{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------------\n",
    "\n",
    "**If any part of this notebook is used in your research, please cite with the reference found in** **[README.md](https://github.com/pysal/spaghetti#bibtex-citation).**\n",
    "\n",
    "\n",
    "----------------\n",
    "\n",
    "## Connected components in a spatial network\n",
    "### Identifying and visualizing the parts of a network\n",
    "\n",
    "**Author: James D. Gaboardi** **<jgaboardi@gmail.com>**\n",
    "\n",
    "**This notebook is a walk-through for:**\n",
    "\n",
    "1. Instantiating a simple network with `libpysal.cg.Chain` objects\n",
    "2. Working with the network components and isolated rings\n",
    "3. Visualizing the components and (non)articulation vertices\n",
    "4. Longest vs. Largest components\n",
    "5. Extracting network components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:54.540754Z",
     "start_time": "2021-06-05T16:17:54.504880Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: 2021-06-05T12:17:54.524076-04:00\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.9.2\n",
      "IPython version      : 7.22.0\n",
      "\n",
      "Compiler    : Clang 11.0.1 \n",
      "OS          : Darwin\n",
      "Release     : 20.5.0\n",
      "Machine     : x86_64\n",
      "Processor   : i386\n",
      "CPU cores   : 8\n",
      "Architecture: 64bit\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.628240Z",
     "start_time": "2021-06-05T16:17:54.543994Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Watermark: 2.1.0\n",
      "\n",
      "spaghetti          : 1.6.0\n",
      "matplotlib         : 3.3.3\n",
      "libpysal           : 4.3.0\n",
      "geopandas          : 0.9.0\n",
      "matplotlib_scalebar: 0.6.2\n",
      "json               : 2.0.9\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import geopandas\n",
    "import libpysal\n",
    "from libpysal import examples\n",
    "from libpysal.cg import Point, Chain\n",
    "import matplotlib\n",
    "import matplotlib_scalebar\n",
    "from matplotlib_scalebar.scalebar import ScaleBar\n",
    "import spaghetti\n",
    "\n",
    "%matplotlib inline\n",
    "%watermark -w\n",
    "%watermark -iv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.635177Z",
     "start_time": "2021-06-05T16:17:56.632883Z"
    }
   },
   "outputs": [],
   "source": [
    "try:\n",
    "    from IPython.display import set_matplotlib_formats\n",
    "\n",
    "    set_matplotlib_formats(\"retina\")\n",
    "except ImportError:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----------------\n",
    "\n",
    "### 1. Instantiate a network from two collections of `libpysal.cg.Chain` objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.640322Z",
     "start_time": "2021-06-05T16:17:56.636769Z"
    }
   },
   "outputs": [],
   "source": [
    "plus1 = [\n",
    "    Chain([Point([1, 2]), Point([0, 2])]),\n",
    "    Chain([Point([1, 2]), Point([1, 1])]),\n",
    "    Chain([Point([1, 2]), Point([1, 3])]),\n",
    "]\n",
    "plus2 = [\n",
    "    Chain([Point([2, 1]), Point([2, 0])]),\n",
    "    Chain([Point([2, 1]), Point([3, 1])]),\n",
    "    Chain([Point([2, 1]), Point([2, 2])]),\n",
    "]\n",
    "lines = plus1 + plus2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.647399Z",
     "start_time": "2021-06-05T16:17:56.642114Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/the-gaboardi/miniconda3/envs/py39_spgh_dev/lib/python3.9/site-packages/libpysal/weights/weights.py:172: UserWarning: The weights matrix is not fully connected: \n",
      " There are 2 disconnected components.\n",
      "  warnings.warn(message)\n"
     ]
    }
   ],
   "source": [
    "ntw = spaghetti.Network(in_data=lines)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Here we get a warning because the network we created is not fully connected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.700878Z",
     "start_time": "2021-06-05T16:17:56.696067Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_fully_connected"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### It has 2 connected components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.708654Z",
     "start_time": "2021-06-05T16:17:56.704950Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_n_components"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The network components can be inspected through the following attributes\n",
    "##### `network_component_labels`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.715138Z",
