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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "source": [ | |
| "# Interactive auto-scaling candlestick plot in Jupyter Notebook with Bokeh" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| " <div class=\"bk-root\">\n", | |
| " <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n", | |
| " <span id=\"053b020b-98c4-4545-a1f6-03ae723008b7\">Loading BokehJS ...</span>\n", | |
| " </div>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/javascript": [ | |
| "\n", | |
| "(function(root) {\n", | |
| " function now() {\n", | |
| " return new Date();\n", | |
| " }\n", | |
| "\n", | |
| " var force = true;\n", | |
| "\n", | |
| " if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n", | |
| " root._bokeh_onload_callbacks = [];\n", | |
| " root._bokeh_is_loading = undefined;\n", | |
| " }\n", | |
| "\n", | |
| " var JS_MIME_TYPE = 'application/javascript';\n", | |
| " var HTML_MIME_TYPE = 'text/html';\n", | |
| " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", | |
| " var CLASS_NAME = 'output_bokeh rendered_html';\n", | |
| "\n", | |
| " /**\n", | |
| " * Render data to the DOM node\n", | |
| " */\n", | |
| " function render(props, node) {\n", | |
| " var script = document.createElement(\"script\");\n", | |
| " node.appendChild(script);\n", | |
| " }\n", | |
| "\n", | |
| " /**\n", | |
| " * Handle when an output is cleared or removed\n", | |
| " */\n", | |
| " function handleClearOutput(event, handle) {\n", | |
| " var cell = handle.cell;\n", | |
| "\n", | |
| " var id = cell.output_area._bokeh_element_id;\n", | |
| " var server_id = cell.output_area._bokeh_server_id;\n", | |
| " // Clean up Bokeh references\n", | |
| " if (id !== undefined) {\n", | |
| " Bokeh.index[id].model.document.clear();\n", | |
| " delete Bokeh.index[id];\n", | |
| " }\n", | |
| "\n", | |
| " if (server_id !== undefined) {\n", | |
| " // Clean up Bokeh references\n", | |
| " var cmd = \"from bokeh.io import _state; print(_state.uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", | |
| " cell.notebook.kernel.execute(cmd, {\n", | |
| " iopub: {\n", | |
| " output: function(msg) {\n", | |
| " var element_id = msg.content.text.trim();\n", | |
| " Bokeh.index[element_id].model.document.clear();\n", | |
| " delete Bokeh.index[element_id];\n", | |
| " }\n", | |
| " }\n", | |
| " });\n", | |
| " // Destroy server and session\n", | |
| " var cmd = \"from bokeh import io; io._destroy_server('\" + server_id + \"')\";\n", | |
| " cell.notebook.kernel.execute(cmd);\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| " /**\n", | |
| " * Handle when a new output is added\n", | |
| " */\n", | |
| " function handleAddOutput(event, handle) {\n", | |
| " var output_area = handle.output_area;\n", | |
| " var output = handle.output;\n", | |
| "\n", | |
| " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", | |
| " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", | |
| " return\n", | |
| " }\n", | |
| "\n", | |
| " var toinsert = output_area.element.find(`.${CLASS_NAME.split(' ')[0]}`);\n", | |
| "\n", | |
| " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", | |
| " toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];\n", | |
| " // store reference to embed id on output_area\n", | |
| " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", | |
| " }\n", | |
| " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", | |
| " var bk_div = document.createElement(\"div\");\n", | |
| " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", | |
| " var script_attrs = bk_div.children[0].attributes;\n", | |
| " for (var i = 0; i < script_attrs.length; i++) {\n", | |
| " toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", | |
| " }\n", | |
| " // store reference to server id on output_area\n", | |
| " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| " function register_renderer(events, OutputArea) {\n", | |
| "\n", | |
| " function append_mime(data, metadata, element) {\n", | |
| " // create a DOM node to render to\n", | |
| " var toinsert = this.create_output_subarea(\n", | |
| " metadata,\n", | |
| " CLASS_NAME,\n", | |
| " EXEC_MIME_TYPE\n", | |
| " );\n", | |
| " this.keyboard_manager.register_events(toinsert);\n", | |
| " // Render to node\n", | |
| " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", | |
| " render(props, toinsert[0]);\n", | |
| " element.append(toinsert);\n", | |
| " return toinsert\n", | |
