{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "oIYb0j-DFUIx" }, "source": [ "# OpenStreetMap (OSM)\n", "\n", "## Introduction\n", "\n", "This tutorial focuses on using graphfaker to generate OpenStreetMap (OSM) road networks. You will learn how to:\n", "- Fetch an OSM network for a specific area.\n", "- Visualize the network.\n", "- Perform basic graph operations like shortest path and degree analysis.\n", "- Export the graph for further use.\n", "\n", "You can explore the full notebook locally or open it in Google Colab:\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1nOSc6NzE3U14KZ5cY08nO28B7CdXoJ4z?usp=sharing)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "RrdbIdXPFYw1" }, "source": [ "### Step 1: Import and Initialize" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PXkGMe5yEeME", "outputId": "7bfb71fd-da2a-456d-9881-aa17156ae01a" }, "outputs": [], "source": [ "# If you haven't installed graphfaker yet:\n", "# !pip install graphfaker" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "6RPuwkl9Eg2H" }, "outputs": [], "source": [ "from graphfaker import GraphFaker\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "\n", "# Initialize the GraphFaker\n", "gf = GraphFaker()" ] }, { "cell_type": "markdown", "metadata": { "id": "pq7MGWMiFhMh" }, "source": [ "### Step 2: Fetch an OSM Network\n", "\n", "You can fetch a road network for a city, specific address, or bounding box." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "x9HViZO4ElkI", "outputId": "85cf7881-1544-4624-ecfd-d5047daeaf57" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "graphfaker:2025-08-24 12:34:38,215 - graphfaker - INFO - Generating OSM graph with source=osm, place=Castellón de la Plana, Spain, address=None, bbox=None, network_type=drive, simplify=True, retain_all=False, dist=1000\n", "INFO:graphfaker:Generating OSM graph with source=osm, place=Castellón de la Plana, Spain, address=None, bbox=None, network_type=drive, simplify=True, retain_all=False, dist=1000\n", "graphfaker:2025-08-24 12:34:38,221 - graphfaker - INFO - Fetching OSM network with parameters: place=Castellón de la Plana, Spain, address=None, bbox=None, network_type=drive, simplify=True, retain_all=False, dist=1000\n", "INFO:graphfaker:Fetching OSM network with parameters: place=Castellón de la Plana, Spain, address=None, bbox=None, network_type=drive, simplify=True, retain_all=False, dist=1000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "OSM graph: 5071 nodes, 10086 edges\n" ] } ], "source": [ "# Example: road network for Castellón de la Plana, Spain\n", "osm_graph = gf.generate_graph(\n", " source=\"osm\",\n", " place=\"Castellón de la Plana, Spain\",\n", " network_type=\"drive\" # options: \"drive\", \"walk\", \"bike\", etc.