     "start_time": "2021-06-05T16:17:56.710683Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 1, 1, 1], dtype=int32)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_component_labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `network_component2arc` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.723043Z",
     "start_time": "2021-06-05T16:17:56.717847Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [(0, 1), (0, 2), (0, 3)], 1: [(4, 5), (4, 6), (4, 7)]}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_component2arc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `network_component_lengths`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.729459Z",
     "start_time": "2021-06-05T16:17:56.725559Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 3.0, 1: 3.0}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_component_lengths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `network_longest_component`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.734472Z",
     "start_time": "2021-06-05T16:17:56.731518Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_longest_component"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `network_component_vertices` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.740757Z",
     "start_time": "2021-06-05T16:17:56.736516Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [0, 1, 2, 3], 1: [4, 5, 6, 7]}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_component_vertices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `network_component_vertex_count` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.747236Z",
     "start_time": "2021-06-05T16:17:56.743166Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 4, 1: 4}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_component_vertex_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `network_largest_component` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.753015Z",
     "start_time": "2021-06-05T16:17:56.749268Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_largest_component"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `network_component_is_ring` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.758151Z",
     "start_time": "2021-06-05T16:17:56.754767Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: False, 1: False}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_component_is_ring"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The same can be performed for graph representations, for example:\n",
    "##### `graph_component_labels`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.763341Z",
     "start_time": "2021-06-05T16:17:56.759614Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 1, 1, 1], dtype=int32)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.graph_component_labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `graph_component2edge` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.767760Z",
     "start_time": "2021-06-05T16:17:56.764611Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [(0, 1), (0, 2), (0, 3)], 1: [(4, 5), (4, 6), (4, 7)]}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.graph_component2edge"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Extract the network arc and vertices as `geopandas.GeoDataFrame` objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.784695Z",
     "start_time": "2021-06-05T16:17:56.769191Z"
    }
   },
   "outputs": [],
   "source": [
    "# network vertices and arcs\n",
    "vertices_df, arcs_df = spaghetti.element_as_gdf(ntw, vertices=True, arcs=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Network component labels are found in the `\"comp_label\"` field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:56.797676Z",
     "start_time": "2021-06-05T16:17:56.786592Z"
    }
   },
   "outputs": [
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       "3  (4, 5)  LINESTRING (2.00000 1.00000, 2.00000 0.00000)           1\n",
       "4  (4, 6)  LINESTRING (2.00000 1.00000, 3.00000 1.00000)           1\n",
       "5  (4, 7)  LINESTRING (2.00000 1.00000, 2.00000 2.00000)           1"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arcs_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the disconnected network and symbolize the arcs bases on the value of `\"comp_label\"`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.010460Z",
     "start_time": "2021-06-05T16:17:56.816874Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 411,
       "width": 417
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "base = arcs_df.plot(column=\"comp_label\", cmap=\"Set2\", linewidth=5, figsize=(7, 7))\n",
    "vertices_df.plot(ax=base, color=\"k\", markersize=100, zorder=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-01-17T02:24:00.431130Z",
     "start_time": "2020-01-17T02:24:00.414100Z"
    }
   },
   "source": [
    "\n",
    "----------------\n",
    "\n",
    "### 2. Add to the network created above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.018347Z",
     "start_time": "2021-06-05T16:17:57.014623Z"
    }
   },
   "outputs": [],
   "source": [
    "new_lines = [\n",
    "    Chain([Point([1, 1]), Point([2, 2])]),\n",
    "    Chain([Point([0.5, 1]), Point([0.5, 0.5])]),\n",
    "    Chain([Point([0.5, 0.5]), Point([1, 0.5])]),\n",
    "    Chain([Point([2, 2.5]), Point([2.5, 2.5])]),\n",
    "    Chain([Point([2.5, 2.5]), Point([2.5, 2])]),\n",
    "]\n",
    "lines += new_lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.027097Z",
     "start_time": "2021-06-05T16:17:57.021121Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/the-gaboardi/miniconda3/envs/py39_spgh_dev/lib/python3.9/site-packages/libpysal/weights/weights.py:172: UserWarning: The weights matrix is not fully connected: \n",
      " There are 3 disconnected components.\n",
      "  warnings.warn(message)\n",
      "/Users/the-gaboardi/miniconda3/envs/py39_spgh_dev/lib/python3.9/site-packages/libpysal/weights/weights.py:172: UserWarning: The weights matrix is not fully connected: \n",
      " There are 3 disconnected components.\n",
      " There are 2 islands with ids: (8, 10), (11, 13).\n",
      "  warnings.warn(message)\n"
     ]
    }
   ],
   "source": [
    "ntw = spaghetti.Network(in_data=lines)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now there are 3 connected components in the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.032831Z",
     "start_time": "2021-06-05T16:17:57.029046Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_n_components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.040270Z",
     "start_time": "2021-06-05T16:17:57.035048Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [(0, 1), (0, 2), (0, 3), (2, 7), (4, 5), (4, 6), (4, 7)],\n",
       " 1: [(8, 9), (9, 10)],\n",
       " 2: [(11, 12), (12, 13)]}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_component2arc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.059118Z",
     "start_time": "2021-06-05T16:17:57.042168Z"
    }
   },
   "outputs": [],
   "source": [
    "# network vertices and arcs\n",
    "vertices_df, arcs_df = spaghetti.element_as_gdf(ntw, vertices=True, arcs=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.073250Z",
     "start_time": "2021-06-05T16:17:57.061501Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>geometry</th>\n",
       "      <th>comp_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(0, 1)</td>\n",
       "      <td>LINESTRING (1.00000 2.00000, 0.00000 2.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(0, 2)</td>\n",
       "      <td>LINESTRING (1.00000 2.00000, 1.00000 1.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(0, 3)</td>\n",
       "      <td>LINESTRING (1.00000 2.00000, 1.00000 3.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(2, 7)</td>\n",
       "      <td>LINESTRING (1.00000 1.00000, 2.00000 2.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(4, 5)</td>\n",
       "      <td>LINESTRING (2.00000 1.00000, 2.00000 0.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(4, 6)</td>\n",
       "      <td>LINESTRING (2.00000 1.00000, 3.00000 1.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(4, 7)</td>\n",
       "      <td>LINESTRING (2.00000 1.00000, 2.00000 2.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(8, 9)</td>\n",
       "      <td>LINESTRING (0.50000 1.00000, 0.50000 0.50000)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(9, 10)</td>\n",
       "      <td>LINESTRING (0.50000 0.50000, 1.00000 0.50000)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(11, 12)</td>\n",
       "      <td>LINESTRING (2.00000 2.50000, 2.50000 2.50000)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>(12, 13)</td>\n",
       "      <td>LINESTRING (2.50000 2.50000, 2.50000 2.00000)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id                                       geometry  comp_label\n",
       "0     (0, 1)  LINESTRING (1.00000 2.00000, 0.00000 2.00000)           0\n",
       "1     (0, 2)  LINESTRING (1.00000 2.00000, 1.00000 1.00000)           0\n",
       "2     (0, 3)  LINESTRING (1.00000 2.00000, 1.00000 3.00000)           0\n",
