{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# More examples\n",
    "\n",
    "> [<i class=\"fa fa-2x fa-paper-plane text-info fa-fw\"> </i> Simple example](./Simple example.ipynb)\n",
    ">\n",
    "> <i class=\"fa fa-2x fa-space-shuttle text-info fa-fw\"> </i> Advanced examples\n",
    ">\n",
    "> [<i class=\"fa fa-2x fa-link text-info fa-fw\"> </i> Linking and Layout](./Linking and Layout.ipynb)\n",
    ">\n",
    "> [<i class=\"fa fa-2x fa-image text-info fa-fw\"> </i> Exporting Images](./Exporting Images.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from ipysankeywidget import SankeyWidget\n",
    "from ipywidgets import Layout"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> <i class=\"fa fa-gears fa-2x fa-fw text-info\"></i> A convenience factory function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "layout = Layout(width=\"300\", height=\"200\")\n",
    "def sankey(**value):\n",
    "    \"\"\"Show SankeyWidget with default values for size and margins\"\"\"\n",
    "    return SankeyWidget(layout=layout,\n",
    "                        margins=dict(top=10, bottom=0, left=30, right=60),\n",
    "                        **value)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rank assignment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rank sets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can adjust the left-right placement of nodes by putting them in rank sets: all nodes in the same set end up with the same rank."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b3b71b7a0baa4857a423891faec5f4d4"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "links = [\n",
    "    {'source': 'A', 'target': 'B', 'value': 1},\n",
    "    {'source': 'B', 'target': 'C', 'value': 1},\n",
    "    {'source': 'A', 'target': 'D', 'value': 1},\n",
    "]\n",
    "sankey(links=links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "94284d1aacf24e8c82ffc36e7ed7dde5"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rank_sets = [\n",
    "    { 'type': 'same', 'nodes': ['C', 'D'] }\n",
    "]\n",
    "sankey(links=links, rank_sets=rank_sets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7e24ad5da5f4489d9a4e88265fb05008"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = [\n",
    "    ['A'],\n",
    "    ['D', 'B'],\n",
    "    ['C'],\n",
    "]\n",
    "sankey(links=links, order=order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1662c1a383f549cba1fa17f37db25ddd"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = [\n",
    "    [ [   ], ['A'], [],   ],\n",
    "    [ ['B'], [   ], ['D'] ],\n",
    "    [ [   ], ['C'], []    ],\n",
    "]\n",
    "sankey(links=links, order=order)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reversed nodes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most nodes are assumed to link from left to right, but sometimes there are return links which should be shown from right to left."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "539d12ac93504bd3b31ad56c85c3d8d6"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "links = [\n",
    "    {'source': 'A', 'target': 'B', 'value': 1},\n",
    "    {'source': 'B', 'target': 'C', 'value': 1},\n",
    "    {'source': 'C', 'target': 'D', 'value': 1},\n",
    "    {'source': 'A', 'target': 'E', 'value': 0.5},\n",
    "]\n",
    "\n",
    "nodes = [\n",
    "    {'id': 'C', 'backwards': True},\n",
    "    {'id': 'D', 'backwards': True},\n",
    "]\n",
    "\n",
    "sankey(links=links, nodes=nodes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Variations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6bb49b7a79534bdea3b976a058f8c209"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nodes = [\n",
    "    {'id': 'C', 'backwards': False},\n",
    "    {'id': 'D', 'backwards': True},\n",
    "]\n",
    "sankey(links=links, nodes=nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "08cdd23d475f46c99c3e31268012b188"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nodes = [\n",
    "    {'id': 'C', 'backwards': True},\n",
    "    {'id': 'D', 'backwards': False},\n",
    "]\n",
    "sankey(links=links, nodes=nodes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Styling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, the links are coloured according to their type:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9daa65e6b27e4e09b698255f836c8937"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "links = [\n",
    "    {'source': 'A', 'target': 'B', 'value': 3, 'type': 'x'},\n",
    "    {'source': 'B', 'target': 'C', 'value': 2, 'type': 'y'},\n",