| " }\n", | |
| "\n", | |
| " /* Handle when an output is cleared or removed */\n", | |
| " events.on('clear_output.CodeCell', handleClearOutput);\n", | |
| " events.on('delete.Cell', handleClearOutput);\n", | |
| "\n", | |
| " /* Handle when a new output is added */\n", | |
| " events.on('output_added.OutputArea', handleAddOutput);\n", | |
| "\n", | |
| " /**\n", | |
| " * Register the mime type and append_mime function with output_area\n", | |
| " */\n", | |
| " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", | |
| " /* Is output safe? */\n", | |
| " safe: true,\n", | |
| " /* Index of renderer in `output_area.display_order` */\n", | |
| " index: 0\n", | |
| " });\n", | |
| " }\n", | |
| "\n", | |
| " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", | |
| " if (root.Jupyter !== undefined) {\n", | |
| " var events = require('base/js/events');\n", | |
| " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", | |
| "\n", | |
| " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", | |
| " register_renderer(events, OutputArea);\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| " \n", | |
| " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", | |
| " root._bokeh_timeout = Date.now() + 5000;\n", | |
| " root._bokeh_failed_load = false;\n", | |
| " }\n", | |
| "\n", | |
| " var NB_LOAD_WARNING = {'data': {'text/html':\n", | |
| " \"<div style='background-color: #fdd'>\\n\"+\n", | |
| " \"<p>\\n\"+\n", | |
| " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", | |
| " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", | |
| " \"</p>\\n\"+\n", | |
| " \"<ul>\\n\"+\n", | |
| " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", | |
| " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", | |
| " \"</ul>\\n\"+\n", | |
| " \"<code>\\n\"+\n", | |
| " \"from bokeh.resources import INLINE\\n\"+\n", | |
| " \"output_notebook(resources=INLINE)\\n\"+\n", | |
| " \"</code>\\n\"+\n", | |
| " \"</div>\"}};\n", | |
| "\n", | |
| " function display_loaded() {\n", | |
| " var el = document.getElementById(\"053b020b-98c4-4545-a1f6-03ae723008b7\");\n", | |
| " if (el != null) {\n", | |
| " el.textContent = \"BokehJS is loading...\";\n", | |
| " }\n", | |
| " if (root.Bokeh !== undefined) {\n", | |
| " if (el != null) {\n", | |
| " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", | |
| " }\n", | |
| " } else if (Date.now() < root._bokeh_timeout) {\n", | |
| " setTimeout(display_loaded, 100)\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| "\n", | |
| " function run_callbacks() {\n", | |
| " try {\n", | |
| " root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
| " }\n", | |
| " finally {\n", | |
| " delete root._bokeh_onload_callbacks\n", | |
| " }\n", | |
| " console.info(\"Bokeh: all callbacks have finished\");\n", | |
| " }\n", | |
| "\n", | |
| " function load_libs(js_urls, callback) {\n", | |
| " root._bokeh_onload_callbacks.push(callback);\n", | |
| " if (root._bokeh_is_loading > 0) {\n", | |
| " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
| " return null;\n", | |
| " }\n", | |
| " if (js_urls == null || js_urls.length === 0) {\n", | |
| " run_callbacks();\n", | |
| " return null;\n", | |
| " }\n", | |
| " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
| " root._bokeh_is_loading = js_urls.length;\n", | |
| " for (var i = 0; i < js_urls.length; i++) {\n", | |
| " var url = js_urls[i];\n", | |
| " var s = document.createElement('script');\n", | |
| " s.src = url;\n", | |
| " s.async = false;\n", | |
| " s.onreadystatechange = s.onload = function() {\n", | |
| " root._bokeh_is_loading--;\n", | |
| " if (root._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
| " run_callbacks()\n", | |
| " }\n", | |
| " };\n", | |
| " s.onerror = function() {\n", | |
| " console.warn(\"failed to load library \" + url);\n", | |
| " };\n", | |
| " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", | |
| " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
| " }\n", | |
| " };var element = document.getElementById(\"053b020b-98c4-4545-a1f6-03ae723008b7\");\n", | |
| " if (element == null) {\n", | |
| " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '053b020b-98c4-4545-a1f6-03ae723008b7' but no matching script tag was found. \")\n", | |
| " return false;\n", | |
| " }\n", | |
| "\n", | |
| " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.9.min.js\"];\n", | |
| "\n", | |
| " var inline_js = [\n", | |
| " function(Bokeh) {\n", | |
