Visualization with Bokeh.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization\n",
    "This notebook is to show how Bokeh can be used for visualization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some Links:\n",
    "https://hub.mybinder.org/user/bokeh-bokeh-notebooks-pjm1d0t1/notebooks/tutorial/00%20-%20Introduction%20and%20Setup.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy\n",
    "# %matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import bokeh\n",
    "from bokeh.plotting import figure, show\n",
    "from bokeh.io import save, output_notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
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2\"},\"renderers\":[{\"id\":\"5acbe2f2-0bd3-4e8a-b6ec-4b51a3909f0b\",\"type\":\"GlyphRenderer\"}]},\"id\":\"bc712cda-c352-4205-9831-4a8779176780\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"3d08326a-70d8-47e5-bfed-f785266871c7\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"f1ec6f0a-197a-403e-820d-3b50337b5c16\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"79cc4cce-125d-4ff6-815e-6ecb6d201f5a\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"635281d6-d5f1-4795-a9cb-2b9685e10e68\",\"type\":\"CDSView\"}},\"id\":\"5acbe2f2-0bd3-4e8a-b6ec-4b51a3909f0b\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"below\":[{\"id\":\"c7bead34-87db-4e47-9ef1-6ce327bdd6a4\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"568e6016-e73b-47eb-911a-00516470c289\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"c7bead34-87db-4e47-9ef1-6ce327bdd6a4\",\"type\":\"LinearAxis\"},{\"id\":\"04ab2990-b498-4f29-be3c-5d6fd848ef7b\",\"type\":\"Grid\"},{\"id\":\"568e6016-e73b-47eb-911a-00516470c289\",\"type\":\"LinearAxis\"},{\"id\":\"ccc057aa-4ca4-49a9-989d-6308a2141f1a\",\"type\":\"Grid\"},{\"id\":\"d1687546-a139-4b13-a7ae-e024ca70af92\",\"type\":\"BoxAnnotation\"},{\"id\":\"cabdee0a-050a-4548-a7f0-188e0a18c790\",\"type\":\"Legend\"},{\"id\":\"e5f8675d-fc91-426e-bc4a-ac8d469f27fe\",\"type\":\"GlyphRenderer\"},{\"id\":\"5acbe2f2-0bd3-4e8a-b6ec-4b51a3909f0b\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"5d3f9f2e-135d-477f-b0c1-af9cc718be64\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"ce1d9bb5-5a00-4d05-8cad-caf623854305\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"b044ad34-7ab7-4146-b0fb-521ae7004b58\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"dcc48f39-e542-4bb0-9836-612921f29ad3\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"f5834643-ce38-4f93-bdc6-202f4ce982ca\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"75d331a6-4cbc-484e-8501-0aa1c8873d69\",\"type\":\"LinearScale\"}},\"id\":\"fc8d6656-e233-4ea4-887c-ed56d2c22d13\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1ade9ff9-24cc-463d-91df-7c07842bf5ae\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"79cc4cce-125d-4ff6-815e-6ecb6d201f5a\",\"type\":\"Line\"},{\"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},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"d1687546-a139-4b13-a7ae-e024ca70af92\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"fc8d6656-e233-4ea4-887c-ed56d2c22d13\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"684ec95a-fd99-42c2-8f55-1e105abf4dfd\",\"type\":\"BasicTicker\"}},\"id\":\"ccc057aa-4ca4-49a9-989d-6308a2141f1a\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"adaa0a61-cafc-4f36-83f3-369c66102f33\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":null,\"text\":\"simple 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Application\",\"version\":\"0.12.16\"}};\n",
       "  var render_items = [{\"docid\":\"0f65f223-a93d-4da7-95a5-70c8bad07063\",\"elementid\":\"20946139-cb29-4cf8-9e4c-a0d370dac72e\",\"modelid\":\"fc8d6656-e233-4ea4-887c-ed56d2c22d13\"}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code 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": "fc8d6656-e233-4ea4-887c-ed56d2c22d13"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# prepare some data\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [6, 7, 2, 4, 5]\n",
    "y1 = [8, 2, 2, 6, 4]\n",
    "\n",
    "# output to static HTML file\n",
    "output_notebook()\n",
    "\n",
    "# create a new plot with a title and axis labels\n",
    "plot = figure(title=\"simple line example\", x_axis_label='x', y_axis_label='y')\n",
    "\n",
    "# add a line renderer with legend and line thickness\n",
