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","dtype":"float64","order":"little","shape":[3270]},"y":{"__ndarray__":"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","dtype":"float64","order":"little","shape":[3270]}},"selected":{"id":"588481"},"selection_policy":{"id":"588480"}},"id":"588452","type":"ColumnDataSource"},{"attributes":{"label":{"value":"MSFT"},"renderers":[{"id":"588455"}]},"id":"588482","type":"LegendItem"},{"attributes":{},"id":"588481","type":"Selection"},{"attributes":{"num_minor_ticks":5,"tickers":[{"id":"588406"},{"id":"588407"},{"id":"588408"},{"id":"588409"},{"id":"588410"},{"id":"588411"},{"id":"588412"},{"id":"588413"},{"id":"588414"},{"id":"588415"},{"id":"588416"},{"id":"588417"}]},"id":"588374","type":"DatetimeTicker"},{"attributes":{"source":{"id":"588395"}},"id":"588399","type":"CDSView"},{"attributes":{"mantissas":[1,2,5],"max_interval":500.0,"num_minor_ticks":0},"id":"588406","type":"AdaptiveTicker"},{"attributes":{"data":{"x":{"__ndarray__":"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","dtype":"float64","order":"little","shape":[2148]},"y":{"__ndarray__":"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","dtype":"float64","order":"little","shape":[2148]}},"selected":{"id":"588514"},"selection_policy":{"id":"588513"}},"id":"588483","type":"ColumnDataSource"},{"attributes":{},"id":"588513","type":"UnionRenderers"},{"attributes":{"data_source":{"id":"588452"},"glyph":{"id":"588453"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"588454"},"selection_glyph":null,"view":{"id":"588456"}},"id":"588455","type":"GlyphRenderer"},{"attributes":{"line_alpha":0.8,"line_color":"#2b83ba","x":{"field":"x"},"y":{"field":"y"}},"id":"588396","type":"Line"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"588381"},{"id":"588382"},{"id":"588383"},{"id":"588384"},{"id":"588385"},{"id":"588386"}]},"id":"588388","type":"Toolbar"},{"attributes":{"line_alpha":0.1,"line_color":"#fdae61","x":{"field":"x"},"y":{"field":"y"}},"id":"588454","type":"Line"},{"attributes":{"base":24,"mantissas":[1,2,4,6,8,12],"max_interval":43200000.0,"min_interval":3600000.0,"num_minor_ticks":0},"id":"588408","type":"AdaptiveTicker"},{"attributes":{"line_alpha":0.8,"line_color":"#d7191c","x":{"field":"x"},"y":{"field":"y"}},"id":"588484","type":"Line"},{"attributes":{"base":60,"mantissas":[1,2,5,10,15,20,30],"max_interval":1800000.0,"min_interval":1000.0,"num_minor_ticks":0},"id":"588407","type":"AdaptiveTicker"},{"attributes":{"source":{"id":"588483"}},"id":"588487","type":"CDSView"},{"attributes":{"line_alpha":0.1,"line_color":"#d7191c","x":{"field":"x"},"y":{"field":"y"}},"id":"588485","type":"Line"},{"attributes":{},"id":"588404","type":"BasicTickFormatter"},{"attributes":{"formatter":{"id":"588404"},"ticker":{"id":"588378"}},"id":"588377","type":"LinearAxis"},{"attributes":{"days":[1,15]},"id":"588412","type":"DaysTicker"},{"attributes":{"text":""},"id":"588401","type":"Title"},{"attributes":{"line_alpha":0.1,"line_color":"#2b83ba","x":{"field":"x"},"y":{"field":"y"}},"id":"588397","type":"Line"},{"attributes":{"days":[1,4,7,10,13,16,19,22,25,28]},"id":"588410","type":"DaysTicker"},{"attributes":{"data_source":{"id":"588395"},"glyph":{"id":"588396"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"588397"},"selection_glyph":null,"view":{"id":"588399"}},"id":"588398","type":"GlyphRenderer"},{"attributes":{},"id":"588514","type":"Selection"},{"attributes":{},"id":"588386","type":"HelpTool"},{"attributes":{"months":[0,2,4,6,8,10]},"id":"588414","type":"MonthsTicker"},{"attributes":{},"id":"588449","type":"UnionRenderers"},{"attributes":{"days":[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]},"id":"588409","type":"DaysTicker"},{"attributes":{"source":{"id":"588423"}},"id":"588427","type":"CDSView"},{"attributes":{"line_alpha":0.1,"line_color":"#abdda4","x":{"field":"x"},"y":{"field":"y"}},"id":"588425","type":"Line"}],"root_ids":["588364"]},"title":"Bokeh Application","version":"2.1.1"}}
        </script>
        <script type="text/javascript">
          (function() {
            var fn = function() {
              Bokeh.safely(function() {
                (function(root) {
                  function embed_document(root) {
                    
                  var docs_json = document.getElementById('592958').textContent;
                  var render_items = [{"docid":"76748fc8-ec9c-49b8-a4c1-25259ca32cf6","root_ids":["588364"],"roots":{"588364":"4b433746-c29d-4e19-a38f-6da50689e22e"}}];
                  root.Bokeh.embed.embed_items(docs_json, render_items);
                
                  }
                  if (root.Bokeh !== undefined) {
                    embed_document(root);
                  } else {
                    var attempts = 0;
                    var timer = setInterval(function(root) {
                      if (root.Bokeh !== undefined) {
                        clearInterval(timer);
                        embed_document(root);
                      } else {
                        attempts++;
                        if (attempts > 100) {
                          clearInterval(timer);
                          console.log("Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing");
                        }
                      }
                    }, 10, root)
                  }
                })(window);
              });
            };
            if (document.readyState != "loading") fn();
            else document.addEventListener("DOMContentLoaded", fn);
          })();
        </script>
    
  </body>
  
</html>
728x90
댓글
댓글쓰기 폼
공지사항