| " Bokeh.set_log_level(\"info\");\n", | |
| " },\n", | |
| " \n", | |
| " function(Bokeh) {\n", | |
| " \n", | |
| " },\n", | |
| " function(Bokeh) {\n", | |
| " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.css\");\n", | |
| " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.css\");\n", | |
| " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.css\");\n", | |
| " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.css\");\n", | |
| " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.css\");\n", | |
| " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.css\");\n", | |
| " }\n", | |
| " ];\n", | |
| "\n", | |
| " function run_inline_js() {\n", | |
| " \n", | |
| " if ((root.Bokeh !== undefined) || (force === true)) {\n", | |
| " for (var i = 0; i < inline_js.length; i++) {\n", | |
| " inline_js[i].call(root, root.Bokeh);\n", | |
| " }if (force === true) {\n", | |
| " display_loaded();\n", | |
| " }} else if (Date.now() < root._bokeh_timeout) {\n", | |
| " setTimeout(run_inline_js, 100);\n", | |
| " } else if (!root._bokeh_failed_load) {\n", | |
| " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", | |
| " root._bokeh_failed_load = true;\n", | |
| " } else if (force !== true) {\n", | |
| " var cell = $(document.getElementById(\"053b020b-98c4-4545-a1f6-03ae723008b7\")).parents('.cell').data().cell;\n", | |
| " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", | |
| " }\n", | |
| "\n", | |
| " }\n", | |
| "\n", | |
| " if (root._bokeh_is_loading === 0) {\n", | |
| " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
| " run_inline_js();\n", | |
| " } else {\n", | |
| " load_libs(js_urls, function() {\n", | |
| " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
| " run_inline_js();\n", | |
| " });\n", | |
| " }\n", | |
| "}(window));" | |
| ], | |
| "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"<div style='background-color: #fdd'>\\n\"+\n \"<p>\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"</p>\\n\"+\n \"<ul>\\n\"+\n \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n \"<li>use INLINE resources instead, as so:</li>\\n\"+\n \"</ul>\\n\"+\n \"<code>\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"</code>\\n\"+\n \"</div>\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"053b020b-98c4-4545-a1f6-03ae723008b7\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = js_urls.length;\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var s = document.createElement('script');\n s.src = url;\n s.async = false;\n s.onreadystatechange = s.onload = function() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: all BokehJS libraries loaded\");\n run_callbacks()\n }\n };\n s.onerror = function() {\n console.warn(\"failed to load library \" + url);\n };\n console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.getElementsByTagName(\"head\")[0].appendChild(s);\n }\n };var element = document.getElementById(\"053b020b-98c4-4545-a1f6-03ae723008b7\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid '053b020b-98c4-4545-a1f6-03ae723008b7' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.9.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.9.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.9.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.9.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"053b020b-98c4-4545-a1f6-03ae723008b7\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(js_urls, function() {\n console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from bokeh.io import output_notebook, show\n", | |
| "from bokeh.plotting import figure\n", | |
| "from bokeh.models import CustomJS, ColumnDataSource\n", | |
| "\n", | |
| "output_notebook()\n", | |
| "\n", | |
| "from functools import partial\n", | |
| "\n", | |
| "# Set some figure defaults\n", | |
| "figure = partial(figure,\n", | |
| " plot_width=800,\n", | |
| " plot_height=500,\n", | |
| " responsive=False,\n", | |
| " tools=\"pan,wheel_zoom,box_zoom,undo,redo,reset,crosshair,save\",\n", | |
| " active_drag='pan',\n", | |
| " active_scroll='wheel_zoom')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def candlestick_plot(df):\n", | |
| " fig = figure(x_axis_type='datetime')\n", | |
| " \n", | |
| " inc = df.Close > df.Open\n", | |
| " dec = ~inc\n", | |
| " width_ms = dict(day=86400,\n", | |
| " hour=3600,\n", | |
| " minute=60,\n", | |
| " second=1)[df.index.resolution] * 1000 * .85\n", | |
| " \n", | |