    "plot.line(x, y, legend=\"Line 1\", line_width=2)\n",
    "plot.line(x, y1, legend=\"Line 2\", line_width=2, line_color=\"red\")\n",
    "\n",
    "# show the results\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"fb57fc28-5aab-464a-bdd0-ecafc58d0e3e\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"e19bc2f8-7a52-49eb-8efc-b6fb4734be1d\":{\"roots\":{\"references\":[{\"attributes\":{\"callback\":null},\"id\":\"49bfe5e8-fcb4-44c9-9ced-4c495275affa\",\"type\":\"DataRange1d\"},{\"attributes\":{\"plot\":{\"id\":\"66a3b040-ccf4-4597-b2c9-9ead30630bf1\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"752c1a32-65b3-4de7-a6e7-31468c6fc6d5\",\"type\":\"BasicTicker\"}},\"id\":\"bf59e9c4-d09a-41ad-b1aa-d88ea7725821\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"9bbcd7b6-79a2-4a68-9884-350277d20daa\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data_source\":{\"id\":\"f6a93c5d-f903-4028-96cb-ca2c9d1b0a89\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"c8f015d9-b13e-4147-9a94-ffd60df23ffd\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"baed8419-a958-4f23-bc89-905b237b57e9\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"015fddf7-f896-4574-ae2e-54956e9c2abf\",\"type\":\"CDSView\"}},\"id\":\"f164a5ec-38e9-4b8f-a722-25fc4905f42e\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"c8f015d9-b13e-4147-9a94-ffd60df23ffd\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"baed8419-a958-4f23-bc89-905b237b57e9\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"cf434876-46f5-496f-9a34-289e12ab34e0\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"cf434876-46f5-496f-9a34-289e12ab34e0\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"66a3b040-ccf4-4597-b2c9-9ead30630bf1\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"752c1a32-65b3-4de7-a6e7-31468c6fc6d5\",\"type\":\"BasicTicker\"}},\"id\":\"3280a807-898c-4ecf-a8de-5dfd52ffee64\",\"type\":\"LinearAxis\"},{\"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},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"232cd6c6-9c75-48ef-94c0-2dfc869203fe\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"abb5ff15-f908-4c2b-83ee-dd4971c8db94\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":null,\"text\":\"Another Example\"},\"id\":\"1daea903-b196-4f8d-8704-6b1a3156eeff\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"121480ce-4ad7-4961-af20-dbf604659752\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1c701666-7f63-4b76-b29e-757499209bb3\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"752c1a32-65b3-4de7-a6e7-31468c6fc6d5\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"f6a93c5d-f903-4028-96cb-ca2c9d1b0a89\",\"type\":\"ColumnDataSource\"}},\"id\":\"015fddf7-f896-4574-ae2e-54956e9c2abf\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null},\"id\":\"3bcb5b45-e918-4122-8b2e-e606e594868d\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"232cd6c6-9c75-48ef-94c0-2dfc869203fe\",\"type\":\"BoxAnnotation\"}},\"id\":\"d11b93b4-ab87-461a-b3a3-b49e59223f4d\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"label\":{\"value\":\"Line 1\"},\"renderers\":[{\"id\":\"f164a5ec-38e9-4b8f-a722-25fc4905f42e\",\"type\":\"GlyphRenderer\"}]},\"id\":\"67099a5e-7e11-47ce-b3a1-c7a5a520c27c\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"45fbe0b3-6be5-4bef-aa71-ad153fc508a4\",\"type\":\"Selection\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"66a3b040-ccf4-4597-b2c9-9ead30630bf1\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"d212d74d-76b9-48fe-b87e-46ece9206023\",\"type\":\"BasicTicker\"}},\"id\":\"bfd06e2d-7357-4236-b03c-bbfb87a9c852\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"d212d74d-76b9-48fe-b87e-46ece9206023\",\"type\":\"BasicTicker\"},{\"attributes\":{\"below\":[{\"id\":\"3280a807-898c-4ecf-a8de-5dfd52ffee64\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"23241478-50bf-48f1-ab49-7764edead7cd\",\"type\":\"LinearAxis\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"3280a807-898c-4ecf-a8de-5dfd52ffee64\",\"type\":\"LinearAxis\"},{\"id\":\"bf59e9c4-d09a-41ad-b1aa-d88ea7725821\",\"type\":\"Grid\"},{\"id\":\"23241478-50bf-48f1-ab49-7764edead7cd\",\"type\":\"LinearAxis\"},{\"id\":\"bfd06e2d-7357-4236-b03c-bbfb87a9c852\",\"type\":\"Grid\"},{\"id\":\"232cd6c6-9c75-48ef-94c0-2dfc869203fe\",\"type\":\"BoxAnnotation\"},{\"id\":\