{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md \n" } }, "source": [ "## Examples - plot_lines()" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1342, 4)\n" ] } ], "source": [ "from am4894pd.utils import df_dummy_ts # used to generate some dummy data\n", "from am4894plots.plots import plot_lines, plot_lines_grid\n", "from am4894plots.lines.bokeh import plot_lines as plot_lines_bokeh\n", "from am4894plots.lines.bokeh import plot_lines_grid as plot_lines_grid_bk\n", "\n", "# generate some dummy time series data\n", "df = df_dummy_ts(n_cols=4, freq='1min')\n", "print(df.shape)\n", "#display(df.head())" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot each time series on single plot as a line\n", "plot_lines(df, renderer='notebook', h=400, w=500)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# or if you want to plot lines on a grid\n", "plot_lines_grid(df, renderer='notebook', h=400, w=500)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "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 != null && id in Bokeh.index) {\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.state import curstate; print(curstate().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 id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.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[toinsert.length - 1].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[toinsert.length - 1].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[toinsert.length - 1]);\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? 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\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1136\");\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) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"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.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"1136\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1136' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\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(\"1136\")).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.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1136\");\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) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"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.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1136\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1136' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\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(\"1136\")).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.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float64\",\"shape\":[1342]},\"col1\":{\"__ndarray__\":\"JJF60HnFsD/GvgVrj+ytPxQxpDhjb6c/tHGAS3xXpD+KDdG/jfOFP9ewl/Pjs4k/Sz344I0Okb9jIwCzKcWTv1h/4Aibn6G/U4NCGZjSmL/AxsNMuRqev/vQMvfPyJa//OXD7VQZnb8KRPQOu/uzv9sYMX3cELW/iJp60K1auL+ZWHSRcqGwv4U5SroN2qa/tMt+DlcJm78MQFX9Y3Ojv/vRJBwOcau/FLPBsT1Mnr8979sBUtyWvzOzFtRbs+a+uguQE6lKoD+F61ioEqyhP5eqsQ/O86I/CN2ESJOInj94JgfxUkeXv1d2i0QaBJm/3TEh8uHtmr+lLl6bmtCfvw4HaPBzV5S/2IDI3qxZpr89zHJCwCinv0gMJWuvlae/INP+VIETqb/UCCntBIapv8TROTBiXaa/8fOB+H6zob/XVJZ7mN+kvySZJ1ZkYaq/mLILbt8koL+FbqYX7Zidv5Eyvz0FlJq/qFbh1Ov6nb/2Xm1NQSShvy7yIkZE9Kq/kRLBTG9ssr9f8HhsaI61vxuYcWcrHbi/e/+FY7bBuL9zX5ZFT8S2v7g5PfSxqbO/FZOn+Yx6tL8atk+R64erv0xJixm657C/VrkVqUijqb9WhW3Q3ciwv432yQfa1bK/3MZRnaygrL8hPmKHnYatv7Zm1Jetjq+/cmz3Z9o3sL9xnY1kYoavvzhRpC64v6y/t2CSrUq1rb82SRliDmmuv+a7wZ9sR6i/9pRPtWCwoL8O2bZlPmalv5NspBpImay/imB2ZrXdr7/sNG1qGiivvw0OZVCvn7C/FkjBr0ues78pr+84CpO2vy+aLUqHDbi/tyQn2gcLtL9XuU39cqu3v04YYWp6c7e/sz+eod4Asb9XcMIkqnOov5a/K7UFe7C/AKKhPJ8BqL+hhkwGCSyxv3z7LsVbX7C/grNiTvTWs7/6M1rVmNuyvxoWlvySILy/bX3xRIP6u7/KwSnRaoe7v602jjEvtr+/KiykJexNub8Nqay1nHC9vy3L6ODUHr6/10c96fHQu78JoLxchEW3vxzRGpkG/bi/n3fort7ws79/F6h6O4Kvv+yx8apTAKu/yECImDhMp7+NhTxj9dqXv91T4qfuV4u/4V09kr0nar/cVuEc6+SWv0gE13e+MZS/w6FDhsbAeb9Twr0OheiJv3tBO/m3JlA/iLV/me9biz+xcwZ9V3CEP5vtkrmqWps/9e9ds7pDgT/N2DbiG4GgP0HgIi7Fv5c/w7dOdJhIWD8PO/RDSpSUv4B27QPOnYS/9qx+DQq3NT+uC8iYbeQyP4bEtcZhApW/lBC8/04Yrb/30/vJ6Qyzv4hF5nL5ZrK/JBeW46Bxr7+KOgUuwmyuvy85BwTcZam/9XYvTmgHsL9kO36kpX2nv0X/BKclV5G/oOsf/GFrjb8G6lbiP1mEvyQs5XhPL1M/oC0fVUUsg78p4j3cnEaFP0jq0TJE2pM/zf2IwokMjz/BKObRmtqTP9R689dNwoE/BulkiMsYlD949Bix93mLP/qPebp3HaA/ptRBEdEtnj/72s+FZqyePzLzPGzrTqQ/MUKNlK8Oqj/PjuHug+6sP+pM/oI806g/AWb7DX/ktT+0O7HhWii4P/PVBfdMP7g/3+d1cbjOrT+G8YSEhzCjP2OlF97gCYw/RW/hFrkYlz9/2TS9dzqRP9StQD0WNIA/rgRjXE8Tlj/P4OTmfCSeP9MWChkx15U/LBGjO+KPmz8UXG+OTGWjP9hC3uknMpQ/zWLzZUTWez8y/o9Fy9KHv41g7IGWeIW/luFuZ1w8iL9pzq9u7JiWvxGEesvb0I+/z7QWaQM8bL/2H6u3UrGDv5dtShiwlqO/be8x+HV5o7+ty9+vhgqnv98QN0cx9ZS/7WDi4/PChD9ycecH9RGOP025pky5Yo4/CLE5Nhdidj9Ixnpuh/hoP1omniKrX34/iBElU+cjjT/hPi9EePqWv67JOdqP3JW/OJ6aml47m79YdiI8rAyXvy4FyNPsB6K/XP4jmaL8g79IBWWvKJ5kP708tO/Kvo8/6XQeCoAEqT+Y4dPgymOhP2WdGlQcjZ8/gO7Zj9K9pj/7UUQT2F+nP0/VOhrRt5o/ANHCX/h8nD8fJhgioBFWv/trwqzr15W/mxQzS6MBi7+mxtdcLHCGvwPAchZW/Yq/DYXNnYCgZz8x4s1mOxZ5P1zDl4tmSo4/u4TS7rfEmT9kTETIpIqSP+oHZ8ISloI/fZdYZDopgr9RbSIgSJyZv6xxChjcK4u/c2XxXWwnkr8F8zdYYU2IP7iJP+5PCYk/PfcMCuUtaz/oaEZBZ06QP7NZtCdQZZs/i4BUX8rMoj+60TBVqqugPzNcg4QwGXk/w0HWbjY9lT+OR/mWcBCNPyRzM8qHU5I/bPfoudZEoj8Jlu6fM5yRP/o2o5yM0II//O2dmEg5lj9CSQCANrqQP891ZmN+JHA/7T3ztYYtdr/0/n3Hy+uBv6gtJ5n1l3U/5SruB0Onbr9aSYC/DYWAP4Oq3JVbMYC/+Pk9W+5Yob9tKr1RM6qlv3bdiQ4BBKe/Ssrxs/shm7+u6AMIlpyjv4UnB88LlqO/tE+OioLSqb/BLyI6IMqgvy/RiIwEmJy/v6ZQfCuzor968TAn6O6Yv8gASYj2xHu/40FgicM9hD+NphBkdoaNvyhnqhfGr4+/uLDRFxCaoL9FwFxg27SCv1RGGl1DuJQ/8Z049jPrlD/TqRenuo+cP5i7xYDGMKg/8Jug1Kv8sT+K3JL0aVGxPzGE++fL06w/pmiS15Uhqz8qzAzrI/ymPwmErIrpZJ4/jc9xyyjgqD+928FZSvGzP5OOCPua4bk/gOAOdbPFsz+9WhiKXqWyPzRu7ZZ7na4/AJQHu+87rT+cqg2OhpmvP5SfMZEdwrE/w6Da5bbUtz8Iu20J0ku5P+rQp4F3fLw/xkouCAODuD9fhHBbZYq1PzZc+CPl4rM/D+vBxesftz971Fi3leG3P24o/DF/8rU/BDoHIGostj909MTTQ/O2PyPC3giFr7Y/e6yEpeczuj+lGYCy/c65P+YRB8Ogb7o/9rthkdxiuD8ig4HGR0GyP2Jll4Z0BbE/1IqxgUqZpj/GJiCfd2qbP2btAZi4Dp4/D2UhbEMhqz/0M4NjWPaiP/jr+kIw/4k/DajS7NExkz/JH5LD67WmP2jp6JzybbM/IQFgmdZzuz8fY7qQfOa0P7WRzR+NP7E/e7aezI+LqT/UkeGdnpiUP2A6sSYJFpI/ttoPETe9qT+I+h6tlgakP8Z6FYsJqKU/zwH4uLd7rz+ugLvunYG0P7jPuB7NA7I/yrkCNbK0sT8a815vDluzP1flCDUNNrQ/TzrocjmqqT/Ah3+BBvurP5dwA50Hh6s/l7CV7uzIqT/kv27I2pOmP5HLeXYBtq4/u75hsl6KtT8di0QL23O1PxTE1pPCGro/D79vkyeWuT89238JKCSzPyNDWhGpX7U/SKkogKeytD/axJ3kUEayP5jKekDVGLw/hkh8c3Uzuj+Ae4bt+fK0P2TMseUxDrc/aR1n3Q1JtD+DeHjZ/leyP0QMdzwUibI/ztZqoUAxtT/KNCNTDWO3P48KWxVPJ7s/GMN20gGVtj/vPJHiWFKzP3IrJ0yiabg/LiVku3davj+2BvMWIDq9P1+WT8nI6bM/6aL7Eiyetj8Nzo/NnKGwP0z5SpIsxbA/SBMyX9xrqj9uSsxcg3amP1KtnPDuEqs/J5mDxlqjsD+xOZS80V6zP3J6ReXbybQ/Zni1KMVFtT/NqVTTOeS2P5SJhKBaZbY/9PMsXv1+sj91dMvoHCy0P8hKebnwqrI/0aAGqJlktj//HbhQ5Iu3P72Xb4XKz7Y/Mkfs7I1atD8EHp35VVqyP5BZvu2wOaI/HYVGAiVjkj/a1vU49GemP68Y/ce9Lq4/hpQKtTp+sT/dUlyIZB6wP7pob7Wmjag/JKUVMgmSqz9D8feScLitPxwfzlSEUqw/mCimCWkIqD+q7jW8GxCsP6Qd5vJegas/m6kp4wZZpD+adCtvmMqjP+pacVfOO6Y/vRzeP9i/pD8hliAad2yiP40B10JzFac/qZTwvsDlqT9aKrNNFa2vP//raK14Xqw/RPY9sZIZsj8BOtDlTsizPx2xhhPeYbw/6vYrso9+vT+UzOJtnR69P4/OnBEG4ME/rRU+UcaYxD/nU+elb2jBP7f0dnABmME/Yadm7meAwz9v6MjsmMLDPymsEj7FQb4/hmLLvh/Nuz+61DHrWge6P/nxiZigl8A/voN941H8wj+6lnltx53FP4b1mPVqOcg/tu4QDbv5xj/bK8ptwC/FP9ocnFNP7cQ/iKkT8yN1xz/R39dJq2TEP2+fi63bXsQ/ESxZUI60xT+j0WrCLMvEP09DChjlAsQ/1cysCwz4wj+zNW6Sc7HEPwNEXYt4D8M/7aNTMh4xxT/li/mpvz7GP0WBW34kl8c/6jfl5QFyxz+sszDkG7HEP4pvvngbvcM/PVk1AccExD/GX7Vv2j/CP5QrgLWGnsU/evjQRmrkxj8cSJljwr/IP8bH4c2Y+sk/gMZBPfvNxz+py6YNCXjJP7g8yrIm+Mo/XI0mYSYTyD8lUAE7OrbHP7HFJk4CBMo/6rbhToDDyz+ohRoSzpTKP5FQc/avZMo/Y6cExhPsxj8ap7uydYjEP+4YFrHnysQ/CwdgyExCwz97kbFH0DzCP8AtuU32iMI/sgnAFeyNwz+kmHlw1vHBP2JIJmzcx8I/3VYlG1iVwj8R48Dhk13DP/salHnGlMQ/yyXZfxjNwT/fj4A7Bdq/P3sYTpmgsb0/xLgs0PYewD9xfusz4Vy6P4GXhkPPTLo/XxR8U1BduD9y/y+54821P3opFaEPFLI/GzQnz1Z6sz8DsfUitcCuP8Wxl+uNQrA/NeaWXqXIsj9pQUmtgDqwP90M/3lwhrE/16asnQndtT8ydUB2eEa7P29Lmkohybs/TaqtgIY0tz/T1k6hJMOyPyhBQPvjDrU/hSbePmJAtT+d6FdDoJezP0Pq7hOx3qs/5GwZxQ5vrD86tsM6QJSyP4n4yt85qbM/4yvlAiQlsD+N3K4He1y2P+03zOTNS7M/y8gWCvkssT/2DP9d3YCtPzbRLALJaLE/yN1QrRqtqD8SKytv+mmxPxL6R4fpALA/URjzbxXLsD94wzejndKwP+Z+WQA5H7U/T5lWNDvLsD+g7+AWPlK1P6PIRnNdq7Y/k1Xs8epTsD8SIeDEKr+zP1i78Y8Rlbk/M1bdejoLuT/BCG4zzDS/P73nxBUTTbw/NPUkEG90vz+ypPFlcnnAPxVYbCwgdMA//d96P0QXvD/m8oVkP7G6P6kR9ugHobg/xA38YUnvtz/cZe0rRrO8P5Yw3+8lmrw/CuDB0jSsvT9mDFr4b7O5P3854d+K5Lw/GuOwbwu0vz+K2eyGuKS9P5EZZESMzbs/Mpm0qhJ8vD8G9rPIL5S7P1rFry65Orw/RMGyn2zfuD89vJDqJxG0P9cMFsq/aq0/JxJW4utNpD9Uccikj/GePzNX3FzaCKU/lHuVRegIrT8pfbBcPk+uP1Pdl7tSHLQ/ob447+W8sT+kiRHGhUmpP4CALxrB4aI/fNPMqO0/pD93OVBeHoSmP0TMmBtN9aA/Mr7lvPGEoz/j9iDLM+muP3IZUkHJRK0/VBId+1wxrT+x9TunDBGiP7x0xlCfv68/KSBQ3libtj/kO9ChKru6P3XkBi7vS8I/cSsWl3f4wz+etZNbyXXCPxQh7IIxDcA/z9L3PxJbwj+TXHw4AX/CP8R4AqKjQMM/AW5aNY7Twj88KskWqujAP0H2C6YrYsE/7I7gR6Fzwz+JrwgoB+TCP1rWd6QlZ8E/n7/waluYwj8kFb20637AP+1du58u9sQ/ztLRCtLPxD8x6YhPsXDFP18Ju6Sxf8U/agHDBSmjwz/2jSv9M0/CP/2Tl1cA88M/80epJARVwz+x9pSZna7CPy2HVUSy4cI/NBeiS+PlwT+WCGOQuP3DPyzzF+N92ME/nNUEWwLzwD/o0JQM8HHBP1fwzp+9KMU/pc4iOEFNwz94mcjNTpzFP2YojipwbMY/HRE+/N+sxT/sGUbm3RzHP0rOmlqL88M/ju5um8bKwD9EtJKfggy/P7gYKqHi1r4//TdPYtw/wj8uMPxXESbDPwG9jEcP9cI/9BIY2P81vj/MUAczknnBP5rwEAsFxr8/TICSw+DWvz9vhKQHSQjBP6Zadw8mgMA/AvVDPsu8wD9+Ij26tcvAP5tpKubgYrc/5J2d/XU8uD+d+3jew+C6P/2hd74+L7Y/3Uwlot7qtz+vJYSFO227P8+FHlEEdbY/Y9vNZ1C1tT//iRFeSm23Pzt/FSTY6LI/OTSoHi22sD/twXaUYg6vPyDYRrCKmq4/Q05YaiWssT+f9cJY17iyP2ARz+HkcbA/jX/u2Y1Rsz83msnkg562P0j1JGKoHbc/5vk1VwkxtT/mte0DjSewP8wepnIvALQ/9I/33HVNtz/4kjUZjKa7P9roXCPhWbs/mNMCvplluj/fwYFDOIG+P53VCwBwWbw/86sj6gU6vz9aytlo6ELAPwvHuDvLY8E/OFH6C6U8wD8d6ALygnq7P1tYaUKli7s/YFACsvT9uD/X+OeX7ie4PyDXA70GO8A/0D4kZ9JXwT9KtyZijJHBPx3FHPWCvME/yrNaFoQExD9Wg8eBJf/CPw7zTmLrc8I/FCLGwek5wz9PaS65QWPDP1R75E4yP8Y/qjnnka/JxD+Y0b9ZwcTBP4x1Cj7ZGcQ/R86AqxTewj/Sz0P1JRbAP2Dt65woPcI/uUxOm/Qrwj+NwDcfipTBP+pBvooUycA/e5qVCRCYvT8afl1+VTO8P/BlPB0naMI/ZUvrsNFHwj+8KZJSaxPAP+ax9szXxcE/NsU9MEwJwT9Jz5OOlC7BP6eiV7pwTsA/CjwFrPnhtT9NN+2RjPK1Pwz0ckyqvbM//OCKIsj4sz/GwbNAa723PwwiNWkzwLk/TcLi6tVAtz+oPT29P8i6PzpYiyO4XL0/XcvR0p3rvz/u6k7OdS3CP8NN6jDk1ME/1p/wz/rgwz9KN5VPbD7FPwAhT7PMoMU/jzMYFqMswz994wIdJ/3CP5g5jVeXrsE/xGQXFMaXwj93yjVABHrEP0qXiOta+MI/WPAJHvvhxD/xrB11M6TFP1q0GVlxxcc/Ie27KNEfxz8GF+DF0g3GP1FEzE5oU8Y/Vip55dzrxT9KdIkSSf/GP3zAlZrQlsY/Vzp5Sxboxj8AJHZYKdrFP2WzYCEBOMU/yTv3EVHVxT/6jonaqHvDP/rTz2mrlsI/VGwjTYIQxT/s1hqsZyDEP2nkhfAeBcU/TbILWh6OxD/eHWYwjbrAPwZL8a0QyMA/Ej05k0vzvj9PIZNJKeC6PyUK1Njb7ro/6z9wZfd7wj+RG35+XFrDPxHljRrf/MU/iDgTT1R/xT+Y9YG0KbbDPy8B+lZ9csE/lznOz5XVwD90eRcEcxDBPwx1c0rvDL8/W8+QnzypvT/Jow1mdvy9P+2avMgGPro/Ok4tbU1KuD8gXCEtZxO3P6wfLjV0C7c/3x8lUOoVsD9B40hSQcewP6gQ4u6kHq8/0UTLR/Rwrz+3LPIWorivP126fdGde7I/vda4CWTaqT8MidiYKa6mPzokEd36GbE/jqNDxDVrsj9DL6/uGz+1PzgJKrspwbM/c+9ErQ07qT9lVXFyRH+iPyWojBqjc5w/hW7LClhkXb825RnrT0OHv2Zoh4EYsoU/3ZSwdO2Rg78obqsvi2Khv73b7OYYFqi/dtR7cMEYrL+a5WJIZhuxv/JrG59e7qu/Wacc5M7nsL+RTM/fRZW0v/3dibTyvbC/fKQQwQUfsr9hmoMzau2wvwVvSGklm7K/QANB4SKltb+uXchgzOmxvzsvTt5kba+/6HBaVl3vtr88PylAj7m1vwXoabBkvbi/KsHDlD6Eub/NIE3r9Fy2v2Lb3xJFdLK/na1IElHorr9zsbmybNKgv1w+qpPWi4+/sXBbDUr5k7+dcv8XX8WHv2PjObav1G+/cfv8+1TNe79drUDX62lxP1prOSPkZ4u/besvtqhMnL+s+/P57/SKv8BZNPf6U5y/F7IY/4HkpL+kdqTmVhyrv0XheL8b77C/V9Upiy6Frr94YCLy3P+hvxbEz3rMcKO/thtWAWKqq78zD/8aGOCpv5efnlbIKaO/qKoryKRapL80NUC2PnGnv8o3s9ID6IW/KRC8FZTDlL+zGzi6jj6cvzPdEDCDvKO/8dc+Tx4HqL8fMQW6a6OGv+hRN+jMsJC/t2GDSoy7ir8b2z+SeSN6v1YsaNvjI3I/rV9+QKkxgD8u+YnsTV5vP8BJyeb16n8/5GU17GmYlD92ggyaLXk4P7vD1R19X4k/JkdYUx9CiT/yrNJwxAd1P9zSIUhXQZk//0r58PtPpT/GO24AQEmlPw3zHgoNW64/so6ajqE8oz8KcauHMHRZP8rZ2nfZJJS/CkwdSvDPo7/6bEKT9xqiv9t7tjg7tqO/ylbaSpK7mr9dFUCWcuKbv3fEgbUx86a/W2CyD2Z4ob/mY8Zjg06Sv2RS0u9fene/uDDx1R33ej/uDmk2ftJ4P6pDRYvi6Xa/Hy0c0mUTU7+2r6YLgeeVP8XsWzLUoZ8/89YMRRXkoD+lI/8shS6iP+Am4GedK3o/rQ+CvrBihL+kqofeXkJAP2B8zDDNWZU/RQDx6O5AkT8kQENrnyZuvyxINrnU/IC/JPEPDbhykb/mGI6bmQxpv67lW4MeXIo/MtZScwmSeD+gNYP7JUagP4l9/kWLaKM/Oz8KhcOTnz/td1gBBwSkP44HEVoOS7U/763RXmaAtz8E+zyKWQK2P2Tp6iOqUbU/KsrSWE43tT8jhPtty+KzP+ARAKPqmbk/DLjnEnnftz9x/vItec66P5GIW744eb0/hIBfU7QOwD/64i6lfODBP3PmhbWbT8A/4nlUc4fnwT9EBtncj+DBP0+zL+Ak/rw/bOIjBegewT9Wm/46jFnDP2DI5A1KGMQ/LJ6wS6cmwD8vwwEz1pvAP5xiQ4H0er8/ksZzHUMOuz9lOB4vyWe6P/qRfnAdd7g/o2GulqByuT8gcmHxgTG/P0hCR9ld3rk/sRn3yUD5vT8gHz7/XQ7BP/yXLnnGFL0/z9Y9D5vQwD9cEjpYjp/BP0t2VA6B/cM/ZvnDaSNAwz92LPMsFTHCPwSa13IU58E/zdoiTO56wD9JZSAPLJ+/P449z7li0Lo/FIhPSd/TuD8AXLi2lUS8P8Uc5F6L+L0/DfePf2b8tz+Wq+HE/Yu8PzYffkQBBbs/XQHfi48UwD9wbxDeDjHBPzbKSMK3RL0/FmXWIcrruz/BADrSHry4P08xqtwHXLg/m4mgoi69uD9OcTeIVXa4PyRVVwgzGrg/z32oEZQOtz/ax5EcOom0P4R/hqMNC7U/iha3zxLwtD8tNgMiHnKyP78xcSgmlLE/jc+tGLTPsD+J3Ys6xkSnP19V6lhy5q0/3zbKLrWisT92k5SA/5O4P+NHKxjt4rk/f8D8vrV5uT/SEK43t7+9P49cRcwLscE/xKR1AE9awz9SG5HS4C3DP1MSvmpajsU/qKBmuSkIxz/zN8KEha/DP6HqaIvA88M/tsntnoIAwz+mHsH9lnbEP33zv70ChsQ/DdWBaJvQxD/JazaBLjbCP/wfTz9AXcQ/L/yhtNf4wT/7ShZ6APjDP1a1W8BJPcQ/2vnKRdAvxj9lo0y6s4bGP0BSy10PVMc/ZRw5L9YbyD+piKWTqbDJP0PJSSyLRsw/2LfWDBy6yj97Wa8UPc7KP+FDcOYOZMk/DeZBdJw5yj8DPfJIiUjMPy8FlBVoIck/N41Jei0LyD96AP7cZUDHPwHVtQLOJcc/w9nVbckJxT+4Skzuq7HEP7MO7SXajMY/u6LtichUxj8blRZbK2nEP+blxKBgO8I/qWtoqVGtvD/SLXyrG7K8P8QA3RhIFLc/yEeJAFp3tT8HN5RYsw6yP6Vi2nxNX7U/cwBUj68Wuj+gv3FykMm5P8pXlyIQZ7s/Pz4XuvrwvD/d0pD7wKi4P4FOGqvrcLY/aVbZ/1kusz+uCdcwd3yzP6Y487MfsbI/NzwX4dvjsT/6jwrWM0WzP1xm1nrs2LM/Ad/AZsEQtT/0n1yZkoCyPzcqvI4v8KY/iY/jEU1YrD+fb5XFV5uuP5ivjq5nwKw/38H3r0mCrj/XzSWwe2CoP5rVBAiu6qM/9gpiRFphlj/xsyj3fo2GP2oSly+ifZU/nKOTfHPWc7/b+QZ/xjOiPzIbE5lfYKU/zYoVewCdpz/M4jc8BymgP0NCihoI1ZY/gPKO1Hs8mD/PhMDt3TOUP9LS7JXSIHg/KZ3X72AeiD9xFrz8Xfh6v612X2hCXKK/9ieyfQLRpr9xTe1PWu+dv4n+hrHaNJC/EwsQk67Qn7+s1SyiMkiiv1GikG6NLp+/g8bh/PYli7+PNf2OfThTv1oOl+mNRna/4cBUeQMdkj8fci068R1kv3RugNkkdmQ/RVupM98ckj9DF4hncD+OP8gthY6qj4Q/wGgUWVkYgj9K5gK9nbGHP9/oTsVtlm+/8TvPkSmtcb8PXkoLLAqNPwpvtY2zCYE/xjBSB9lvmL8KP6qtihSkv1g8ijrbIqe/w41EvUdMq7/aZrLhSfa0v1OORZibxbK//cqob6RWsr+gA03XQSi1v3e0jjMb9LS/MsfTgvPQtL8UB4xutlKsv+GQmALg7Km/Nm2N3FeCs7+o9hIxoLmyvzF7H34GhrW/1mCQk9y8r79gAN0QTUWsv/uu4Rp0ua+/SvrY0sSvsL/G42PxF0m0v+0MM3Y7PL6/72vAV+0xwL+WvJyq22jBvzioxaE8cMG/xphdixpEwb9xRP05lxLFv6qUed9yNcW/L6iCInhXwr8BkYGZod7Cv4q04pvcfMK/8X+DSU62wL9UDPE6VdDBvx1GAdNt9L+/vwp52XMdwr/n7NJdIhPCvwNy3afmg7y/FvOA2AwRtr/K24D6q+yxv7yJVxrIprK/DSItFOSFqL9dnbuTbpCyv+OI5jyWVrC/cu9ukSmWtL+0DnFQIz24vxHs4kyJvbe/Bl7SMBtnur8uHLpX+hi5v8E46DBxi7q/GrQLcaM7u78RLTx4mt+5v26uxQAD/7m/lyWdCzCRu7+RuYLNTfG3v5HbtKM3A7a/XGBZxzMDtb8uqQM1eCi1vyyCa8LAkLi/t226qfvhtr+8ZWEfufexv7OBRynnGLW/XEW79PYkrr9vRkqZJXGmv/aj6edxEKS/6NP8oM+bp79mgHN/TkSTv4130jkMk4W/gPv7O+jhm7/uSnlM3Kh1PyGqRPWOtaC/vURtR0KSmb+bCkAWugqPv+HJ4If4r4K/v+Ezuz0/gb9fW69THaR5v/e/Eg9UuIq/hAhG9ZVecT8KFCfhRV1lP1wM1iqohUG/0jkvrAiPfj/gf9tXN1iQP8/TXpdWI5c/0juYKuWZlT9l/5uJE+CiP9MmyET3HZ8/CGQt4a7znz+9REyLOjNzPw+K8IiHFYe/7fcljNEliT9peiMOIG+APwnSKCRpm5I/epMnR+yalT/GD82GGHmSP6CF3mu7ZY4/TcEX5u1KlD+4w2HB9VyRP2bwoQ+7oIg/kQHUlbu5kz/M8INBz3SkP6jyzpEW3KE/eJL5FG1JlT9E8FCOK3ecP6lJgk/jmaU/Eh/HnwaXpD/sBiZxqzqgP7J3KnSY4ac/Cgw1s/BNpj+I8ir2DJeXPybhdxRB8KE/wYewERThlz/XJTg6AwmHP2bbQjBjpHi/5Df9