\n", ")\n", "\n", "print(f\"OSM graph: {osm_graph.number_of_nodes()} nodes, {osm_graph.number_of_edges()} edges\")" ] }, { "cell_type": "markdown", "metadata": { "id": "KQF4NiOHFmP_" }, "source": [ "### Step 3: Visualize the Network\n", "\n", "For large networks, plotting the full graph may be slow. We can plot a subset or use simplified layouts." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 539 }, "id": "vEe2dHLvEtNp", "outputId": "c324a217-191c-4ca0-d71e-ef855b3fb3e4" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a subset of 200 nodes\n", "nodes_to_plot = list(osm_graph.nodes())[:200]\n", "subgraph = osm_graph.subgraph(nodes_to_plot)\n", "\n", "pos = nx.spring_layout(subgraph, seed=42) # Layout for visualization\n", "nx.draw(subgraph, pos, node_size=20, alpha=0.7, edge_color=\"gray\")\n", "plt.title(\"OSM Road Network (subset)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "5ufcfggPFs5U" }, "source": [ "### Step 4: Analyze the Network\n", "\n", "#### Example 1: Node Degree Distribution" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "pBeEAZD9EyLU", "outputId": "df10de5b-4573-4970-91ab-a89ab66e6b82" }, "outputs": [ { "data": { "image/png": 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YMWOGERERYdSsWdMICwszEhMTjfPnzzuMKyoqMmbMmGGEhIQYnp6eRpcuXYzdu3cb4eHhDrfdG4ZhnDlzxkhMTDRuuukmw2q1GgEBAcbtt99uvPjii/bbry+l5PbtkqVOnTpG06ZNjSFDhhjr16+/5Ov++c9/GnfeeadRu3Zto3bt2kazZs2MhIQEIz093WHcq6++aoSHhxseHh5Ghw4djK+++sqIiYkxevfubR9Tcgv4Bx98UOa+vvvuO6N///5GvXr1DA8PDyM8PNwYMGCAsXHjRodx2dnZRkJCghEWFmbUrFnTCA4ONrp162YsXrz4su+BYfxy233Je2CxWAwfHx8jOjraGDVqlLFt27YyX6Nf3XZfUFBgTJ482WjdurXh7e1t1K5d22jdurXxl7/8xeE1eXl5xqBBgww/Pz9Dkv0298u9B5e67T46OtrYsWOHERsba9SqVcsIDw83Xn/99VKvP3jwoNG9e3fDw8PDCAoKMp5++mljw4YNpbZ5qdrKuu3eMAwjOTnZuOOOOwxPT0/Dx8fH6Nevn7F3716HMSW33f/8888O7Zf6OgDA2SyGwZVqAKqe4uJi1a9fX/3799dbb73l6nIA3OC4hgiAy50/f77UdUZ/+9vfdPLkSYdHdwBAReEIEQCX+/zzzzVx4kQ98MADqlevnnbu3Km3335bzZs3V2pqaoU/vR0AuKgagMs1btxYYWFhevXVV+0X9A4dOlRz5swhDAGoFBwhAgAApsc1RAAAwPQIRAAAwPS4hugqFBcX69ixY/L29nbq1+kDAICKYxiGzpw5o9DQULm5Xf4YEIHoKhw7dkxhYWGuLgMAAJTDTz/9pIYNG152DIHoKnh7e0v65Q0teU4TAACo2mw2m8LCwuz/jl8OgegqlJwm8/HxIRABAFDNXNUzESuhDgAAgCqNQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyPQAQAAEyvhqsLAG4EGRkZysnJcfp2AwIC1KhRI6dvFwDgiEAEXKeMjAw1a95c5/Lznb5tTy8v/bhvH6EIACoYgQi4Tjk5OTqXn68Bzy9SYERTp233+KH9+vvUMcrJySEQAUAFIxABThIY0VQNmrd2dRkAgHLgomoAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6Lg1EW7ZsUb9+/RQaGiqLxaIPP/zQod9isZS5zJ8/3z6mcePGpfrnzJnjsJ1du3apU6dOqlWrlsLCwjRv3rzKmB4AAKgmXBqIzp49q9atW2vhwoVl9mdmZjosS5YskcVi0f333+8wbubMmQ7jxo0bZ++z2Wzq2bOnwsPDlZqaqvnz52v69OlavHhxhc4NAABUHy592n1cXJzi4uIu2R8cHOyw/tFHH6lr165q0qSJQ7u3t3epsSWWL1+uCxcuaMmSJbJarYqOjlZaWpoWLFig0aNHX/8kAABAtVdtriHKzs7Wxx9/rBEjRpTqmzNnjurVq6dbb71V8+fPV2Fhob0vJSVFnTt3ltVqtbf16tVL6enpOnXqVKXUDgAAqjaXHiG6Fu+88468vb3Vv39/h/bx48erbdu28vf319dff63ExERlZmZqwYIFkqSsrCxFREQ4vCYoKMjeV7du3VL7KigoUEFBgX3dZrM5ezoAAKAKqTaBaMmSJRo8eLBq1arl0D5p0iT7z61atZLVatWjjz6qpKQkeXh4lGtfSUlJmjFjxnXVCwAAqo9qccps69atSk9P18iRI