"e2da729b-6ba3-4088-9700-9b6a6ee8e4dc\",\"type\":\"Legend\"},{\"id\":\"f164a5ec-38e9-4b8f-a722-25fc4905f42e\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1daea903-b196-4f8d-8704-6b1a3156eeff\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"29442ca5-4b13-4d78-9199-becc2a814742\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"3bcb5b45-e918-4122-8b2e-e606e594868d\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"455ea2b4-192e-4cb9-b56e-636b6d97c7c8\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"49bfe5e8-fcb4-44c9-9ced-4c495275affa\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"121480ce-4ad7-4961-af20-dbf604659752\",\"type\":\"LinearScale\"}},\"id\":\"66a3b040-ccf4-4597-b2c9-9ead30630bf1\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"formatter\":{\"id\":\"9bbcd7b6-79a2-4a68-9884-350277d20daa\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"66a3b040-ccf4-4597-b2c9-9ead30630bf1\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"d212d74d-76b9-48fe-b87e-46ece9206023\",\"type\":\"BasicTicker\"}},\"id\":\"23241478-50bf-48f1-ab49-7764edead7cd\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"d11b93b4-ab87-461a-b3a3-b49e59223f4d\",\"type\":\"BoxZoomTool\"},{\"id\":\"abb5ff15-f908-4c2b-83ee-dd4971c8db94\",\"type\":\"ResetTool\"},{\"id\":\"4cfcf24b-3b52-489c-8f9d-415c2ae7a163\",\"type\":\"SaveTool\"}]},\"id\":\"29442ca5-4b13-4d78-9199-becc2a814742\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"4cfcf24b-3b52-489c-8f9d-415c2ae7a163\",\"type\":\"SaveTool\"},{\"attributes\":{\"items\":[{\"id\":\"67099a5e-7e11-47ce-b3a1-c7a5a520c27c\",\"type\":\"LegendItem\"}],\"plot\":{\"id\":\"66a3b040-ccf4-4597-b2c9-9ead30630bf1\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"e2da729b-6ba3-4088-9700-9b6a6ee8e4dc\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"455ea2b4-192e-4cb9-b56e-636b6d97c7c8\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"45fbe0b3-6be5-4bef-aa71-ad153fc508a4\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1c701666-7f63-4b76-b29e-757499209bb3\",\"type\":\"UnionRenderers\"}},\"id\":\"f6a93c5d-f903-4028-96cb-ca2c9d1b0a89\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"66a3b040-ccf4-4597-b2c9-9ead30630bf1\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.16\"}};\n",
       "  var render_items = [{\"docid\":\"e19bc2f8-7a52-49eb-8efc-b6fb4734be1d\",\"elementid\":\"fb57fc28-5aab-464a-bdd0-ecafc58d0e3e\",\"modelid\":\"66a3b040-ccf4-4597-b2c9-9ead30630bf1\"}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code 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": "66a3b040-ccf4-4597-b2c9-9ead30630bf1"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = figure(\n",
    "    tools=\"box_zoom,reset,save\",\n",
    "    title=\"Another Example\",\n",
    "    plot_width=400, \n",
    "    plot_height=400\n",
    ")\n",
    "\n",
    "plot.line(x, y, legend=\"Line 1\", line_width=2)\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"d401dbf5-f0ac-4214-9ca2-406d9adf93dc\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"efdd26c3-9bde-4a81-947c-f0e50c5105bf\":{\"roots\":{\"references\":[{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"92e8f45a-33f4-42c3-8776-3a6e6265e9eb\",\"type\":\"PanTool\"},{\"id\":\"1ce31af9-0ed2-44b8-9877-47c2b0aa9630\",\"type\":\"WheelZoomTool\"},{\"id\":\"7d704c9a-6338-4175-959b-e2a31e5d937a\",\"type\":\"BoxZoomTool\"},{\"id\":\"0da17327-0b53-46b7-be4c-f196650c3cd8\",\"type\":\"SaveTool\"},{\"id\":\"8b89df5f-9b21-46bc-8f2f-70510ac56116\",\"type\":\"ResetTool\"},{\"id\":\"84f85bc6-df28-444e-b1c8-8c8aef8250de\",\"type\":\"HelpTool\"}]},\"id\":\"aad2e513-55f4-44ee-942d-b1fc8033d8fa\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_color\":{\"value\":\"orange\"},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"7adbb7ad-472a-4bc1-93da-132a5409e25a\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1c8bccee-f247-4017-900c-955d2317b361\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"b574eb7d-4337-46e0-9859-9d1887c9e9ad\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"bb5dd323-5426-4ba5-a000-d46dd023923e\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"7adbb7ad-472a-4bc1-93da-132a5409e25a\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1c8bccee-f247-4017-900c-955d2317b361\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"f3346673-cb49-45b4-b1f3-2e