N7QQdr9D3XApnxdmP3FpMnyxGhA/k6DS/52mfz+fu/sUzSaevzifrHLzdZO/aQJ5pTfedT/jRp5h3kKJP9ef0gtPm5g/GhM9yreMoj+l5aYOh5yiP0U+ZFKsoaE/MfD2EbvPqj/R2BGsePqiP4h7ehxrH7A/ks9Z/MTTqT86WVGL0lupP/pg3OhA5K8/I0chOkmHsD+br7tH2d+qP6XABpnjo6I/xTx5CwG5mD+eCuL7+PeiPw2A4s96mag/6Q92oqo8nD92sEEK+5WOP8BjMYDq218/W+RUnGLyZj8pjOj+LCZRP/tfCw5vzJg/zeYthJE9oD80fJlGoSOQPykBgXzjL5Y/MXk8Veh7oT8IeK4LUfCZP9ooCpSN3oQ/jR5k2MiPlD9kya1CwC2OP9I4c5Vcnxk/ZusURLo+Yb+ZeeI4p75iv9/iVD1svmK//dbHB5tQh79j6pLSoEmGvzhWp6iYP4i/Zlyl14QlkT+cSeTi2MWTP9dwAG+tz4u/XrNww70wk79ILU7unoinv/+UpcdubaO/jzGuT9UWsL/XlCyKR+qkvwjD8V48HLa/M1ZFwwY/t7+k5xZccJuzv7hgIri5zLi/Vs5H/vZDrr/pYk4Ze2avv9SoSM8JSLS/0anBM8TUsr9RKW0vItq1vzRwn8zRw7m/vHoBM5E1ur/F19E6a+28vx3sxmGWsri/xuqEr83ttb/UQ4LUCQ2tv/1ZLrzlBK2/Df18dtYotL8vvCgAnG2yv7mCMtOQc7O/n4nDPv/ms7/b3FqeC+O1v/ooyp3zl7K/VEVDDPZCsb8G9/LhC1W2vyF3BFdNZ7W/rT1L9GPUs7/aWgViokmyv3QMoogAsrW/dgXvF/cntL8zKqqOYJq2v9MZKXlkg7i/0e0/3/4wvb/KlczpqCTAv1344jqGmcG/HctSFbiXwL9q3eQW+IO5v0leBIeS2ru/hqhDr+aTu78TWj1qo6m1v5eK9eCj37S/DJDHZK6StL8qi+TVDsKxv7iaXH9bMbC/B5/MfDxosL+RZbBnvV+wvxKXANbpK6e/HB2L8RE6q79u3cTv992vv7oQvMHhzaS/t8xqo+IOlr8ONPdmhcqmv6TeiskDh5+/OlNQKcFxqr9X5wM/wHifv7im2Lxi+J6/4UerBpvknr8A01Un6YGgv4zufzDpT5+/FAiaxLphlb8trF6R0+KZvxT6D+fnso6/7dLpsdVHm79PT1PDGR6Vvz3AJIBZ+JW/ET+ffH/wob+vY7AyWqKnvy/kfBoDsJ+/nev06Hsjlb/igs2p7reiv20NEv43HKm/qOaRI4S8qL80f1zZOvGlv/SGOjs3i5K/6KTwpMWckr/7fBdDDTKXv/wwQfb2K6W/Tt0Ll30Dpr9N+PuDHHaov4+ipo+DxYC/uyeJg8H1k79Dp/GLgKuQv+E0Z3pg8pC/Zkl16OzNUb8E554eC7SMv3MxEOuU6YU/EyCX0y+plT9FXhrsJ7GdPxhnKA0/vaI/F5B+v0Zwnj9dP39RbXCYP+mwk49cqZI/cFpfPoz1kz89dCqEObR7v71rv4j3qGU/3BHbFIA0lz+zNXtOkMKUP03HR5mcMZY/YzfivzCCkz+PLJ30geCZP2y6C3pCpWC/mo3avay0lj9NUrQf2iOYP0ojG32ilIY/03PevDi/cj+ABUYjwhR+vzGd6nLl1WU/GPohkkhIlz+vRLG0ZgiXP0mD0V+WrqQ/fY47vIpuqT90R/GbjDywP/Fu0li/ibU/Of1h/ExksD98r9xQzfqyP48awo94O7A/jlDczyMgpz949eZNSFWoP7p79KAiZ6c/ez26ZwHVoj97mIWvtFKqP1xgsVS+36k/LsRXHqxGrz/UsRZtUZ6yP5Kf/pgzv7Y/7ML5OXKDsz92zbnmHUWzP6lDqYruWbA/e9YPlFLjsT90lH2ARniyP2zI5CXGn6w/7UnxWK1fsD/rLP4YNlK0P3/M4P5wcrQ/LVMZUPghtT9EsVaHCXG0P1MktnlalLE/VQvNTThysj/d5a8UnzqkP4VcLQtpuaE/SCahRXX/oT+Banp4jPimP/LqDkpwOKM/UTwVBsIeoT+IUX1emGOlPzfqiQahq6g/V0ELYhZ8pz83XAVKoXWwP19RqvIO4bw/hZuQLt57uD+OEOHMMfK3P7TX/8YvwL0/5t56Ov90vD8haC+/oaC+P7FvfH9b27k/ZQzVRMs3uT+hMQR2MIO2Pw5/ZMwZprg/jCeL/Y65tT8fXkIZOQ+2P9g4fXWCobE/kJusZ2kjtD/9j8VCvXOzP+ZYaJbpj7Y/BfrlV0w0tj+DHGgkQP+0P9JHouaM8LQ/ejI+ixN9sT+lC+GzTqi4PxaNaaVxXrw/GGcqi6MHvT8kCJbdLq+8P4UHet0ODr0/MjdxjskVuT+v+fJS81i+P4pgr13Po8E/Vqbj9pzMwz8=\",\"dtype\":\"float64\",\"shape\":[1342]},\"col2\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1342]},\"col3\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1342]},\"time\":{\"__ndarray__\":\"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Light\",\"text_font_size\":{\"value\":\"1.25em\"},\"text_font_style\":\"bold\"},\"id\":\"1037\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"1001\",\"type\":\"ColumnDataSource\"}},\"id\":\"1036\