       "3     (2, 7)  LINESTRING (1.00000 1.00000, 2.00000 2.00000)           0\n",
       "4     (4, 5)  LINESTRING (2.00000 1.00000, 2.00000 0.00000)           0\n",
       "5     (4, 6)  LINESTRING (2.00000 1.00000, 3.00000 1.00000)           0\n",
       "6     (4, 7)  LINESTRING (2.00000 1.00000, 2.00000 2.00000)           0\n",
       "7     (8, 9)  LINESTRING (0.50000 1.00000, 0.50000 0.50000)           1\n",
       "8    (9, 10)  LINESTRING (0.50000 0.50000, 1.00000 0.50000)           1\n",
       "9   (11, 12)  LINESTRING (2.00000 2.50000, 2.50000 2.50000)           2\n",
       "10  (12, 13)  LINESTRING (2.50000 2.50000, 2.50000 2.00000)           2"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arcs_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We can also inspect the non-articulation points in the network. Non-articulation points are vertices in a network that are degree-2. A vertex is degree-2 if, and only if, it is directly connected to only 2 other vertices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.077821Z",
     "start_time": "2021-06-05T16:17:57.074664Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[9, 2, 12, 7]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.non_articulation_points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Slice out the articulation points and non-articulation points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.084338Z",
     "start_time": "2021-06-05T16:17:57.079559Z"
    }
   },
   "outputs": [],
   "source": [
    "napts = ntw.non_articulation_points\n",
    "articulation_vertices = vertices_df[~vertices_df[\"id\"].isin(napts)]\n",
    "non_articulation_vertices = vertices_df[vertices_df[\"id\"].isin(napts)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the connected components while making a distinction between articulation points and non-articulation points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.305711Z",
     "start_time": "2021-06-05T16:17:57.085988Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 411,
       "width": 417
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "base = arcs_df.plot(column=\"comp_label\", cmap=\"Set2\", linewidth=5, figsize=(7, 7))\n",
    "articulation_vertices.plot(ax=base, color=\"k\", markersize=100, zorder=2)\n",
    "non_articulation_vertices.plot(ax=base, marker=\"s\", color=\"k\", markersize=20, zorder=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----------------\n",
    "\n",
    "### 3. Add a loop of `libpysal.cg.Chain` objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.311583Z",
     "start_time": "2021-06-05T16:17:57.307554Z"
    }
   },
   "outputs": [],
   "source": [
    "new_lines = [\n",
    "    Chain([Point([3, 1]), Point([3.25, 1.25])]),\n",
    "    Chain([Point([3.25, 1.25]), Point([3.5, 1.25])]),\n",
    "    Chain([Point([3.5, 1.25]), Point([3.75, 1])]),\n",
    "    Chain([Point([3.75, 1]), Point([3.5, 0.75])]),\n",
    "    Chain([Point([3.5, 0.75]), Point([3.25, 0.75])]),\n",
    "    Chain([Point([3.25, 0.75]), Point([3, 1])]),\n",
    "]\n",
    "lines += new_lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.318137Z",
     "start_time": "2021-06-05T16:17:57.313643Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/the-gaboardi/miniconda3/envs/py39_spgh_dev/lib/python3.9/site-packages/libpysal/weights/weights.py:172: UserWarning: The weights matrix is not fully connected: \n",
      " There are 3 disconnected components.\n",
      "  warnings.warn(message)\n",
      "/Users/the-gaboardi/miniconda3/envs/py39_spgh_dev/lib/python3.9/site-packages/libpysal/weights/weights.py:172: UserWarning: The weights matrix is not fully connected: \n",
      " There are 3 disconnected components.\n",
      " There are 2 islands with ids: (8, 10), (11, 13).\n",
      "  warnings.warn(message)\n"
     ]
    }
   ],
   "source": [
    "ntw = spaghetti.Network(in_data=lines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.322631Z",
     "start_time": "2021-06-05T16:17:57.319570Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_n_components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.331291Z",
     "start_time": "2021-06-05T16:17:57.324920Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [(0, 1),\n",
       "  (0, 2),\n",
       "  (0, 3),\n",
       "  (2, 7),\n",
       "  (4, 5),\n",
       "  (4, 6),\n",
       "  (4, 7),\n",
       "  (6, 14),\n",
       "  (6, 18),\n",
       "  (14, 15),\n",
       "  (15, 16),\n",
       "  (16, 17),\n",
       "  (17, 18)],\n",
       " 1: [(8, 9), (9, 10)],\n",
       " 2: [(11, 12), (12, 13)]}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.network_component2arc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.362982Z",
     "start_time": "2021-06-05T16:17:57.334291Z"
    }
   },
   "outputs": [],
   "source": [
    "# network vertices and arcs\n",
    "vertices_df, arcs_df = spaghetti.element_as_gdf(ntw, vertices=True, arcs=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.378341Z",
     "start_time": "2021-06-05T16:17:57.365045Z"
    }
   },
   "outputs": [
    {
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       "          id                                       geometry  comp_label\n",
       "0     (0, 1)  LINESTRING (1.00000 2.00000, 0.00000 2.00000)           0\n",
       "1     (0, 2)  LINESTRING (1.00000 2.00000, 1.00000 1.00000)           0\n",
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       "5     (4, 6)  LINESTRING (2.00000 1.00000, 3.00000 1.00000)           0\n",
       "6     (4, 7)  LINESTRING (2.00000 1.00000, 2.00000 2.00000)           0\n",
       "7    (6, 14)  LINESTRING (3.00000 1.00000, 3.25000 1.25000)           0\n",
       "8    (6, 18)  LINESTRING (3.00000 1.00000, 3.25000 0.75000)           0\n",
       "9     (8, 9)  LINESTRING (0.50000 1.00000, 0.50000 0.50000)           1\n",
       "10   (9, 10)  LINESTRING (0.50000 0.50000, 1.00000 0.50000)           1\n",
       "11  (11, 12)  LINESTRING (2.00000 2.50000, 2.50000 2.50000)           2\n",
       "12  (12, 13)  LINESTRING (2.50000 2.50000, 2.50000 2.00000)           2\n",
       "13  (14, 15)  LINESTRING (3.25000 1.25000, 3.50000 1.25000)           0\n",
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      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arcs_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Here we can see that all the new network vertices are non-articulation point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.385449Z",
     "start_time": "2021-06-05T16:17:57.380831Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2, 7, 9, 12, 14, 15, 16, 17, 18]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ntw.non_articulation_points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Slice out the articulation points and non-articulation points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.396527Z",
     "start_time": "2021-06-05T16:17:57.388451Z"
    }
   },
   "outputs": [],
   "source": [
    "napts = ntw.non_articulation_points\n",
    "articulation_vertices = vertices_df[~vertices_df[\"id\"].isin(napts)]\n",
    "non_articulation_vertices = vertices_df[vertices_df[\"id\"].isin(napts)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The new network vertices are non-articulation points because they form a closed ring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.624842Z",
     "start_time": "2021-06-05T16:17:57.398588Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 343,
       "width": 427
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "base = arcs_df.plot(column=\"comp_label\", cmap=\"Set2\", linewidth=5, figsize=(7, 7))\n",
    "articulation_vertices.plot(ax=base, color=\"k\", markersize=100, zorder=2)\n",
    "non_articulation_vertices.plot(ax=base, marker=\"s\", color=\"k\", markersize=20, zorder=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Longest vs. largest components — cross vs. hexagon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.630595Z",
     "start_time": "2021-06-05T16:17:57.626382Z"
    }
   },
   "outputs": [],
   "source": [
    "cross = [\n",
    "    Chain([Point([0, 5]), Point([5, 5]), Point([5, 10])]),\n",
    "    Chain([Point([5, 0]), Point([5, 5]), Point([10, 5])]),\n",
    "]\n",
    "hexagon = [\n",
    "    Chain(\n",
    "        [\n",
    "            Point([12, 5]),\n",
    "            Point([13, 6]),\n",
    "            Point([14, 6]),\n",
    "            Point([15, 5]),\n",
    "            Point([14, 4]),\n",
    "            Point([13, 4]),\n",
    "            Point([12, 5]),\n",
    "        ]\n",
    "    ),\n",
    "]\n",
    "lines = cross + hexagon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.636521Z",
     "start_time": "2021-06-05T16:17:57.632211Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/the-gaboardi/miniconda3/envs/py39_spgh_dev/lib/python3.9/site-packages/libpysal/weights/weights.py:172: UserWarning: The weights matrix is not fully connected: \n",
      " There are 2 disconnected components.\n",
      "  warnings.warn(message)\n"
     ]
    }
   ],
   "source": [
    "ntw = spaghetti.Network(in_data=lines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.652699Z",
     "start_time": "2021-06-05T16:17:57.637910Z"
    }
   },
   "outputs": [],
   "source": [
    "# network vertices and arcs\n",
    "vertices_df, arcs_df = spaghetti.element_as_gdf(ntw, vertices=True, arcs=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.855526Z",
     "start_time": "2021-06-05T16:17:57.654841Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 291,
       "width": 424
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "base = arcs_df.plot(column=\"comp_label\", cmap=\"Set2\", linewidth=5, figsize=(7, 7))\n",
    "vertices_df.plot(ax=base, color=\"k\", markersize=100, zorder=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The longest component is not necessarily the largest\n",
    "##### This is because in `spaghetti` the largest compnent equates to the most vertices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.861954Z",
     "start_time": "2021-06-05T16:17:57.857644Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The longest component is 0 at 20.0 units of distance.\n",
      "The largest component is 1 with 6 vertices.\n"
     ]
    }
   ],
   "source": [
    "clongest = ntw.network_longest_component\n",
    "clength = round(ntw.network_component_lengths[clongest], 5)\n",
    "clargest = ntw.network_largest_component\n",
    "cverts = ntw.network_component_vertex_count[clargest]\n",
    "print(\"The longest component is %s at %s units of distance.\" % (clongest, clength))\n",
    "print(\"The largest component is %s with %s vertices.\" % (clargest, cverts))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-22T22:00:11.038343Z",
     "start_time": "2020-02-22T22:00:11.029198Z"
    }
   },
   "source": [
    "### 5. Extracting components\n",
    "#### Extract the longest component"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.870506Z",
     "start_time": "2021-06-05T16:17:57.864103Z"
    }
   },
   "outputs": [],
   "source": [
    "longest = spaghetti.extract_component(ntw, ntw.network_longest_component)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.884293Z",
     "start_time": "2021-06-05T16:17:57.872366Z"
    }
   },
   "outputs": [],
   "source": [
    "# network vertices and arcs\n",
    "vertices_df, arcs_df = spaghetti.element_as_gdf(longest, vertices=True, arcs=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:57.894824Z",
     "start_time": "2021-06-05T16:17:57.886714Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>geometry</th>\n",
       "      <th>comp_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>POINT (0.00000 5.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>POINT (5.00000 5.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>POINT (5.00000 10.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>POINT (5.00000 0.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>POINT (10.00000 5.00000)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                  geometry  comp_label\n",
       "0   0   POINT (0.00000 5.00000)           0\n",
       "1   1   POINT (5.00000 5.00000)           0\n",
       "2   2  POINT (5.00000 10.00000)           0\n",
       "3   3   POINT (5.00000 0.00000)           0\n",
       "4   4  POINT (10.00000 5.00000)           0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vertices_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:58.080928Z",
     "start_time": "2021-06-05T16:17:57.897182Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 411,
       "width": 414
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "base = arcs_df.plot(column=\"comp_label\", cmap=\"Set2\", linewidth=5, figsize=(7, 7))\n",
    "vertices_df.plot(ax=base, color=\"k\", markersize=100, zorder=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Extract the largest component and plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:17:58.301016Z",
     "start_time": "2021-06-05T16:17:58.083048Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 291,
       "width": 434
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "largest = spaghetti.extract_component(ntw, ntw.network_largest_component)\n",
    "# network vertices and arcs\n",
    "vertices_df, arcs_df = spaghetti.element_as_gdf(largest, vertices=True, arcs=True)\n",
    "base = arcs_df.plot(column=\"comp_label\", cmap=\"Set2\", linewidth=5, figsize=(7, 7))\n",
    "vertices_df.plot(ax=base, color=\"k\", markersize=100, zorder=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Empirical Example — New Haven, Connecticut"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:19:05.708022Z",