| " fig.segment(df.index, df.High, df.index, df.Low, color=\"black\")\n", | |
| " fig.vbar(df.index[inc], width_ms, df.Open[inc], df.Close[inc], fill_color=\"lime\", line_color=\"black\")\n", | |
| " fig.vbar(df.index[dec], width_ms, df.Open[dec], df.Close[dec], fill_color=\"tomato\", line_color=\"black\")\n", | |
| " \n", | |
| " source = ColumnDataSource(dict(index=df.index, x=df.Close))\n", | |
| " fig.x_range.callback = CustomJS(args=dict(y_range=fig.y_range, source=source), code='''\n", | |
| " clearTimeout(window._autoscale_timeout);\n", | |
| " \n", | |
| " var index = source.data.index,\n", | |
| " x = source.data.x,\n", | |
| " start = cb_obj.start,\n", | |
| " end = cb_obj.end,\n", | |
| " min = 1e10,\n", | |
| " max = -1;\n", | |
| " \n", | |
| " for (var i=0; i < index.length; ++i) {\n", | |
| " if (start <= index[i] && index[i] <= end) {\n", | |
| " max = Math.max(x[i], max);\n", | |
| " min = Math.min(x[i], min);\n", | |
| " }\n", | |
| " }\n", | |
| " var pad = (max - min) * .05;\n", | |
| " \n", | |
| " window._autoscale_timeout = setTimeout(function() {\n", | |
| " y_range.start = min - pad;\n", | |
| " y_range.end = max + pad;\n", | |
| " }, 50);\n", | |
| " ''')\n", | |
| " show(fig)" | |
| ] | |
| }, | |
| { | |
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| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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| "<div>\n", | |
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| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Open</th>\n", | |
| " <th>High</th>\n", | |
| " <th>Low</th>\n", | |
| " <th>Close</th>\n", | |
| " <th>Volume</th>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>Date</th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
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| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>2016-09-21</th>\n", | |
| " <td>772.66</td>\n", | |
| " <td>777.16</td>\n", | |
| " <td>768.30</td>\n", | |
| " <td>776.22</td>\n", | |
| " <td>1167810</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2016-09-22</th>\n", | |
| " <td>780.00</td>\n", | |
| " <td>789.85</td>\n", | |
| " <td>778.44</td>\n", | |
| " <td>787.21</td>\n", | |
| " <td>1486223</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2016-09-23</th>\n", | |
| " <td>786.59</td>\n", | |
| " <td>788.93</td>\n", | |
| " <td>784.15</td>\n", | |
| " <td>786.90</td>\n", | |
| " <td>1411937</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2016-09-26</th>\n", | |
| " <td>782.74</td>\n", | |
| " <td>782.74</td>\n", | |
| " <td>773.07</td>\n", | |
| " <td>774.21</td>\n", | |
| " <td>1533206</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2016-09-27</th>\n", | |
| " <td>775.50</td>\n", | |
| " <td>785.99</td>\n", | |
| " <td>774.31</td>\n", | |
| " <td>783.01</td>\n", | |
| " <td>1153247</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Open High Low Close Volume\n", | |
| "Date \n", | |
| "2016-09-21 772.66 777.16 768.30 776.22 1167810\n", | |
| "2016-09-22 780.00 789.85 778.44 787.21 1486223\n", | |
| "2016-09-23 786.59 788.93 784.15 786.90 1411937\n", | |
| "2016-09-26 782.74 782.74 773.07 774.21 1533206\n", | |
| "2016-09-27 775.50 785.99 774.31 783.01 1153247" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "import pandas_datareader.data as web\n", | |
| "\n", | |
| "GOOG = web.DataReader('GOOG', 'google', '2015', '2018')\n", | |
| "GOOG.head()" | |
| ] | |
| }, | |
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| "\n", | |
| " root.Bokeh.embed.embed_items(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", | |
| " embed_document(root);\n", | |
| " clearInterval(timer);\n", | |
| " }\n", | |
| " attempts++;\n", | |
| " if (attempts > 100) {\n", | |
| " console.log(\"Bokeh: ERROR: Unable to embed document because BokehJS library is missing\")\n", | |
| " clearInterval(timer);\n", | |
| " }\n", | |
| " }, 10, root)\n", | |
| " }\n", | |
| "})(window);" | |
| ], | |
| "application/vnd.bokehjs_exec.v0+json": "" | |
| }, | |
| "metadata": { | |
| "application/vnd.bokehjs_exec.v0+json": { | |
| "id": "41075cfb-be15-4e18-aeb4-7e1b2e1bdfb3" | |
| } | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "candlestick_plot(GOOG)" | |
| ] | |
| } | |
| ], | |
| "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": "3.5.3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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This is excatly what I am looking for.
Thanks a lot.