1aae54fbc1\",\"type\":\"CDSView\"}},\"id\":\"e22f242d-06a0-4209-9fcc-9d31fb4b88cc\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"b4ec1bc1-6c05-415c-b4a2-fedaae85fddc\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"8b89df5f-9b21-46bc-8f2f-70510ac56116\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null},\"id\":\"bb99b9c8-4c0d-4fab-b5e8-95f4f9d122b8\",\"type\":\"DataRange1d\"},{\"attributes\":{\"formatter\":{\"id\":\"fa907077-6a84-489b-8abd-032d2ed82b34\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"930a937d-bd19-481c-882c-fcdaefbcb23c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"0c25ef71-e32a-4530-b7de-8e47f1c6b390\",\"type\":\"BasicTicker\"}},\"id\":\"fef2ac66-d4d0-46ef-a0ce-f2ce7aff6b1e\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"92e8f45a-33f4-42c3-8776-3a6e6265e9eb\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"0c25ef71-e32a-4530-b7de-8e47f1c6b390\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"bb5dd323-5426-4ba5-a000-d46dd023923e\",\"type\":\"ColumnDataSource\"}},\"id\":\"f3346673-cb49-45b4-b1f3-2e1aae54fbc1\",\"type\":\"CDSView\"},{\"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},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"7dd6c935-1fe7-498b-9e9b-7bee9ed80d1d\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"formatter\":{\"id\":\"b7fe94b4-2aed-4d47-ab9e-9088e0795927\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"930a937d-bd19-481c-882c-fcdaefbcb23c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"b4ec1bc1-6c05-415c-b4a2-fedaae85fddc\",\"type\":\"BasicTicker\"}},\"id\":\"be3911ce-37eb-401e-a1d1-3b76d4984fc2\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"df41cb81-73c9-4dc2-a009-d1e9a0a53dc5\",\"type\":\"LinearScale\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"930a937d-bd19-481c-882c-fcdaefbcb23c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"0c25ef71-e32a-4530-b7de-8e47f1c6b390\",\"type\":\"BasicTicker\"}},\"id\":\"87b8fdec-c25c-4972-b08c-385bffeb45e2\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"7dd6c935-1fe7-498b-9e9b-7bee9ed80d1d\",\"type\":\"BoxAnnotation\"}},\"id\":\"7d704c9a-6338-4175-959b-e2a31e5d937a\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"84f85bc6-df28-444e-b1c8-8c8aef8250de\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"0da17327-0b53-46b7-be4c-f196650c3cd8\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"4e68c842-9136-4c54-8c94-cdd974768af8\",\"type\":\"LinearScale\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"83e9f9ee-5aa3-4de2-a9b6-163b086bff4c\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1ce31af9-0ed2-44b8-9877-47c2b0aa9630\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"fa907077-6a84-489b-8abd-032d2ed82b34\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null},\"id\":\"06000744-214d-4093-9467-a1eca0f5c057\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"7dfb9d2a-80b4-4c48-82b5-ef77d086befa\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"b574eb7d-4337-46e0-9859-9d1887c9e9ad\",\"type\":\"UnionRenderers\"}},\"id\":\"bb5dd323-5426-4ba5-a000-d46dd023923e\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"b7fe94b4-2aed-4d47-ab9e-9088e0795927\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"below\":[{\"id\":\"be3911ce-37eb-401e-a1d1-3b76d4984fc2\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"fef2ac66-d4d0-46ef-a0ce-f2ce7aff6b1e\",\"type\":\"LinearAxis\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"be3911ce-37eb-401e-a1d1-3b76d4984fc2\",\"type\":\"LinearAxis\"},{\"id\":\"2d9d9dde-d1ee-4fb0-a83a-4891d2b5c33f\",\"type\":\"Grid\"},{\"id\":\"fef2ac66-d4d0-46ef-a0ce-f2ce7aff6b1e\",\"type\":\"LinearAxis\"},{\"id\":\"87b8fdec-c25c-4972-b08c-385bffeb45e2\",\"type\":\"Grid\"},{\"id\":\"7dd6c935-1fe7-498b-9e9b-7bee9ed80d1d\",\"type\":\"BoxAnnotation\"},{\"id\":\"e22f242d-06a0-4209-9fcc-9d31fb4b88cc\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"83e9f9ee-5aa3-4de2-a9b6-163b086bff4c\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"aad2e513-55f4-44ee-942d-b1fc8033d8fa\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"bb99b9c8-4c0d-4fab-b5e8-95f4f9d122b8\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"4e68c842-9136-4c54-8c94-cdd974768af8\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"06000744-214d-4093-9467-a1eca0f5c057\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"df41cb81-73c9-4dc2-a009-d1e9a0a53dc5\",\"type\":\"LinearScale\"}},\"id\":\"930a937d-bd19-481c-882c-fcdaefbcb23c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"7dfb9d2a-80b4-4c48-82b5-ef77d086befa\",\"type\":\"Selection\"},{\"attributes\":{\"plot\":{\"id\":\"930a937d-bd19-481c-882c-fcdaefbcb23c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"b4ec1bc1-6c05-415c-b4a2-fedaae85fddc\",\"type\":\"BasicTicker\"}},\"id\":\"2d9d9dde-d1ee-4fb0-a83a-4891d2b5c33f\",\"type\":\"Grid\"}],\"root_ids\":[\"930a937d-bd19-481c-882c-fcdaefbcb23c\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.16\"}};\n",