    "    {'source': 'B', 'target': 'D', 'value': 1, 'type': 'z'},\n",
    "]\n",
    "sankey(links=links)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also set the colours directly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ae31b780fed94c9f85049c86568b3147"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "links = [\n",
    "    {'source': 'A', 'target': 'B', 'value': 3, 'color': 'steelblue'},\n",
    "    {'source': 'B', 'target': 'C', 'value': 2, 'color': '#aaa'},\n",
    "    {'source': 'B', 'target': 'D', 'value': 1, 'color': 'goldenrod'},\n",
    "]\n",
    "sankey(links=links)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Process titles default to their ids, but can be overridden. There are also one built-in alternative \"style\" of node:\n",
    "- `process` is drawn with a thicker line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f81671b0aae74116a3bb87f041dd4528"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nodes = [\n",
    "    {'id': 'B', 'title': 'Middle node', 'style': 'process' },\n",
    "]\n",
    "sankey(links=links, nodes=nodes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Of course, you can also use CSS to adjust the styling:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".sankey .node {\n",
       "    font-style: italic;\n",
       "}\n",
       "</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "<style>\n",
    ".sankey .node {\n",
    "    font-style: italic;\n",
    "}\n",
    "</style>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aligning link types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f3a92bcd26a64cab9bd42ff43da1b0a3"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "links = [\n",
    "    {'source': 'A1', 'target': 'B', 'value': 1.5, 'type': 'x'},\n",
    "    {'source': 'A1', 'target': 'B', 'value': 0.5, 'type': 'y'},\n",
    "    {'source': 'A2', 'target': 'B', 'value': 0.5, 'type': 'x'},\n",
    "    {'source': 'A2', 'target': 'B', 'value': 1.5, 'type': 'y'},\n",
    "    {'source': 'B',  'target': 'C', 'value': 2.0, 'type': 'x'},\n",
    "    {'source': 'B',  'target': 'C', 'value': 2.0, 'type': 'y'},\n",
    "]\n",
    "sankey(links=links, nodes=[])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bfb2bf38a8e047c3bdfb693aa7fd003c"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sankey(links=links, align_link_types=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "20811c7ff92045ba9935000fc5269ab7"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order = [\n",
    "    ['A2', 'A1'],\n",
    "    ['B'],\n",
    "    ['C'],\n",
    "]\n",
    "sankey(links=links, align_link_types=True, order=order)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dynamic updating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "380a2791c25f4838b45a55dd0ac13800"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipywidgets import Button, VBox\n",
    "\n",
    "links = [\n",
    "    {'source': 'A', 'target': 'B', 'value': 1},\n",
    "    {'source': 'B', 'target': 'C', 'value': 1},\n",
    "    {'source': 'A', 'target': 'D', 'value': 1},\n",
    "]\n",
    "order = [\n",
    "    ['A'],\n",
    "    ['D', 'B'],\n",
    "    ['C'],\n",
    "]\n",
    "s = sankey(links=links, order=order)\n",
    "\n",
    "def swap(x):\n",
    "    global order\n",
    "    order = [list(reversed(o)) for o in order]\n",
    "    s.order = order\n",
    "b = Button(description='Swap')\n",
    "b.on_click(swap)\n",
    "\n",
    "VBox([b, s])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Node groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f67b73e28f34121b980eb1dc97c1a1b"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "links = [\n",
    "    {'source': 'A', 'target': 'B', 'value': 3, 'type': 'x'},\n",
    "    {'source': 'B', 'target': 'C', 'value': 2, 'type': 'y'},\n",
    "    {'source': 'B', 'target': 'D', 'value': 1, 'type': 'z'},\n",
    "]\n",
    "groups = [\n",
    "    {'id': 'G', 'title': 'Group', 'nodes': ['C', 'D']}\n",
    "]\n",
    "sankey(links=links, nodes=[], groups=groups, margin_top=50)"
   ]
  }
 ],
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  "hide_input": true,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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      "model_module": "jupyter-sankey-widget",
      "model_module_version": "^0.2.1",
      "model_name": "SankeyModel",
      "state": {
       "_dom_classes": [],
       "_model_module_version": "^0.2.1",
       "_view_module_version": "^0.2.1",
       "layout": "IPY_MODEL_1bbb06896ecf404189cbb5cc1bdb648e",
       "links": [
        {
         "source": "A",