     "start_time": "2021-06-05T16:17:58.303169Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/the-gaboardi/miniconda3/envs/py39_spgh_dev/lib/python3.9/site-packages/libpysal/weights/weights.py:172: UserWarning: The weights matrix is not fully connected: \n",
      " There are 21 disconnected components.\n",
      " There are 7 islands with ids: (1494, 1495), (2129, 2130), (3756, 3757), (8669, 8670), (9611, 9612), (11152, 11153), (11228, 11229).\n",
      "  warnings.warn(message)\n"
     ]
    }
   ],
   "source": [
    "newhaven = libpysal.examples.get_path(\"newhaven_nework.shp\")\n",
    "ntw = spaghetti.Network(in_data=newhaven, extractgraph=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Extract the longest component"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:20:05.876147Z",
     "start_time": "2021-06-05T16:19:05.709736Z"
    }
   },
   "outputs": [],
   "source": [
    "longest = spaghetti.extract_component(ntw, ntw.network_longest_component)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:20:12.275881Z",
     "start_time": "2021-06-05T16:20:05.878818Z"
    }
   },
   "outputs": [],
   "source": [
    "# network vertices and arcs\n",
    "vertices_df, arcs_df = spaghetti.element_as_gdf(ntw, vertices=True, arcs=True)\n",
    "arcs_df.crs = \"epsg:4269\"\n",
    "arcs_df = arcs_df.to_crs(\"epsg:6433\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:20:18.483206Z",
     "start_time": "2021-06-05T16:20:12.278001Z"
    }
   },
   "outputs": [],
   "source": [
    "# longest vertices and arcs\n",
    "lc_vertices, lc_arcs = spaghetti.element_as_gdf(longest, vertices=True, arcs=True)\n",
    "lc_arcs.crs = \"epsg:4269\"\n",
    "lc_arcs = lc_arcs.to_crs(\"epsg:6433\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Filter non-longest component arcs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:20:18.502646Z",
     "start_time": "2021-06-05T16:20:18.485784Z"
    }
   },
   "outputs": [],
   "source": [
    "nlc = ntw.network_longest_component\n",
    "arcs_df = arcs_df[arcs_df.comp_label != nlc]\n",
    "ocomp = list(set(ntw.network_component_labels))\n",
    "ocomp.remove(nlc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot network arcs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:20:18.508206Z",
     "start_time": "2021-06-05T16:20:18.505051Z"
    }
   },
   "outputs": [],
   "source": [
    "def legend(objects):\n",
    "    \"\"\"Add a legend to a plot\"\"\"\n",
    "    patches = make_patches(*objects)\n",
    "    kws = {\"fancybox\": True, \"framealpha\": 0.85, \"fontsize\": \"x-large\"}\n",
    "    kws.update({\"loc\": \"lower left\", \"labelspacing\": 2.0, \"borderpad\": 2.0})\n",
    "    legend = matplotlib.pyplot.legend(handles=patches, **kws)\n",
    "    legend.get_frame().set_facecolor(\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:20:18.513554Z",
     "start_time": "2021-06-05T16:20:18.509793Z"
    }
   },
   "outputs": [],
   "source": [
    "def make_patches(comp_type, in_comp, oc):\n",
    "    \"\"\"Create patches for legend\"\"\"\n",
    "    labels_colors_alpha = [\n",
    "        [\"%s component: %s\" % (comp_type.capitalize(), in_comp), \"k\", 0.5],\n",
    "        [\"Other components: %s-%s\" % (oc[0], oc[1]), \"r\", 1],\n",
    "    ]\n",
    "    patches = []\n",
    "    for l, c, a in labels_colors_alpha:\n",
    "        p = matplotlib.lines.Line2D([], [], lw=2, label=l, c=c, alpha=a)\n",
    "        patches.append(p)\n",
    "    return patches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-06-05T16:20:19.087467Z",
     "start_time": "2021-06-05T16:20:18.514979Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 561,
       "width": 563
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "base = arcs_df.plot(color=\"r\", alpha=1, linewidth=3, figsize=(10, 10))\n",
    "lc_arcs.plot(ax=base, color=\"k\", linewidth=2, alpha=0.5, zorder=2)\n",
    "# add legend\n",
    "legend((\"longest\", nlc, (ocomp[0], ocomp[-1])))\n",
    "# add scale bar\n",
    "scalebar = ScaleBar(3, units=\"m\", location=\"lower right\")\n",
    "base.add_artist(scalebar)\n",
    "base.set(xticklabels=[], xticks=[], yticklabels=[], yticks=[]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---------------------------------------"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:py39_spgh_dev]",
   "language": "python",
   "name": "conda-env-py39_spgh_dev-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}