       "  var render_items = [{\"docid\":\"efdd26c3-9bde-4a81-947c-f0e50c5105bf\",\"elementid\":\"d401dbf5-f0ac-4214-9ca2-406d9adf93dc\",\"modelid\":\"930a937d-bd19-481c-882c-fcdaefbcb23c\"}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code 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": "930a937d-bd19-481c-882c-fcdaefbcb23c"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a new plot with default tools, using figure\n",
    "plot = figure(plot_width=400, plot_height=400)\n",
    "\n",
    "# add a circle renderer with x and y coordinates, size, color, and alpha\n",
    "plot.circle([1, 2, 3, 4, 5], [6, 7, 2, 4, 5], size=15, line_color=\"navy\", fill_color=\"orange\")\n",
    "\n",
    "# what if we try square?\n",
    "\n",
    "show(plot) # show the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
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       "  var render_items = [{\"docid\":\"ccfd4730-70bc-44aa-95ae-779a1015d0bf\",\"elementid\":\"aae5014b-802b-4857-85b9-d480925dde70\",\"modelid\":\"a793a877-85e4-46b6-8ea1-58196165bfd1\"}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
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       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
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       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
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       "      attempts++;\n",
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       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
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      "application/vnd.bokehjs_exec.v0+json": ""
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   ],
   "source": [
    "# Here is a list of categorical values (or factors)\n",
    "fruits = ['Apples', 'Pears', 'Nectarines', 'Plums', 'Grapes', 'Strawberries']\n",
    "counts = [5, 3, 4, 2, 4, 6]\n",
    "\n",
    "# Set the x_range to the list of categories above\n",
    "p = figure(tools=\"box_zoom,reset,save\", x_range=fruits, plot_height=250, title=\"Fruit Counts\")\n",
    "\n",
    "# Categorical values can also be used as coordinates\n",
    "p.vbar(x=fruits, top=counts, width=0.9)\n",
    "\n",
    "# Set some properties to make the plot look better\n",
    "p.xgrid.grid_line_color = None\n",
    "p.y_range.start = 0\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <div class=\"bk-plotdiv\" id=\"b204e8a9-bf5f-4c45-9531-aef16f83fc40\"></div>\n",
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Application\",\"version\":\"0.12.16\"}};\n",
       "  var render_items = [{\"docid\":\"7b6a8f27-fcbd-4f8a-a5a4-b1383e7cffd3\",\"elementid\":\"b204e8a9-bf5f-4c45-9531-aef16f83fc40\",\"modelid\":\"f8a1790a-4890-4831-b73f-5d0c0f02d004\"}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code 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": "f8a1790a-4890-4831-b73f-5d0c0f02d004"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.models import ColumnDataSource\n",
    "from bokeh.palettes import GnBu3, OrRd3\n",
    "\n",
    "years = ['2015', '2016', '2017']\n",
    "fruits = ['Apples', 'Pears', 'Nectarines', 'Plums', 'Grapes', 'Rasberries']\n",
    "\n",
    "exports = {'fruits' : fruits,\n",
    "           '2015'   : [2, 1, 4, 3, 2, 4],\n",
    "           '2016'   : [5, 3, 4, 2, 4, 6],\n",
    "           '2017'   : [3, 2, 4, 4, 5, 3]}\n",
    "\n",
    "p = figure(x_range=fruits, title=\"Fruit import/export, by year\")\n",
    "\n",
    "p.vbar_stack(years, x='fruits', width=0.9, color=GnBu3, source=ColumnDataSource(exports), legend=[\"%s exports\" % x for x in years])\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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