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"1001\",\"type\":\"ColumnDataSource\"}},\"id\":\"1062\",\"type\":\"CDSView\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1045\",\"type\":\"AdaptiveTicker\"},{\"id\":\"1046\",\"type\":\"AdaptiveTicker\"},{\"id\":\"1047\",\"type\":\"AdaptiveTicker\"},{\"id\":\"1048\",\"type\":\"DaysTicker\"},{\"id\":\"1049\",\"type\":\"DaysTicker\"},{\"id\":\"1050\",\"type\":\"DaysTicker\"},{\"id\":\"1051\",\"type\":\"DaysTicker\"},{\"id\":\"1052\",\"type\":\"MonthsTicker\"},{\"id\":\"1053\",\"type\":\"MonthsTicker\"},{\"id\":\"1054\",\"type\":\"MonthsTicker\"},{\"id\":\"1055\",\"type\":\"MonthsTicker\"},{\"id\":\"1056\",\"type\":\"YearsTicker\"}]},\"id\":\"1012\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1054\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1057\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_drag\":{\"id\":\"1021\",\"type\":\"BoxZoomTool\"},\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1021\",\"type\":\"BoxZoomTool\"},{\"id\":\"1022\",\"type\":\"PanTool\"},{\"id\":\"1023\",\"type\":\"HoverTool\"},{\"id\":\"1024\",\"type\":\"ResetTool\"},{\"id\":\"1025\",\"type\":\"SaveTool\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_color\":\"#aec7e8\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"col1\"}},\"id\":\"1059\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"col2\"}},\"id\":\"1085\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"SaveTool\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1050\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1056\",\"type\":\"YearsTicker\"},{\"attributes\":{},\"id\":\"1017\",\"type\":\"BasicTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"col1\"}},\"id\":\"1060\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"ResetTool\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1055\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1051\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1053\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1052\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1047\",\"type\":\"AdaptiveTicker\"},{\"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\":\"1048\",\"type\":\"DaysTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1046\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1045\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"source\":{\"id\":\"1001\",\"type\":\"ColumnDataSource\"}},\"id\":\"1114\",\"type\":\"CDSView\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"1.4.0\"}};\n", " var render_items = [{\"docid\":\"4dfc4f1b-8521-4e59-9da7-77af5858eff1\",\"roots\":{\"1002\":\"fde7bd72-64f2-40a1-a73c-229cab459379\"}}];\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": "1002" } }, "output_type": "display_data" } ], "source": [ "# similar to above but using bokeh\n", "plot_lines_bokeh(df, notebook=True, h=300, w=500)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
" ] }, "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 != null && id in Bokeh.index) {\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.state import curstate; print(curstate().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 id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.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[toinsert.length - 1].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[toinsert.length - 1].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[toinsert.length - 1]);\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", " \"
\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(\"1598\");\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) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"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.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error() {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (var i = 0; i < css_urls.length; i++) {\n", " var url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " for (var i = 0; i < js_urls.length; i++) {\n", " var url = js_urls[i];\n", " var element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error;\n", " element.async = false;\n", " element.src = url;\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };var element = document.getElementById(\"1598\");\n", " if (element == null) {\n", " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1598' but no matching script tag was found. \")\n", " return false;\n", " }\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\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(\"1598\")).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.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1598\");\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) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"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.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };var element = document.getElementById(\"1598\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1598' but no matching script tag was found. \")\n return false;\n }\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\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(\"1598\")).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.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float64\",\"shape\":[1342]},\"col1\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1342]},\"col2\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1342]},\"col3\":{\"__ndarray__\":\"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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": "1597" } }, "output_type": "display_data" } ], "source": [ "# plot lines grid version using bokeh\n", "plot_lines_grid_bk(df, notebook=True, h=100, w=500)" ] } ], "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": "3.8.1" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 1 }