         "target": "B",
         "value": 1
        },
        {
         "source": "B",
         "target": "C",
         "value": 1
        },
        {
         "source": "C",
         "target": "D",
         "value": 1
        },
        {
         "source": "A",
         "target": "E",
         "value": 0.5
        }
       ],
       "margins": {
        "bottom": 0,
        "left": 30,
        "right": 60,
        "top": 10
       },
       "msg_throttle": 1,
       "nodes": [
        {
         "backwards": true,
         "id": "C"
        },
        {
         "backwards": false,
         "id": "D"
        }
       ],
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       "scale": 23.75,
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     "380a2791c25f4838b45a55dd0ac13800": {
      "model_module": "jupyter-js-widgets",
      "model_module_version": "~2.1.4",
      "model_name": "VBoxModel",
      "state": {
       "_model_module_version": "~2.1.4",
       "_view_module_version": "~2.1.4",
       "children": [
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       "layout": "IPY_MODEL_1b1a926e1df141288ddd2fb70f9e031e"
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     },
     "539d12ac93504bd3b31ad56c85c3d8d6": {
      "model_module": "jupyter-sankey-widget",
      "model_module_version": "^0.2.1",
      "model_name": "SankeyModel",
      "state": {
       "_dom_classes": [],
       "_model_module_version": "^0.2.1",
       "_view_module_version": "^0.2.1",
       "layout": "IPY_MODEL_1bbb06896ecf404189cbb5cc1bdb648e",
       "links": [
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         "source": "A",
         "target": "B",
         "value": 1
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        {
         "source": "B",
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        {
         "source": "C",
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        },
        {
         "source": "A",
         "target": "E",
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       "margins": {
        "bottom": 0,
        "left": 30,
        "right": 60,
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       "msg_throttle": 1,
       "nodes": [
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         "backwards": true,
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       "scale": 38,
       "svg": "<?xml version=\"1.0\" standalone=\"no\"?><!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"300\" height=\"200\" viewBox=\"0 0 300 200\" style=\"font-family: &quot;Helvetica Neue&quot;,Helvetica,Arial,sans-serif;\"><g class=\"sankey\" transform=\"translate(30,10)\"><g class=\"groups\"/><g class=\"links\"><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,57 A245.88026315789475 245.88026315789475 0.16530423219410584 0 1 40.4601932192753,60.35175643084115 L172.66630282922037,82.40724513100885 A226.88026315789475 226.88026315789475 0.16530423219410584 0 0 210,85.5 L210,104.5 A245.88026315789475 245.88026315789475 0.16530423219410584 0 1 169.53980678072472,101.14824356915885 L37.333697170779644,79.09275486899115 A226.88026315789475 226.88026315789475 0.16530423219410584 0 0 0,76 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>A → E\n500m</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,19 A0 0 0 0 0 0,19 L210,19 A0 0 0 0 0 210,19 L210,57 A0 0 0 0 0 210,57 L0,57 A0 0 0 0 0 0,57 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>A → B\n1.00</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M210,19 A43 43 1.5707963267948966 0 1 253,62 L253,128 A43 43 1.5707963267948966 0 1 210,171 L210,133 A5 5 1.5707963267948966 0 0 215,128 L215,62 A5 5 1.5707963267948966 0 0 210,57 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>B → C\n1.00</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,133 A0 0 0 0 0 0,133 L210,133 A0 0 0 0 0 210,133 L210,171 A0 0 0 0 0 210,171 L0,171 A0 0 0 0 0 0,171 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>C → D\n1.00</title></g></g><g class=\"nodes\"><g class=\"node\" transform=\"translate(210,133)\"><title>C</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(-4, -10)\">C</text><line x1=\"0\" x2=\"0\" y1=\"-5\" y2=\"38\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"43\"/></g><g class=\"node\" transform=\"translate(0,133)\"><title>D</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(4, 19)\">D</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"38\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"43\"/></g><g class=\"node\" transform=\"translate(0,19)\"><title>A</title><text dy=\".35em\" text-anchor=\"end\" transform=\"translate(-4, 28.5)\">A</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"57\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"62\"/></g><g class=\"node\" transform=\"translate(210,19)\"><title>B</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(-4, -10)\">B</text><line x1=\"0\" x2=\"0\" y1=\"-5\" y2=\"38\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"43\"/></g><g class=\"node\" transform=\"translate(210,85.5)\"><title>E</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(4, 9.5)\">E</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"19\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"24\"/></g></g><g class=\"slice-titles\"/></g></svg>"
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     },
     "6b61a74f08c846d78a4efd0f284d6292": {
      "model_module": "jupyter-sankey-widget",
      "model_module_version": "^0.2.1",
      "model_name": "SankeyModel",
      "state": {
       "_dom_classes": [],
       "_model_module_version": "^0.2.1",
       "_view_module_version": "^0.2.1",
       "layout": "IPY_MODEL_1bbb06896ecf404189cbb5cc1bdb648e",
       "links": [
        {
         "source": "A",
         "target": "B",
         "value": 1
        },
        {
         "source": "B",
         "target": "C",
         "value": 1
        },
        {
         "source": "A",
         "target": "D",
         "value": 1
        }
       ],
       "margins": {
        "bottom": 0,
        "left": 30,
        "right": 60,
        "top": 10
       },
       "msg_throttle": 1,
       "order": [
        [
         "A"
        ],
        [
         "D",
         "B"
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        [
         "C"
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       "margins": {
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       "msg_throttle": 1,
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       "scale": 47.5,
       "svg": "<?xml version=\"1.0\" standalone=\"no\"?><!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"300\" height=\"200\" viewBox=\"0 0 300 200\" style=\"font-family: &quot;Helvetica Neue&quot;,Helvetica,Arial,sans-serif;\"><g class=\"sankey\" transform=\"translate(30,10)\"><g class=\"groups\"/><g class=\"links\"><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,106.875 A79.25920976017211 79.25920976017211 0.37353610808934956 0 1 28.922476215236784,112.34049253854121 L108.22542810074206,143.42224076946334 A55.50920976017211 55.50920976017211 0.37353610808934956 0 0 128.48129242077616,147.25 L128.48129242077616,171 A79.25920976017211 79.25920976017211 0.37353610808934956 0 1 99.55881620553937,165.5345074614588 L20.255864320034085,134.45275923053666 A55.50920976017211 55.50920976017211 0.37353610808934956 0 0 0,130.625 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>A → E\n500m</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,59.375 A43.63420976017211 43.63420976017211 0.37353610808934956 0 0 15.922558372432734,56.36610742346562 L95.22551025793801,25.28435919254349 A91.13420976017211 91.13420976017211 0.37353610808934956 0 1 128.48129242077616,19 L128.48129242077616,66.5 A43.63420976017211 43.63420976017211 0.37353610808934956 0 0 112.55873404834342,69.50889257653438 L33.25578216283814,100.59064080745651 A91.13420976017211 91.13420976017211 0.37353610808934956 0 1 0,106.875 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>A → B\n1.00</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M128.48129242077616,19 A0 0 0 0 0 128.48129242077616,19 L210,19 A0 0 0 0 0 210,19 L210,66.5 A0 0 0 0 0 210,66.5 L128.48129242077616,66.5 A0 0 0 0 0 128.48129242077616,66.5 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>B → C\n1.00</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M210,19 A52.5 52.5 1.5707963267948966 0 1 262.5,71.5 L262.5,118.5 A52.5 52.5 1.5707963267948966 0 1 210,171 L210,123.5 A5 5 1.5707963267948966 0 0 215,118.5 L215,71.5 A5 5 1.5707963267948966 0 0 210,66.5 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>C → D\n1.00</title></g></g><g class=\"nodes\"><g class=\"node\" transform=\"translate(210,19)\"><title>C</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(-4, -10)\">C</text><line x1=\"0\" x2=\"0\" y1=\"-5\" y2=\"47.5\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"52.5\"/></g><g class=\"node\" transform=\"translate(210,123.5)\"><title>D</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(4, 23.75)\">D</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"47.5\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"52.5\"/></g><g class=\"node\" transform=\"translate(0,59.375)\"><title>A</title><text dy=\".35em\" text-anchor=\"end\" transform=\"translate(-4, 35.625)\">A</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"71.25\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"76.25\"/></g><g class=\"node\" transform=\"translate(128.48129242077616,19)\"><title>B</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(-4, -10)\">B</text><line x1=\"0\" x2=\"0\" y1=\"-5\" y2=\"47.5\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"52.5\"/></g><g class=\"node\" transform=\"translate(128.48129242077616,147.25)\"><title>E</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(4, 11.875)\">E</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"23.75\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"28.75\"/></g></g><g class=\"slice-titles\"/></g></svg>"
      }
     },
     "6e5f35460fc0499cb2438592d16ac40d": {
      "model_module": "jupyter-js-widgets",
      "model_module_version": "~2.1.4",
      "model_name": "ButtonStyleModel",
      "state": {
       "_model_module_version": "~2.1.4",
       "_view_module_version": "~2.1.4"
      }
     },
     "7e24ad5da5f4489d9a4e88265fb05008": {
      "model_module": "jupyter-sankey-widget",
      "model_module_version": "^0.2.1",
      "model_name": "SankeyModel",
      "state": {
       "_dom_classes": [],
       "_model_module_version": "^0.2.1",
       "_view_module_version": "^0.2.1",
       "layout": "IPY_MODEL_1bbb06896ecf404189cbb5cc1bdb648e",
       "links": [
        {
         "source": "A",
         "target": "B",
         "value": 1
        },
        {
         "source": "B",
         "target": "C",
         "value": 1
        },
        {
         "source": "A",
         "target": "D",
         "value": 1
        }
       ],
       "margins": {
        "bottom": 0,
        "left": 30,
        "right": 60,
        "top": 10
       },
       "msg_throttle": 1,
       "order": [
        [
         "A"
        ],
        [
         "D",
         "B"
        ],
        [
         "C"
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       "margins": {
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       "scale": 23.75,
       "svg": "<?xml version=\"1.0\" standalone=\"no\"?><!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"300\" height=\"200\" viewBox=\"0 0 300 200\" style=\"font-family: &quot;Helvetica Neue&quot;,Helvetica,Arial,sans-serif;\"><g class=\"sankey\" transform=\"translate(30,10)\"><g class=\"groups\"/><g class=\"links\"><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,54.625 A68.02932952786378 68.02932952786378 0.4222262936585297 0 1 27.877891672365436,60.59941165736349 L87.70400733431308,87.47602400068646 A85.67388254643963 85.67388254643963 0.4222262936585297 0 0 122.8125,95 L122.8125,106.875 A97.54888254643963 97.54888254643963 0.4222262936585297 0 1 82.83772442506074,98.30814824513263 L23.011608763113088,71.43153590180965 A56.15432952786377 56.15432952786377 0.4222262936585297 0 0 0,66.5 Z\" style=\"fill: rgb(174, 199, 232);\"/><title>A1 → B\n500m</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,123.5 A56.15432952786377 56.15432952786377 0.4398219248664481 0 0 23.90929746513654,118.155651966401 L76.22218043621989,93.53914466939108 A109.42388254643963 109.42388254643963 0.4398219248664481 0 1 122.8125,83.125 L122.8125,95 A97.54888254643963 97.54888254643963 0.4398219248664481 0 0 81.2782982776343,104.28397120934653 L28.965415306550952,128.90047850635645 A68.02932952786378 68.02932952786378 0.4398219248664481 0 1 0,135.375 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>A2 → B\n500m</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,19 A103.65432952786378 103.65432952786378 0.2806490100616008 0 1 28.710106222545637,23.055384600916284 L104.57445354007046,44.92382378556606 A65.84623766447369 65.84623766447369 0.2806490100616008 0 0 122.8125,47.5 L122.8125,83.125 A101.47123766447369 101.47123766447369 0.2806490100616008 0 1 94.70706508811733,79.15502695078159 L18.842717770592497,57.28658776613182 A68.02932952786378 68.02932952786378 0.2806490100616008 0 0 0,54.625 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>A1 → B\n1.50</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M0,135.375 A68.02932952786378 68.02932952786378 0.2732821079435599 0 0 18.360653064553617,132.85044964933653 L99.68970215610526,110.05433502691255 A85.67388254643963 85.67388254643963 0.2732821079435599 0 1 122.8125,106.875 L122.8125,142.5 A50.04888254643963 50.04888254643963 0.2732821079435599 0 0 109.30464720942692,144.35730073866415 L27.975598117875272,167.15341536108812 A103.65432952786378 103.65432952786378 0.2732821079435599 0 1 0,171 Z\" style=\"fill: rgb(174, 199, 232);\"/><title>A2 → B\n1.50</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M122.8125,47.5 A0 0 0 0 0 122.8125,47.5 L210,47.5 A0 0 0 0 0 210,47.5 L210,95 A0 0 0 0 0 210,95 L122.8125,95 A0 0 0 0 0 122.8125,95 Z\" style=\"fill: rgb(31, 119, 180);\"/><title>B → C\n2.00</title></g><g class=\"link\" style=\"opacity: 0.8;\"><path d=\"M122.8125,95 A0 0 0 0 0 122.8125,95 L210,95 A0 0 0 0 0 210,95 L210,142.5 A0 0 0 0 0 210,142.5 L122.8125,142.5 A0 0 0 0 0 122.8125,142.5 Z\" style=\"fill: rgb(174, 199, 232);\"/><title>B → C\n2.00</title></g></g><g class=\"nodes\"><g class=\"node\" transform=\"translate(0,19)\"><title>A1</title><text dy=\".35em\" text-anchor=\"end\" transform=\"translate(-4, 23.75)\">A1</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"47.5\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"52.5\"/></g><g class=\"node\" transform=\"translate(122.8125,47.5)\"><title>B</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(-4, -10)\">B</text><line x1=\"0\" x2=\"0\" y1=\"-5\" y2=\"95\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"100\"/></g><g class=\"node\" transform=\"translate(0,123.5)\"><title>A2</title><text dy=\".35em\" text-anchor=\"end\" transform=\"translate(-4, 23.75)\">A2</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"47.5\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"52.5\"/></g><g class=\"node\" transform=\"translate(210,47.5)\"><title>C</title><text dy=\".35em\" text-anchor=\"start\" transform=\"translate(4, 47.5)\">C</text><line x1=\"0\" x2=\"0\" y1=\"0\" y2=\"95\" style=\"stroke: rgb(0, 0, 0);\"/><rect x=\"-5\" y=\"-5\" width=\"10\" style=\"fill: none; visibility: hidden; pointer-events: all;\" height=\"100\"/></g></g><g class=\"slice-titles\"/></g></svg>"
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     },
     "c561f2b3bc2b4162b998120a77c55c44": {
      "model_module": "jupyter-js-widgets",
      "model_module_version": "~2.1.4",
      "model_name": "ButtonModel",
      "state": {
       "_model_module_version": "~2.1.4",
       "_view_module_version": "~2.1.4",
       "description": "Swap",
       "layout": "IPY_MODEL_808563afecdf4578bf39de08adf249c8",
       "style": "IPY_MODEL_6e5f35460fc0499cb2438592d16ac40d"
      }
     },
     "f3a92bcd26a64cab9bd42ff43da1b0a3": {
      "model_module": "jupyter-sankey-widget",
      "model_module_version": "^0.2.1",
      "model_name": "SankeyModel",
      "state": {
       "_dom_classes": [],
       "_model_module_version": "^0.2.1",
       "_view_module_version": "^0.2.1",
       "layout": "IPY_MODEL_1bbb06896ecf404189cbb5cc1bdb648e",
       "links": [
        {
         "source": "A1",
         "target": "B",
         "type": "x",
         "value": 1.5
        },
        {
         "source": "A1",
         "target": "B",
         "type": "y",
         "value": 0.5
        },
        {
         "source": "A2",
         "target": "B",
         "type": "x",
         "value": 0.5
        },
        {
         "source": "A2",
         "target": "B",
         "type": "y",
         "value": 1.5
        },
        {
         "source": "B",
         "target": "C",
         "type": "x",
         "value": 2
        },
        {
         "source": "B",
         "target": "C",
         "type": "y",
         "value": 2
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       ],
       "margins": {
        "bottom": 0,
        "left": 30,
        "right": 60,
        "top": 10
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       "msg_throttle": 1,
       "order": [],
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       "scale": 23.75,
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     "f81671b0aae74116a3bb87f041dd4528": {
      "model_module": "jupyter-sankey-widget",
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      "model_name": "SankeyModel",
      "state": {
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       "_model_module_version": "^0.2.1",
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       "layout": "IPY_MODEL_1bbb06896ecf404189cbb5cc1bdb648e",
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         "target": "C",
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        },
        {
         "color": "goldenrod",
         "source": "B",
         "target": "D",
         "value": 1
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       "margins": {
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       "msg_throttle": 1,
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         "id": "B",
         "style": "process",
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