684tmPHjiosLNThw4cl/XIdUnZ2tsOYkvVLXXeUmJio06dP25effvrp+iYAAACqtGoRiN5++23FxMSodevWVxyblpYmNzc3BQYGSpJiY2O1ZcsWXbx40T5mw4YNioqKKvN0mSR5eHjIx8fHYQEAADculwaivLw8paWlKS0tTZJ06NAhpaWlKSMjwz7GZrPpgw8+KPPoUEpKil5++WV9//33+u9//6vly5dr4sSJGjJkiD3sDBo0SFarVSNGjNCePXu0atUqvfLKKw6n2gAAgLm59BqiHTt2qGvXrvb1kpASHx+vZcuWSZJWrlwpwzD00EMPlXq9h4eHVq5cqenTp6ugoEARERGaOHGiQ9jx9fXV+vXrlZCQoJiYGAUEBOi5557jlnsAAGDn0kDUpUsXGYZx2TGjR4++ZHhp27atvvnmmyvup1WrVtq6dWu5agQAADe+anENEQAAQEUiEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANNzaSDasmWL+vXrp9DQUFksFn344YcO/cOGDZPFYnFYevfu7TDm5MmTGjx4sHx8fOTn56cRI0YoLy/PYcyuXbvUqVMn1apVS2FhYZo3b15FTw0AAFQjLg1EZ8+eVevWrbVw4cJLjundu7cyMzPty/vvv+/QP3jwYO3Zs0cbNmzQ2rVrtWXLFo0ePdreb7PZ1LNnT4WHhys1NVXz58/X9OnTtXjx4gqbFwAAqF5quHLncXFxiouLu+wYDw8PBQcHl9m3b98+ffbZZ9q+fbvatWsnSXrttdfUp08fvfjiiwoNDdXy5ct14cIFLVmyRFarVdHR0UpLS9OCBQscghMAADCvKn8N0eeff67AwEBFRUVpzJgxOnHihL0vJSVFfn5+9jAkSd27d5ebm5u2bdtmH9O5c2dZrVb7mF69eik9PV2nTp0qc58FBQWy2WwOCwAAuHFV6UDUu3dv/e1vf9PGjRs1d+5cffHFF4qLi1NRUZEkKSsrS4GBgQ6vqVGjhvz9/ZWVlWUfExQU5DCmZL1kzG8lJSXJ19fXvoSFhTl7agAAoApx6SmzKxk4cKD955YtW6pVq1aKjIzU559/rm7dulXYfhMTEzVp0iT7us1mIxQBAHADq9JHiH6rSZMmCggI0IEDByRJwcHBOn78uMOYwsJCnTx50n7dUXBwsLKzsx3GlKxf6tokDw8P+fj4OCwAAODGVa0C0f/+9z+dOHFCISEhkqTY2Fjl5uYqNTXVPmbTpk0qLi5Wx44d7WO2bNmiixcv2sds2LBBUVFRqlu3buVOAAAAVEkuDUR5eXlKS0tTWlqaJOnQoUNKS0tTRkaG8vLyNHnyZH3zzTc6fPiwNm7cqHvvvVc33XSTevXqJUlq3ry5evfurVGjRunbb7/VV199pbFjx2rgwIEKDQ2VJA0aNEhWq1UjRozQnj17tGrVKr3yyisOp8QAAIC5uTQQ7dixQ7feeqtuvfVWSdKkSZN066236rnnnpO7u7t27dql3/3ud7r55ps1YsQIxcTEaOvWrfLw8LBvY/ny5WrWrJm6deumPn366M4773T4jiFfX1+tX79ehw4dUkxMjJ544gk999xz3HIPAADsXHpRdZcuXWQYxiX7161bd8Vt+Pv7a8WKFZcd06pVK23duvWa6wMAAOZQra4hAgAAqAgEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHouDURbtmxRv379FBoaKovFog8//NDed/HiRU2ZMkUtW7ZU7dq1FRoaqqFDh+rYsWMO22jcuLEsFovDMmfOHIcxu3btUqdOnVSrVi2FhYVp3rx5lTE9AABQTbg0EJ09e1atW7fWwoULS/Xl5+dr586devbZZ7Vz506tXr1a6enp+t3vfldq7MyZM5WZmWlfxo0bZ++z2Wzq2bOnwsPDlZqaqvnz52v69OlavHhxhc4NAABUHzVcufO4uDjFxcWV2efr66sNGzY4tL3++uvq0KGDMjIy1KhRI3u7t7e3goODy9zO8uXLdeHCBS1ZskRWq1XR0dFKS0vTggULNHr0aOdNBgAAVFvV6hqi06dPy2KxyM/Pz6F9zpw5qlevnm699VbNnz9fhYWF9r6UlBR17txZVqvV3tarVy+lp6fr1KlTZe6noKBANpvNYQEAADculx4huhbnz5/XlClT9NBDD8nHx8fePn78eLVt21b+/v76+uuvlZiYqMzMTC1YsECSlJWVpYiICIdtBQUF2fvq1q1bal9JSUmaMWNGBc4GAABUJdUiEF28eFEDBgyQYRhatGiRQ9+kSZPsP7dq1UpWq1WPPvqokpKS5OHhUa79JSYmOmzXZrMpLCysfMUDAIAqr8oHopIwdOTIEW3atMnh6FBZOnbsqMLCQh0+fFhRUVEKDg5Wdna2w5iS9Utdd+Th4VHuMAUAAKqfKn0NUUkY2r9/v5KTk1WvXr0rviYtLU1ubm4KDAyUJMXGxmrLli26ePGifcyGDRsUFRVV5ukyAABgPi49QpSXl6cDBw7Y1w8dOqS0tDT5+/srJCREf/jDH7Rz506tXbtWRUVFysrKkiT5+/vLarUqJSVF27ZtU9euXeXt7a2UlBRNnDhRQ4YMsYedQYMGacaMGRoxYoSmTJmi3bt365VXXtFLL73kkjkDAICqx6WBaMeOHeratat9veS6nfj4eE2fPl3/+te/JElt2rRxeN3mzZvVpUsXeXh4aOXKlZo+fboKCgoUERGhiRMnOlz/4+vrq/Xr1yshIUExMTEKCAjQc889xy33AADAzqWBqEuXLjIM45L9l+uTpLZt2+qbb7654n5atWqlrVu3XnN9AADAHKr0NUQAAACVgUAEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMr1yBqEmTJjpx4kSp9tzcXDVp0uS6iwIAAKhM5QpEhw8fVlFRUan2goICHT169LqLAgAAqEw1rmXwv/71L/vP69atk6+vr329qKhIGzduVOPGjZ1WHAAAQGW4pkB03333SZIsFovi4+Md+mrWrKnGjRvrz3/+s9OKAwAAqAzXFIiKi4slSREREdq+fbsCAgIqpCgAAIDKdE2BqMShQ4ecXQcAAIDLlCsQSdLGjRu1ceNGHT9+3H7kqMSSJUuuuzAAFSsjI0M5OTlO325AQIAaNWrk9O0CQEUqVyCaMWOGZs6cqXbt2ikkJEQWi8XZdQGoQBkZGWrWvLnO5ec7fdueXl76cd8+QhGAaqVcgeiNN97QsmXL9PDDD1/Xzrds2aL58+crNTVVmZmZWrNmjf3CbUkyDEPTpk3TW2+9pdzcXN1xxx1atGiRmjZtah9z8uRJjRs3Tv/+97/l5uam+++/X6+88orq1KljH7Nr1y4lJCRo+/btql+/vsaNG6c//elP11U7UJ3l5OToXH6+Bjy/SIERTa/8gqt0/NB+/X3qGOXk5BCIAFQr5QpEFy5c0O23337dOz979qxat26t4cOHq3///qX6582bp1dffVXvvPOOIiIi9Oyzz6pXr17au3evatWqJUkaPHiwMjMztWHDBl28eFGPPPKIRo8erRUrVkiSbDabevbsqe7du+uNN97QDz/8oOHDh8vPz0+jR4++7jkA1VlgRFM1aN7a1WUAgMuVKxCNHDlSK1as0LPPPntdO4+Li1NcXFyZfYZh6OWXX9bUqVN17733SpL+9re/KSgoSB9++KEGDhyoffv26bPPPtP27dvVrl07SdJrr72mPn366MUXX1RoaKiWL1+uCxcuaMmSJbJarYqOjlZaWpoWLFhAIAIAAJLKGYjOnz+vxYsXKzk5Wa1atVLNmjUd+hcsWHDdhR06dEhZWVnq3r27vc3X11cdO3ZUSkqKBg4cqJSUFPn5+dnDkCR1795dbm5u2rZtm37/+98rJSVFnTt3ltVqtY/p1auX5s6dq1OnTqlu3bql9l1QUKCCggL7us1mu+75AACAqqtcgWjXrl1q06aNJGn37t0Ofc66wDorK0uSFBQU5NAeFBRk78vKylJgYKBDf40aNeTv7+8wJiIiotQ2SvrKCkRJSUmaMWOGU+YBAACqvnIFos2bNzu7jiolMTFRkyZNsq/bbDaFhYW5sCIAAFCRyvVw18oQHBwsScrOznZoz87OtvcFBwfr+PHjDv2FhYU6efKkw5iytvHrffyWh4eHfHx8HBYAAHDjKtcRoq5du1721NimTZvKXVCJiIgIBQcHa+PGjfbTczabTdu2bdOYMWMkSbGxscrNzVVqaqpiYmLs+y4uLlbHjh3tY5555hldvHjRfq3Thg0bFBUVVebpMgAAYD7lCkQlAaXExYsXlZaWpt27d5d66Ovl5OXl6cCBA/b1Q4cOKS0tTf7+/mrUqJEmTJig559/Xk2bNrXfdh8aGmr/rqLmzZurd+/eGjVqlN544w1dvHhRY8eO1cCBAxUaGipJGjRokGbMmKERI0ZoypQp2r17t1555RW99NJL5Zk6AAC4AZUrEF0qTEyfPl15eXlXvZ0dO3aoa9eu9vWS63bi4+O1bNky/elPf9LZs2c1evRo5ebm6s4779Rnn31m/w4iSVq+fLnGjh2rbt262b+Y8dVXX7X3+/r6av369UpISFBMTIwCAgL03HPPccs9AACwK/ezzMoyZMgQdejQQS+++OJVje/SpYsMw7hkv8Vi0cyZMzVz5sxLjvH397d/CeOltGrVSlu3br2qmgAAgPk4NRClpKQ4HL0BAFSMino4r8QDemFO5QpEv33MhmEYyszM1I4dO67726sBAJdXkQ/nlXhAL8ypXIHI19fXYd3NzU1RUVGaOXOmevbs6ZTCAABlq6iH80o8oBfmVa5AtHTpUmfXAQC4RjycF3Ce67qGKDU1Vfv27ZMkRUdH69Zbb3VKUQAAAJWpXIHo+PHjGjhwoD7//HP5+flJknJzc9W1a1etXLlS9evXd2aNAAAAFapcj+4YN26czpw5oz179ujkyZM6efKkdu/eLZvNpvHjxzu7RgAAgApVriNEn332mZKTk9W8eXN7W4sWLbRw4UIuqgYAANVOuY4QFRcX258L9ms1a9ZUcXHxdRcFAABQmcoViO6++249/vjjOnbsmL3t6NGjmjhxorp16+a04gAAACpDuQLR66+/LpvNpsaNGysyMlKRkZGKiIiQzWbTa6+95uwaAQAAKlS5riEKCwvTzp07lZycrB9//FHSL0+e7969u1OLAwAAqAzXdIRo06ZNatGihWw2mywWi3r06KFx48Zp3Lhxat++vaKjo3mIKgAAqHauKRC9/PLLGjVqlHx8fEr1+fr66tFHH9WCBQucVhwAAEBluKZA9P3336t3796X7O/Zs6dSU1OvuygAAIDKdE2BKDs7u8zb7UvUqFFDP//883UXBQAAUJmuKRA1aNBAu3fvvmT/rl27FBISct1FAQAAVKZrCkR9+vTRs88+q/Pnz5fqO3funKZNm6Z77rnHacUBAABUhmu67X7q1KlavXq1br75Zo0dO1ZRUVGSpB9//FELFy5UUVGRnnnmmQopFAAAoKJcUyAKCgrS119/rTFjxigxMVGGYUiSLBaLevXqpYULFyooKKhCCgUAAKgo1/zFjOHh4frkk0906tQpHThwQIZhqGnTpqpbt25F1AcAAFDhyvVN1ZJUt25dtW/f3pm1AAAAuES5nmUGAABwIyEQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA06vygahx48ayWCylloSEBElSly5dSvU99thjDtvIyMhQ37595eXlpcDAQE2ePFmFhYWumA4AAKiCari6gCvZvn27ioqK7Ou7d+9Wjx499MADD9jbRo0apZkzZ9rXvby87D8XFRWpb9++Cg4O1tdff63MzEwNHTpUNWvW1AsvvFA5kwAAAFValQ9E9evXd1ifM2eOIiMjddddd9nbvLy8FBwcXObr169fr7179yo5OVlBQUFq06aNZs2apSlTpmj69OmyWq0VWj8AAKj6qvwps1+7cOGC3nvvPQ0fPlwWi8Xevnz5cgUEBOiWW25RYmKi8vPz7X0pKSlq2bKlgoKC7G29evWSzWbTnj17ytxPQUGBbDabwwIAAG5cVf4I0a99+OGHys3N1bBhw+xtgwYNUnh4uEJDQ7Vr1y5NmTJF6enpWr16tSQpKyvLIQxJsq9nZWWVuZ+kpCTNmDGjYiYBAACqnGoViN5++23FxcUpNDTU3jZ69Gj7zy1btlRISIi6deumgwcPKjIyslz7SUxM1KRJk+zrNptNYWFh5S8cAABUadUmEB05ckTJycn2Iz+X0rFjR0nSgQMHFBkZqeDgYH377bcOY7KzsyXpktcdeXh4yMPDwwlVAwCA6qDaXEO0dOlSBQYGqm/fvpcdl5aWJkkKCQmRJMXGxuqHH37Q8ePH7WM2bNggHx8ftWjRosLqBQAA1Ue1OEJUXFyspUuXKj4+XjVq/H/JBw8e1IoVK9SnTx/Vq1dPu3bt0sSJE9W5c2e1atVKktSzZ0+1aNFCDz/8sObNm6esrCxNnTpVCQkJHAUCAACSqkkgSk5OVkZGhoYPH+7QbrValZycrJdffllnz55VWFiY7r//fk2dOtU+xt3dXWvXrtWYMWMUGxur2rVrKz4+3uF7iwAAgLlVi0DUs2dPGYZRqj0sLExffPHFFV8fHh6uTz75pCJKAwAAN4Bqcw0RAABARSEQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA06vh6gJQPWVkZCgnJ6dCth0QEKBGjRpVyLYBACgLgQjXLCMjQ82aN9e5/PwK2b6nl5d+3LePUAQAqDQEIlyznJwcncvP14DnFykwoqlTt3380H79feoY5eTkEIgAAJWGQIRyC4xoqgbNW7u6DAAArhsXVQMAANMjEAEAANMjEAEAANMjEAEAANOr0oFo+vTpslgsDkuzZs3s/efPn1dCQoLq1aunOnXq6P7771d2drbDNjIyMtS3b195eXkpMDBQkydPVmFhYWVPBQAAVGFV/i6z6OhoJScn29dr1Pj/kidOnKiPP/5YH3zwgXx9fTV27Fj1799fX331lSSpqKhIffv2VXBwsL7++mtlZmZq6NChqlmzpl544YVKnwsAAKiaqnwgqlGjhoKDg0u1nz59Wm+//bZWrFihu+++W5K0dOlSNW/eXN98841uu+02rV+/Xnv37lVycrKCgoLUpk0bzZo1S1OmTNH06dNltVorezoAAKAKqtKnzCRp//79Cg0NVZMmTTR48GBlZGRIklJTU3Xx4kV1797dPrZZs2Zq1KiRUlJSJEkpKSlq2bKlgoKC7GN69eolm82mPXv2VO5EAABAlVWljxB17NhRy5YtU1RUlDIzMzVjxgx16tRJu3fvVlZWlqxWq/z8/BxeExQUpKysLElSVlaWQxgq6S/pu5SCggIVFBTY1202m5NmBAAAqqIqHYji4uLsP7dq1UodO3ZUeHi4/v73v8vT07PC9puUlKQZM2ZU2PYBVC08rBhAlQ5Ev+Xn56ebb75ZBw4cUI8ePXThwgXl5uY6HCXKzs62X3MUHBysb7/91mEbJXehlXVdUonExERNmjTJvm6z2RQWFubEmQCoKnhYMQCpmgWivLw8HTx4UA8//LBiYmJUs2ZNbdy4Uffff78kKT09XRkZGYqNjZUkxcbGavbs2Tp+/LgCAwMlSRs2bJCPj49atGhxyf14eHjIw8Oj4icEwOV4WDEAqYoHoieffFL9+vVTeHi4jh07pmnTpsnd3V0PPfSQfH19NWLECE2aNEn+/v7y8fHRuHHjFBsbq9tuu02S1LNnT7Vo0UIPP/yw5s2bp6ysLE2dOlUJCQkEHgAOeFgxYG5VOhD973//00MPPaQTJ06ofv36uvPOO/XNN9+ofv36kqSXXnpJbm5uuv/++1VQUKBevXrpL3/5i/317u7uWrt2rcaMGaPY2FjVrl1b8fHxmjlzpqumBAAAqqAqHYhWrlx52f5atWpp4cKFWrhw4SXHhIeH65NPPnF2aQAA4AZS5b+HCAAAoKIRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOlV6UCUlJSk9u3by9vbW4GBgbrvvvuUnp7uMKZLly6yWCwOy2OPPeYwJiMjQ3379pWXl5cCAwM1efJkFRYWVuZUAABAFVbD1QVczhdffKGEhAS1b99ehYWFevrpp9WzZ0/t3btXtWvXto8bNWqUZs6caV/38vKy/1xUVKS+ffsqODhYX3/9tTIzMzV06FDVrFlTL7zwQqXOBwAAVE1VOhB99tlnDuvLli1TYGCgUlNT1blzZ3u7l5eXgoODy9zG+vXrtXfvXiUnJysoKEht2rTRrFmzNGXKFE2fPl1Wq7VC5wAAAKq+Kn3K7LdOnz4tSfL393doX758uQICAnTLLbcoMTFR+fn59r6UlBS1bNlSQUFB9rZevXrJZrNpz549Ze6noKBANpvNYQEAADeuKn2E6NeKi4s1YcIE3XHHHbrlllvs7YMGDVJ4eLhCQ0O1a9cuTZkyRenp6Vq9erUkKSsryyEMSbKvZ2VllbmvpKQkzZgxo4JmAgAAqppqE4gSEhK0e/duffnllw7to0ePtv/csmVLhYSEqFu3bjp48KAiIyPLta/ExERNmjTJvm6z2RQWFla+wgEAQJVXLU6ZjR07VmvXrtXmzZvVsGHDy47t2LGjJOnAgQOSpODgYGVnZzuMKVm/1HVHHh4e8vHxcVgAAMCNq0oHIsMwNHbsWK1Zs0abNm1SRETEFV+TlpYmSQoJCZEkxcbG6ocfftDx48ftYzZs2CAfHx+1aNGiQuoGAADVS5U+ZZaQkKAVK1boo48+kre3t/2aH19fX3l6eurgwYNasWKF+vTpo3r16mnXrl2aOHGiOnfurFatWkmSevbsqRYtWujhhx/WvHnzlJWVpalTpyohIUEeHh6unB4AAKgiqvQRokWLFun06dPq0qWLQkJC7MuqVaskSVarVcnJyerZs6eaNWumJ554Qvfff7/+/e9/27fh7u6utWvXyt3dXbGxsRoyZIiGDh3q8L1FAADA3Kr0ESLDMC7bHxYWpi+++OKK2wkPD9cnn3zirLIAAMANpkofIQIAAKgMBCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6NVxdAAAAZpSRkaGcnJwK2XZAQIAaNWpUIdu+URGIAACoZBkZGWrWvLnO5edXyPY9vbz04759hKJrQCACAKCS5eTk6Fx+vgY8v0iBEU2duu3jh/br71PHKCcnh0B0DQhEAAC4SGBEUzVo3trVZUBcVA0AAEAgAgAAIBABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADT41lmVUBGRoZycnKcvt2AgAAe7AcAwFUgELlYRkaGmjVvrnP5+U7ftqeXl37ct49QBOCGV1EfLCU+XJoFgcjFcnJydC4/XwOeX6TAiKZO2+7xQ/v196ljlJOTw3/IAG5oFfnBUuLDpVmYKhAtXLhQ8+fPV1ZWllq3bq3XXntNHTp0cHVZkqTAiKZq0Ly1q8sAgGqnoj5YSny4NBPTBKJVq1Zp0qRJeuONN9SxY0e9/PLL6tWrl9LT0xUYGOjq8gAA14kPlrgeprnLbMGCBRo1apQeeeQRtWjRQm+88Ya8vLy0ZMkSV5cGAABczBSB6MKFC0pNTVX37t3tbW5uburevbtSUlJcWBkAAKgKTHHKLCcnR0VFRQoKCnJoDwoK0o8//lhqfEFBgQoKCuzrp0+fliTZbDan15aXlydJOrpvly7kn3Xadn8+clCSlJqaat+Hs6Snp0tyfs1Sxdbt5uam4uJip25Tqrj3ozr+DiuyZqlifofV8e+5OtZcgt/hL6pjzVLF/X9UkoKDgxUcHOzUbZb8u20YxpUHGyZw9OhRQ5Lx9ddfO7RPnjzZ6NChQ6nx06ZNMySxsLCwsLCw3ADLTz/9dMWsYIojRAEBAXJ3d1d2drZDe3Z2dplpNDExUZMmTbKvFxcX6+TJk6pXr54sFotTa7PZbAoLC9NPP/0kHx8fp267KrjR5yfd+HNkftXfjT5H5lf9VdQcDcPQmTNnFBoaesWxpghEVqtVMTEx2rhxo+677z5Jv4ScjRs3auzYsaXGe3h4yMPDw6HNz8+vQmv08fG5Yf/QpRt/ftKNP0fmV/3d6HNkftVfRczR19f3qsaZIhBJ0qRJkxQfH6927dqpQ4cOevnll3X27Fk98sgjri4NAAC4mGkC0YMPPqiff/5Zzz33nLKystSmTRt99tlnpS60BgAA5mOaQCRJY8eOLfMUmSt5eHho2rRppU7R3Shu9PlJN/4cmV/1d6PPkflVf1VhjhbDuJp70QAAAG5cpvhiRgAAgMshEAEAANMjEAEAANMjEAEAANMjELnIli1b1K9fP4WGhspisejDDz90dUlOlZSUpPbt28vb21uBgYG677777M/uuREsWrRIrVq1sn+JWGxsrD799FNXl1Vh5syZI4vFogkTJri6FKeZPn26LBaLw9KsWTNXl+VUR48e1ZAhQ1SvXj15enqqZcuW2rFjh6vLcprGjRuX+h1aLBYlJCS4ujSnKCoq0rPPPquIiAh5enoqMjJSs2bNurrnclUTZ86c0YQJExQeHi5PT0/dfvvt2r59u0tqMdVt91XJ2bNn1bp1aw0fPlz9+/d3dTlO98UXXyghIUHt27dXYWGhnn76afXs2VN79+5V7dq1XV3edWvYsKHmzJmjpk2byjAMvfPOO7r33nv13XffKTo62tXlOdX27dv15ptvqlWrVq4uxemio6OVnJxsX69R48b5X+KpU6d0xx13qGvXrvr0009Vv3597d+/X3Xr1nV1aU6zfft2FRUV2dd3796tHj166IEHHnBhVc4zd+5cLVq0SO+8846io6O1Y8cOPfLII/L19dX48eNdXZ5TjBw5Urt379a7776r0NBQvffee+revbv27t2rBg0aVG4xznh4Kq6PJGPNmjWuLqNCHT9+3JBkfPHFF64upcLUrVvX+Otf/+rqMpzqzJkzRtOmTY0NGzYYd911l/H444+7uiSnmTZtmtG6dWtXl1FhpkyZYtx5552uLqNSPf7440ZkZKRRXFzs6lKcom/fvsbw4cMd2vr3728MHjzYRRU5V35+vuHu7m6sXbvWob1t27bGM888U+n1cMoMleL06dOSJH9/fxdX4nxFRUVauXKlzp49q9jYWFeX41QJCQnq27evunfv7upSKsT+/fsVGhqqJk2aaPDgwcrIyHB1SU7zr3/9S+3atdMDDzygwMBA3XrrrXrrrbdcXVaFuXDhgt577z0NHz7c6Q/hdpXbb79dGzdu1H/+8x9J0vfff68vv/xScXFxLq7MOQoLC1VUVKRatWo5tHt6eurLL7+s9HpunOPDqLKKi4s1YcIE3XHHHbrllltcXY7T/PDDD4qNjdX58+dVp04drVmzRi1atHB1WU6zcuVK7dy502Xn8ytax44dtWzZMkVFRSkzM1MzZsxQp06dtHv3bnl7e7u6vOv23//+V4sWLdKkSZP09NNPa/v27Ro/frysVqvi4+NdXZ7Tffjhh8rNzdWwYcNcXYrTPPXUU7LZbGrWrJnc3d1VVFSk2bNna/Dgwa4uzSm8vb0VGxurWbNmqXnz5goKCtL777+vlJQU3XTTTZVfUKUfk0IpusFPmT322GNGeHi48dNPP7m6FKcqKCgw9u/fb+zYscN46qmnjICAAGPPnj2uLsspMjIyjMDAQOP777+3t91op8x+69SpU4aPj88Nc9qzZs2aRmxsrEPbuHHjjNtuu81FFVWsnj17Gvfcc4+ry3Cq999/32jYsKHx/vvvG7t27TL+9re/Gf7+/sayZctcXZrTHDhwwOjcubMhyXB3dzfat29vDB482GjWrFml18IRIlSosWPHau3atdqyZYsaNmzo6nKcymq12j/FxMTEaPv27XrllVf05ptvuriy65eamqrjx4+rbdu29raioiJt2bJFr7/+ugoKCuTu7u7CCp3Pz89PN998sw4cOODqUpwiJCSk1BHL5s2b65///KeLKqo4R44cUXJyslavXu3qUpxq8uTJeuqppzRw4EBJUsuWLXXkyBElJSXdMEf5IiMj9cUXX+js2bOy2WwKCQnRgw8+qCZNmlR6LVxDhAphGIbGjh2rNWvWaNOmTYqIiHB1SRWuuLhYBQUFri7DKbp166YffvhBaWlp9qVdu3YaPHiw0tLSbrgwJEl5eXk6ePCgQkJCXF2KU9xxxx2lvuriP//5j8LDw11UUcVZunSpAgMD1bdvX1eX4lT5+flyc3P8Z9rd3V3FxcUuqqji1K5dWyEhITp16pTWrVune++9t9Jr4AiRi+Tl5Tl8Ej106JDS0tLk7++vRo0aubAy50hISNCKFSv00UcfydvbW1lZWZIkX19feXp6uri665eYmKi4uDg1atRIZ86c0YoVK/T5559r3bp1ri7NKby9vUtd71W7dm3Vq1fvhrkO7Mknn1S/fv0UHh6uY8eOadq0aXJ3d9dDDz3k6tKcYuLEibr99tv1wgsvaMCAAfr222+1ePFiLV682NWlOVVxcbGWLl2q+Pj4G+prEySpX79+mj17tho1aqTo6Gh99913WrBggYYPH+7q0pxm3bp1MgxDUVFROnDggCZPnqxmzZrpkUceqfxiKv0kHQzDMIzNmzcbkkot8fHxri7NKcqamyRj6dKlri7NKYYPH26Eh4cbVqvVqF+/vtGtWzdj/fr1ri6rQt1o1xA9+OCDRkhIiGG1Wo0GDRoYDz74oHHgwAFXl+VU//73v41bbrnF8PDwMJo1a2YsXrzY1SU53bp16wxJRnp6uqtLcTqbzWY8/vjjRqNGjYxatWoZTZo0MZ555hmjoKDA1aU5zapVq4wmTZoYVqvVCA4ONhISEozc3FyX1GIxjBvoKy8BAADKgWuIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAFR5w4YNk8VikcViUc2aNRUUFKQePXpoyZIlN+RznQBUPgIRgGqhd+/eyszM1OHDh/Xpp5+qa9euevzxx3XPPfeosLCwwvZ74cKFCts2gKqDQASgWvDw8FBwcLAaNGigtm3b6umnn9ZHH32kTz/9VMuWLZMk5ebmauTIkapfv758fHx099136/vvv3fYzvPPP6/AwEB5e3tr5MiReuqpp9SmTRt7/7Bhw3Tfffdp9uzZCg0NVVRUlCTpp59+0oABA+Tn5yd/f3/de++9Onz4sMO2//rXv6p58+aqVauWmjVrpr/85S8V+ZYAcCICEYBq6+6771br1q21evVqSdIDDzyg48eP69NPP1Vqaqratm2rbt266eTJk5Kk5cuXa/bs2Zo7d65SU1PVqFEjLVq0qNR2N27cqPT0dG3YsEFr167VxYsX1atXL3l7e2vr1q366quvVKdOHfXu3dt+BGn58uV67rnnNHv2bO3bt08vvPCCnn32Wb3zzjuV94YAKD+XPFIWAK5BfHy8ce+995bZ9+CDDxrNmzc3tm7davj4+Bjnz5936I+MjDTefPNNwzAMo2PHjkZCQoJD/x133GG0bt3aYV9BQUEOTxR/9913jaioKKO4uNjeVlBQYHh6ehrr1q2z72fFihUO2541a5YRGxt7zfMFUPlquDqQAcD1MAxDFotF33//vfLy8lSvXj2H/nPnzungwYOSpPT0dP3xj3906O/QoYM2bdrk0NayZUtZrVb7+vfff68DBw7I29vbYdz58+d18OBBnT17VgcPHtSIESM0atQoe39hYaF8fX2dMk8AFYtABKBa27dvnyIiIpSXl6eQkBB9/vnnpcb4+fld0zZr167tsJ6Xl6eYmBgtX7681Nj69esrLy9PkvTWW2+pY8eODv3u7u7XtG8ArkEgAlBtbdq0ST/88IMmTpyohg0bKisrSzVq1FDjxo3LHB8VFaXt27dr6NCh9rbt27dfcT9t27bVqlWrFBgYKB8fn1L9vr6+Cg0N1X//+18NHjy43PMB4DoEIgDVQkFBgbKyslRUVKTs7Gx99tlnSkpK0j333KOhQ4fKzc1NsbGxuu+++zRv3jzdfPPNOnbsmD7++GP9/ve/V7t27TRu3DiNGjVK7dq10+23365Vq1Zp165datKkyWX3PXjwYM2fP1/33nuvZs6cqYYNG+rIkSNavXq1/vSnP6lhw4aaMWOGxo8fL19fX/Xu3VsFBQXasWOHTp06pUmTJlXSuwSgvAhEAKqFzz77TCEhIapRo4bq1q2r1q1b69VXX1V8fLzc3H65YfaTTz7RM888o0ceeUQ///yzgoOD1blzZwUFBUn6Jdj897//1ZNPPqnz589rwIABGjZsmL799tvL7tvLy0tbtmzRlClT1L9/f505c0YNGjRQt27d7EeMRo4cKS8vL82fP1+TJ09W7dq11bJlS02YMKFC3xcAzmExDMNwdREA4Co9evRQcHCw3n33XVeXAsCFOEIEwDTy8/P1xhtvqFevXnJ3d9f777+v5ORkbdiwwdWlAXAxjhABMI1z586pX79++u6773T+/HlFRUVp6tSp6t+/v6tLA+BiBCIAAGB6PLoDAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACY3v8Bkj4dIAmz08AAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "degrees = [d for _, d in osm_graph.degree()]\n", "plt.hist(degrees, bins=20, color=\"skyblue\", edgecolor=\"black\")\n", "plt.title(\"Node Degree Distribution\")\n", "plt.xlabel(\"Degree\")\n", "plt.ylabel(\"Count\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "2CWZsnJNFuqk" }, "source": [ "#### Example 2: Shortest Path" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pge45uwqE2P1", "outputId": "d82210f8-2d1f-42fd-c14f-896b38a53795" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shortest path from 275040659 to 237778731: [275040659, 4645845447, 275039976, 275039996, 275039004, 275039006, 275039569, 275039571, 275039573, 275039581, 237781112, 237780985, 237780952, 9721054783, 9721054780, 237780917, 6019817960, 237780906, 6019817962, 237780890, 390982212, 237780887, 237780883, 390982225, 237780876, 237780870, 237780867, 275046222, 260493224, 260493230, 260493232, 260493234, 260493236, 261658959, 261652009, 261652627, 261652013, 261651583, 261651585, 261651587, 261651589, 261656390, 259717434, 260488314, 390927291, 2175348075, 390927293, 390927203, 11812484240, 262247521, 237778698, 237778705, 237778710, 237778718, 237778727, 237778731]\n" ] } ], "source": [ "nodes = list(osm_graph.nodes())\n", "source, target = nodes[4], nodes[100]\n", "\n", "if nx.has_path(osm_graph, source, target):\n", " path = nx.shortest_path(osm_graph, source=source, target=target, weight=\"length\")\n", " print(f\"Shortest path from {source} to {target}: {path}\")\n", "else:\n", " print(f\"No path between {source} and {target}\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "32NWPwR2FzAN" }, "source": [ "### Step 5: Export the Graph\n", "\n", "You can save the graph for use in tools like Gephi, Cytoscape, or for later analysis." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Ue6efiNDE4bm", "outputId": "c3976b69-8134-405f-bb5e-0d5f94936d51" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ Graph exported to: /content/osm_graph.graphml\n" ] } ], "source": [ "gf.export_graph(osm_graph, source=\"osm\", path=\"osm_graph.graphml\")" ] }, { "cell_type": "markdown", "metadata": { "id": "T_ELzpsTF1gz" }, "source": [ "\n", "### Summary\n", "\n", "- Fetched an OSM road network with `graphfaker`.\n", "\n", "- Visualized the network and subsets for clarity.\n", "\n", "- Explored basic metrics like degree and shortest paths.\n", "\n", "- Exported the network for external use." ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }