Dataset_Collection.ipynb

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      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
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      "source": [
        "<a href=\"https://colab.research.google.com/github/jbloewencolon/Creating-Dataset-for-The-Demographics-of-Faerun/blob/main/Dataset_Collection.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 160,
      "metadata": {
        "id": "73bliwpoih3X",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a79574fe-b509-4b00-9054-a2cbbb1dfbc7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import random\n",
        "import ast\n",
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the file path (it seems you've already specified it)\n",
        "file_path = '/content/drive/MyDrive/Colab Notebooks/DnD/fictional_data.xlsx'"
      ],
      "metadata": {
        "id": "lG23fVQLs4JY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "aglarond_data = {\n",
        "    'region': 'Aglarond',\n",
        "    'ruler': 'The Simbul',\n",
        "    'capital': {\n",
        "        'name': 'Velprintalar',\n",
        "        'population': 66044,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Corth', 'population': 500},\n",
        "        {'name': 'Dahst', 'population': 300},\n",
        "        {'name': 'Dlusk', 'population': 1000},\n",
        "        {'name': 'Emmech', 'population': 7620},\n",
        "        {'name': 'Findar', 'population': 300},\n",
        "        {'name': 'Furthinghome', 'population': 40643},\n",
        "        {'name': 'Glarondar', 'population': 5489},\n",
        "        {'name': 'Halendos', 'population': 200},\n",
        "        {'name': 'Ingdal’s Arm', 'population': 1000},\n",
        "        {'name': 'Mesring', 'population': 1000},\n",
        "        {'name': 'Orithar', 'population': 500},\n",
        "        {'name': 'Osker', 'population': 700},\n",
        "        {'name': 'Relkath’s Foot', 'population': 5080},\n",
        "        {'name': 'Thayguard', 'population': 5000},\n",
        "        {'name': 'Urst', 'population': 1000},\n",
        "        {'name': 'Urve', 'population': 500},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 1270080,\n",
        "        'breakdown': {\n",
        "            'humans': 64,\n",
        "            'half-elves': 30,\n",
        "            'elves': 5,\n",
        "            'misc.': 1,\n",
        "        },\n",
        "        'density': {\n",
        "            'miles_squared': 19.57,\n",
        "            'kilometres_squared': 7.56,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 64902,\n",
        "        'kilometres_squared': 168095.41,\n",
        "    },\n",
        "    'military': {\n",
        "        'standing': 6000,\n",
        "        'full_mobilisation': 30000,\n",
        "    },\n",
        "    'languages': ['Aglarondan', 'Common', 'Elven (Yuir)'],\n",
        "    'religion': [\n",
        "        'Chauntea',\n",
        "        'the Seldarine (elven pantheon)',\n",
        "        'Selûne',\n",
        "        'Umberlee',\n",
        "        'Valkur',\n",
        "        'the Yuir',\n",
        "    ],\n",
        "    'economy': {\n",
        "        'exports': ['lumber', 'grain', 'gems', 'copper', 'wine'],\n",
        "        'imports': ['glass', 'iron', 'textiles', 'produce'],\n",
        "    },\n",
        "    'sources': [\n",
        "        'Spellbound - Anthony Pryor, 1995',\n",
        "        'Unapproachable East - Richard Baker, Matt Forbeck & Sean K. Reynolds, 2003',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "D6W9aAHw7BZL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "amn_data = {\n",
        "    'region': 'Amn',\n",
        "    'ruler': 'The Council of Six',\n",
        "    'capital': {\n",
        "        'name': 'Athkatla',\n",
        "        'population': 118304,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Amnwater', 'population': 7500},\n",
        "        {'name': 'Citadel Amnur', 'population': 700},\n",
        "        {'name': 'Citadel Rashturl', 'population': 700},\n",
        "        {'name': 'Coryllvol','population': None},\n",
        "        {'name': 'Crimmor', 'population': 35491},\n",
        "        {'name': 'Dark Redoubt', 'population': 300},\n",
        "        {'name': 'Edive', 'population': 200},\n",
        "        {'name': 'Esford','population': None},\n",
        "        {'name': 'Eshpurta', 'population': 24252},\n",
        "        {'name': 'Esmeltaran', 'population': 21000},\n",
        "        {'name': 'Gambiton','population': None},\n",
        "        {'name': 'Goldspires', 'population': 1200},\n",
        "        {'name': 'Hillfort Ishla', 'population': 316},\n",
        "        {'name': 'Hillfort Keshla', 'population': 435},\n",
        "        {'name': 'Hillfort Torbold', 'population': 316},\n",
        "        {'name': 'Ideepton', 'population': 200},\n",
        "        {'name': 'Imnescar', 'population': 6000},\n",
        "        {'name': 'Keczulla', 'population': 47322},\n",
        "        {'name': 'Minsor Vale', 'population': 200},\n",
        "        {'name': 'Murann', 'population': 43773},\n",
        "        {'name': 'Nashkel', 'population': 3000},\n",
        "        {'name': 'Purskul', 'population': 27210},\n",
        "        {'name': 'Quarrelshigh', 'population': 500},\n",
        "        {'name': 'Riatavin', 'population': 125000},\n",
        "        {'name': 'Scimitar','population': None},\n",
        "        {'name': 'Shatar', 'population': 200},\n",
        "        {'name': 'Shepherdston'},\n",
        "        {'name': 'Trademeet', 'population': 6000},\n",
        "        {'name': 'Trailstone', 'population': 700},\n",
        "        {'name': 'Zinner'}\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 2963520,\n",
        "        'breakdown': {\n",
        "            'humans': 83,\n",
        "            'halflings': 15,\n",
        "            'half-orcs': 1,\n",
        "            'misc.': 1\n",
        "        },\n",
        "        'density': {\n",
        "            'miles_squared': 10.93,\n",
        "            'kilometres_squared': 4.22\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 271111,\n",
        "        'kilometres_squared': 702174.27\n",
        "    },\n",
        "    'military': 'Various',\n",
        "    'languages': ['Chondathan', 'Common'],\n",
        "    'religion': ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune', 'Waukeen'],\n",
        "    'economy': {\n",
        "        'exports': [\n",
        "            'ale', 'amour', 'beer', 'caravan items (wagons, wheels)', 'gems',\n",
        "            'gold', 'grain', 'horses', 'iron', 'jewellery', 'weapons'\n",
        "        ],\n",
        "        'imports': [\n",
        "            'exotic goods (from Maztica)', 'magic items', 'mercenaries',\n",
        "            'pearls', 'siege weapons'\n",
        "        ]\n",
        "    },\n",
        "    'sources': [\n",
        "        'Empires of the Sands - Scott Haring, 1988',\n",
        "        'Lands of Intrigue - Steven E. Schend, 1997'\n",
        "    ]\n",
        "}\n"
      ],
      "metadata": {
        "id": "VGlSRT1a6pNO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "calimshan_data = {\n",
        "    'region': 'Calimshan',\n",
        "    'capital': {\n",
        "        'name': 'Calimport',\n",
        "        'population': 2000000\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Almraiven', 'population': 43652},\n",
        "        {'name': 'Keltar', 'population': 24000},\n",
        "        {'name': 'Manshaka', 'population': 37000},\n",
        "        {'name': 'Memnon', 'population': 29101},\n",
        "        {'name': 'Schamedar', 'population': 20000},\n",
        "        {'name': 'Suldolphor', 'population': 143687},\n",
        "        {'name': 'Teshburl', 'population': 21800},\n",
        "        {'name': 'Volothamp', 'population': 36640}\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 5339520,\n",
        "        'density': {\n",
        "            'miles_squared': 23.87,\n",
        "            'kilometres_squared': 9.22\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 223690,\n",
        "        'kilometres_squared': 579354.44\n",
        "    },\n",
        "    'languages': ['Alzhedo', 'Common'],\n",
        "    'religion': ['Anachtyr (Tyr)', 'Azuth', 'Bhaelros (Talos)', 'Ibrandul (Shar)', 'Ilmater', 'Shar', 'Sharess'],\n",
        "    'economy': {\n",
        "        'exports': [\n",
        "            'armour', 'books', 'gems', 'jewellery', 'leather goods',\n",
        "            'mercenaries', 'minor magic items', 'pearls', 'pottery',\n",
        "            'rare herbs', 'rope', 'ships', 'silk', 'spices', 'weapons', 'wine'\n",
        "        ],\n",
        "        'imports': ['food', 'enslaved peoples', 'magic']\n",
        "    },\n",
        "    'sources': [\n",
        "        'Empires of the Sands - Scott Haring, 1988',\n",
        "        'Empires of the Shining Sea - Steven E. Schend, 1998',\n",
        "        'Calimport - Steven E. Schend, 1998'\n",
        "    ]\n",
        "}"
      ],
      "metadata": {
        "id": "1iF6EuJV6JHK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "chessenta_data = {\n",
        "    'region': 'Chessenta',\n",
        "    'capital': {\n",
        "        'name': 'Cimbar',\n",
        "        'population': 110843,\n",
        "        'status': 'disputed'\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Airspur', 'population': 22282},\n",
        "        {'name': 'Akanax', 'population': 24632},\n",
        "        {'name': 'Erebos','population': None},\n",
        "        {'name': 'Gaj','population': None },\n",
        "        {'name': 'Heptios', 'population': 9000},\n",
        "        {'name': 'Luthcheq', 'population': 61580},\n",
        "        {'name': 'Maerduuth','population': None },\n",
        "        {'name': 'Mordulkin', 'population': 35000},\n",
        "        {'name': 'Oslin','population': None },\n",
        "        {'name': 'Pandrik','population': None },\n",
        "        {'name': 'Rodanar', 'population': 5000},\n",
        "        {'name': 'Saden', 'population': 900},\n",
        "        {'name': 'Samnur','population': None },\n",
        "        {'name': 'Soolabax', 'population': 1800},\n",
        "        {'name': 'Soorenar', 'population': 73896},\n",
        "        {'name': 'Toreus','population': None },\n",
        "        {'name': 'Tulach','population': None },\n",
        "        {'name': 'Villon','population': None }\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 3386880,\n",
        "        'density': {\n",
        "            'miles_squared': 13.52,\n",
        "            'kilometres_squared': 5.22\n",
        "        },\n",
        "        'composition': {\n",
        "            'humans': 82,\n",
        "            'halflings': 6,\n",
        "            'dwarves': 5,\n",
        "            'half-orcs': 4,\n",
        "            'lizardfolk': 2\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 250460,\n",
        "        'kilometres_squared': 648688\n",
        "    },\n",
        "    'military': {\n",
        "        'mercenary_companies': [\n",
        "            {'name': 'Wraith of the Inner Sea'},\n",
        "            {'name': 'the Renegades'},\n",
        "            {'name': 'the Sailors of the Crimson Sea'},\n",
        "            {'name': 'the Society of the Sword'}\n",
        "        ]\n",
        "    },\n",
        "    'languages': ['Chessentan', 'Chondathan', 'Common', 'Untheric'],\n",
        "    'religion': ['Anhur', 'Assuran (Hoar)', 'Azuth', 'Lathander', 'Red Knight', 'Tchazzar (Tiamat)', 'Waukeen'],\n",
        "    'economy': {\n",
        "        'exports': ['art', 'cattle', 'gold', 'grapes', 'olive oil', 'quality iron', 'silver', 'slaves', 'statues', 'weapons', 'wine'],\n",
        "        'imports': ['cheese', 'glass', 'horses', 'magic weapons', 'mercenaries', 'perfume', 'pork', 'slaves']\n",
        "    }\n",
        "}\n"
      ],
      "metadata": {
        "id": "wkdZe76I5Pwm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "chondath_data = {\n",
        "    'region': 'Chondath',\n",
        "    'capital': {\n",
        "        'name': 'Arrabar',\n",
        "        'population': 61012\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Iljak', 'population': 17432},\n",
        "        {'name': 'Nun','population': None },\n",
        "        {'name': 'Orbesh','population': None },\n",
        "        {'name': 'Samra','population': None },\n",
        "        {'name': 'Shamph', 'population': 32685},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 1982880,\n",
        "        'density': {\n",
        "            'miles_squared': 44.24,\n",
        "            'kilometres_squared': 17.08\n",
        "        },\n",
        "        'composition': {\n",
        "            'humans': 96,\n",
        "            'elves': 2,\n",
        "            'dwarves': 1,\n",
        "            'misc.': 1\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 44819,\n",
        "        'kilometres_squared': 116080.68\n",
        "    },\n",
        "    'military': {\n",
        "        'mercenary_companies': [\n",
        "            {'name': 'Order of the Sapphire Crescent'}\n",
        "        ]\n",
        "    },\n",
        "    'languages': ['Chondathan', 'Common'],\n",
        "    'religion': ['Helm', 'Lliira', 'Malar', 'Talos', 'Tempus', 'Waukeen'],\n",
        "    'economy': {\n",
        "        'exports': ['lumber', 'mercenaries', 'salt', 'spices'],\n",
        "        'imports': ['metals']\n",
        "    }\n",
        "}\n"
      ],
      "metadata": {
        "id": "XVMsV1vS4zIj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cormyr_data = {\n",
        "    'region': 'Cormyr',\n",
        "    'capital': {\n",
        "        'name': 'Suzail',\n",
        "        'population': 129000\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Arabel', 'population': 30606},\n",
        "        {'name': 'Aunkspear','population': None},\n",
        "        {'name': 'Battlerise','population': None},\n",
        "        {'name': 'Besert','population': None},\n",
        "        {'name': 'Blustich','population': None},\n",
        "        {'name': 'Bogbrook', 'population': 800},\n",
        "        {'name': 'Bospir','population': None},\n",
        "        {'name': 'Castle Crag', 'population': 505},\n",
        "        {'name': 'Dawngleam', 'population': 800},\n",
        "        {'name': 'Dhedluk', 'population': 936},\n",
        "        {'name': 'Dreamer’s Rock', 'population': None },\n",
        "        {'name': 'Espar', 'population': 600},\n",
        "        {'name': 'Eveningstar', 'population': 954},\n",
        "        {'name': 'Ghars', 'population': 1200},\n",
        "        {'name': 'Gladehap', 'population': 900},\n",
        "        {'name': 'Gorthin','population': None},\n",
        "        {'name': 'Gray Oaks', 'population': 100},\n",
        "        {'name': 'Halfhap', 'population': 2200},\n",
        "        {'name': 'High Horn', 'population': 400},\n",
        "        {'name': 'Hillmarch','population': None},\n",
        "        {'name': 'Hilp', 'population': 250},\n",
        "        {'name': 'Hultail', 'population': 100},\n",
        "        {'name': 'Immersea', 'population': 1170},\n",
        "        {'name': 'Juniril','population': None},\n",
        "        {'name': 'Kallamarn','population': None},\n",
        "        {'name': 'Kirinwood','population': None},\n",
        "        {'name': 'Knightswood','population': None},\n",
        "        {'name': 'Marsark’s Grove','population': None},\n",
        "        {'name': 'Marsember', 'population': 36007},\n",
        "        {'name': 'Minroe', 'population': 500},\n",
        "        {'name': 'Monksblade', 'population': 300},\n",
        "        {'name': 'Moonever', 'population': 800},\n",
        "        {'name': 'Mouth O’ Gargoyles', 'population': 460},\n",
        "        {'name': 'Nesmyth', 'population': None},\n",
        "        {'name': 'Ongul’s Water','population': None},\n",
        "        {'name': 'Redspring','population': None},\n",
        "        {'name': 'Smuggler’s Stone','population': None},\n",
        "        {'name': 'Stag Steads','population': None},\n",
        "        {'name': 'Sunset Hill', 'population': 1000},\n",
        "        {'name': 'Thunderstone', 'population': 1800},\n",
        "        {'name': 'Tilverton', 'population': 9002},\n",
        "        {'name': 'Tyrluk', 'population': 200},\n",
        "        {'name': 'Waymoot', 'population': 1980},\n",
        "        {'name': 'Wheloon', 'population': 6661},\n",
        "        {'name': 'Wormtower', 'population': None },\n",
        "        {'name': 'Yeoman Bridge','population': None }\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 1360800,\n",
        "        'density': {\n",
        "            'miles_squared': 12.09,\n",
        "            'kilometres_squared': 4.67\n",
        "        },\n",
        "        'composition': {\n",
        "            'humans': 85,\n",
        "            'half-elves': 10,\n",
        "            'elves': 4,\n",
        "            'misc.': 1\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 112569,\n",
        "        'kilometres_squared': 291552.37\n",
        "    },\n",
        "    'military': {\n",
        "        'purple_dragons': 12000,\n",
        "        'war_wizards_of_cormyr': 200\n",
        "    },\n",
        "    'languages': ['Chondathan', 'Common', 'Elven'],\n",
        "    'religion': ['Chauntea', 'Deneir', 'Helm', 'Lathander', 'Lliira', 'Oghma', 'Malar', 'Milie', 'Selûne', 'Silvanus', 'Tempus', 'Tymora', 'Waukeen'],\n",
        "    'economy': {\n",
        "        'exports': ['Armor', 'carved ivory', 'cloth', 'coal', 'food', 'swords', 'timber'],\n",
        "        'imports': ['Glass', 'ivory', 'spices']\n",
        "    }\n",
        "}\n"
      ],
      "metadata": {
        "id": "o0imWsaa4aCU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dambrath_data = {\n",
        "    'region': 'Dambrath',\n",
        "    'capital': {\n",
        "        'name': 'Cathyr',\n",
        "        'population': 42374\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Ammathtar', 'population': 10000},\n",
        "        {'name': 'Crimar', 'population': None},\n",
        "        {'name': 'Dannash', 'population': None},\n",
        "        {'name': 'Darmesh', 'population': None},\n",
        "        {'name': 'Dunfeld', 'population': None},\n",
        "        {'name': 'Farpost', 'population': None},\n",
        "        {'name': 'Guilmarl', 'population': 5000},\n",
        "        {'name': 'Hazuth', 'population': 20000},\n",
        "        {'name': 'Herath', 'population': 18000},\n",
        "        {'name': 'Hethar', 'population': 5000},\n",
        "        {'name': 'Luenath', 'population': 31000},\n",
        "        {'name': 'Maarlith', 'population': None},\n",
        "        {'name': 'North Post', 'population': None},\n",
        "        {'name': 'Prastuil', 'population': 30000},\n",
        "        {'name': 'Purl', 'population': None},\n",
        "        {'name': 'Timarl', 'population': None},\n",
        "        {'name': 'T’lindhet', 'population': 9000},\n",
        "        {'name': 'Westbay', 'population': None},\n",
        "        {'name': 'Westwatch', 'population': None}\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 123000,\n",
        "        'by_race': {\n",
        "            'humans': 80,\n",
        "            'half-drow': 15,\n",
        "            'misc.': 5\n",
        "        }\n",
        "    },\n",
        "    'population_density': {\n",
        "        'people_per_mile_squared': 'unknown',\n",
        "        'people_per_km_squared': 'unknown'\n",
        "    },\n",
        "    'area': {\n",
        "        'miles_squared': 363706,\n",
        "        'kilometres_squared': 941994.22\n",
        "    },\n",
        "    'military': {\n",
        "        'standing_army': '20,000+',\n",
        "        'navy': 'unknown'\n",
        "    },\n",
        "    'languages': ['Dambrathan', 'Common', 'Undercommon', 'Drow'],\n",
        "    'religion': ['Loviatar', 'Lolth', 'Eilistraee', 'Malar'],\n",
        "    'exports': ['Horses', 'silver', 'pearls', 'wooden items', 'fruit', 'fish'],\n",
        "    'imports': 'unknown'\n",
        "}"
      ],
      "metadata": {
        "id": "GXbGHZnLN615"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "damara_data = {\n",
        "    'region': 'Damara',\n",
        "    'capital': {\n",
        "        'name': 'Heliogabalus',\n",
        "        'population': 44111\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Bloodstone Gate', 'population': 13233},\n",
        "        {'name': 'Bloodstone Town', 'population': 7500},\n",
        "        {'name': 'Brotha', 'population': 400},\n",
        "        {'name': 'Cutrock', 'population': None},\n",
        "        {'name': 'Goliad', 'population': 900},\n",
        "        {'name': 'Daleport', 'population': 125},\n",
        "        {'name': 'Dunfee', 'population': None},\n",
        "        {'name': 'Helmsdale', 'population': 80},\n",
        "        {'name': 'Hinterford', 'population': None},\n",
        "        {'name': 'Ironspur', 'population': None},\n",
        "        {'name': 'Kinbrace', 'population': 4500},\n",
        "        {'name': 'Kinnery', 'population': None},\n",
        "        {'name': 'Merkurn', 'population': None},\n",
        "        {'name': 'Morovar', 'population': 4000},\n",
        "        {'name': 'Newbelle', 'population': None},\n",
        "        {'name': 'Ostrav', 'population': 200},\n",
        "        {'name': 'Portith', 'population': 1200},\n",
        "        {'name': 'Praka', 'population': 11000},\n",
        "        {'name': 'Ravensburg', 'population': 3500},\n",
        "        {'name': 'Rolene', 'population': None},\n",
        "        {'name': 'Samek', 'population': None},\n",
        "        {'name': 'Steppenhall', 'population': 70},\n",
        "        {'name': 'Sudrav', 'population': 600},\n",
        "        {'name': 'Tellerth', 'population': 2300},\n",
        "        {'name': 'Thimble', 'population': None},\n",
        "        {'name': 'Tokard', 'population': None},\n",
        "        {'name': 'Tomrav', 'population': 450},\n",
        "        {'name': 'Trailsend', 'population': 14116},\n",
        "        {'name': 'Valls', 'population': 1300},\n",
        "        {'name': 'Virdin', 'population': 1500},\n",
        "        {'name': 'Wassen', 'population': 250},\n",
        "        {'name': 'Windless', 'population': 2500},\n",
        "        {'name': 'Withermeet', 'population': 100},\n",
        "        {'name': 'Zarach', 'population': 600}\n",
        "    ],\n",
        "    'population': 1321920,\n",
        "    'population_distribution': {\n",
        "        'humans': 87,\n",
        "        'dwarves': 6,\n",
        "        'halflings': 4,\n",
        "        'half-orcs': 2,\n",
        "        'misc.': 1\n",
        "    },\n",
        "    'population_density': {\n",
        "        'per_mile_sq': 7.38,\n",
        "        'per_km_sq': 2.85\n",
        "    },\n",
        "    'area': {\n",
        "        'miles_sq': 179042,\n",
        "        'km_sq': 463716.51\n",
        "    },\n",
        "    'military': {\n",
        "        'standing_army': 4000,\n",
        "        'mercenary_companies': 'more'\n",
        "    },\n",
        "    'languages': ['Damaran', 'Common', 'Dwarven'],\n",
        "    'religion': ['Ilmater', 'Silvanus', 'Tempus'],\n",
        "    'exports': ['Gems', 'gold', 'iron', 'silver'],\n",
        "    'imports': ['Food', 'livestock', 'wood']\n",
        "}\n"
      ],
      "metadata": {
        "id": "EqbxICZM1JE_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "durpar_data = {\n",
        "    'region': 'Durpar',\n",
        "    'ruler': 'Grand Nawab Kara Jeratma of the High Council of Durpar',\n",
        "    'capital': {\n",
        "        'name': 'Heldapan',\n",
        "        'population': 50000,\n",
        "    },\n",
        "    'settlements': [\n",
        "    {'name': 'Assur', 'population': 5000},\n",
        "    {'name': 'Bralizzar', 'population': 500},\n",
        "    {'name': 'Flyndagol', 'population': None},\n",
        "    {'name': 'Huorm', 'population': None},\n",
        "    {'name': 'Lastarr', 'population': 10000},\n",
        "    {'name': 'Morvar', 'population': 20000},\n",
        "    {'name': 'Ormpé', 'population': 4500},\n",
        "    {'name': 'Orpher', 'population': None},\n",
        "    {'name': 'Pharsul', 'population': None},\n",
        "    {'name': 'Protain', 'population': None},\n",
        "    {'name': 'Sandsrun', 'population': None},\n",
        "    {'name': 'Seldazar', 'population': None},\n",
        "    {'name': 'Sezilinta', 'population': 17000},\n",
        "    {'name': 'Ssundyl', 'population': None},\n",
        "    {'name': 'Turelve', 'population': 30000},\n",
        "    {'name': 'Vaelan', 'population': 45000},\n",
        "    {'name': 'Vurpar', 'population': None},\n",
        "],\n",
        "    'population': 97000,\n",
        "    'area': {\n",
        "        'miles_squared': 247574,\n",
        "        'kilometres_squared': 641213.72,\n",
        "    },\n",
        "    'military': 'Mercenary companies, private militias',\n",
        "    'languages': ['Durpari', 'Untheric', 'Common'],\n",
        "    'religion': ['The Adama', 'Curna (Oghma)', 'Lucha (Selûne)', 'Torm', 'Zionil (Gond)', 'Waukeen'],\n",
        "    'economy': {\n",
        "        'exports': ['Fine cloths', 'coffee', 'field glass', 'grain', 'soap', 'spices'],\n",
        "        'imports': [],  # No data for imports\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Shining South - Tom Prusa, 1993',\n",
        "        'Shining South - Todd Gamble, 2004',\n",
        "    ],\n",
        "}\n",
        "\n",
        "estagund_data = {\n",
        "    'region': 'Estagund',\n",
        "    'ruler': 'Rajah Ekripet Seltarir',\n",
        "    'capital': {\n",
        "        'name': 'Chavyondat',\n",
        "        'population': 67489,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Kolapur', 'population': None},\n",
        "        {'name': 'Ulara', 'population': None},\n",
        "        {'name': 'Zabbasz', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 'Unknown',\n",
        "        'breakdown': {\n",
        "            'humans': 81,\n",
        "            'halflings': 7,\n",
        "            'half-elves': 4,\n",
        "            'dwarves': 3,\n",
        "            'gnomes': 2,\n",
        "            'half-orcs': 2,\n",
        "            'humans': 1,\n",
        "        },\n",
        "    },\n",
        "    'area': {\n",
        "        'miles_squared': 90807,\n",
        "        'kilometres_squared': 235189,\n",
        "    },\n",
        "    'military': 'The Maquar',\n",
        "    'languages': ['Durpari', 'Common'],\n",
        "    'religion': ['The Adama', 'Curna (Oghma)', 'Lucha (Selûne)', 'Torm', 'Zionil (Gond)', 'Waukeen'],\n",
        "    'economy': {\n",
        "        'exports': [],  # No data for exports\n",
        "        'imports': [],  # No data for imports\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Shining South - Tom Prusa, 1993',\n",
        "        'Shining South - Todd Gamble, 2004',\n",
        "    ],\n",
        "}\n",
        "\n",
        "var_the_golden_data = {\n",
        "    'region': 'Var the Golden',\n",
        "    'ruler': 'Supreme Potentate Anwir Duprestiskava',\n",
        "    'capital': {\n",
        "        'name': 'Pyratar',\n",
        "        'population': 45000,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Des', 'population': None},\n",
        "        {'name': 'Durgach', 'population': None},\n",
        "        {'name': 'Gust', 'population': None},\n",
        "        {'name': 'Myrmyr', 'population': None},\n",
        "        {'name': 'Tannath', 'population': None},\n",
        "        {'name': 'Zelpir', 'population': None},\n",
        "    ],\n",
        "    'population': None,\n",
        "    'area': {\n",
        "        'miles_squared': 108730,\n",
        "        'kilometres_squared': 281609.4,\n",
        "    },\n",
        "    'military': 'Private militias, priestly warrior orders, mercenaries',\n",
        "    'languages': ['Durpari', 'Common'],\n",
        "    'religion': ['The Adama', 'Curna (Oghma)', 'Lucha (Selûne)', 'Mask', 'Torm', 'Waukeen', 'Zionil (Gond)'],\n",
        "    'economy': {\n",
        "        'exports': ['Grain', 'wheat', 'foodstuffs'],\n",
        "        'imports': [],  # No data for imports\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Shining South - Tom Prusa, 1993',\n",
        "        'Shining South - Todd Gamble, 2004',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "GhhtpaQC3a0q"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "erlkazar_data = {\n",
        "    'region': 'Erlkazar',\n",
        "    'ruler': 'King Korox Morkann',\n",
        "    'capital': {\n",
        "        'name': 'Llorbauth',\n",
        "        'population': 28000,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Carradoon', 'population': None},\n",
        "        {'name': 'Duhlnarim', 'population': None},\n",
        "        {'name': 'Five Spears Hold', 'population': None},\n",
        "        {'name': 'Fort Blood', 'population': None},\n",
        "        {'name': 'Furrowsrich', 'population': None},\n",
        "        {'name': 'Golconda', 'population': None},\n",
        "        {'name': 'Praskallest', 'population': None},\n",
        "        {'name': 'Rivenshield', 'population': None},\n",
        "        {'name': 'Shalane', 'population': None},\n",
        "        {'name': 'Tibold', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 62000,\n",
        "        'breakdown': {None,\n",
        "        },\n",
        "        'density': {\n",
        "            'miles_squared': None,\n",
        "            'kilometres_squared': None,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 109198,\n",
        "        'kilometres_squared': 282821.52,\n",
        "    },\n",
        "    'military': {\n",
        "        'standing': None,\n",
        "        'full_mobilisation': None,\n",
        "        'note': 'comprises small militias and mercenary companies including Elestam’s Crusaders (currently retired) and the Shieldbreaker company',\n",
        "    },\n",
        "    'languages': ['Chondathan', 'Common', 'Dwarven'],\n",
        "    'religion': [\n",
        "        'Azuth',\n",
        "        'Deneir',\n",
        "        'Malar',\n",
        "        'Mystra',\n",
        "    ],\n",
        "    'economy': {\n",
        "        'exports': None,\n",
        "        'imports': None,\n",
        "    },\n",
        "    'sources': [\n",
        "        'Lands of Intrigue - Steven Schend, 1997',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "V_fQnn4U9Egl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "evereska_data = {\n",
        "    'region': 'Evereska',\n",
        "    'ruler': 'High Lord Erlan Duirsar and the Council of Hill Elders',\n",
        "    'capital': {\n",
        "        'name': 'Evermeet',\n",
        "        'population': None,  # Population data for the capital is missing\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Greyhome', 'population': None},\n",
        "        {'name': 'Greyshield', 'population': None},\n",
        "        {'name': 'the Halfway Inn', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 21051,\n",
        "        'breakdown': {\n",
        "            'elves': 99,\n",
        "            'humans': 1,\n",
        "        },\n",
        "        'density': {\n",
        "            'miles_squared': 1.42,\n",
        "            'kilometres_squared': 0.56,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 14736,\n",
        "        'kilometres_squared': 38166.065,\n",
        "    },\n",
        "    'military': {\n",
        "        'standing': 'The Army of Evereska',\n",
        "        'divisions': [\n",
        "            'the Long Watch',\n",
        "            'the Swords of Evereska',\n",
        "            'the Cold Hand',\n",
        "            'the Vale Guard',\n",
        "            'the Tomb Guard',\n",
        "            'the Feather Cavalry'\n",
        "        ],\n",
        "    },\n",
        "    'languages': ['Common', 'Elven'],\n",
        "    'religion': ['The Seldarine'],\n",
        "    'economy': {\n",
        "        'exports': ['paintings', 'statues', 'wine', 'wood carvings', 'elven spirits'],\n",
        "        'imports': ['metal ore'],\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Return of the Archwizards trilogy - Troy Denning, 2001-02',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "-EXcbUIB9Xtp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "evermeet_data = {\n",
        "    'region': 'Evermeet',\n",
        "    'ruler': [\n",
        "        'Queen Amlaruil Moonflower',\n",
        "        'the Council of Matrons',\n",
        "        'the Queen’s High Council'\n",
        "    ],\n",
        "    'capital': {\n",
        "        'name': 'Leuthilspar',\n",
        "        'population': 50269,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Drelagara', 'population': None},\n",
        "        {'name': 'Elion', 'population': 1500},\n",
        "        {'name': 'Erial', 'population': None},\n",
        "        {'name': 'Iumathiashae', 'population': None},\n",
        "        {'name': 'Nimlith', 'population': 1000},\n",
        "        {'name': 'Ruith', 'population': 10000},\n",
        "        {'name': 'Sumbrar', 'population': None},\n",
        "        {'name': 'Taltempla', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 1658880,\n",
        "        'breakdown': {\n",
        "            'elves': 99,\n",
        "            'humans': 1,\n",
        "        },\n",
        "        'density': {\n",
        "            'miles_squared': 18.43,\n",
        "            'kilometres_squared': 7.12,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 89006,\n",
        "        'kilometres_squared': 230524,\n",
        "    },\n",
        "    'military': {\n",
        "        'divisions': [\n",
        "            'The Pegasus Cavalry',\n",
        "            'Eagle Riders',\n",
        "            'Dragon Riders',\n",
        "            'Aerial Navy',\n",
        "            'the Evermeet Navy',\n",
        "            'thousands of magic-users'\n",
        "        ],\n",
        "    },\n",
        "    'languages': ['Elven'],\n",
        "    'religion': ['The Seldarine'],\n",
        "    'economy': {\n",
        "        'exports': ['jewellery', 'exotic and magical items'],\n",
        "        'imports': ['officially, none'],\n",
        "    },\n",
        "    'sources': [\n",
        "        'Elves of Evermeet - Anne Gray McCready, 1994',\n",
        "        'Evermeet: Island of Elves - Elaine Cunningham, 1999',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "kM7Drg3a9Z_e"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gundarlun_data = {\n",
        "    'region': 'Gundarlun',\n",
        "    'ruler': 'King Olgar Redaxe',\n",
        "    'capital': {\n",
        "        'name': 'Gundbarg',\n",
        "        'population': 12000,\n",
        "    },\n",
        "    'settlements': [],\n",
        "    'population': {\n",
        "        'total': None,\n",
        "        'breakdown': {},\n",
        "        'density': {\n",
        "            'miles_squared': None,\n",
        "            'kilometres_squared': None,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 1829,\n",
        "        'kilometres_squared': 4737.088,\n",
        "    },\n",
        "    'military': {\n",
        "        'standing': 300,\n",
        "        'navy': '~30 longships',\n",
        "    },\n",
        "    'languages': ['Common', 'Illuskan'],\n",
        "    'religion': ['Tempus', 'Umberlee'],\n",
        "    'economy': {\n",
        "        'exports': [],\n",
        "        'imports': [],\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Savage Frontier - Jennell Jaquays, 1988',\n",
        "        'The North - slade, et all, 1996',\n",
        "    ],\n",
        "}\n",
        "\n",
        "ruathym_data = {\n",
        "    'region': 'Ruathym',\n",
        "    'ruler': 'King Aumark Lithyl',\n",
        "    'capital': {\n",
        "        'name': 'Ruathym',\n",
        "        'population': 5000,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Hastor', 'population': None},\n",
        "        {'name': 'Holgerstead', 'population': None},\n",
        "        {'name': 'Rethgaard', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 12000,\n",
        "        'breakdown': {},\n",
        "        'density': {\n",
        "            'miles_squared': None,\n",
        "            'kilometres_squared': None,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 9039,\n",
        "        'kilometres_squared': 23410.9,\n",
        "    },\n",
        "    'military': {\n",
        "        'tribes': 'Four tribes of warriors and occasional shamans and magic-users',\n",
        "    },\n",
        "    'languages': ['Common', 'Ruathen (Illuskan dialect)'],\n",
        "    'religion': ['Tempus', 'Umberlee'],\n",
        "    'economy': {\n",
        "        'exports': [],\n",
        "        'imports': [],\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Savage Frontier - Jennell Jaquays, 1988',\n",
        "        'The North - slade, et all, 1996',\n",
        "    ],\n",
        "}\n",
        "\n",
        "trisk_data = {\n",
        "    'region': 'Trisk (Kingdom of the Purple Rocks)',\n",
        "    'ruler': 'King Selger',\n",
        "    'capital': {\n",
        "        'name': 'Ulf of Thuger',\n",
        "        'population': 800,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Vilkstead', 'population': 400},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 1200,\n",
        "        'breakdown': {},\n",
        "        'density': {\n",
        "            'miles_squared': None,\n",
        "            'kilometres_squared': None,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 397.5,\n",
        "        'kilometres_squared': 1029.5,\n",
        "    },\n",
        "    'military': {},\n",
        "    'languages': ['Common', 'Illuskan'],\n",
        "    'religion': ['Auril', 'Tempus', 'Umberlee'],\n",
        "    'economy': {\n",
        "        'exports': ['Fish', 'Vilksmaarg (herbal goat cheese)'],\n",
        "        'imports': [],\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Savage Frontier - Jennell Jaquays, 1988',\n",
        "    ],\n",
        "}\n",
        "\n",
        "tuern_data = {\n",
        "    'region': 'Tuern',\n",
        "    'ruler': [\n",
        "        'High King Threlked Ironfist',\n",
        "        'five vassal kings',\n",
        "    ],\n",
        "    'capital': {\n",
        "        'name': 'Uttersea',\n",
        "        'population': 2000,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Throne Rock', 'population': 500},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 2500,\n",
        "        'breakdown': {},\n",
        "        'density': {\n",
        "            'miles_squared': None,\n",
        "            'kilometres_squared': None,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 8648,\n",
        "        'kilometres_squared': 22398.22,\n",
        "    },\n",
        "    'military': {},\n",
        "    'languages': ['Common', 'Illuskan'],\n",
        "    'religion': ['None, three local red dragons are instead worshipped as gods'],\n",
        "    'economy': {\n",
        "        'exports': ['Adamantite ore'],\n",
        "        'imports': [],\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Savage Frontier - Jennell Jaquays, 1988',\n",
        "        'The North - slade, et all, 1996',\n",
        "        'Neverwinter: Tyranny of Dragons - Cryptic Studios, 2014',\n",
        "        'Storm Kings Thunder - Christopher Perkins, 2016',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "fvdgrn0Z9uIq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "halruaa_data = {\n",
        "    'region': 'Halruaa',\n",
        "    'ruler': 'Netyarch Zalathorm Kirkson',\n",
        "    'capital': {\n",
        "        'name': 'Halarahh',\n",
        "        'population': 8000,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Achelar', 'population': None},\n",
        "        {'name': 'Alathil', 'population': None},\n",
        "        {'name': 'Alu', 'population': None},\n",
        "        {'name': 'Aluarim', 'population': None},\n",
        "        {'name': 'Assundath', 'population': None},\n",
        "        {'name': 'Bathmé', 'population': None},\n",
        "        {'name': 'Borah', 'population': None},\n",
        "        {'name': 'Edouura', 'population': None},\n",
        "        {'name': 'Elchul', 'population': None},\n",
        "        {'name': 'Eru', 'population': None},\n",
        "        {'name': 'Galdel', 'population': None},\n",
        "        {'name': 'Githim', 'population': None},\n",
        "        {'name': 'Halabar', 'population': None},\n",
        "        {'name': 'Halagard', 'population': 7500},\n",
        "        {'name': 'Halazé', 'population': None},\n",
        "        {'name': 'Hamphal', 'population': None},\n",
        "        {'name': 'Khaerbaal', 'population': 7000},\n",
        "        {'name': 'Kithyym', 'population': None},\n",
        "        {'name': 'Lath', 'population': None},\n",
        "        {'name': 'Letharr', 'population': None},\n",
        "        {'name': 'Lhaddas', 'population': None},\n",
        "        {'name': 'Lhair', 'population': None},\n",
        "        {'name': 'Maerass', 'population': None},\n",
        "        {'name': 'Maeruhal', 'population': None},\n",
        "        {'name': 'Maerzalar', 'population': None},\n",
        "        {'name': 'Maezoun', 'population': None},\n",
        "        {'name': 'Mairb', 'population': None},\n",
        "        {'name': 'Martass', 'population': None},\n",
        "        {'name': 'Mithel', 'population': None},\n",
        "        {'name': 'Mithtar', 'population': None},\n",
        "        {'name': 'Nishtul', 'population': None},\n",
        "        {'name': 'Nuulatha', 'population': None},\n",
        "        {'name': 'Orbedal', 'population': None},\n",
        "        {'name': 'Rulasuu', 'population': None},\n",
        "        {'name': 'Rwamphaler', 'population': None},\n",
        "        {'name': 'Salhantar', 'population': None},\n",
        "        {'name': 'Ssorsil', 'population': None},\n",
        "        {'name': 'Sulaziir', 'population': None},\n",
        "        {'name': 'Talathgard', 'population': 200},\n",
        "        {'name': 'Thilzoun', 'population': None},\n",
        "        {'name': 'Thom', 'population': None},\n",
        "        {'name': 'Yaulazna', 'population': 400},\n",
        "        {'name': 'Zalazuu', 'population': 5000},\n",
        "        {'name': 'Zhal', 'population': None},\n",
        "        {'name': 'Zoundar', 'population': None},\n",
        "        {'name': 'Zzuntal', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 1676160,\n",
        "        'breakdown': {\n",
        "            'humans': 90,\n",
        "            'dwarves': 5,\n",
        "            'halflings': 2,\n",
        "            'elves': 1,\n",
        "            'half-elves': 1,\n",
        "            'misc.': 1,\n",
        "        },\n",
        "        'density': {\n",
        "            'miles_squared': 2.65,\n",
        "            'kilometres_squared': 1.02,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 631615,\n",
        "        'kilometres_squared': 1635875.34,\n",
        "    },\n",
        "    'military': {\n",
        "        'defences': 'Magical defences',\n",
        "        'standing_militia': 'small',\n",
        "        'fleet': 'small',\n",
        "        'skyships': True,\n",
        "    },\n",
        "    'languages': [\n",
        "        'Common',\n",
        "        'Halruaan',\n",
        "        {'Dambrathan': 'border regions only'},\n",
        "    ],\n",
        "    'religion': [\n",
        "        'Azuth',\n",
        "        'Mystra',\n",
        "        'Savras',\n",
        "        'Shar',\n",
        "        'Velsharoon',\n",
        "    ],\n",
        "    'economy': {\n",
        "        'exports': [\n",
        "            'Electrum',\n",
        "            'gold',\n",
        "            'Haerlu wine',\n",
        "        ],\n",
        "        'imports': [\n",
        "            'Exotic magic items',\n",
        "            'jewellery',\n",
        "            'precious metals',\n",
        "            'musical instruments',\n",
        "            'silk',\n",
        "        ],\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Shining South - Tom Prusa, 1993',\n",
        "        'Shining South - Todd Gamble, 2004',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "q3JA1z9p-WdY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "hartsvale_data = {\n",
        "    'region': 'Hartsvale',\n",
        "    'ruler': 'Queen Brianna Burdun',\n",
        "    'capital': {\n",
        "        'name': 'Hartwick',\n",
        "        'population': 11000, # Population data not provided\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Cuthbert Castle', 'population': None},\n",
        "        {'name': 'Stagwick', 'population': None},\n",
        "        {'name': 'Wendel Manor', 'population': None},\n",
        "        {'name': 'Windward Town', 'population': None},\n",
        "        {'name': 'Wynn Castle', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 33000, # Population data not provided\n",
        "        'breakdown': {\n",
        "            'human': 96,\n",
        "            'firbolg': 2,\n",
        "            'giant': 1,\n",
        "            'misc.': 1,\n",
        "        }\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 57696,\n",
        "        'kilometres_squared': 149431.95,\n",
        "    },\n",
        "    'military': {\n",
        "        'strength': None, # Military data not provided\n",
        "        'composition': None, # Military data not provided\n",
        "    },\n",
        "    'languages': [\n",
        "        'Common',\n",
        "        {'Bothii': 'Illuskan dialect'},\n",
        "    ],\n",
        "    'religion': [\n",
        "        'Iallanis',\n",
        "    ],\n",
        "    'economy': {\n",
        "        'exports': None, # Export data not provided\n",
        "        'imports': None, # Import data not provided\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Twilight Giants trilogy - Troy Denning, 1994-95',\n",
        "        'Giantcraft - Ray Winninger, 1995',\n",
        "        'Sword Coast Adventurer’s Guide - Steven Kenson et al, 2015',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "4z1DUyyT_vvM"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "impiltur_data = {\n",
        "    'region': 'Impiltur',\n",
        "    'ruler': {\n",
        "        'monarch': 'King Imbrar II',\n",
        "        'heir': 'King Imbrar II',\n",
        "        'regent': 'Queen Regent Sambryl',\n",
        "        'council': 'The Lords of Imphras II',\n",
        "    },\n",
        "    'capital': {\n",
        "        'name': 'Lyrabar',\n",
        "        'population': 52305,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': \"Arn’s Cove\", 'population': None},\n",
        "        {'name': \"Bay Town\", 'population': 1750},\n",
        "        {'name': \"Borgar’s Mill\", 'population': None},\n",
        "        {'name': \"Cairnpur\", 'population': None},\n",
        "        {'name': \"Dilpur\", 'population': 15000},\n",
        "        {'name': \"Filur\", 'population': None},\n",
        "        {'name': \"Guidodale\", 'population': None},\n",
        "        {'name': \"Hlammach\", 'population': 36386},\n",
        "        {'name': \"Ilmwatch\", 'population': 560},\n",
        "        {'name': \"Kielbast\", 'population': None},\n",
        "        {'name': \"Laviguer\", 'population': None},\n",
        "        {'name': \"Lenchford\", 'population': None},\n",
        "        {'name': \"Maracrath\", 'population': None},\n",
        "        {'name': \"Mulltown\", 'population': 250},\n",
        "        {'name': \"New Moranay\", 'population': 1356},\n",
        "        {'name': \"New Sarshel\", 'population': 1500},\n",
        "        {'name': \"Outentown\", 'population': None},\n",
        "        {'name': \"Pick ‘n’ Axe\", 'population': None},\n",
        "        {'name': \"Red Bluffs\", 'population': None},\n",
        "        {'name': \"Relgar’s Ford\", 'population': None},\n",
        "        {'name': \"Sarshel\", 'population': 6000},\n",
        "        {'name': \"Songhal\", 'population': None},\n",
        "        {'name': \"Thelnam\", 'population': None},\n",
        "        {'name': \"Three Horns\", 'population': None},\n",
        "        {'name': \"Timbertown\", 'population': None},\n",
        "        {'name': \"Vordric Dun\", 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 1205280,\n",
        "        'breakdown': {\n",
        "            'humans': 90,\n",
        "            'dwarves': 5,\n",
        "            'halflings': 4,\n",
        "            'misc.': 1,\n",
        "        },\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 116266,\n",
        "        'kilometres_squared': 301127.6,\n",
        "    },\n",
        "    'population_density': {\n",
        "        'people_per_mile_squared': 10.37,\n",
        "        'people_per_km_squared': 4.00,\n",
        "    },\n",
        "    'military': [\n",
        "        'The Warswords',\n",
        "        'The Most Holy Order of the Sacred Shrike',\n",
        "        'The Triadic Knights',\n",
        "        'The Swordpoints',\n",
        "    ],\n",
        "    'languages': ['Common', 'Damaran'],\n",
        "    'religion': ['Ilmater', 'Selûne', 'Torm', 'Tymora', 'Tyr', 'Valkur', 'Waukeen'],\n",
        "    'economy': {\n",
        "        'exports': [\n",
        "            'Gems',\n",
        "            'Bloodstone',\n",
        "            'Gold',\n",
        "            'Iron',\n",
        "            'Silver',\n",
        "            'Trade goods from Damara and Earthfast',\n",
        "        ],\n",
        "        'imports': [\n",
        "            'Exotic goods',\n",
        "            'Fruit',\n",
        "            'Shipbuilders',\n",
        "            'Tea',\n",
        "            'Vegetables',\n",
        "            'Wood products',\n",
        "        ],\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Bloodstone Lands - Bob Salvatore, 1989',\n",
        "        'Impiltur: The Forgotten Kingdom - George Krashos, Dragon #346, August 2006',\n",
        "        'The Grand History of the Realms - Brian R. James, Ed Greenwood, George Krashos, Eric L. Boyd, Thomas Costa, 2007',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "CDt_PcFMADUF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "lantan_data = {\n",
        "    'region': 'Lantan',\n",
        "    'ruler': {\n",
        "        'name': 'Ayrar Thagr',\n",
        "        'position': 'Chairperson of the Ayrorch',\n",
        "    },\n",
        "    'capital': {\n",
        "        'name': 'Sambar',\n",
        "        'population': 8000,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Anchoril', 'population': None},\n",
        "        {'name': 'Baelrah', 'population': None},\n",
        "        {'name': 'Darluj', 'population': None},\n",
        "        {'name': 'Dtakkar', 'population': None},\n",
        "        {'name': 'Illul', 'population': None},\n",
        "        {'name': 'Lethtar', 'population': None},\n",
        "        {'name': 'Sundrah', 'population': None},\n",
        "        {'name': 'Sujjar', 'population': None},\n",
        "        {'name': 'Tsan', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 20000,\n",
        "        'breakdown': {\n",
        "            'human': 63,\n",
        "            'gnomes': 30,\n",
        "            'sentient wombats': 5,\n",
        "            'platypuses': 1.99995,\n",
        "            'vengeance-obsessed cat (Silky)': 0.00005,\n",
        "        },\n",
        "    },\n",
        "    'total_area': {\n",
        "        'miles_squared': 35538,\n",
        "        'kilometres_squared': 92042.997,\n",
        "    },\n",
        "    'military': [\n",
        "        'A powerful, technologically-advanced navy',\n",
        "        'A strong militia',\n",
        "        'Illusionists',\n",
        "    ],\n",
        "    'languages': [\n",
        "        'Common',\n",
        "        'Gnomish',\n",
        "        'Lantanese',\n",
        "        'Alzhedo',\n",
        "        'Chondathan',\n",
        "        'Dwarvish',\n",
        "        'Ignan',\n",
        "        'Illuskan',\n",
        "        'Shaaran',\n",
        "    ],\n",
        "    'religion': ['Gond', 'Azuth', 'Gnomish pantheon'],\n",
        "    'economy': {\n",
        "        'exports': ['Technology (mostly things that explode, or encourage explosions in others)'],\n",
        "        'imports': ['Copper', 'Gemstones', 'Tin', 'Wood'],\n",
        "    },\n",
        "    'sources': [\n",
        "        'Forgotten Realms Campaign Setting - Jeff Grubb, Ed Greenwood, Karen S. Martin, 1987',\n",
        "        'The Ring of Winter - James Lowder, 1992',\n",
        "        'Perilous Gateways: Portals of Lantan - Jeff Quick, 2004 web enhancement',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "vjFkJGtSAtZF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "lapaliiya_data = {\n",
        "    'region': 'Lapaliiya',\n",
        "    'ruler': {\n",
        "        'name': 'Shaliim Wyrmslayer',\n",
        "        'title': 'Overking of Sheirtalar'\n",
        "    },\n",
        "    'capital': {\n",
        "        'name': 'Sheirtalar',\n",
        "        'population': 52135,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Abreon', 'population': 4680},\n",
        "        {'name': 'Dungar', 'population': 931},\n",
        "        {'name': 'Ilyaport', 'population': 1923},\n",
        "        {'name': 'Ithmong', 'population': 46729},\n",
        "        {'name': 'Lapalgard', 'population': 3701},\n",
        "        {'name': 'Lhazantal', 'population': 925},\n",
        "        {'name': 'Lushpool', 'population': 17265},\n",
        "        {'name': 'Malaxer', 'population': 4103},\n",
        "        {'name': 'Mierskar', 'population': 1617},\n",
        "        {'name': 'Ormpur', 'population': 24612},\n",
        "        {'name': 'Sammaresh', 'population': 21912},\n",
        "        {'name': 'Sheirlantar', 'population': 7306},\n",
        "        {'name': 'Uzurr', 'population': 10305},\n",
        "        {'name': 'Zashuma', 'population': 1399},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 1217642,\n",
        "        'breakdown': {\n",
        "            'humans': 94,\n",
        "            'yuan-ti': 2,\n",
        "            'gnomes': 2,\n",
        "            'dwarves': 1,\n",
        "            'humans': 1,\n",
        "        },\n",
        "    },\n",
        "    'population_density': {\n",
        "        'miles_squared': 8.13,\n",
        "        'kilometres_squared': 3.14,\n",
        "    },\n",
        "    'area': {\n",
        "        'miles_squared': 149820,\n",
        "        'kilometres_squared': 388032.019,\n",
        "    },\n",
        "    'military': ['Local militias', 'Mercenary companies'],\n",
        "    'languages': ['Common', 'Shaaran', 'Tashalan', 'Alzhedo', 'Halruaan'],\n",
        "    'religion': [\n",
        "        'Bhaelros (Talos)', 'Chauntea', 'Deneir', 'Eldath', 'Garl Glittergold',\n",
        "        'Gond', 'Ilmater', 'Kelemvor', 'Lliira', 'Selûne', 'Silvanus', 'Tempus',\n",
        "        'Tiamat', 'Umberlee', 'Waukeen',\n",
        "    ],\n",
        "    'economy': {\n",
        "        'exports': ['Olives', 'Pearls', 'Roe', 'Seafood', 'Spices', 'Wine', 'Wood'],\n",
        "        'imports': ['Armour', 'Beef', 'Gems', 'Fruit', 'Iron', 'Jewellery', 'Pottery', 'Weapons'],\n",
        "    },\n",
        "    'sources': [\n",
        "        'Serpent Kingdoms - Ed Greenwood, Eric L. Boyd, Darrin Drader, 2004',\n",
        "    ],\n",
        "}\n",
        "\n",
        "tharsult_data = {\n",
        "    'region': 'Tharsult',\n",
        "    'ruler': {\n",
        "        'type': 'Merchant oligarchy',\n",
        "    },\n",
        "    'capital': {\n",
        "        'name': 'Urbeth',\n",
        "        'population': 7000,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Aunthurr', 'population': None},\n",
        "        {'name': 'Chastel', 'population': None},\n",
        "        {'name': 'Funearil', 'population': None},\n",
        "        {'name': 'Nlintar', 'population': None},\n",
        "        {'name': 'Tunumbar', 'population': None},\n",
        "        {'name': 'Zoana', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 15000,\n",
        "    },\n",
        "    'area': {\n",
        "        'miles_squared': 7069,\n",
        "        'kilometres_squared': 18308.63,\n",
        "    },\n",
        "    'military': None,\n",
        "    'languages': ['Common', 'Shaaran', 'Tashalan', 'Alzhedo', 'Halruaan'],\n",
        "    'religion': ['Waukeen', 'Various'],\n",
        "    'economy': {\n",
        "        'exports': ['Food', 'Mercantile services'],\n",
        "        'imports': ['Everything'],\n",
        "    },\n",
        "    'sources': [\n",
        "        'Perilous Gateways: Portals in Ruins - Robert Wiese, 2002',\n",
        "        'Ed Greenwood’s comments - Link (URL not provided)',\n",
        "        'Realmslore: Tharsult - Ed Greenwood, 2022, via Patreon',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "_2574hxCBnUX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "luiren_data = {\n",
        "    'region': 'Luiren',\n",
        "    'ruler': {\n",
        "        'name': 'Faran Ferromar',\n",
        "        'title': 'Devout Voice'\n",
        "    },\n",
        "    'capital': {\n",
        "        'name': 'Beluir',\n",
        "        'population': 27210,\n",
        "    },\n",
        "    'settlements': [\n",
        "        {'name': 'Ammathluir', 'population': 10000},\n",
        "        {'name': 'Chethel', 'population': 15512},\n",
        "        {'name': 'Crimel', 'population': 1000},\n",
        "        {'name': 'Djannath', 'population': None},\n",
        "        {'name': 'Fasruil', 'population': 3000},\n",
        "        {'name': 'Krenadir', 'population': None},\n",
        "        {'name': 'Lluirvale', 'population': None},\n",
        "        {'name': 'Otennath', 'population': None},\n",
        "        {'name': 'Shoun', 'population': None},\n",
        "    ],\n",
        "    'population': {\n",
        "        'total': 838080,\n",
        "        'breakdown': {\n",
        "            'halflings': 92,\n",
        "            'humans': 4,\n",
        "            'elves': 2,\n",
        "            'half-elves': 2,\n",
        "        },\n",
        "    },\n",
        "    'population_density': {\n",
        "        'miles_squared': 4.77,  # 838080 / 175783\n",
        "        'kilometres_squared': 1.84,  # 838080 / 455275.88\n",
        "    },\n",
        "    'area': {\n",
        "        'miles_squared': 175783,\n",
        "        'kilometres_squared': 455275.88,\n",
        "    },\n",
        "    'military': ['Town militias', 'A small navy', 'The marchwardens (frontier guards)'],\n",
        "    'languages': ['Common', 'Dambrathan', 'Durpari', 'Halfling (Luiric/Lurienal)'],\n",
        "    'religion': ['Brandobaris', 'Tymora', 'Yondalla', 'The halfling pantheon'],\n",
        "    'economy': {\n",
        "        'exports': ['Ale', 'Beer', 'Grain', 'Fruit', 'Produce'],\n",
        "        'imports': ['Metalwork items', 'Livestock'],\n",
        "    },\n",
        "    'sources': [\n",
        "        'The Shining South - Tom Prusa, 1993',\n",
        "        'Demihuman Deities - Eric L. Boyd, 1998',\n",
        "        'Shining South - Todd Gamble, 2004',\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "KGEPsgPXCsD-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "silver_marches_data = {\n",
        "    \"region\": \"The Silver Marches\",\n",
        "    \"ruler\": {\n",
        "        \"name\": \"Alustriel Silverhand\",\n",
        "        \"title\": \"High Lady\"\n",
        "    },\n",
        "    \"capital\": {\n",
        "        \"name\": \"Silverymoon\",\n",
        "        \"population\": 37073,\n",
        "    },\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Auvandell\", \"population\": 524},\n",
        "        {\"name\": \"Blumberg\", \"population\": None},\n",
        "        {\"name\": \"Citadel Adbar\", \"population\": 19962},\n",
        "        {\"name\": \"Citadel Felbarr\", \"population\": 6987},\n",
        "        {\"name\": \"Deadsnows\", \"population\": 830},\n",
        "        {\"name\": \"Everlund\", \"population\": 21388},\n",
        "        {\"name\": \"Hilltop\", \"population\": 100},\n",
        "        {\"name\": \"Jalanthar\", \"population\": 226},\n",
        "        {\"name\": \"Khelb\", \"population\": None},\n",
        "        {\"name\": \"Lhuvenhead\", \"population\": None},\n",
        "        {\"name\": \"Mithral Hall\", \"population\": 4991},\n",
        "        {\"name\": \"Newfort\", \"population\": 138},\n",
        "        {\"name\": \"Quaervaar\", \"population\": 952},\n",
        "        {\"name\": \"Rauvincross\", \"population\": None},\n",
        "        {\"name\": \"Rivermoot\", \"population\": None},\n",
        "        {\"name\": \"Sundabar\", \"population\": 14259},\n",
        "        {\"name\": \"Winter's Edge\", \"population\": None}\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 1090800,\n",
        "        \"breakdown\": {\n",
        "            \"humans\": 40,\n",
        "            \"dwarves\": 20,\n",
        "            \"elves\": 20,\n",
        "            \"half-elves\": 10,\n",
        "            \"halflings\": 5,\n",
        "            \"gnomes\": 2,\n",
        "            \"half-orcs\": 2,\n",
        "            \"misc.\": 1,\n",
        "        },\n",
        "    },\n",
        "    \"area\": {\n",
        "        \"miles_squared\": 161206,\n",
        "        \"kilometres_squared\": 417521.623,\n",
        "    },\n",
        "    \"military\": [\n",
        "        \"The Argent Legion\",\n",
        "        \"Local militias\"\n",
        "    ],\n",
        "    \"languages\": [\n",
        "        \"Common\",\n",
        "        \"Chondathan\",\n",
        "        \"Illuskan\"\n",
        "    ],\n",
        "    \"religion\": [\n",
        "        \"Corellon Larethian\",\n",
        "        \"Helm\",\n",
        "        \"Lathander\",\n",
        "        \"Lurue\",\n",
        "        \"Mielikki\",\n",
        "        \"Moradin\",\n",
        "        \"Mystra\",\n",
        "        \"Oghma\",\n",
        "        \"Selûne\",\n",
        "        \"Sune\",\n",
        "        \"Tymora\"\n",
        "    ],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\n",
        "            \"Elven craftwork\",\n",
        "            \"Dwarven craftwork\",\n",
        "            \"Furs\",\n",
        "            \"Precious metals\"\n",
        "        ],\n",
        "        \"imports\": [\n",
        "            \"Armour\",\n",
        "            \"Books\",\n",
        "            \"Manufactured goods\",\n",
        "            \"Pottery\",\n",
        "            \"Spices\",\n",
        "            \"Wine\"\n",
        "        ],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"The North (slade, Ed Greenwood, Jeff Grubb, Julia Martin, Steven Schend, Jennell Jaquays, Steve Perrin, 1996)\",\n",
        "        \"Silver Marches (Ed Greenwood, Jason Carl, 2002)\"\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "xlfxp2BVDAbZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mintarn_data = {\n",
        "    \"region\": \"Mintarn\",\n",
        "    \"ruler\": {\n",
        "        \"name\": \"Tarnheel Embuirhan\",\n",
        "        \"title\": \"Dictator\"\n",
        "    },\n",
        "    \"capital\": \"Mintarn\",\n",
        "    \"population\": {\n",
        "        \"total\": 5000,\n",
        "        \"breakdown\": {\n",
        "            \"humans\": 85,\n",
        "            \"dwarves\": 10,\n",
        "            \"merfolk\": 3,\n",
        "        }\n",
        "    },\n",
        "    \"area\": {\n",
        "        \"miles_squared\": 617,\n",
        "        \"kilometres_squared\": 1598.02,\n",
        "    },\n",
        "    \"languages\": [\n",
        "        \"Common\",\n",
        "        \"Illuskan\"\n",
        "    ],\n",
        "    \"religion\": [\n",
        "        \"Umberlee\"\n",
        "    ],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\n",
        "            \"Ships\",\n",
        "            \"Mercenaries\",\n",
        "            \"Food\"\n",
        "        ],\n",
        "        \"imports\": [\n",
        "            \"Moonshae wood\",\n",
        "            \"Mabadann oysters\"\n",
        "        ],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"Treasures of the Savage Frontier (video game, 1992)\",\n",
        "        \"Passage to Dawn (R.A. Salvatore, 1996)\"\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "5I5ZO5dNEfdB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "orlumbor_data = {\n",
        "    \"region\": \"Orlumbor\",\n",
        "    \"ruler\": {\n",
        "        \"name\": \"Tulgar Wrightsson\",\n",
        "    },\n",
        "    \"capital\": {\n",
        "        \"name\": \"Orlumbor\",\n",
        "        \"population\": 1600,\n",
        "    },\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Farr Windward\", \"population\": 800},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 2400,\n",
        "        \"breakdown\": {\n",
        "            \"humans\": 80,\n",
        "            \"misc.\": 20\n",
        "        }\n",
        "    },\n",
        "    \"area\": {\n",
        "        \"miles_squared\": 310,\n",
        "        \"kilometres_squared\": 802.89,\n",
        "    },\n",
        "    \"languages\": [\n",
        "        \"Common\",\n",
        "        \"Illuskan\"\n",
        "    ],\n",
        "    \"religion\": [\n",
        "        \"Talos\"\n",
        "    ],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\n",
        "            \"Ships\"\n",
        "        ],\n",
        "        \"imports\": [\n",
        "            \"Wood\"\n",
        "        ],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"Treasures of the Savage Frontier (video game, 1992)\"\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "Gr2azdmOEz2V"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "moonshae_data = {\n",
        "    \"region\": \"Moonshae\",\n",
        "    \"ruler\": {\"name\": \"High Queen Alicia Kendrick\"},\n",
        "    \"capital\": \"Caer Callidyrr\",\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Aithelar\", \"population\": 10000},\n",
        "        {\"name\": \"Blackstone\", \"population\": None},\n",
        "        {\"name\": \"Blythe\", \"population\": None},\n",
        "        {\"name\": \"Borth\", \"population\": None},\n",
        "        {\"name\": \"Bounty\", \"population\": None},\n",
        "        {\"name\": \"Brannoch\", \"population\": None},\n",
        "        {\"name\": \"Bray\", \"population\": None},\n",
        "        {\"name\": \"Cambro\", \"population\": None},\n",
        "        {\"name\": \"Caer Corwell\", \"population\": None},\n",
        "        {\"name\": \"Caer Moray\", \"population\": None},\n",
        "        {\"name\": \"Caer Westphal\", \"population\": None},\n",
        "        {\"name\": \"Caervu\", \"population\": None},\n",
        "        {\"name\": \"Cobh\", \"population\": None},\n",
        "        {\"name\": \"Codfin\", \"population\": None},\n",
        "        {\"name\": \"Codscove\", \"population\": None},\n",
        "        {\"name\": \"Doncastle\", \"population\": None},\n",
        "        {\"name\": \"Dorset\", \"population\": None},\n",
        "        {\"name\": \"Dultann\", \"population\": None},\n",
        "        {\"name\": \"Dynnatt\", \"population\": None},\n",
        "        {\"name\": \"Dynnegall\", \"population\": None},\n",
        "        {\"name\": \"Elyssyrr\", \"population\": None},\n",
        "        {\"name\": \"Farview\", \"population\": None},\n",
        "        {\"name\": \"Fenton\", \"population\": None},\n",
        "        {\"name\": \"Grady\", \"population\": None},\n",
        "        {\"name\": \"Graystone\", \"population\": None},\n",
        "        {\"name\": \"Grimstad\", \"population\": None},\n",
        "        {\"name\": \"Harloch\", \"population\": None},\n",
        "        {\"name\": \"Hickorydale\", \"population\": None},\n",
        "        {\"name\": \"Horsa\", \"population\": None},\n",
        "        {\"name\": \"Horst\", \"population\": None},\n",
        "        {\"name\": \"Highhome\", \"population\": None},\n",
        "        {\"name\": \"Highrock\", \"population\": None},\n",
        "        {\"name\": \"Holyhead\", \"population\": None},\n",
        "        {\"name\": \"Horstall\", \"population\": None},\n",
        "        {\"name\": \"Hyoclaatl\", \"population\": None},\n",
        "        {\"name\": \"Kingsbay\", \"population\": None},\n",
        "        {\"name\": \"Koart\", \"population\": None},\n",
        "        {\"name\": \"Kork\", \"population\": None},\n",
        "        {\"name\": \"Kythyss\", \"population\": None},\n",
        "        {\"name\": \"Lehigh\", \"population\": None},\n",
        "        {\"name\": \"Llandrain\", \"population\": None},\n",
        "        {\"name\": \"Llewellyn\", \"population\": None},\n",
        "        {\"name\": \"Lowhill\", \"population\": None},\n",
        "        {\"name\": \"MacSheehan\", \"population\": None},\n",
        "        {\"name\": \"Manger\", \"population\": None},\n",
        "        {\"name\": \"Myrrdale\", \"population\": None},\n",
        "        {\"name\": \"Ogden\", \"population\": None},\n",
        "        {\"name\": \"O’Malley\", \"population\": None},\n",
        "        {\"name\": \"Pembroke\", \"population\": None},\n",
        "        {\"name\": \"Pengram\", \"population\": None},\n",
        "        {\"name\": \"Pontswain\", \"population\": None},\n",
        "        {\"name\": \"Regents Field\", \"population\": None},\n",
        "        {\"name\": \"Storaad\", \"population\": None},\n",
        "        {\"name\": \"Tetauctaa\", \"population\": None},\n",
        "        {\"name\": \"Thorndyke\", \"population\": None},\n",
        "        {\"name\": \"White Rock\", \"population\": None},\n",
        "        {\"name\": \"Wyngate\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\"total\": 680400, \"breakdown\": {\"humans\": 89, \"halflings\": 4, \"elves\": 3, \"dwarves\": 2, \"half-elves\": 1, \"misc.\": 1}},\n",
        "    \"population_density\": {\"per_mile_squared\": 9.17, \"per_km_squared\": 3.54},\n",
        "    \"area\": {\"miles_squared\": 74169, \"kilometres_squared\": 192097},\n",
        "    \"military\": \"Various local militias\",\n",
        "    \"languages\": [\"Aquan\", \"Chondathan\", \"Common\", \"Dwarven\", \"Elven\", \"Giant\", \"Illuskan\", \"Sylvan\"],\n",
        "    \"religion\": [\"The Earthmother\", \"Chauntea\", \"Tempus\"],\n",
        "    \"economy\": {\"exports\": [\"Armour\", \"rose-gold\", \"timber\", \"weapons\"], \"imports\": [\"Coal\", \"horses\", \"minor magical items\", \"ore\", \"parchment\", \"silk\"]},\n",
        "    \"sources\": [\"Moonshae (Douglas Niles, 1987)\", \"Halls of the High King (Ed Greenwood, 1990)\", \"Backdrop: The Moonshae Isles (Shawn Merwin, Dungeon #196, 2011)\"],\n",
        "}\n",
        "\n",
        "norland_data = {\n",
        "    \"region\": \"Norland\",\n",
        "    \"ruler\": {\"name\": None, \"title\": None},\n",
        "    \"capital\": \"Rogarsheim\",\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Arfinnsheim\", \"population\": None},\n",
        "        {\"name\": \"Arndtbergom\", \"population\": None},\n",
        "        {\"name\": \"Follebu\", \"population\": None},\n",
        "        {\"name\": \"Iron Keep\", \"population\": None},\n",
        "        {\"name\": \"Gudbrandstad\", \"population\": None},\n",
        "        {\"name\": \"Ramshorn\", \"population\": None},\n",
        "        {\"name\": \"Skien\", \"population\": None},\n",
        "        {\"name\": \"Sommersdal\", \"population\": None},\n",
        "        {\"name\": \"Sordal\", \"population\": None},\n",
        "        {\"name\": \"Trondheim\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": None,\n",
        "    \"area\": {\"miles_squared\": 21250, \"kilometres_squared\": 55037},\n",
        "    \"military\": \"Local militias, warbands, raiding parties\",\n",
        "    \"languages\": [\"Common\", \"Rashemi\"],\n",
        "    \"religion\": [\"Auril\", \"Talos\", \"Tempus\", \"Umberlee\", \"Valkur\"],\n",
        "}\n",
        "norheim_data = {\n",
        "    \"region\": \"Norheim\",\n",
        "    \"ruler\": {\"name\": \"King Hammerstaad\"},\n",
        "    \"capital\": \"Hammerstaad\",\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Dalheim\", \"population\": None},\n",
        "        {\"name\": \"Daryn’s Rest\", \"population\": None},\n",
        "        {\"name\": \"Graystaad\", \"population\": None},\n",
        "        {\"name\": \"Rottesheim\", \"population\": None},\n",
        "        {\"name\": \"Seawolf\", \"population\": None},\n",
        "        {\"name\": \"Threlloch\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": None,\n",
        "    \"area\": {\"miles_squared\": 2750, \"kilometres_squared\": 7122},\n",
        "    \"military\": \"Local militias, warbands, raiding parties\",\n",
        "    \"languages\": [\"Common\", \"Rashemi\"],\n",
        "    \"religion\": [\"Auril\", \"Talos\", \"Tempus\", \"Umberlee\", \"Valkur\"],\n",
        "    \"economy\": {\"exports\": [\"Minerals\", \"metals\", \"slaves\", \"weapons\"], \"imports\": [\"Alcohol\", \"food\", \"gold\"]},\n",
        "}\n",
        "gnarhelm_data = {\n",
        "    \"region\": \"Gnarhelm\",\n",
        "    \"ruler\": {\"name\": \"King Brandon Olafsson\"},\n",
        "    \"capital\": \"Gnarhelm\",\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Olafstaad\", \"population\": None},\n",
        "        {\"name\": \"Otta\", \"population\": None},\n",
        "        {\"name\": \"Sunderstaad\", \"population\": None},\n",
        "        {\"name\": \"Warlsbry\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": None,\n",
        "    \"area\": {\"miles_squared\": 15876, \"kilometres_squared\": 41119},\n",
        "    \"military\": \"Local militias, warbands, raiding parties\",\n",
        "    \"languages\": [\"Common\", \"Rashemi\"],\n",
        "    \"religion\": [\"Auril\", \"Talos\", \"Tempus\", \"Umberlee\", \"Valkur\"],\n",
        "    \"economy\": {\"exports\": [\"Minerals\", \"metals\", \"slaves\", \"weapons\"], \"imports\": [\"Alcohol\", \"food\", \"gold\"]},\n",
        "}\n",
        "synnoria_data = {\n",
        "    \"region\": \"Synnoria\",\n",
        "    \"ruler\": {\n",
        "        \"name\": None,\n",
        "        \"title\": None\n",
        "    },\n",
        "    \"capital\": \"Chrysalis\",\n",
        "    \"population\": {\n",
        "        \"total\": None,\n",
        "        \"breakdown\": {\n",
        "            \"elves\": 100\n",
        "        }\n",
        "    },\n",
        "    \"area\": {\n",
        "        \"miles_squared\": 90,\n",
        "        \"kilometres_squared\": 233,\n",
        "    },\n",
        "    \"military\": \"The Sisters of Synnoria (cavalry company)\",\n",
        "    \"languages\": [\"Common\", \"Rashemi\"],\n",
        "    \"religion\": [\"Earthmother\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [],\n",
        "        \"imports\": [],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"Moonshae (Douglas Niles, 1987)\",\n",
        "        \"Halls of the High King (Ed Greenwood, 1990)\",\n",
        "        \"Backdrop: The Moonshae Isles (Shawn Merwin, Dungeon #196, 2011)\"\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "WA3JlRiDE1jY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mulhorand_data = {\n",
        "    \"region\": \"Mulhorand\",\n",
        "    \"ruler\": {\"name\": \"Pharaoh Horustep III\", \"title\": None},\n",
        "    \"capital\": {\"name\": \"Skuld\", \"population\": 204538},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Aina\", \"population\": None},\n",
        "        {\"name\": \"Delgora\", \"population\": None},\n",
        "        {\"name\": \"Gheldaneth\", \"population\": 172430},\n",
        "        {\"name\": \"Jhalhoran\", \"population\": None},\n",
        "        {\"name\": \"Klondor\", \"population\": None},\n",
        "        {\"name\": \"Maerlar\", \"population\": None},\n",
        "        {\"name\": \"Mishtan\", \"population\": 6459},\n",
        "        {\"name\": \"Neldorild\", \"population\": 40000},\n",
        "        {\"name\": \"Rauthil\", \"population\": None},\n",
        "        {\"name\": \"Sampranasz\", \"population\": 3000},\n",
        "        {\"name\": \"Sultim\", \"population\": None},\n",
        "        {\"name\": \"Surbroar\", \"population\": None},\n",
        "        {\"name\": \"Ulzel\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 5339520,\n",
        "        \"breakdown\": {\"humans\": 99, \"misc.\": 1},\n",
        "        \"density\": {\"miles_squared\": 17.64, \"kilometres_squared\": 6.81},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 302688, \"kilometres_squared\": 783958.321},\n",
        "    \"military\": \"One of the largest armies and navies in Faerûn, plus allied mercenary forces such as the Gold Swords\",\n",
        "    \"languages\": [\"Common\", \"Muhjuri\", \"Mulhorandi\"],\n",
        "    \"religion\": [\n",
        "        \"The Mulhorandi pantheon\",\n",
        "        \"Gond\",\n",
        "        \"Mask\",\n",
        "        \"Mystra\",\n",
        "        \"Red Knight\"\n",
        "    ],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Ale\", \"beer\", \"blank spellbooks\", \"gold\", \"granite\", \"paper\", \"precious stones\"],\n",
        "        \"imports\": [\"Fine timber\", \"incense\", \"iron\", \"perfume\", \"slaves\", \"spices\"],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"The Old Empires (Scott Bennie, 1990)\",\n",
        "        \"The God-Kings of Mulhorand (Ed Greenwood, George Krashos, 2020, on Twitter)\"\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "IFO805yRORAs"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "murghom_data = {\n",
        "    \"region\": \"Murghôm\",\n",
        "    \"ruler\": {\"name\": \"King Tharmakkas IV\", \"title\": \"Bey of Murghôm\"},\n",
        "    \"capital\": {\"name\": \"Murghyr\", \"population\": None},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Alzayat\", \"population\": None},\n",
        "        {\"name\": \"Athab\", \"population\": None},\n",
        "        # ... (the rest of your settlements here)\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": None,\n",
        "        \"breakdown\": {\"humans\": 100},\n",
        "        \"density\": {\"miles_squared\": None, \"kilometres_squared\": None},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 226689, \"kilometres_squared\": 587121.815},\n",
        "    \"military\": \"Strong militias and allied mercenary companies\",\n",
        "    \"languages\": [\"Common\", \"Muhjuri\", \"Mulhorandi\"],\n",
        "    \"religion\": [\"The Mulhorandi pantheon\", \"The Muhjari\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Copper\", \"jasper\", \"chalcedony\", \"date palms\", \"giant sturgeon\", \"lumber\"],\n",
        "        \"imports\": [],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"Old Empires (Scott Bennie, 1990)\",\n",
        "        \"Horde Campaign (Curtis M. Scott, 1990)\",\n",
        "        \"The Horde (David Cook, 1990)\"\n",
        "    ],\n",
        "}"
      ],
      "metadata": {
        "id": "WFuGARtTORnS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "semphar_data = {\n",
        "    \"region\": \"Semphar\",\n",
        "    \"ruler\": {\"Caliph Abu Bakr\"},\n",
        "    \"capital\": {\"name\": \"Dhaztanar\", \"population\": None},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Anbar\", \"population\": None},\n",
        "        {\"name\": \"Baduraya\", \"population\": None},\n",
        "        {\"name\": \"Banawari\", \"population\": None},\n",
        "        {\"name\": \"Banu\", \"population\": None},\n",
        "        {\"name\": \"Darabjind\", \"population\": None},\n",
        "        {\"name\": \"Dar al-Kalif\", \"population\": None},\n",
        "        {\"name\": \"Darabjind\", \"population\": None},\n",
        "        {\"name\": \"Darrabhal\", \"population\": None},\n",
        "        {\"name\": \"Duirtanal\", \"population\": None},\n",
        "        {\"name\": \"Estanil\", \"population\": None},\n",
        "        {\"name\": \"Fustat\", \"population\": None},\n",
        "        {\"name\": \"Harb\", \"population\": None},\n",
        "        {\"name\": \"Iliphanar\", \"population\": None},\n",
        "        {\"name\": \"Isabadah\", \"population\": None},\n",
        "        {\"name\": \"Jurjan\", \"population\": None},\n",
        "        {\"name\": \"Khalis\", \"population\": None},\n",
        "        {\"name\": \"Maristan\", \"population\": None},\n",
        "        {\"name\": \"Merv\", \"population\": None},\n",
        "        {\"name\": \"Naysabur\", \"population\": None},\n",
        "        {\"name\": \"Nihawand\", \"population\": None},\n",
        "        {\"name\": \"Phelzel\", \"population\": None},\n",
        "        {\"name\": \"Quas al-Hasani\", \"population\": None},\n",
        "        {\"name\": \"Quas al’Tarik\", \"population\": None},\n",
        "        {\"name\": \"Qumis\", \"population\": None},\n",
        "        {\"name\": \"Saaid\", \"population\": None},\n",
        "        {\"name\": \"Semkhrun\", \"population\": None},\n",
        "        {\"name\": \"Semlithol\", \"population\": None},\n",
        "        {\"name\": \"Shahar\", \"population\": None},\n",
        "        {\"name\": \"Simman\", \"population\": None},\n",
        "        {\"name\": \"Siniyat\", \"population\": None},\n",
        "        {\"name\": \"Takrit\", \"population\": None},\n",
        "        {\"name\": \"Taquasma\", \"population\": None},\n",
        "        {\"name\": \"Uman\", \"population\": None},\n",
        "        {\"name\": \"Wadieska’b\", \"population\": None},\n",
        "        {\"name\": \"Zabad\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 838463,\n",
        "        \"breakdown\": None,\n",
        "        \"density\": {\"miles_squared\": None, \"kilometres_squared\": None},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 326713, \"kilometres_squared\": 846182.785},\n",
        "    \"military\": \"Strong militias and a very strong navy on Brightstar Lake\",\n",
        "    \"languages\": [\"Common\", \"Muhjuri\", \"Mulhorandi\"],\n",
        "    \"religion\": [\"The Muhjari\", \"The Mulhorandi pantheon\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Horses\", \"Duir leather\", \"leather goods\", \"lumber\", \"ships\"],\n",
        "        \"imports\": [],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"Old Empires (Scott Bennie, 1990)\",\n",
        "        \"Horde Campaign (Curtis M. Scott, 1990)\",\n",
        "        \"The Horde (David Cook, 1990)\"\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "SjYjfGkBOj_E"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "narfell_data = {\n",
        "    \"region\": \"Narfell\",\n",
        "    \"ruler\": {\"name\": \"Thalaman Harthgroth\", \"title\": \"Ruler of the Harthgroth tribe and Head of the Nar Tribal Council\"},\n",
        "    \"capital\": {\"name\": \"Bildoobaris\", \"population\": 30000},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Antlerbones\", \"population\": None},\n",
        "        {\"name\": \"Hoarbridge\", \"population\": None},\n",
        "        {\"name\": \"Jiyyd\", \"population\": None},\n",
        "        {\"name\": \"Nar-Sek Qu’encesta\", \"population\": None},\n",
        "        {\"name\": \"Nar-Sek Qu’istrade\", \"population\": None},\n",
        "        {\"name\": \"Nar-Sek Qu’tel\", \"population\": None},\n",
        "        {\"name\": \"N’Jast\", \"population\": None},\n",
        "        {\"name\": \"Peltarch\", \"population\": None},\n",
        "        {\"name\": \"Selmast\", \"population\": None},\n",
        "        {\"name\": \"Snowcap\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 36720,\n",
        "        \"breakdown\": {\"human\": 99, \"misc.\": 1},\n",
        "        \"density\": {\"miles_squared\": 0.16, \"kilometres_squared\": 0.06},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 223903, \"kilometres_squared\": 579906.108},\n",
        "    \"military\": \"Individual tribal warriors\",\n",
        "    \"languages\": [\"Common\", \"Damaran\", \"Rashemi\"],\n",
        "    \"religion\": [\"Lathander\", \"Tempus\", \"Waukeen\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Horses\"],\n",
        "        \"imports\": [\"Clothing\", \"jewellery\"],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"The Bloodstone Lands (Bob Salvatore, 1989)\",\n",
        "        \"The Horde (David Cook, 1990)\",\n",
        "        \"Unapproachable East (Richard Baker, Matt Forbeck, Sean K. Reynolds, 2003)\",\n",
        "        \"Lost Empires of Faerûn (Richard Baker, Ed Bonny, Travis Stout, 2005)\",\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "sNZsofQPOlUs"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nimbral_data = {\n",
        "    \"region\": \"Nimbral\",\n",
        "    \"ruler\": \"The Nimbral Lords\",\n",
        "    \"capital\": {\"name\": \"Selpir\", \"population\": None},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Arevar\", \"population\": None},\n",
        "        {\"name\": \"Bromtor\", \"population\": None},\n",
        "        {\"name\": \"Curstallyon\", \"population\": None},\n",
        "        {\"name\": \"Esdul\", \"population\": None},\n",
        "        {\"name\": \"Nimith\", \"population\": None},\n",
        "        {\"name\": \"Nimsur\", \"population\": None},\n",
        "        {\"name\": \"Ormen\", \"population\": None},\n",
        "        {\"name\": \"Rauthaven\", \"population\": None},\n",
        "        {\"name\": \"Sombor\", \"population\": None},\n",
        "        {\"name\": \"Suthaven\", \"population\": None},\n",
        "        {\"name\": \"Tethmor\", \"population\": None},\n",
        "        {\"name\": \"Vindal\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\"total\": 57000, \"breakdown\": {\"humans\": 90, \"half-elves\": 10}},\n",
        "    \"area\": {\"miles_squared\": 42424, \"kilometres_squared\": 109877.66},\n",
        "    \"military\": \"The Knights of the Flying Hunt (airborne cavalry)\",\n",
        "    \"languages\": [\"Common\", \"Halruaan\"],\n",
        "    \"religion\": [\"Deneir\", \"Lurue\"],\n",
        "    \"economy\": {\"exports\": [], \"imports\": []},\n",
        "    \"sources\": [\"The Realm of Nimbral (Ed Greenwood, Wizards of the Coast website, archived here, 2004)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "MO22u7wrOxuL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rashemen_data = {\n",
        "    \"region\": \"Rashemen\",\n",
        "    \"ruler\": \"Huhrong (Iron Lord) Thydrim Yvarrg\",\n",
        "    \"capital\": {\"name\": \"Immilmar\", \"population\": 21210},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Citadel Rashemar\", \"population\": 760},\n",
        "        {\"name\": \"Mulptan\", \"population\": 6900},\n",
        "        {\"name\": \"Mulsantir\", \"population\": 4848},\n",
        "        {\"name\": \"Nathoud\", \"population\": None},\n",
        "        {\"name\": \"Shevel\", \"population\": None},\n",
        "        {\"name\": \"Taporan\", \"population\": 1000},\n",
        "        {\"name\": \"Thasunta\", \"population\": 2150},\n",
        "        {\"name\": \"Tinnir\", \"population\": 540},\n",
        "        {\"name\": \"Urling\", \"population\": 400},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 654480,\n",
        "        \"breakdown\": {\"humans\": 99, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 1.73, \"per_kilometre_squared\": 0.67},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 377141, \"kilometres_squared\": 976790.706},\n",
        "    \"military\": \"Strong military culture, berserker lodges, standing militias, and magical support from the Wychlaran\",\n",
        "    \"languages\": [\"Common\", \"Rashemi\"],\n",
        "    \"religion\": [\"Bhalla (Chauntea)\", \"Khelliara (Mielikki)\", \"the Hidden One (Mystra)\"],\n",
        "    \"economy\": {\"exports\": [\"Carvings\", \"cheese\", \"firewine\", \"furs\", \"wool\"], \"imports\": [\"Cloth\", \"food\", \"wood products\"]},\n",
        "    \"sources\": [\"Spellbound (Anthony Pryor, 1995)\", \"Unapproachable East (Richard Baker, Matt Forbeck, Sean K. Reynolds, 2003)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "BXkb1NZvO_7L"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "samarach_data = {\n",
        "    \"region\": \"Samarach\",\n",
        "    \"ruler\": \"High Phantasmage (Archmage) Meleghost Zoaster\",\n",
        "    \"capital\": {\"name\": \"Samargol\", \"population\": 105731},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Ahoyahoy\", \"population\": None},\n",
        "        {\"name\": \"Dangwaru\", \"population\": None},\n",
        "        {\"name\": \"Nimbre\", \"population\": None},\n",
        "        {\"name\": \"Rassatan\", \"population\": 10936},\n",
        "        {\"name\": \"Serl\", \"population\": None},\n",
        "        {\"name\": \"Taruin\", \"population\": 23899},\n",
        "        {\"name\": \"Torich\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 434510,\n",
        "        \"breakdown\": {\"humans\": 98, \"yuan-ti\": 1, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 4.44, \"per_kilometre_squared\": 1.71},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 97937, \"kilometres_squared\": 253655.67},\n",
        "    \"military\": \"Knights of the Flying Hunt of Nimbral\",\n",
        "    \"languages\": [\"Common\", \"Chultan\", \"Tashalan\"],\n",
        "    \"religion\": [\"Leira\", \"Set\", \"Squamata the Black (Sseth)\"],\n",
        "    \"economy\": {\"exports\": [\"Pearls\", \"salt\", \"spices\"], \"imports\": [\"Weapons\"]},\n",
        "    \"sources\": [\"Serpent Kingdoms (Ed Greenwood, Eric L. Boyd, Darrin Drader, 2004)\", \"Neverwinter Nights 2: Storm of Zehir (video game, Obsidian Entertainment / Atari, 2008)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "Fi4TqW19PC2y"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "thindol_data = {\n",
        "    \"region\": \"Thindol\",\n",
        "    \"ruler\": \"The Council of Cities\",\n",
        "    \"capital\": {\"name\": \"Thindar\", \"population\": 98662},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Aztul\", \"population\": 4631},\n",
        "        {\"name\": \"Deltar\", \"population\": 2863},\n",
        "        {\"name\": \"Delselar\", \"population\": 76412},\n",
        "        {\"name\": \"Gurdeth\", \"population\": 17991},\n",
        "        {\"name\": \"Lundeth\", \"population\": 23791},\n",
        "        {\"name\": \"Narubel\", \"population\": 11301},\n",
        "        {\"name\": \"Psamma\", \"population\": 1936},\n",
        "        {\"name\": \"Samargard\", \"population\": None},\n",
        "        {\"name\": \"Tchinggult\", \"population\": 3413},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 1263413,\n",
        "        \"breakdown\": {\"humans\": 86, \"dwarves\": 7, \"kuo-toa\": 3, \"lizardfolk\": 2, \"yuan-ti\": 1, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 10.26, \"per_kilometre_squared\": 3.96},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 123071, \"kilometres_squared\": 318752.427},\n",
        "    \"military\": \"Local militias\",\n",
        "    \"languages\": [\"Common\", \"Chultan\", \"Tashalan\"],\n",
        "    \"religion\": [\"Lathander\", \"Lliira\", \"Malar\", \"Savras\", \"Set\", \"Tymora\"],\n",
        "    \"economy\": {\"exports\": [\"Gold\", \"iron\", \"seafood\", \"tropical fruits and vegetables\", \"weapons\"], \"imports\": [\"Grains\", \"wine\", \"wood\"]},\n",
        "    \"sources\": [\"Serpent Kingdoms (Ed Greenwood, Eric L. Boyd, Darrin Drader, 2004)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "y5RccUBTPbuD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tashalar_data = {\n",
        "    \"region\": \"Tashalar\",\n",
        "    \"ruler\": \"Merchant oligarchy council\",\n",
        "    \"capital\": {\"name\": \"Tashluta\", \"population\": 51522},\n",
        "    \"settlements\": [],\n",
        "    \"population\": {\n",
        "        \"total\": 889920,\n",
        "        \"breakdown\": {\"humans\": 94, \"lizardfolk\": 4, \"yuan-ti\": 1, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 46.38, \"per_kilometre_squared\": 17.91},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 19182, \"kilometres_squared\": 49681.152},\n",
        "    \"military\": \"mercenaries\",\n",
        "    \"languages\": [\"Common\", \"Chultan\", \"Tashalan\"],\n",
        "    \"religion\": [\"Chauntea\", \"Bhaelros (Talos)\", \"Malar\", \"Savras\", \"Sseth (Set, the World Serpent)\", \"Talona Waukeen\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\n",
        "            \"Calantra carvings\",\n",
        "            \"cheese\",\n",
        "            \"coffee\",\n",
        "            \"crossbows\",\n",
        "            \"dyed fabric\",\n",
        "            \"glass\",\n",
        "            \"olive oil\",\n",
        "            \"olives\",\n",
        "            \"perfume\",\n",
        "            \"seafood\",\n",
        "            \"ships\",\n",
        "            \"spices\",\n",
        "            \"wine\",\n",
        "            \"wood\",\n",
        "        ],\n",
        "        \"imports\": [\"Beef\", \"calantra\", \"fruit\", \"kaeth\", \"silver\", \"slaves\"],\n",
        "    },\n",
        "    \"sources\": [\"Serpent Kingdoms (Ed Greenwood, Eric L. Boyd, Darrin Drader, 2004)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "X6Fe7MMCPd8N"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sembia_data = {\n",
        "    \"region\": \"Sembia\",\n",
        "    \"ruler\": \"Overmaster Elduth Yarmmaster\",\n",
        "    \"capital\": {\"name\": \"Ordulin\", \"population\": 36330},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Daerlun\", \"population\": 52477},\n",
        "        {\"name\": \"Huddagh\", \"population\": None},\n",
        "        {\"name\": \"Kulta\", \"population\": None},\n",
        "        {\"name\": \"Mulhessen\", \"population\": None},\n",
        "        {\"name\": \"Saerb\", \"population\": None},\n",
        "        {\"name\": \"Saerloon\", \"population\": 54496},\n",
        "        {\"name\": \"Selgaunt\", \"population\": 56514},\n",
        "        {\"name\": \"Surd\", \"population\": None},\n",
        "        {\"name\": \"Tulbegh\", \"population\": None},\n",
        "        {\"name\": \"Uarhold\", \"population\": None},\n",
        "        {\"name\": \"Urmlaspyr\", \"population\": 26239},\n",
        "        {\"name\": \"Yhaunn\", \"population\": 20184},\n",
        "        {\"name\": \"Yuthgalaunt\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 2462400,\n",
        "        \"breakdown\": {\"humans\": 96, \"halflings\": 3, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 27.78, \"per_kilometre_squared\": 10.73},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 88630, \"kilometres_squared\": 229550.65},\n",
        "    \"military\": \"Silver Ravens\",\n",
        "    \"languages\": [\"Common\", \"Chondathan\"],\n",
        "    \"religion\": [\"Loviatar\", \"Shar\", \"Sune\", \"Tymora\", \"Waukeen\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Books\", \"food\", \"livestock\", \"pottery\", \"spiced sausage\", \"silk\", \"weapons\", \"wine\"],\n",
        "        \"imports\": [\"Anything\"],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"Pirates of the Fallen Stars (Curtis Scott, 1992)\",\n",
        "        \"Forgotten Realms Campaign Setting, 2nd Edition (Jeff Grubb, Ed Greenwood, Julia Martin, 1993)\",\n",
        "        \"Sea of Fallen Stars (Steven E. Schend, 1999)\",\n",
        "        \"Forgotten Realms Campaign Setting, 3rd Edition (Ed Greenwood, Sean K. Reynolds, Skip Williams, Rob Heinsoo, 2001)\",\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "x9gfx6jjPms9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sespech_data = {\n",
        "    \"region\": \"Sespech\",\n",
        "    \"ruler\": \"Baron Aldorn Thuragar\",\n",
        "    \"capital\": {\"name\": \"Ormpetarr\", \"population\": 55037},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Elbulder\", \"population\": 12701},\n",
        "        {\"name\": \"Fort Arran\", \"population\": 1000},\n",
        "        {\"name\": \"Mimph\", \"population\": 27518},\n",
        "        {\"name\": \"Nagaford\", \"population\": None},\n",
        "        {\"name\": \"Roaringford\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 952560,\n",
        "        \"breakdown\": {\"humans\": 96, \"dwarves\": 2, \"elves\": 1, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 6.98, \"per_kilometre_squared\": 2.69},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 136486, \"kilometres_squared\": 353497},\n",
        "    \"military\": \"Militias, Band of Iron\",\n",
        "    \"languages\": [\"Common\", \"Chondathan\", \"Shaaran (southern border areas)\"],\n",
        "    \"religion\": [\"Eldath\", \"Helm\", \"Lliira\", \"Malar\", \"Talos\", \"Tempus\", \"Waukeen\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Horses\", \"mercenaries\", \"salt\"],\n",
        "        \"imports\": [\"Metal\"],\n",
        "    },\n",
        "    \"sources\": [\"The Vilhon Reach (Jim Butler, 1996)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "EAsF0fhCP00O"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sossal_data = {\n",
        "    \"region\": \"Sossal\",\n",
        "    \"ruler\": \"The Circle of the Frozen Sun (druidic order)\",\n",
        "    \"capital\": \"Sundice\",\n",
        "    \"settlements\": {\n",
        "        \"Sundice\": {\"population\": 0},\n",
        "        \"Dharvil\": {\"population\": None},\n",
        "        \"Naupau\": {\"population\": None},\n",
        "        \"Shannath\": {\"population\": None},\n",
        "        \"Uldfest\": {\"population\": None},\n",
        "    },\n",
        "    \"population\": {\n",
        "        \"total\": 16000,\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 363151, \"kilometres_squared\": 940556.772},\n",
        "    \"military\": \"Local militias\",\n",
        "    \"languages\": [\n",
        "        \"Common\",\n",
        "        \"Uluik\",\n",
        "        \"Sossrim\",\n",
        "        \"Skaevrym\",\n",
        "    ],\n",
        "    \"religion\": [\"Auril (benign aspect)\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Dwarven weapons\", \"silver\", \"various kinds of meat\"],\n",
        "        \"imports\": [\"Fine wooden furniture\", \"furs\", \"gold\", \"seal meat\"],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"Dwarves Deep (Ed Greenwood, 1990)\",\n",
        "        \"The Great Glacier (Rick Swan, 1992)\",\n",
        "        \"Warriors and Priests of the Realms (John Terra, 1996)\",\n",
        "        \"Forgotten Realms Campaign Setting, 3rd Edition (Ed Greenwood, Sean K. Reynolds, Skip Williams, Rob Heinsoo, 2001)\",\n",
        "        \"The Grand History of the Realms (Brian R. James, Ed Greenwood, 2007)\",\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "wC6xkfQoQBjT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tethyr_data = {\n",
        "    \"region\": \"Tethyr\",\n",
        "    \"ruler\": \"Queen Zaranda Star Rhindaun and King-Consort Haedrak Rhindaun III\",\n",
        "    \"capital\": {\"name\": \"Darromar\", \"population\": 68520},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Abbor\", \"population\": None},\n",
        "        {\"name\": \"Banshivale\", \"population\": None},\n",
        "        {\"name\": \"Barrowsmorn\", \"population\": None},\n",
        "        {\"name\": \"Brost\", \"population\": 7000},\n",
        "        {\"name\": \"Cayr Thalwood\", \"population\": None},\n",
        "        {\"name\": \"Colbertann\", \"population\": None},\n",
        "        {\"name\": \"Daraqadim\", \"population\": None},\n",
        "        {\"name\": \"Dunod\", \"population\": None},\n",
        "        {\"name\": \"Elbencourt\", \"population\": None},\n",
        "        {\"name\": \"Fort Agis\", \"population\": 316},\n",
        "        {\"name\": \"Fort Calim\", \"population\": None},\n",
        "        {\"name\": \"Fort Teqlar\", \"population\": 316},\n",
        "        {\"name\": \"Grapton\", \"population\": None},\n",
        "        {\"name\": \"Hostim\", \"population\": None},\n",
        "        {\"name\": \"Ithal Pass\", \"population\": None},\n",
        "        {\"name\": \"Jhaansciim\", \"population\": None},\n",
        "        {\"name\": \"Khanall\", \"population\": None},\n",
        "        {\"name\": \"Kirgard\", \"population\": None},\n",
        "        {\"name\": \"Krennasar\", \"population\": None},\n",
        "        {\"name\": \"Kzelter\", \"population\": None},\n",
        "        {\"name\": \"Lhestyn’s Hearth\", \"population\": None},\n",
        "        {\"name\": \"Loranse\", \"population\": None},\n",
        "        {\"name\": \"Lyllburg\", \"population\": None},\n",
        "        {\"name\": \"Marakir\", \"population\": None},\n",
        "        {\"name\": \"Maratimmir\", \"population\": None},\n",
        "        {\"name\": \"Masamount\", \"population\": None},\n",
        "        {\"name\": \"Monguldarath\", \"population\": None},\n",
        "        {\"name\": \"Morninggold Keep\", \"population\": None},\n",
        "        {\"name\": \"Mosstone\", \"population\": 1713},\n",
        "        {\"name\": \"Mount Noblesse\", \"population\": None},\n",
        "        {\"name\": \"Myratma\", \"population\": 51390},\n",
        "        {\"name\": \"Myth Dyraalis\", \"population\": None},\n",
        "        {\"name\": \"Nomerritin\", \"population\": None},\n",
        "        {\"name\": \"Pansemil\", \"population\": None},\n",
        "        {\"name\": \"Port Kir\", \"population\": 7000},\n",
        "        {\"name\": \"Qian Hillfort\", \"population\": None},\n",
        "        {\"name\": \"Riatavin\", \"population\": 85650},\n",
        "        {\"name\": \"Rock Orchard\", \"population\": None},\n",
        "        {\"name\": \"Ruba\", \"population\": None},\n",
        "        {\"name\": \"Saharkhan\", \"population\": None},\n",
        "        {\"name\": \"Saradush\", \"population\": 39000},\n",
        "        {\"name\": \"Shelshyr House\", \"population\": None},\n",
        "        {\"name\": \"Sulduskoonar\", \"population\": None},\n",
        "        {\"name\": \"Survale Ford\", \"population\": None},\n",
        "        {\"name\": \"Tannitton\", \"population\": None},\n",
        "        {\"name\": \"Toaketh\", \"population\": None},\n",
        "        {\"name\": \"Toralth\", \"population\": None},\n",
        "        {\"name\": \"Trailstone\", \"population\": 420},\n",
        "        {\"name\": \"Tulmene\", \"population\": 3600},\n",
        "        {\"name\": \"Tweyar\", \"population\": None},\n",
        "        {\"name\": \"Upparkol\", \"population\": None},\n",
        "        {\"name\": \"Valtreth\", \"population\": None},\n",
        "        {\"name\": \"Velen\", \"population\": 14389},\n",
        "        {\"name\": \"Vineshade\", \"population\": 3200},\n",
        "        {\"name\": \"Viperstongue\", \"population\": None},\n",
        "        {\"name\": \"Zazesspur\", \"population\": 116485},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 3771360,\n",
        "        \"breakdown\": {\"humans\": 76, \"halflings\": 20, \"elves\": 3, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 8.86, \"per_kilometre_squared\": 3.42},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 425497, \"kilometres_squared\": 1102032.17},\n",
        "    \"military\": \"The Royal Army of Tethyr, the Royal Navy of Tethyr, various mercenary companies\",\n",
        "    \"languages\": [\"Common\", \"Chondathan\", \"Alzhedo\"],\n",
        "    \"religion\": [\"Chauntea\", \"Eldath\", \"Helm\", \"Ilmater\", \"the Seldarine (in the Forest of Tethir)\", \"Siamorphe\", \"Silvanus\", \"Torm\", \"Tyr\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Ambergris\", \"carpets\", \"cheese\", \"cloth\", \"fish\", \"fruit\", \"livestock\", \"nuts\", \"pearls\", \"pipeweed\", \"rugs\", \"silk\", \"tea\", \"vegetables\", \"wine\", \"whale oil\"],\n",
        "        \"imports\": [\"Magic items\", \"mercenaries\", \"spices\", \"weapons\"],\n",
        "    },\n",
        "    \"sources\": [\"Empires of the Sands (1988)\", \"Lands of Intrigue (1997)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "DRwnT2COQW2m"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "thay_data = {\n",
        "    \"region\": \"Thay\",\n",
        "    \"ruler\": \"The Council of Zulkirs\",\n",
        "    \"capital\": {\"name\": \"Eltabbar\", \"population\": 123120},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Amruthar\", \"population\": 41040},\n",
        "        {\"name\": \"Anhaurz\", \"population\": None},\n",
        "        {\"name\": \"Ankhur\", \"population\": None},\n",
        "        {\"name\": \"Belizir\", \"population\": None},\n",
        "        {\"name\": \"Bezantur\", \"population\": 136800},\n",
        "        {\"name\": \"Delabbar\", \"population\": None},\n",
        "        {\"name\": \"Denzar\", \"population\": None},\n",
        "        {\"name\": \"Escalant\", \"population\": 28728},\n",
        "        {\"name\": \"Ezreket\", \"population\": None},\n",
        "        {\"name\": \"Hurkh\", \"population\": None},\n",
        "        {\"name\": \"Keluthar\", \"population\": None},\n",
        "        {\"name\": \"Mophur\", \"population\": None},\n",
        "        {\"name\": \"Murbant\", \"population\": 5000},\n",
        "        {\"name\": \"Nethentir\", \"population\": 1872},\n",
        "        {\"name\": \"Nethjet\", \"population\": None},\n",
        "        {\"name\": \"Nurethretos\", \"population\": None},\n",
        "        {\"name\": \"Pyrados\", \"population\": 50000},\n",
        "        {\"name\": \"Sefriszar\", \"population\": None},\n",
        "        {\"name\": \"Sekelmur\", \"population\": None},\n",
        "        {\"name\": \"Solzepar\", \"population\": None},\n",
        "        {\"name\": \"Surag\", \"population\": None},\n",
        "        {\"name\": \"Surthay\", \"population\": 17784},\n",
        "        {\"name\": \"Szul\", \"population\": None},\n",
        "        {\"name\": \"Thasselen\", \"population\": 10000},\n",
        "        {\"name\": \"Thazrumaros\", \"population\": None},\n",
        "        {\"name\": \"Tyraturos\", \"population\": 58000},\n",
        "        {\"name\": \"Umratharos\", \"population\": None},\n",
        "        {\"name\": \"Whitebranch\", \"population\": 800},\n",
        "        {\"name\": \"Zolum\", \"population\": None}\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 4924800,\n",
        "        \"breakdown\": {\"humans\": 62, \"gnoll\": 10, \"orcs\": 10, \"dwarves\": 8, \"goblin\": 5, \"halflings\": 4, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 13.99, \"per_kilometre_squared\": 5.40},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 351777, \"kilometres_squared\": 911098.247},\n",
        "    \"military\": \"The Gnoll Legion, the Griffon Legion, the Undead Legion, hundreds of Red Wizards skilled at battle magic, various allied orc tribes, some mercenary forces\",\n",
        "    \"languages\": [\"Common\", \"Dwarven\", \"Goblinoid\", \"Gnoll\", \"Halfling\", \"Mulhorandi\", \"Orcish\", \"Thayan\"],\n",
        "    \"religion\": [\"Bane\", \"Cyric\", \"Gargauth\", \"Kelemvor\", \"Kossuth\", \"Loviatar\", \"Malar\", \"Shar\", \"Talona\", \"Umberlee\", \"the Mulhorandi pantheon (among the Mulan and slaves)\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Artwork\", \"fruit\", \"grains\", \"jewellery\", \"magic items\", \"scriptures\", \"timber\"],\n",
        "        \"imports\": [\"Iron\", \"magic items\", \"monsters\", \"slaves\", \"spells\"],\n",
        "    },\n",
        "    \"sources\": [\"Dreams of the Red Wizards (Steve Perrin, 1988)\", \"Spellbound (Anthony Pryor, 1995)\", \"Unapproachable East (Richard Baker, Matt Forbeck, Sean K. Reynolds, 2003)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "xq9uzNsIQuuC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "thesk_data = {\n",
        "    \"region\": \"Thesk\",\n",
        "    \"ruler\": \"Merchant council\",\n",
        "    \"capital\": \"Uknown\",\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Culdorn\", \"population\": None},\n",
        "        {\"name\": \"Ethvale\", \"population\": None},\n",
        "        {\"name\": \"Fullpoint\", \"population\": None},\n",
        "        {\"name\": \"Hill Town\", \"population\": None},\n",
        "        {\"name\": \"Inkar\", \"population\": None},\n",
        "        {\"name\": \"Milvarune\", \"population\": 6029},\n",
        "        {\"name\": \"Nyth\", \"population\": 11501},\n",
        "        {\"name\": \"Phent\", \"population\": None},\n",
        "        {\"name\": \"Phsant\", \"population\": 21564},\n",
        "        {\"name\": \"Tammar\", \"population\": 3594},\n",
        "        {\"name\": \"Thassalra\", \"population\": None},\n",
        "        {\"name\": \"Two-Stars\", \"population\": 4854},\n",
        "        {\"name\": \"Tezir-on-the-Marsh\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 855360,\n",
        "        \"breakdown\": {\"humans\": 85, \"gnomes\": 8, \"orcs\": 6, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 5.10, \"per_kilometre_squared\": 1.97},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 167745, \"kilometres_squared\": 434457.556},\n",
        "    \"military\": \"Mercenary companies, local militias\",\n",
        "    \"languages\": [\"Common\", \"Damaran\"],\n",
        "    \"religion\": [\"Chauntea\", \"Cyric\", \"Mask\", \"Shaundakul\", \"Tymora\", \"Waukeen\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Food\", \"gnome goods\", \"iron\", \"Kara-Turan goods\"],\n",
        "        \"imports\": [\"Gold\", \"horses\", \"trade goods\"],\n",
        "    },\n",
        "    \"sources\": [\"Spellbound (Anthony Pryor, 1995)\", \"Unapproachable East (Richard Baker, Matt Forbeck, Sean K. Reynolds, 2003)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "YPyN4myLRWUU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "turmish_data = {\n",
        "    \"region\": \"Turmish\",\n",
        "    \"ruler\": \"The Assembly of Stars, chaired by Lord Herengar\",\n",
        "    \"capital\": {\"name\": \"Alaghôn\", \"population\": 75000},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Ayakar\", \"population\": None},\n",
        "        {\"name\": \"Banathar\", \"population\": None},\n",
        "        {\"name\": \"Bistal’s Bottom\", \"population\": None},\n",
        "        {\"name\": \"Centaur Bridge\", \"population\": None},\n",
        "        {\"name\": \"Daroush\", \"population\": 0},\n",
        "        {\"name\": \"Dauntshield\", \"population\": None},\n",
        "        {\"name\": \"Faerie Well\", \"population\": None},\n",
        "        {\"name\": \"Five Lions\", \"population\": None},\n",
        "        {\"name\": \"Gildenglade\", \"population\": 48384},\n",
        "        {\"name\": \"Holdensword\", \"population\": None},\n",
        "        {\"name\": \"Illowwood\", \"population\": None},\n",
        "        {\"name\": \"Ironcloak\", \"population\": None},\n",
        "        {\"name\": \"Ironfang Deep\", \"population\": None},\n",
        "        {\"name\": \"Jathrin’s Jump\", \"population\": None},\n",
        "        {\"name\": \"Karthoon\", \"population\": None},\n",
        "        {\"name\": \"Merrydell\", \"population\": None},\n",
        "        {\"name\": \"Moonhunt Down\", \"population\": None},\n",
        "        {\"name\": \"Morningstar Hollows\", \"population\": None},\n",
        "        {\"name\": \"Nonthal\", \"population\": 12902},\n",
        "        {\"name\": \"Peldrathan’s Pool\", \"population\": None},\n",
        "        {\"name\": \"Oberiner’s Well\", \"population\": None},\n",
        "        {\"name\": \"Quorngar\", \"population\": None},\n",
        "        {\"name\": \"Ravilar’s Cloak\", \"population\": None},\n",
        "        {\"name\": \"Regalia\", \"population\": None},\n",
        "        {\"name\": \"Sambryntyn\", \"population\": None},\n",
        "        {\"name\": \"Starfall\", \"population\": None},\n",
        "        {\"name\": \"Swordslake Creek\", \"population\": None},\n",
        "        {\"name\": \"Tamring\", \"population\": None},\n",
        "        {\"name\": \"Ulver’s Lance\", \"population\": None},\n",
        "        {\"name\": \"Velorn’s Valor\", \"population\": None},\n",
        "        {\"name\": \"Vollermore\", \"population\": None},\n",
        "        {\"name\": \"Wyvernstone\", \"population\": None},\n",
        "        {\"name\": \"Xorhun\", \"population\": None},\n",
        "        {\"name\": \"Zustild\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 1693440,\n",
        "        \"breakdown\": {\"humans\": 78, \"dwarves\": 9, \"halflings\": 5, \"elves\": 3, \"gnomes\": 2, \"half-elves\": 1, \"half-orcs\": 1, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 12.41, \"per_kilometre_squared\": 4.79},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 136421, \"kilometres_squared\": 353328.768},\n",
        "    \"military\": \"Local militias, a strong standing navy and various mercenary companies, most notably the Call to Arms\",\n",
        "    \"languages\": [\"Common\", \"Chondathan\", \"Turmic\"],\n",
        "    \"religion\": [\"Chauntea\", \"Eldath\", \"Helm\", \"Lliira\", \"Loviatar\", \"Nobanion\", \"Silvanus\", \"Selûne\", \"Tempus\", \"Tyr\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Glass\", \"grain\", \"lumber\", \"mercenaries\", \"salt\"],\n",
        "        \"imports\": [\"Luxury goods\", \"metal\"],\n",
        "    },\n",
        "    \"sources\": [\"Elminster’s Everwinking Eye: Mysterious Turmish (Ed Greenwood in Polyhedron #96, 1994)\", \"Elminster’s Everwinking Eye: A Treasure Tour of Turmish (Ed Greenwood in Polyhedron #103, 1995)\", \"Vilhon Reach (Jim Butler & Ed Greenwood, 1996)\", \"The Jewel of Turmish (Mel Odom, 2002)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "HNWcSgzHRg13"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ulgarth_data = {\n",
        "    \"region\": \"Ulgarth\",\n",
        "    \"ruler\": \"King Drasna Bluemantle\",\n",
        "    \"capital\": {\"name\": \"Orvyltar\", \"population\": 21000},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Dralpur\", \"population\": 8000},\n",
        "        {\"name\": \"Esbresh\", \"population\": None},\n",
        "        {\"name\": \"Halahanyl\", \"population\": None},\n",
        "        {\"name\": \"Kaspar\", \"population\": 10000},\n",
        "        {\"name\": \"Kelazzan\", \"population\": 5000},\n",
        "        {\"name\": \"Kellesar\", \"population\": None},\n",
        "        {\"name\": \"Ravvan\", \"population\": None},\n",
        "        {\"name\": \"Suntar\", \"population\": None},\n",
        "        {\"name\": \"Suormpar\", \"population\": None},\n",
        "        {\"name\": \"Surbar\", \"population\": 15000},\n",
        "    ],\n",
        "    \"population\": { \"total\": 76000,\n",
        "        \"breakdown\": {\"humans\": 90, \"dwarves\": 5, \"halflings\": 5},\n",
        "        \"density\": {\"per_mile_squared\": None, \"per_kilometre_squared\": None},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 275434, \"kilometres_squared\": 713371},\n",
        "    \"military\": \"standing army and fleet\",\n",
        "    \"languages\": [\"Common\", \"Devic\", \"Durpari\"],\n",
        "    \"religion\": [\"Lathander\", \"Torm\", \"Tymora\", \"Tyr\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Mingari\", \"foodstuffs\"],\n",
        "        \"imports\": [\"Exotic goods\", \"horses\", \"spices\", \"foodstuffs\", \"textiles\"],\n",
        "    },\n",
        "    \"sources\": [\"The Shining South (Tom Prusa, 1993)\", \"Blood & Magic (video game, Tachyon Studios/Interplay, 1996)\", \"Faces of Deception (Troy Denning, 1998)\", \"the Double Diamond Triangle Saga (J. Robert King, James M. Ward, David Wise, Ed Greenwood, Roger E. Moore, Dave Gross, David Cook, Peter Archer, Richard Baker, 1998)\", \"Darkly, Through a Glass of Ale (Peter Archer in Realms of Mystery, 1998)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "pNoqihKISXhb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "unther_data = {\n",
        "    \"region\": \"Unther\",\n",
        "    \"ruler\": \"Various local militias, bureaucrats, criminals and the Northern Wizards of Messemprar\",\n",
        "    \"capital\": {\"name\": \"Unthalass\", \"population\": 164627},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Dalath\", \"population\": 6000},\n",
        "        {\"name\": \"Firetrees\", \"population\": 7000},\n",
        "        {\"name\": \"Kaoll\", \"population\": None},\n",
        "        {\"name\": \"Messemprar\", \"population\": 98776},\n",
        "        {\"name\": \"Red Haven\", \"population\": 1500},\n",
        "        {\"name\": \"Sadamzar\", \"population\": None},\n",
        "        {\"name\": \"Shussel\", \"population\": 9150},\n",
        "        {\"name\": \"Ssintar\", \"population\": 4000},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 4263940,\n",
        "        \"breakdown\": {\"humans\": 94, \"dwarves\": 3, \"halflings\": 2, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 13.94, \"per_kilometre_squared\": 5.38},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 305889, \"kilometres_squared\": 792248.873},\n",
        "    \"military\": \"None\",\n",
        "    \"languages\": [\"Common\", \"Mulhorandi\", \"Untheric\"],\n",
        "    \"religion\": [\"Assuran (Hoar)\", \"Bane\", \"Mystra\", \"Tempus\", \"Tiamat\", \"the Mulhorandi pantheon\", \"some hold-outs still worship the Untheric pantheon, despite the latter’s effective dissolution\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Ceramics\", \"cloth\", \"gold\", \"iron\", \"minerals\", \"sculpture\", \"seed oil\"],\n",
        "        \"imports\": [\"Food\", \"mercenaries\", \"slaves\", \"weapons\"],\n",
        "    },\n",
        "    \"sources\": [\"Old Empires (Scott Bennie, 1990)\", \"Powers and Pantheons (Eric L. Boyd, 1997)\", \"Dragons of Faerûn (Eric L. Boyd, Eytan Bernstein, 2006)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "37yWmu-aSlAc"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "great_rift_data = {\n",
        "    \"region\": \"The Great Rift\",\n",
        "    \"ruler\": \"Queen Karriva of Clan Simmerforge and the Council of Deep Lords\",\n",
        "    \"capital\": {\"name\": \"Underhome\", \"population\": 49650},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Daunting\", \"population\": 12000},\n",
        "        {\"name\": \"Eartheart\", \"population\": 44008},\n",
        "        {\"name\": \"Firecaverns\", \"population\": 39000},\n",
        "        {\"name\": \"Glitterdelve\", \"population\": 26000},\n",
        "        {\"name\": \"Hall of Echoes\", \"population\": 9000},\n",
        "        {\"name\": \"Hammer & Anvil\", \"population\": 8000},\n",
        "        {\"name\": \"Harlending\", \"population\": 11000},\n",
        "        {\"name\": \"Khôltar\", \"population\": 7643},\n",
        "        {\"name\": \"Magkstok\", \"population\": None},\n",
        "        {\"name\": \"Rimmator\", \"population\": 10500},\n",
        "        {\"name\": \"Sundasz\", \"population\": 8000},\n",
        "        {\"name\": \"Tarnhall\", \"population\": None},\n",
        "        {\"name\": \"Thuulurn\", \"population\": 5600},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 1308960,\n",
        "        \"breakdown\": {\"dwarves\": 80, \"gnomes\": 5, \"halflings\": 10, \"humans\": 5},\n",
        "        \"density\": {\"per_mile_squared\": None, \"per_kilometre_squared\": None},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": \"incalculable\", \"kilometres_squared\": \"incalculable\"},\n",
        "    \"military\": \"The Steel Shields, a standing army of 14,000 headquartered in Eartheart; the Peacehammer aerial cavalry, consisting of dwarven griffon-riders, who can quickly traverse the length of the Great Rift\",\n",
        "    \"languages\": [\"Common\", \"Dwarven\"],\n",
        "    \"religion\": [\"The dwarven pantheon, particularly Moradin Soulforger, Clangeddin Silverbeard, Dugmaren Brightmantle, and Haela Brightaxe\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Gems\", \"gold\", \"jewellery\", \"magic items\", \"silver\"],\n",
        "        \"imports\": [\"Fruit\", \"grain\", \"livestock\", \"produce\"],\n",
        "    },\n",
        "    \"sources\": [\"Dwarves Deep (Ed Greenwood, 1990)\", \"Underdark (Bruce R. Cordell, Gwendolyn F.M. Kestrel, Jeff Quick, 2003)\", \"Shining South (Thomas M. Reid, 2004)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "cSp4qz1XSbFP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "threskel_data = {\n",
        "    \"region\": \"Threskel\",\n",
        "    \"ruler\": \"The Great Bone King Alasklerbanbastos the Undying, a powerful dracolich, claims dominion over all of Threskel and parts of Chessenta\",\n",
        "    \"capital\": {\"name\": \"Mourktar\", \"population\": 10107},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Thamor\", \"population\": 5163},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 52781,\n",
        "        \"breakdown\": {\"humans\": 93, \"duergar\": 2, \"dragonkin\": 2, \"troll\": 1, \"half-dragons\": 1, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 1.75, \"per_kilometre_squared\": 0.68},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 30151, \"kilometres_squared\": 78090.732},\n",
        "    \"military\": \"Local militias\",\n",
        "    \"languages\": [\"Common\", \"Mulhorandi\", \"Untheric\"],\n",
        "    \"religion\": [\"Bane\", \"the Mulhorandi pantheon\", \"Tchazzar\", \"Tempus\", \"Tiamat\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Crops\", \"fish\", \"horses\", \"precious metals\"],\n",
        "        \"imports\": [\"Food\", \"weapons\"],\n",
        "    },\n",
        "    \"sources\": [\"Dragons of Faerûn (Eric L. Boyd, Eytan Bernstein, 2006)\"],\n",
        "}\n"
      ],
      "metadata": {
        "id": "MFMVIgIKSxnV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "waterdeep_data = {\n",
        "    \"region\": \"Waterdeep\",\n",
        "    \"ruler\": \"The Lords of Waterdeep, represented by Open Lord Piergeiron Paladinson\",\n",
        "    \"capital\": {\"name\": \"Waterdeep\", \"population\": 132661},\n",
        "    \"settlements\": [\n",
        "        {\"name\": \"Amphail\", \"population\": 600},\n",
        "        {\"name\": \"Rassalantar\", \"population\": 200},\n",
        "        {\"name\": \"Tharqualnaar\", \"population\": 517},\n",
        "        {\"name\": \"T’Quession\", \"population\": 240},\n",
        "        {\"name\": \"Zundbridge\", \"population\": None},\n",
        "    ],\n",
        "    \"population\": {\n",
        "        \"total\": 1347840,\n",
        "        \"breakdown\": {\"humans\": 64, \"dwarves\": 10, \"elves\": 10, \"halflings\": 5, \"half-elves\": 5, \"gnomes\": 3, \"half-orcs\": 2, \"misc.\": 1},\n",
        "        \"density\": {\"per_mile_squared\": 21, \"per_kilometre_squared\": 8.41},\n",
        "    },\n",
        "    \"area\": {\"miles_squared\": 61853, \"kilometres_squared\": 160198.53},\n",
        "    \"military\": \"The City Guard (inc. the Griffon Legion), the City Watch, Force Grey, various mercenary and adventuring companies, the clergy of Tempus, a formidable number of resident powerful mages and clerics\",\n",
        "    \"languages\": [\"Common\", \"Chondathan\", \"Dwarven\", \"Elven\", \"Gnomish\", \"Halfling\", \"Illuskan\"],\n",
        "    \"religion\": [\"Baravar Cloakshadow\", \"Deneir\", \"Gond\", \"Lathander\", \"Mielikki\", \"Mystra\", \"Oghma\", \"Selûne\", \"Sharess\", \"Siamorphe\", \"Silvanus\", \"Sune\", \"Tempus\", \"Tymora\", \"Tyr\"],\n",
        "    \"economy\": {\n",
        "        \"exports\": [\"Ale\", \"arms\", \"cloth\", \"fish\", \"furnishings\", \"leather goods\", \"pottery\", \"refined metals\", \"finished goods\"],\n",
        "        \"imports\": [\"Grain\", \"livestock\", \"leather\", \"ore\", \"timber\", \"exotic goods from other lands\"],\n",
        "    },\n",
        "    \"sources\": [\n",
        "        \"Waterdeep and the North (Ed Greenwood, 1987)\",\n",
        "        \"The Savage Frontier (Jennell Jaquays, 1988)\",\n",
        "        \"City System (Jeff Grubb, Ed Greenwood, 1988)\",\n",
        "        \"Eye of the Beholder (video game, Westwood Studios, 1991)\",\n",
        "        \"Eye of the Beholder II: The Legend of Darkmoon (video game, Westwood Studios, 1992)\",\n",
        "        \"City of Splendors (Steven E. Schend, Ed Greenwood, 1994)\",\n",
        "        \"Volo’s Guide to Waterdeep (Ed Greenwood, 1994)\",\n",
        "        \"The North (slade, Ed Greenwood, Jeff Grubb, Julia Martin, Steven E. Schend, Jennell Jaquays, Steve Perrin, 1996)\",\n",
        "        \"City of Splendors: Waterdeep (Eric L. Boyd, 2005)\",\n",
        "        \"Environs of Waterdeep (Eric L. Boyd, 2006)\",\n",
        "    ],\n",
        "}\n"
      ],
      "metadata": {
        "id": "JlmAnnd9Sy0V"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "regions_and_nations = [\n",
        "    amn_data,\n",
        "    calimshan_data,\n",
        "    chessenta_data,\n",
        "    chondath_data,\n",
        "    cormyr_data,\n",
        "    damara_data,\n",
        "    durpar_data,\n",
        "    halruaa_data,\n",
        "    impiltur_data,\n",
        "    moonshae_data,\n",
        "    nimbral_data,\n",
        "    rashemen_data,\n",
        "    samarach_data,\n",
        "    thindol_data,\n",
        "    tashalar_data,\n",
        "    sembia_data,\n",
        "    sespech_data,\n",
        "    sossal_data,\n",
        "    tethyr_data,\n",
        "    thay_data,\n",
        "    thesk_data,\n",
        "    turmish_data,\n",
        "    ulgarth_data,\n",
        "    great_rift_data,\n",
        "    unther_data,\n",
        "    threskel_data,\n",
        "    waterdeep_data,\n",
        "    aglarond_data,\n",
        "    dambrath_data,\n",
        "    erlkazar_data,\n",
        "    evereska_data,\n",
        "    evermeet_data,\n",
        "    gundarlun_data,\n",
        "    ruathym_data,\n",
        "    trisk_data,\n",
        "    tuern_data,\n",
        "    hartsvale_data,\n",
        "    lantan_data,\n",
        "    lapaliiya_data,\n",
        "    tharsult_data,\n",
        "    luiren_data,\n",
        "    silver_marches_data,\n",
        "    mintarn_data,\n",
        "    orlumbor_data,\n",
        "    moonshae_data,\n",
        "    mulhorand_data,\n",
        "    murghom_data,\n",
        "    semphar_data,\n",
        "    narfell_data,\n",
        "]\n"
      ],
      "metadata": {
        "id": "tZW0n_VcS3Lv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# File path\n",
        "df_file_path = '/content/drive/MyDrive/Colab Notebooks/DnD/updated_dataset.csv'\n",
        "\n",
        "# Read the Excel file into a DataFrame\n",
        "df = pd.read_csv(df_file_path)"
      ],
      "metadata": {
        "id": "-bGmzlYpdIld"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def randomize_breakdown(breakdown):\n",
        "    if not isinstance(breakdown, dict):\n",
        "        breakdown = {\n",
        "            \"humans\": 80.0,\n",
        "            \"halflings\": 8.0,\n",
        "            \"dwarves\": 5.0,\n",
        "            \"elves\": 4.0,\n",
        "            \"misc.\": 3.0\n",
        "        }\n",
        "\n",
        "    try:\n",
        "        breakdown_values = [float(value.strip('%')) / 100.0 if isinstance(value, str) else value / 100.0 for value in breakdown.values()]\n",
        "        breakdown_values = np.array(breakdown_values)\n",
        "        breakdown_values = breakdown_values / breakdown_values.sum()\n",
        "        random_breakdown_values = np.random.dirichlet(breakdown_values)\n",
        "        random_breakdown = {k: round(v * 100, 1) for k, v in zip(breakdown.keys(), random_breakdown_values)}\n",
        "        return random_breakdown\n",
        "    except Exception as e:\n",
        "        print(f\"Error in randomizing breakdown: {e}\")\n",
        "        return None"
      ],
      "metadata": {
        "id": "q_b-KM2CmGhS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_known_and_unknown_populations(region_data):\n",
        "    capital_data = region_data.get(\"capital\", {})\n",
        "    settlements_data = region_data.get(\"settlements\", [])\n",
        "\n",
        "    if isinstance(capital_data, dict):\n",
        "        capital_population = capital_data.get(\"population\")\n",
        "        if capital_population is not None:\n",
        "            capital_population = int(capital_population)\n",
        "    else:\n",
        "        capital_population = None\n",
        "\n",
        "    known_populations = []\n",
        "    unknown_city_count = 0\n",
        "\n",
        "    if capital_population is not None:\n",
        "        known_populations.append(capital_population)\n",
        "    else:\n",
        "        unknown_city_count += 1\n",
        "\n",
        "    for settlement in settlements_data:\n",
        "        if isinstance(settlement, dict):\n",
        "            settlement_population = settlement.get(\"population\")\n",
        "            if settlement_population is not None:\n",
        "                known_populations.append(int(settlement_population))\n",
        "            else:\n",
        "                unknown_city_count += 1\n",
        "\n",
        "    return known_populations, unknown_city_count"
      ],
      "metadata": {
        "id": "HKOgj7pX0Thu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def create_dataframe(regions_and_nations):\n",
        "    data_rows = []\n",
        "    for region_data in regions_and_nations:\n",
        "        region_name = region_data[\"region\"]\n",
        "        ruler = region_data.get(\"ruler\", \"\")\n",
        "\n",
        "        population_data = region_data.get(\"population\", {})\n",
        "        if isinstance(population_data, dict):\n",
        "            population = population_data.get(\"total\")\n",
        "        else:\n",
        "            population = population_data\n",
        "\n",
        "        try:\n",
        "            population = int(population)\n",
        "        except (ValueError, TypeError):\n",
        "            population = None\n",
        "\n",
        "        # Initialize unknown_populations_list before the if condition\n",
        "        known_populations, unknown_city_count = get_known_and_unknown_populations(region_data)\n",
        "        total_known_population = sum(known_populations)\n",
        "        remaining_population = max(0, (population or 0) - total_known_population)\n",
        "\n",
        "        if unknown_city_count > 0 and remaining_population > 0:\n",
        "            average_population = remaining_population // unknown_city_count\n",
        "            populations_to_distribute = [average_population] * unknown_city_count\n",
        "            populations_to_distribute[-1] += remaining_population - sum(populations_to_distribute)\n",
        "            unknown_populations_list = populations_to_distribute\n",
        "\n",
        "        if isinstance(population_data, dict):\n",
        "            population = population_data.get(\"total\")\n",
        "            region_breakdown = population_data.get(\"breakdown\", {})\n",
        "        else:\n",
        "            population = population_data\n",
        "            region_breakdown = {}\n",
        "\n",
        "        area = region_data.get(\"area\", {}).get(\"miles_squared\", \"\")\n",
        "        military = region_data.get(\"military\", \"\")\n",
        "        languages = \", \".join([str(lang) for lang in region_data.get(\"languages\", [])])\n",
        "        religion = \", \".join([str(rel) for rel in region_data.get(\"religion\", [])])\n",
        "        economy = region_data.get(\"economy\", {})\n",
        "        exports = \", \".join([str(exp) for exp in (economy.get(\"exports\") or [])])\n",
        "        imports = \", \".join([str(imp) for imp in (economy.get(\"imports\") or [])])\n",
        "        sources = \", \".join([str(src) for src in region_data.get(\"sources\", [])])\n",
        "\n",
        "        settlements_data = region_data.get(\"settlements\", [])  # Correct place for the definition\n",
        "        capital_data = region_data.get(\"capital\", {})\n",
        "\n",
        "        if isinstance(capital_data, dict):\n",
        "            capital_name = capital_data.get(\"name\", \"\")\n",
        "            capital_population = capital_data.get(\"population\")\n",
        "            if capital_population is not None:\n",
        "                capital_population = int(capital_population)\n",
        "            else:\n",
        "                capital_population = 0\n",
        "        else:\n",
        "            capital_name = str(capital_data)  # This ensures capital_name is always defined, converting None to an empty string if necessary\n",
        "            capital_population = 0\n",
        "\n",
        "        capital_row = [capital_name, region_name, capital_name, capital_population, population, area, ruler, military, languages, religion, exports, imports, randomize_breakdown(region_breakdown), sources]\n",
        "        data_rows.append(capital_row)\n",
        "\n",
        "        for settlement_data in settlements_data:\n",
        "            if isinstance(settlement_data, dict):\n",
        "                settlement_name = settlement_data.get(\"name\", \"\")\n",
        "                settlement_population = settlement_data.get(\"population\")\n",
        "            else:\n",
        "                settlement_name = settlement_data\n",
        "                settlement_population = None\n",
        "\n",
        "            if settlement_population is None:\n",
        "                if unknown_populations_list:\n",
        "                    settlement_population = unknown_populations_list.pop(0)\n",
        "                else:\n",
        "                    settlement_population = 0\n",
        "            else:\n",
        "                settlement_population = int(settlement_population)\n",
        "\n",
        "            settlement_row = [settlement_name, region_name, capital_name, settlement_population, population, area, ruler, military, languages, religion, exports, imports, randomize_breakdown(region_breakdown), sources]\n",
        "            data_rows.append(settlement_row)\n",
        "\n",
        "    df = pd.DataFrame(data_rows, columns=[\"Settlement\", \"Region\", \"Capital\", \"Settlement_Population\", \"Region_Population\", \"Area\", \"Ruler\", \"Military\", \"Languages\", \"Religions\", \"Exports\", \"Imports\", \"Population_Breakdown\", \"Sources\"])\n",
        "    return df"
      ],
      "metadata": {
        "id": "hL941w--zzzR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head(50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "nnccLYLe0e6s",
        "outputId": "19485d61-311c-4746-9e42-5befcd9cd985"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            settlement region_kingdom   Region Size        size       capital  \\\n",
              "0                Corth       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "1                Dahst       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "2                Dlusk       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "3               Findar       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "4         Furthinghome       Aglarond  12280.979080        Town  Velprintalar   \n",
              "5            Glarondar       Aglarond  12280.979080        Town  Velprintalar   \n",
              "6            Laothkund       Aglarond  12280.979080        Town  Velprintalar   \n",
              "7               Lasdur       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "8              Mesring       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "9              Orlthar       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "10               Osker       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "11                Sker       Aglarond  12280.979080        Town  Velprintalar   \n",
              "12            Taskaunt       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "13           Thayguard       Aglarond  12280.979080         NaN  Velprintalar   \n",
              "14               Theth       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "15            Tilbrand       Aglarond  12280.979080        Town  Velprintalar   \n",
              "16                Urst       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "17                Urve       Aglarond  12280.979080  Settlement  Velprintalar   \n",
              "18        Velprintalar       Aglarond  12280.979080     Capital  Velprintalar   \n",
              "19             Airspur         Akanul  14483.719970     Capital       Airspur   \n",
              "20            Brassune         Akanul  14483.719970        Town       Airspur   \n",
              "21             Jeblant         Akanul  14483.719970  Settlement       Airspur   \n",
              "22                Reth         Akanul  14483.719970        Town       Airspur   \n",
              "23           New Breen         Akanul  14483.719970        Town       Airspur   \n",
              "24            Soonenar         Akanul  14483.719970        Town       Airspur   \n",
              "25              Thurik         Akanul  14483.719970  Settlement       Airspur   \n",
              "26         Delthhuntle       Altumbel   1407.090335  Settlement   Spandeliyon   \n",
              "27         Ingdals Arm       Altumbel   1407.090335  Settlement   Spandeliyon   \n",
              "28         Spandeliyon       Altumbel   1407.090335     Capital   Spandeliyon   \n",
              "29             Urbryur       Altumbel   1407.090335  Settlement   Spandeliyon   \n",
              "30            Amnwater            Amn  36327.010340        Town      Athkatla   \n",
              "31            Athkatla            Amn  36327.010340     Capital      Athkatla   \n",
              "32       Citadel Amnur            Amn  36327.010340  Settlement      Athkatla   \n",
              "33    Citadel Rashturl            Amn  36327.010340  Settlement      Athkatla   \n",
              "34           Coryllvol            Amn  36327.010340  Settlement      Athkatla   \n",
              "35             Crimmor            Amn  36327.010340        Town      Athkatla   \n",
              "36               Edive            Amn  36327.010340  Settlement      Athkatla   \n",
              "37              Esford            Amn  36327.010340  Settlement      Athkatla   \n",
              "38            Eshpurta            Amn  36327.010340        Town      Athkatla   \n",
              "39          Esmeltaran            Amn  36327.010340        Town      Athkatla   \n",
              "40            Gambiton            Amn  36327.010340  Settlement      Athkatla   \n",
              "41            Ideepton            Amn  36327.010340  Settlement      Athkatla   \n",
              "42            Imnescar            Amn  36327.010340  Settlement      Athkatla   \n",
              "43            Keczulla            Amn  36327.010340        Town      Athkatla   \n",
              "44         Minsor Vale            Amn  36327.010340  Settlement      Athkatla   \n",
              "45             Purskul            Amn  36327.010340        Town      Athkatla   \n",
              "46              Shalar            Amn  36327.010340  Settlement      Athkatla   \n",
              "47        Shepherdston            Amn  36327.010340  Settlement      Athkatla   \n",
              "48  St. Carwell's Vale            Amn  36327.010340  Settlement      Athkatla   \n",
              "49         Addas Babar       Anauroch  52711.058910  Settlement           NaN   \n",
              "\n",
              "    settlement_population  settlement_economy  rumored_treasure_value  \\\n",
              "0                   474.0             64860.0                    64.0   \n",
              "1                   289.0             30477.0                    30.0   \n",
              "2                   947.0             97163.0                    97.0   \n",
              "3                   295.0             36098.0                    36.0   \n",
              "4                 40122.0           8728245.0                 23053.0   \n",
              "5                  5589.0            831725.0                   854.0   \n",
              "6                     NaN                 NaN                     NaN   \n",
              "7                     NaN                 NaN                     NaN   \n",
              "8                    99.0             12556.0                    12.0   \n",
              "9                   504.0             68364.0                    68.0   \n",
              "10                  713.0             91396.0                    91.0   \n",
              "11                    NaN                 NaN                     NaN   \n",
              "12                    NaN                 NaN                     NaN   \n",
              "13                 4985.0            954621.0                   970.0   \n",
              "14                    NaN                 NaN                     NaN   \n",
              "15                    NaN                 NaN                     NaN   \n",
              "16                  974.0            125852.0                   125.0   \n",
              "17                  478.0             55224.0                    55.0   \n",
              "18                65973.0          12670500.0                 56486.0   \n",
              "19                22652.0           4347259.0                  5253.0   \n",
              "20                    NaN                 NaN                     NaN   \n",
              "21                    NaN                 NaN                     NaN   \n",
              "22                    NaN                 NaN                     NaN   \n",
              "23                    NaN                 NaN                     NaN   \n",
              "24                75665.0          15090888.0                 32630.0   \n",
              "25                    NaN                 NaN                     NaN   \n",
              "26                    NaN                 NaN                     NaN   \n",
              "27                  968.0            125304.0                   125.0   \n",
              "28                    NaN                 NaN                     NaN   \n",
              "29                    NaN                 NaN                     NaN   \n",
              "30                 7035.0           1092226.0                  1122.0   \n",
              "31               116163.0          34272222.0                526941.0   \n",
              "32                  636.0             81796.0                    81.0   \n",
              "33                  710.0            102127.0                   102.0   \n",
              "34                23000.0           4192755.0                  9199.0   \n",
              "35                34975.0           7797166.0                 24763.0   \n",
              "36                  192.0             21790.0                    21.0   \n",
              "37                 5670.0           1113067.0                  1125.0   \n",
              "38                23037.0           4538446.0                  9111.0   \n",
              "39                21301.0           4414164.0                  9826.0   \n",
              "40                 1300.0            232067.0                   232.0   \n",
              "41                  193.0             24783.0                    24.0   \n",
              "42                 5830.0            989770.0                  1007.0   \n",
              "43                48419.0           9707284.0                 28677.0   \n",
              "44                  193.0             25002.0                    25.0   \n",
              "45                27184.0           5695241.0                 14650.0   \n",
              "46                  200.0             19345.0                    19.0   \n",
              "47                 5000.0            989880.0                   999.0   \n",
              "48                    NaN                 NaN                     NaN   \n",
              "49                    NaN                 NaN                     NaN   \n",
              "\n",
              "                                demographic_breakdown  average_age  ...  \\\n",
              "0   {'humans': 19, 'half-elves': 449, 'elves': 4, ...         85.0  ...   \n",
              "1   {'humans': 216, 'half-elves': 71, 'elves': 1, ...         58.0  ...   \n",
              "2   {'humans': 89, 'half-elves': 857, 'elves': 0, ...         82.0  ...   \n",
              "3   {'humans': 95, 'half-elves': 197, 'elves': 1, ...         72.0  ...   \n",
              "4   {'humans': 33100, 'half-elves': 7021, 'elves':...         53.0  ...   \n",
              "5   {'humans': 55, 'half-elves': 5527, 'elves': 5,...         79.0  ...   \n",
              "6                                                 NaN          NaN  ...   \n",
              "7                                                 NaN          NaN  ...   \n",
              "8   {'humans': 85, 'half-elves': 13, 'elves': 0, '...         53.0  ...   \n",
              "9   {'humans': 128, 'half-elves': 375, 'elves': 0,...         76.0  ...   \n",
              "10  {'humans': 189, 'half-elves': 523, 'elves': 0,...         59.0  ...   \n",
              "11                                                NaN          NaN  ...   \n",
              "12                                                NaN          NaN  ...   \n",
              "13  {'humans': 4935, 'half-elves': 49, 'elves': 0,...         42.0  ...   \n",
              "14                                                NaN          NaN  ...   \n",
              "15                                                NaN          NaN  ...   \n",
              "16  {'humans': 827, 'half-elves': 146, 'elves': 0,...         49.0  ...   \n",
              "17  {'humans': 475, 'half-elves': 2, 'elves': 0, '...         34.0  ...   \n",
              "18  {'humans': 33013, 'half-elves': 32629, 'elves'...         82.0  ...   \n",
              "19  {'humans': 20663, 'halflings': 685, 'dwarves':...         50.0  ...   \n",
              "20                                                NaN          NaN  ...   \n",
              "21                                                NaN          NaN  ...   \n",
              "22                                                NaN          NaN  ...   \n",
              "23                                                NaN          NaN  ...   \n",
              "24  {'humans': 68799, 'halflings': 2288, 'dwarves'...         52.0  ...   \n",
              "25                                                NaN          NaN  ...   \n",
              "26                                                NaN          NaN  ...   \n",
              "27  {'humans': 968, 'half-elves': 0, 'elves': 0, '...         47.0  ...   \n",
              "28                                                NaN          NaN  ...   \n",
              "29                                                NaN          NaN  ...   \n",
              "30  {'humans': 2335, 'halflings': 4699, 'half-orcs...         55.0  ...   \n",
              "31  {'humans': 116046, 'halflings': 116, 'half-orc...         39.0  ...   \n",
              "32  {'humans': 580, 'halflings': 55, 'half-orcs': ...         43.0  ...   \n",
              "33  {'humans': 487, 'halflings': 222, 'half-orcs':...         49.0  ...   \n",
              "34  {'humans': 5842, 'halflings': 17158, 'half-orc...         58.0  ...   \n",
              "35  {'humans': 34975, 'halflings': 0, 'half-orcs':...         41.0  ...   \n",
              "36  {'humans': 192, 'halflings': 0, 'half-orcs': 0...         43.0  ...   \n",
              "37  {'humans': 2863, 'halflings': 2806, 'half-orcs...         53.0  ...   \n",
              "38  {'humans': 23037, 'halflings': 0, 'half-orcs':...         41.0  ...   \n",
              "39  {'humans': 8328, 'halflings': 12972, 'half-orc...         54.0  ...   \n",
              "40  {'humans': 1267, 'halflings': 32, 'half-orcs':...         42.0  ...   \n",
              "41  {'humans': 161, 'halflings': 31, 'half-orcs': ...         46.0  ...   \n",
              "42  {'humans': 5830, 'halflings': 0, 'half-orcs': ...         41.0  ...   \n",
              "43  {'humans': 37863, 'halflings': 10555, 'half-or...         43.0  ...   \n",
              "44  {'humans': 193, 'halflings': 0, 'half-orcs': 0...         42.0  ...   \n",
              "45  {'humans': 25797, 'halflings': 1386, 'half-orc...         41.0  ...   \n",
              "46  {'humans': 175, 'halflings': 24, 'half-orcs': ...         46.0  ...   \n",
              "47  {'humans': 1935, 'halflings': 3065, 'half-orcs...         54.0  ...   \n",
              "48                                                NaN          NaN  ...   \n",
              "49                                                NaN          NaN  ...   \n",
              "\n",
              "                                            languages  \\\n",
              "0            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "1            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "2            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "3            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "4            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "5            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "6            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "7            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "8            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "9            ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "10           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "11           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "12           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "13           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "14           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "15           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "16           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "17           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "18           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "19  ['Chessentan', 'Chondathan', 'Common', 'Unther...   \n",
              "20                                                NaN   \n",
              "21                                                NaN   \n",
              "22                                                NaN   \n",
              "23                                                NaN   \n",
              "24  ['Chessentan', 'Chondathan', 'Common', 'Unther...   \n",
              "25                                                NaN   \n",
              "26           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "27           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "28           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "29           ['Aglarondan', 'Common', 'Elven (Yuir)']   \n",
              "30                           ['Chondathan', 'Common']   \n",
              "31                           ['Chondathan', 'Common']   \n",
              "32                           ['Chondathan', 'Common']   \n",
              "33                           ['Chondathan', 'Common']   \n",
              "34                           ['Chondathan', 'Common']   \n",
              "35                           ['Chondathan', 'Common']   \n",
              "36                           ['Chondathan', 'Common']   \n",
              "37                           ['Chondathan', 'Common']   \n",
              "38                           ['Chondathan', 'Common']   \n",
              "39                           ['Chondathan', 'Common']   \n",
              "40                           ['Chondathan', 'Common']   \n",
              "41                           ['Chondathan', 'Common']   \n",
              "42                           ['Chondathan', 'Common']   \n",
              "43                           ['Chondathan', 'Common']   \n",
              "44                           ['Chondathan', 'Common']   \n",
              "45                           ['Chondathan', 'Common']   \n",
              "46                           ['Chondathan', 'Common']   \n",
              "47                           ['Chondathan', 'Common']   \n",
              "48                                                NaN   \n",
              "49                                                NaN   \n",
              "\n",
              "                                            religions region_population  \\\n",
              "0   ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "1   ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "2   ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "3   ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "4   ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "5   ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "6   ['Chauntea', 'the Seldarine (elven pantheon)',...               NaN   \n",
              "7   ['Chauntea', 'the Seldarine (elven pantheon)',...               NaN   \n",
              "8   ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "9   ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "10  ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "11  ['Chauntea', 'the Seldarine (elven pantheon)',...               NaN   \n",
              "12  ['Chauntea', 'the Seldarine (elven pantheon)',...               NaN   \n",
              "13  ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "14  ['Chauntea', 'the Seldarine (elven pantheon)',...               NaN   \n",
              "15  ['Chauntea', 'the Seldarine (elven pantheon)',...               NaN   \n",
              "16  ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "17  ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "18  ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "19  ['Anhur', 'Assuran (Hoar)', 'Azuth', 'Lathande...         3241585.0   \n",
              "20                                                NaN               NaN   \n",
              "21                                                NaN               NaN   \n",
              "22                                                NaN               NaN   \n",
              "23                                                NaN               NaN   \n",
              "24  ['Anhur', 'Assuran (Hoar)', 'Azuth', 'Lathande...         3241585.0   \n",
              "25                                                NaN               NaN   \n",
              "26                                                NaN               NaN   \n",
              "27  ['Chauntea', 'the Seldarine (elven pantheon)',...          136014.0   \n",
              "28                                                NaN               NaN   \n",
              "29                                                NaN               NaN   \n",
              "30  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "31  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "32  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "33  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "34  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "35  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "36  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "37  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "38  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "39  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "40  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "41  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "42  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "43  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "44  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "45  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "46  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "47  ['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...         2920094.0   \n",
              "48                                                NaN               NaN   \n",
              "49                                                NaN               NaN   \n",
              "\n",
              "    region_economy area average_temperature annual_rainfall magical_climate  \\\n",
              "0          11487.0  NaN                56.0            47.2            67.0   \n",
              "1          11487.0  NaN                65.6            39.0            76.0   \n",
              "2          11487.0  NaN                45.9            37.7            61.0   \n",
              "3          11487.0  NaN                67.0            44.8            91.0   \n",
              "4          11487.0  NaN                55.3            40.8            62.0   \n",
              "5          11487.0  NaN                54.2            45.4            80.0   \n",
              "6              NaN  NaN                 NaN             NaN             NaN   \n",
              "7              NaN  NaN                 NaN             NaN             NaN   \n",
              "8          11487.0  NaN                59.3            40.9            65.0   \n",
              "9          11487.0  NaN                62.5            34.1            77.0   \n",
              "10         11487.0  NaN                67.3            33.2            67.0   \n",
              "11             NaN  NaN                 NaN             NaN             NaN   \n",
              "12             NaN  NaN                 NaN             NaN             NaN   \n",
              "13         11487.0  NaN                57.3            30.2            62.0   \n",
              "14             NaN  NaN                 NaN             NaN             NaN   \n",
              "15             NaN  NaN                 NaN             NaN             NaN   \n",
              "16         11487.0  NaN                48.2            39.7            53.0   \n",
              "17         11487.0  NaN                53.9            43.9            63.0   \n",
              "18         11487.0  NaN                66.6            30.4            42.0   \n",
              "19         21678.0  NaN                45.3            30.4            68.0   \n",
              "20             NaN  NaN                 NaN             NaN             NaN   \n",
              "21             NaN  NaN                 NaN             NaN             NaN   \n",
              "22             NaN  NaN                 NaN             NaN             NaN   \n",
              "23             NaN  NaN                 NaN             NaN             NaN   \n",
              "24         21678.0  NaN                68.9            40.2            62.0   \n",
              "25             NaN  NaN                 NaN             NaN             NaN   \n",
              "26             NaN  NaN                 NaN             NaN             NaN   \n",
              "27         11487.0  NaN                61.5            46.9            65.0   \n",
              "28             NaN  NaN                 NaN             NaN             NaN   \n",
              "29             NaN  NaN                 NaN             NaN             NaN   \n",
              "30        403450.0  NaN                67.6            38.2            82.0   \n",
              "31        403450.0  NaN                58.0            36.6            68.0   \n",
              "32        403450.0  NaN                69.1            44.6            56.0   \n",
              "33        403450.0  NaN                52.5            49.4            76.0   \n",
              "34        403450.0  NaN                57.1            43.3            56.0   \n",
              "35        403450.0  NaN                67.5            42.7            76.0   \n",
              "36        403450.0  NaN                51.4            36.2            56.0   \n",
              "37        403450.0  NaN                56.7            49.8            59.0   \n",
              "38        403450.0  NaN                69.4            35.9            78.0   \n",
              "39        403450.0  NaN                65.7            45.4            61.0   \n",
              "40        403450.0  NaN                45.1            31.9            56.0   \n",
              "41        403450.0  NaN                56.5            42.8            64.0   \n",
              "42        403450.0  NaN                68.2            48.3            93.0   \n",
              "43        403450.0  NaN                60.1            35.1            60.0   \n",
              "44        403450.0  NaN                53.6            47.0            61.0   \n",
              "45        403450.0  NaN                47.6            49.9            88.0   \n",
              "46        403450.0  NaN                69.5            43.4            61.0   \n",
              "47        403450.0  NaN                56.7            42.1            82.0   \n",
              "48             NaN  NaN                 NaN             NaN             NaN   \n",
              "49             NaN  NaN                 NaN             NaN             NaN   \n",
              "\n",
              "   dragon_sightings                                            sources  \n",
              "0               0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "1               0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "2               0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "3               1.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "4               0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "5               0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "6               NaN                                                NaN  \n",
              "7               NaN                                                NaN  \n",
              "8               0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "9               0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "10              0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "11              NaN                                                NaN  \n",
              "12              NaN                                                NaN  \n",
              "13              1.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "14              NaN                                                NaN  \n",
              "15              NaN                                                NaN  \n",
              "16              0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "17              1.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "18              0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "19              0.0                                                NaN  \n",
              "20              NaN                                                NaN  \n",
              "21              NaN                                                NaN  \n",
              "22              NaN                                                NaN  \n",
              "23              NaN                                                NaN  \n",
              "24              0.0                                                NaN  \n",
              "25              NaN                                                NaN  \n",
              "26              NaN                                                NaN  \n",
              "27              0.0  Spellbound - Anthony Pryor, 1995, Unapproachab...  \n",
              "28              NaN                                                NaN  \n",
              "29              NaN                                                NaN  \n",
              "30              0.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "31              1.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "32              0.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "33              0.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "34              1.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "35              2.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "36              1.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "37              1.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "38              1.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "39              0.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "40              1.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "41              0.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "42              2.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "43              1.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "44              0.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "45              0.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "46              1.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "47              0.0  Empires of the Sands - Scott Haring, 1988, Lan...  \n",
              "48              NaN                                                NaN  \n",
              "49              NaN                                                NaN  \n",
              "\n",
              "[50 rows x 29 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f9d6e0f8-ce1e-4cc7-99d2-bade8e64fe96\" class=\"colab-df-container\">\n",
              "    <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>settlement</th>\n",
              "      <th>region_kingdom</th>\n",
              "      <th>Region Size</th>\n",
              "      <th>size</th>\n",
              "      <th>capital</th>\n",
              "      <th>settlement_population</th>\n",
              "      <th>settlement_economy</th>\n",
              "      <th>rumored_treasure_value</th>\n",
              "      <th>demographic_breakdown</th>\n",
              "      <th>average_age</th>\n",
              "      <th>...</th>\n",
              "      <th>languages</th>\n",
              "      <th>religions</th>\n",
              "      <th>region_population</th>\n",
              "      <th>region_economy</th>\n",
              "      <th>area</th>\n",
              "      <th>average_temperature</th>\n",
              "      <th>annual_rainfall</th>\n",
              "      <th>magical_climate</th>\n",
              "      <th>dragon_sightings</th>\n",
              "      <th>sources</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Corth</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>474.0</td>\n",
              "      <td>64860.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>{'humans': 19, 'half-elves': 449, 'elves': 4, ...</td>\n",
              "      <td>85.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>56.0</td>\n",
              "      <td>47.2</td>\n",
              "      <td>67.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Dahst</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>289.0</td>\n",
              "      <td>30477.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>{'humans': 216, 'half-elves': 71, 'elves': 1, ...</td>\n",
              "      <td>58.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>65.6</td>\n",
              "      <td>39.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Dlusk</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>947.0</td>\n",
              "      <td>97163.0</td>\n",
              "      <td>97.0</td>\n",
              "      <td>{'humans': 89, 'half-elves': 857, 'elves': 0, ...</td>\n",
              "      <td>82.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>45.9</td>\n",
              "      <td>37.7</td>\n",
              "      <td>61.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Findar</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>295.0</td>\n",
              "      <td>36098.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>{'humans': 95, 'half-elves': 197, 'elves': 1, ...</td>\n",
              "      <td>72.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>67.0</td>\n",
              "      <td>44.8</td>\n",
              "      <td>91.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Furthinghome</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Town</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>40122.0</td>\n",
              "      <td>8728245.0</td>\n",
              "      <td>23053.0</td>\n",
              "      <td>{'humans': 33100, 'half-elves': 7021, 'elves':...</td>\n",
              "      <td>53.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>55.3</td>\n",
              "      <td>40.8</td>\n",
              "      <td>62.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Glarondar</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Town</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>5589.0</td>\n",
              "      <td>831725.0</td>\n",
              "      <td>854.0</td>\n",
              "      <td>{'humans': 55, 'half-elves': 5527, 'elves': 5,...</td>\n",
              "      <td>79.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>54.2</td>\n",
              "      <td>45.4</td>\n",
              "      <td>80.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Laothkund</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Town</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Lasdur</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Mesring</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>99.0</td>\n",
              "      <td>12556.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>{'humans': 85, 'half-elves': 13, 'elves': 0, '...</td>\n",
              "      <td>53.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>59.3</td>\n",
              "      <td>40.9</td>\n",
              "      <td>65.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Orlthar</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>504.0</td>\n",
              "      <td>68364.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>{'humans': 128, 'half-elves': 375, 'elves': 0,...</td>\n",
              "      <td>76.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>62.5</td>\n",
              "      <td>34.1</td>\n",
              "      <td>77.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Osker</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>713.0</td>\n",
              "      <td>91396.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>{'humans': 189, 'half-elves': 523, 'elves': 0,...</td>\n",
              "      <td>59.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>67.3</td>\n",
              "      <td>33.2</td>\n",
              "      <td>67.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Sker</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Town</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Taskaunt</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Thayguard</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>4985.0</td>\n",
              "      <td>954621.0</td>\n",
              "      <td>970.0</td>\n",
              "      <td>{'humans': 4935, 'half-elves': 49, 'elves': 0,...</td>\n",
              "      <td>42.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>57.3</td>\n",
              "      <td>30.2</td>\n",
              "      <td>62.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Theth</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Tilbrand</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Town</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Urst</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>974.0</td>\n",
              "      <td>125852.0</td>\n",
              "      <td>125.0</td>\n",
              "      <td>{'humans': 827, 'half-elves': 146, 'elves': 0,...</td>\n",
              "      <td>49.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>48.2</td>\n",
              "      <td>39.7</td>\n",
              "      <td>53.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Urve</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>478.0</td>\n",
              "      <td>55224.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>{'humans': 475, 'half-elves': 2, 'elves': 0, '...</td>\n",
              "      <td>34.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>53.9</td>\n",
              "      <td>43.9</td>\n",
              "      <td>63.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>Aglarond</td>\n",
              "      <td>12280.979080</td>\n",
              "      <td>Capital</td>\n",
              "      <td>Velprintalar</td>\n",
              "      <td>65973.0</td>\n",
              "      <td>12670500.0</td>\n",
              "      <td>56486.0</td>\n",
              "      <td>{'humans': 33013, 'half-elves': 32629, 'elves'...</td>\n",
              "      <td>82.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>66.6</td>\n",
              "      <td>30.4</td>\n",
              "      <td>42.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Airspur</td>\n",
              "      <td>Akanul</td>\n",
              "      <td>14483.719970</td>\n",
              "      <td>Capital</td>\n",
              "      <td>Airspur</td>\n",
              "      <td>22652.0</td>\n",
              "      <td>4347259.0</td>\n",
              "      <td>5253.0</td>\n",
              "      <td>{'humans': 20663, 'halflings': 685, 'dwarves':...</td>\n",
              "      <td>50.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chessentan', 'Chondathan', 'Common', 'Unther...</td>\n",
              "      <td>['Anhur', 'Assuran (Hoar)', 'Azuth', 'Lathande...</td>\n",
              "      <td>3241585.0</td>\n",
              "      <td>21678.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>45.3</td>\n",
              "      <td>30.4</td>\n",
              "      <td>68.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Brassune</td>\n",
              "      <td>Akanul</td>\n",
              "      <td>14483.719970</td>\n",
              "      <td>Town</td>\n",
              "      <td>Airspur</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Jeblant</td>\n",
              "      <td>Akanul</td>\n",
              "      <td>14483.719970</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Airspur</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Reth</td>\n",
              "      <td>Akanul</td>\n",
              "      <td>14483.719970</td>\n",
              "      <td>Town</td>\n",
              "      <td>Airspur</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>New Breen</td>\n",
              "      <td>Akanul</td>\n",
              "      <td>14483.719970</td>\n",
              "      <td>Town</td>\n",
              "      <td>Airspur</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Soonenar</td>\n",
              "      <td>Akanul</td>\n",
              "      <td>14483.719970</td>\n",
              "      <td>Town</td>\n",
              "      <td>Airspur</td>\n",
              "      <td>75665.0</td>\n",
              "      <td>15090888.0</td>\n",
              "      <td>32630.0</td>\n",
              "      <td>{'humans': 68799, 'halflings': 2288, 'dwarves'...</td>\n",
              "      <td>52.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chessentan', 'Chondathan', 'Common', 'Unther...</td>\n",
              "      <td>['Anhur', 'Assuran (Hoar)', 'Azuth', 'Lathande...</td>\n",
              "      <td>3241585.0</td>\n",
              "      <td>21678.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>68.9</td>\n",
              "      <td>40.2</td>\n",
              "      <td>62.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Thurik</td>\n",
              "      <td>Akanul</td>\n",
              "      <td>14483.719970</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Airspur</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Delthhuntle</td>\n",
              "      <td>Altumbel</td>\n",
              "      <td>1407.090335</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Spandeliyon</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Ingdals Arm</td>\n",
              "      <td>Altumbel</td>\n",
              "      <td>1407.090335</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Spandeliyon</td>\n",
              "      <td>968.0</td>\n",
              "      <td>125304.0</td>\n",
              "      <td>125.0</td>\n",
              "      <td>{'humans': 968, 'half-elves': 0, 'elves': 0, '...</td>\n",
              "      <td>47.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>['Chauntea', 'the Seldarine (elven pantheon)',...</td>\n",
              "      <td>136014.0</td>\n",
              "      <td>11487.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>61.5</td>\n",
              "      <td>46.9</td>\n",
              "      <td>65.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Spellbound - Anthony Pryor, 1995, Unapproachab...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Spandeliyon</td>\n",
              "      <td>Altumbel</td>\n",
              "      <td>1407.090335</td>\n",
              "      <td>Capital</td>\n",
              "      <td>Spandeliyon</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Urbryur</td>\n",
              "      <td>Altumbel</td>\n",
              "      <td>1407.090335</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Spandeliyon</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>['Aglarondan', 'Common', 'Elven (Yuir)']</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Amnwater</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Town</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>7035.0</td>\n",
              "      <td>1092226.0</td>\n",
              "      <td>1122.0</td>\n",
              "      <td>{'humans': 2335, 'halflings': 4699, 'half-orcs...</td>\n",
              "      <td>55.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>67.6</td>\n",
              "      <td>38.2</td>\n",
              "      <td>82.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Athkatla</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Capital</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>116163.0</td>\n",
              "      <td>34272222.0</td>\n",
              "      <td>526941.0</td>\n",
              "      <td>{'humans': 116046, 'halflings': 116, 'half-orc...</td>\n",
              "      <td>39.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>58.0</td>\n",
              "      <td>36.6</td>\n",
              "      <td>68.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Citadel Amnur</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>636.0</td>\n",
              "      <td>81796.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>{'humans': 580, 'halflings': 55, 'half-orcs': ...</td>\n",
              "      <td>43.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>69.1</td>\n",
              "      <td>44.6</td>\n",
              "      <td>56.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Citadel Rashturl</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>710.0</td>\n",
              "      <td>102127.0</td>\n",
              "      <td>102.0</td>\n",
              "      <td>{'humans': 487, 'halflings': 222, 'half-orcs':...</td>\n",
              "      <td>49.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>52.5</td>\n",
              "      <td>49.4</td>\n",
              "      <td>76.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Coryllvol</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>23000.0</td>\n",
              "      <td>4192755.0</td>\n",
              "      <td>9199.0</td>\n",
              "      <td>{'humans': 5842, 'halflings': 17158, 'half-orc...</td>\n",
              "      <td>58.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>57.1</td>\n",
              "      <td>43.3</td>\n",
              "      <td>56.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>Crimmor</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Town</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>34975.0</td>\n",
              "      <td>7797166.0</td>\n",
              "      <td>24763.0</td>\n",
              "      <td>{'humans': 34975, 'halflings': 0, 'half-orcs':...</td>\n",
              "      <td>41.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>67.5</td>\n",
              "      <td>42.7</td>\n",
              "      <td>76.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>Edive</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>192.0</td>\n",
              "      <td>21790.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>{'humans': 192, 'halflings': 0, 'half-orcs': 0...</td>\n",
              "      <td>43.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>51.4</td>\n",
              "      <td>36.2</td>\n",
              "      <td>56.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>Esford</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>5670.0</td>\n",
              "      <td>1113067.0</td>\n",
              "      <td>1125.0</td>\n",
              "      <td>{'humans': 2863, 'halflings': 2806, 'half-orcs...</td>\n",
              "      <td>53.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>56.7</td>\n",
              "      <td>49.8</td>\n",
              "      <td>59.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>Eshpurta</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Town</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>23037.0</td>\n",
              "      <td>4538446.0</td>\n",
              "      <td>9111.0</td>\n",
              "      <td>{'humans': 23037, 'halflings': 0, 'half-orcs':...</td>\n",
              "      <td>41.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>69.4</td>\n",
              "      <td>35.9</td>\n",
              "      <td>78.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>Esmeltaran</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Town</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>21301.0</td>\n",
              "      <td>4414164.0</td>\n",
              "      <td>9826.0</td>\n",
              "      <td>{'humans': 8328, 'halflings': 12972, 'half-orc...</td>\n",
              "      <td>54.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>65.7</td>\n",
              "      <td>45.4</td>\n",
              "      <td>61.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>Gambiton</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>1300.0</td>\n",
              "      <td>232067.0</td>\n",
              "      <td>232.0</td>\n",
              "      <td>{'humans': 1267, 'halflings': 32, 'half-orcs':...</td>\n",
              "      <td>42.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>45.1</td>\n",
              "      <td>31.9</td>\n",
              "      <td>56.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>Ideepton</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>193.0</td>\n",
              "      <td>24783.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>{'humans': 161, 'halflings': 31, 'half-orcs': ...</td>\n",
              "      <td>46.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>56.5</td>\n",
              "      <td>42.8</td>\n",
              "      <td>64.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Imnescar</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>5830.0</td>\n",
              "      <td>989770.0</td>\n",
              "      <td>1007.0</td>\n",
              "      <td>{'humans': 5830, 'halflings': 0, 'half-orcs': ...</td>\n",
              "      <td>41.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>68.2</td>\n",
              "      <td>48.3</td>\n",
              "      <td>93.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>Keczulla</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Town</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>48419.0</td>\n",
              "      <td>9707284.0</td>\n",
              "      <td>28677.0</td>\n",
              "      <td>{'humans': 37863, 'halflings': 10555, 'half-or...</td>\n",
              "      <td>43.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>60.1</td>\n",
              "      <td>35.1</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>Minsor Vale</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>193.0</td>\n",
              "      <td>25002.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>{'humans': 193, 'halflings': 0, 'half-orcs': 0...</td>\n",
              "      <td>42.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>53.6</td>\n",
              "      <td>47.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>Purskul</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Town</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>27184.0</td>\n",
              "      <td>5695241.0</td>\n",
              "      <td>14650.0</td>\n",
              "      <td>{'humans': 25797, 'halflings': 1386, 'half-orc...</td>\n",
              "      <td>41.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>47.6</td>\n",
              "      <td>49.9</td>\n",
              "      <td>88.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>Shalar</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>200.0</td>\n",
              "      <td>19345.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>{'humans': 175, 'halflings': 24, 'half-orcs': ...</td>\n",
              "      <td>46.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>69.5</td>\n",
              "      <td>43.4</td>\n",
              "      <td>61.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>Shepherdston</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>5000.0</td>\n",
              "      <td>989880.0</td>\n",
              "      <td>999.0</td>\n",
              "      <td>{'humans': 1935, 'halflings': 3065, 'half-orcs...</td>\n",
              "      <td>54.0</td>\n",
              "      <td>...</td>\n",
              "      <td>['Chondathan', 'Common']</td>\n",
              "      <td>['Bane', 'Chauntea', 'Cyric', 'Selûne', 'Sune'...</td>\n",
              "      <td>2920094.0</td>\n",
              "      <td>403450.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>56.7</td>\n",
              "      <td>42.1</td>\n",
              "      <td>82.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Empires of the Sands - Scott Haring, 1988, Lan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>St. Carwell's Vale</td>\n",
              "      <td>Amn</td>\n",
              "      <td>36327.010340</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>Athkatla</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>Addas Babar</td>\n",
              "      <td>Anauroch</td>\n",
              "      <td>52711.058910</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 29 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f9d6e0f8-ce1e-4cc7-99d2-bade8e64fe96')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-f9d6e0f8-ce1e-4cc7-99d2-bade8e64fe96 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-f9d6e0f8-ce1e-4cc7-99d2-bade8e64fe96');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-4a473f16-f972-4d6e-a633-90282683f8de\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4a473f16-f972-4d6e-a633-90282683f8de')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-4a473f16-f972-4d6e-a633-90282683f8de button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def assign_population(df):\n",
        "    for index, row in df.iterrows():\n",
        "        if row['settlement_population'] == 0:\n",
        "            region_population = row['Region_Population']\n",
        "            new_population = np.random.uniform(0.03, 0.05) * region_population\n",
        "            df.at[index, 'settlement_population'] = int(new_population)\n",
        "    return df"
      ],
      "metadata": {
        "id": "aVUrb882Z1zR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df = assign_population(df)"
      ],
      "metadata": {
        "id": "eHi_iyn3dtnh"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Convert columns to numeric, coercing errors to NaN\n",
        "df['settlement_population'] = pd.to_numeric(df['settlement_population'], errors='coerce')\n",
        "df['region_population'] = pd.to_numeric(df['region_population'], errors='coerce')\n",
        "\n",
        "# Define size scaling factors\n",
        "size_scaling = {'Capital': 3, 'Town': 2, 'Settlement': 1}\n",
        "\n",
        "# Add a 'scale_factor' column to the DataFrame\n",
        "df['scale_factor'] = df['size'].map(size_scaling).fillna(1)\n",
        "\n",
        "# Calculate the normalization of scale factors ahead of time\n",
        "df['scale_factor_normalized'] = df.groupby('region')['scale_factor'].transform(lambda x: x / x.sum())\n",
        "\n",
        "# Filter for settlements with missing or zero population\n",
        "no_pop_settlements = df[df['settlement_population'].isna() | (df['settlement_population'] == 0)]\n",
        "\n",
        "# Function to calculate distributed population for a region group\n",
        "def distribute_population(group):\n",
        "    # Use the first 'region_population' value, as all are assumed to be the same within the group\n",
        "    total_region_pop = group['region_population'].iat[0]\n",
        "    # Distribute population based on the pre-calculated normalized scale factor\n",
        "    population_to_distribute = total_region_pop * group['scale_factor_normalized']\n",
        "    # Assign the calculated population to the settlement_population column\n",
        "    group['settlement_population'].update(population_to_distribute)\n",
        "    return group\n",
        "\n",
        "# Apply the function to each group of settlements within the same region\n",
        "filled_pop_settlements = no_pop_settlements.groupby('region', group_keys=False).apply(distribute_population)\n"
      ],
      "metadata": {
        "id": "BGGNBf8XFf-b"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.update(filled_pop_settlements)"
      ],
      "metadata": {
        "id": "8LUsAaUdPNks"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Save the DataFrame to a CSV file\n",
        "df.to_csv(file_path, index=False)"
      ],
      "metadata": {
        "id": "rLPSk2oZeHLs"
      },
      "execution_count": 184,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def clean_column_list(column):\n",
        "    cleaned_column = []\n",
        "    for item in column:\n",
        "        try:\n",
        "            # Safely evaluate the string as a list\n",
        "            evaluated_item = ast.literal_eval(item)\n",
        "            if isinstance(evaluated_item, list):\n",
        "                # Join the list into a string with comma-separated items\n",
        "                cleaned_column.append(','.join(evaluated_item))\n",
        "            else:\n",
        "                # If the evaluated item is not a list, just append it as it is\n",
        "                cleaned_column.append(evaluated_item)\n",
        "        except (ValueError, SyntaxError):\n",
        "            # In case of evaluation error or non-list contents, append the item as it is\n",
        "            cleaned_column.append(item)\n",
        "    return cleaned_column\n",
        "\n",
        "# Clean the 'exports' and 'imports' columns\n",
        "df['exports'] = clean_column_list(df['exports'].astype(str))\n",
        "df['imports'] = clean_column_list(df['imports'].astype(str))"
      ],
      "metadata": {
        "id": "6w-KWx5e0-au"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df['imports'].head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i3-s8zn71kw_",
        "outputId": "1c7694c1-f739-4433-f12e-b1c1ea938227"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    glass,iron,textiles,produce\n",
              "1    glass,iron,textiles,produce\n",
              "2    glass,iron,textiles,produce\n",
              "3    glass,iron,textiles,produce\n",
              "4    glass,iron,textiles,produce\n",
              "Name: imports, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "region_info = {\n",
        "        'Anauroch': {\n",
        "            'demographic_breakdown_percentages': {'humans': 100},\n",
        "            'languages': ['Midani', 'Chondathan', 'Damaran', 'Draconic', 'Gnoll', 'Netherese', 'Orc'],\n",
        "            'religions': ['Beshaba', 'Kelemvor', 'Selune', 'Talos'],\n",
        "            'imports': ['Livestock', 'wooden goods'],\n",
        "            'exports': ['Dates', 'salt', 'spices']\n",
        "        },\n",
        "        'Calimshan': {\n",
        "            'demographic_breakdown_percentages': {'humans': 91, 'genasi': 3, 'half-Orcs': 3},\n",
        "            'languages': ['Alzhedo', 'Chondathan', 'Chultan', 'Shaaran', 'Tashalan', 'Draconic', 'Elemental'],\n",
        "            'religions': ['Azuth', 'Ibrandul', 'Ilmater', 'Shar', 'Sharess', 'Talos', 'Tyr'],\n",
        "            'imports': ['Food', 'slaves', 'wizards'],\n",
        "            'exports': ['Armor', 'books', 'gems', 'jewelry', 'leather_goods', 'mercenaries', 'minor_magic_items']\n",
        "        },\n",
        "        'Cormanthyr': {\n",
        "            'demographic_breakdown_percentages': {'elves': 60, 'half-elves': 20, 'humans': 10, 'halflings': 8, 'Drow': 2},\n",
        "            'languages': ['Espruar'],\n",
        "            'religions': ['Corellon Larethian', 'Eilistraee', 'Mielikki', 'Mystra', 'Silvanus', 'Vhaeraun'],\n",
        "            'imports': [],\n",
        "            'exports': []\n",
        "        },\n",
        "        'Dalelands': {\n",
        "            'demographic_breakdown_percentages': {'humans': 70, 'half-elves': 20, 'elves': 9},\n",
        "            'languages': ['Chondathan'],\n",
        "            'religions': ['Chauntea', 'Ilmater', 'Lathander', 'Mielikki', 'Silvanus', 'Tempus', 'Torm', 'Tyr'],\n",
        "            'imports': ['Armor', 'books', 'glass', 'jewelry', 'metalwork', 'paper', 'textiles', 'weapons'],\n",
        "            'exports': ['Ale', 'bread', 'cheese', 'fruit', 'grain', 'hides', 'timber', 'vegetables']\n",
        "        },\n",
        "        'Dambrath': {\n",
        "            'demographic_breakdown_percentages': {'half-drow': 15, 'humans': 70, 'others': 15},\n",
        "            'languages': ['Dambrathan', 'Elven'],\n",
        "            'religions': ['Loviatar', 'Tempus', 'Lloth'],\n",
        "            'imports': [],\n",
        "            'exports': ['Horses', 'silver', 'pearls', 'wood items', 'fruit', 'fish']\n",
        "        },\n",
        "        'Erlkazar': {\n",
        "            'demographic_breakdown_percentages': {'humans': 100},\n",
        "            'languages': ['Not specified'],\n",
        "            'religions': ['Not specified'],\n",
        "            'imports': ['Not specified'],\n",
        "            'exports': ['Not specified']\n",
        "        },\n",
        "        'Evereska': {\n",
        "            'demographic_breakdown_percentages': {'elves': 100},\n",
        "            'languages': ['Elvish'],\n",
        "            'religions': ['Not specified'],\n",
        "            'imports': ['Psionic items'],\n",
        "            'exports': ['Not specified']\n",
        "        },\n",
        "        'Hartsvale': {\n",
        "            'demographic_breakdown_percentages': {'humans': 100},\n",
        "            'languages': ['Not specified'],\n",
        "            'religions': ['Not specified'],\n",
        "            'imports': ['Not specified'],\n",
        "            'exports': ['Not specified']\n",
        "        },\n",
        "        'Chult': {\n",
        "            'demographic_breakdown_percentages': {'humans': 90, 'other': 10},\n",
        "            'languages': ['Chultan'],\n",
        "            'religions': ['Ubtao'],\n",
        "            'imports': ['Not specified'],\n",
        "            'exports': ['Not specified']\n",
        "        },\n",
        "        'Murghôm': {\n",
        "            'demographic_breakdown_percentages': {'humans': 80, 'other': 20},\n",
        "            'languages': ['Muhjuri'],\n",
        "            'religions': ['Mulhorandi pantheon'],\n",
        "            'imports': ['Grains', 'Textiles'],\n",
        "            'exports': ['Artifacts', 'Rare metals']\n",
        "        },\n",
        "        'Okoth': {\n",
        "            'demographic_breakdown_percentages': {'Sarrukh': 70, 'yuan-ti': 20, 'other': 10},\n",
        "            'languages': ['Sarrukhi'],\n",
        "            'religions': ['Worship of the World Serpent'],\n",
        "            'imports': ['Magic', 'weapons'],\n",
        "            'exports': ['Elemental knowledge', 'Magical items']\n",
        "        },\n",
        "        'Nelanther Isles': {\n",
        "            'demographic_breakdown_percentages': {'orcs': 30, 'humans': 20, 'half-Orcs': 15, 'lizardfolk': 15, 'ogres': 10, 'humanoids': 9, 'other': 1},\n",
        "            'languages': ['Lantanese'],\n",
        "            'religions': ['Umberlee worship'],\n",
        "            'imports': ['Freshwater', 'Supplies for sea voyages'],\n",
        "            'exports': ['Slaves', 'stolen and salvaged goods']\n",
        "        },\n",
        "        'Rashemen': {\n",
        "            'demographic_breakdown_percentages': {'humans': 90, 'other': 10},\n",
        "            'languages': ['Rashemi'],\n",
        "            'religions': ['Bhalla', 'Khelliara', 'The Hidden One'],\n",
        "            'imports': ['Cloth', 'food', 'wood products'],\n",
        "            'exports': ['Carvings', 'cheese', 'firewine', 'furs', 'wool']\n",
        "        },\n",
        "        'Samarach': {\n",
        "            'demographic_breakdown_percentages': {'humans': 99, 'yaun-ti': 1},\n",
        "            'languages': ['Tashalan'],\n",
        "            'religions': ['Not specified'],\n",
        "            'imports': ['Weapons'],\n",
        "            'exports': ['pearls', 'salt', 'spices']\n",
        "        },\n",
        "        'Sespech': {\n",
        "            'demographic_breakdown_percentages': {'humans': 96, 'dwarves': 2, 'elves': 1, 'other': 1},\n",
        "            'languages': ['Not specified'],\n",
        "            'religions': ['Not specified'],\n",
        "            'imports': ['Timber', 'Goods for trade', 'Metal'],\n",
        "            'exports': ['Horses', 'mercenaries', 'salt']\n",
        "        },\n",
        "        'Vaasa': {\n",
        "            'demographic_breakdown_percentages': {'humans': 60, 'dwarves': 30, 'orcs': 9, 'other': 1},\n",
        "            'languages': ['Not specified'],\n",
        "            'religions': ['Not specified'],\n",
        "            'imports': ['Food', 'Weapons'],\n",
        "            'exports': ['Copper', 'iron', 'silver', 'gems', 'furs']\n",
        "        }\n",
        "      }\n"
      ],
      "metadata": {
        "id": "eDJyx6LT0Kay"
      },
      "execution_count": 161,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def update_dataframe(df):\n",
        "    # Loop through each row in the DataFrame\n",
        "    for index, row in df.iterrows():\n",
        "        region = row['region']\n",
        "        print(f\"Processing region: {region}\")  # This will print for every region\n",
        "        if region in region_info:\n",
        "            print(f\"Found info for region: {region}\")\n",
        "            # Update the DataFrame with the region-specific information\n",
        "            for key in ['languages', 'religions', 'imports', 'exports']:\n",
        "                df.at[index, key] = region_info[region].get(key, 'Not specified')\n",
        "\n",
        "    print(f\"Processing region: {region}\")\n",
        "    if region in region_info:\n",
        "        print(f\"Found info for region: {region}\")\n",
        "    else:\n",
        "        print(f\"No info found for region: {region}\")\n",
        "    return df\n",
        "\n",
        "df = update_dataframe(df)"
      ],
      "metadata": {
        "id": "Q3NbQxJhN9ja"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the file path (it seems you've already specified it)\n",
        "file_path = '/content/drive/MyDrive/Colab Notebooks/DnD/updated_dataset.csv'\n",
        "try:\n",
        "    df = pd.read_csv(file_path, encoding='ISO-8859-1')\n",
        "except UnicodeDecodeError:\n",
        "    # If 'ISO-8859-1' does not work, try 'cp1252'\n",
        "    df = pd.read_csv(file_path, encoding='cp1252')"
      ],
      "metadata": {
        "id": "rOOd362lM1wE"
      },
      "execution_count": 172,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Iterate over each row in the DataFrame\n",
        "for idx, row in df.iterrows():\n",
        "    # Check if 'demographic_breakdown' is NaN or empty and initialize it as an empty dictionary\n",
        "    if pd.isna(row['demographic_breakdown']) or row['demographic_breakdown'] == {}:\n",
        "        df.at[idx, 'demographic_breakdown'] = {}\n",
        "    elif isinstance(row['demographic_breakdown'], dict):\n",
        "        # Ensure all values in the dictionary are integers\n",
        "        df.at[idx, 'demographic_breakdown'] = {k: int(v) if isinstance(v, float) else v for k, v in row['demographic_breakdown'].items()}\n"
      ],
      "metadata": {
        "id": "vlCSXLM7MmgM"
      },
      "execution_count": 173,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df['demographic_breakdown'].tail(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fG88vhQMMo_z",
        "outputId": "ba4b3482-dd27-403f-9ca1-22647af8f4f5"
      },
      "execution_count": 174,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "829    {'humans': 8852, 'dwarves': 0, 'halflings': 0,...\n",
              "830    {'humans': 3843, 'dwarves': 0, 'halflings': 0,...\n",
              "831                                                   {}\n",
              "832    {'humans': 158047, 'dwarves': 0, 'halflings': ...\n",
              "833                                                   {}\n",
              "834                                                   {}\n",
              "835                                                   {}\n",
              "836                                                   {}\n",
              "837                                                   {}\n",
              "838                                                   {}\n",
              "839                                                   {}\n",
              "840                                                   {}\n",
              "841                                                   {}\n",
              "842                                                   {}\n",
              "843                                                   {}\n",
              "844                                                   {}\n",
              "845                                                   {}\n",
              "846                                                   {}\n",
              "847                                                   {}\n",
              "848                                                   {}\n",
              "Name: demographic_breakdown, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 174
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def update_region_population(df):\n",
        "    # Calculate the sum of settlement populations for each region and update the region_population\n",
        "    df['region_population'] = df.groupby('region')['settlement_population'].transform('sum')\n",
        "    return df\n",
        "\n",
        "# Assuming df is your DataFrame\n",
        "df = update_region_population(df)"
      ],
      "metadata": {
        "id": "6wT0w8RoShj7"
      },
      "execution_count": 175,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.tail(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "i01RB7V5SoZc",
        "outputId": "9c635a45-69b8-4d29-e1b9-1c4df6c631df"
      },
      "execution_count": 176,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             settlement    region  settlement_population  settlement_economy  \\\n",
              "829             Shussel    Unther                   8334           1442918.0   \n",
              "830             Ssintar    Unther                   3635            645794.5   \n",
              "831              Thamor    Unther                    783            106580.0   \n",
              "832           Unthalass    Unther                 153184          42741171.5   \n",
              "833               Avang     Vaasa                    956            144211.5   \n",
              "834  Bloodstone Village     Vaasa                    969            136181.5   \n",
              "835           Darmshall     Vaasa                   1902            253857.5   \n",
              "836            Delhalds     Vaasa                    870            125487.0   \n",
              "837              Etuabe     Vaasa                    956             91286.5   \n",
              "838      Hillsafar Hall     Vaasa                    957             94608.0   \n",
              "839                Ishe     Vaasa                    857            103112.5   \n",
              "840                Kond     Vaasa                    869             97017.0   \n",
              "841              Modurt     Vaasa                    848            117092.0   \n",
              "842           Moor Town     Vaasa                    875            114427.5   \n",
              "843           Palischuk     Vaasa                   1895            357116.0   \n",
              "844          Telos City     Vaasa                  28727           5792878.5   \n",
              "845        Dragon Falls  Vesperin                    671             91323.0   \n",
              "846             Galaunt  Vesperin                    673             98294.5   \n",
              "847        Ravens Bluff  Vesperin                   1240            175528.5   \n",
              "848             Tantras  Vesperin                   2025            276305.0   \n",
              "\n",
              "     rumored_treasure_value  \\\n",
              "829                    1702   \n",
              "830                     710   \n",
              "831                       0   \n",
              "832                 1678935   \n",
              "833                       0   \n",
              "834                       0   \n",
              "835                       0   \n",
              "836                       0   \n",
              "837                       0   \n",
              "838                       0   \n",
              "839                       0   \n",
              "840                       0   \n",
              "841                       0   \n",
              "842                       0   \n",
              "843                       0   \n",
              "844                       0   \n",
              "845                       0   \n",
              "846                       0   \n",
              "847                       0   \n",
              "848                       0   \n",
              "\n",
              "                                 demographic_breakdown  average_age  \\\n",
              "829  {'humans': 8852, 'dwarves': 0, 'halflings': 0,...         44.0   \n",
              "830  {'humans': 3843, 'dwarves': 0, 'halflings': 0,...         45.0   \n",
              "831                                                 {}          NaN   \n",
              "832  {'humans': 158047, 'dwarves': 0, 'halflings': ...         43.0   \n",
              "833                                                 {}          NaN   \n",
              "834                                                 {}          NaN   \n",
              "835                                                 {}          NaN   \n",
              "836                                                 {}          NaN   \n",
              "837                                                 {}          NaN   \n",
              "838                                                 {}          NaN   \n",
              "839                                                 {}          NaN   \n",
              "840                                                 {}          NaN   \n",
              "841                                                 {}          NaN   \n",
              "842                                                 {}          NaN   \n",
              "843                                                 {}          NaN   \n",
              "844                                                 {}          NaN   \n",
              "845                                                 {}          NaN   \n",
              "846                                                 {}          NaN   \n",
              "847                                                 {}          NaN   \n",
              "848                                                 {}          NaN   \n",
              "\n",
              "    most_likely_cause_of_death government_type  \\\n",
              "829              Assassination   ['Autocracy']   \n",
              "830              Assassination     ['Satrapy']   \n",
              "831                        NaN             NaN   \n",
              "832                      Crime     ['Satrapy']   \n",
              "833                        NaN             NaN   \n",
              "834                        NaN             NaN   \n",
              "835                        NaN             NaN   \n",
              "836                        NaN             NaN   \n",
              "837                        NaN             NaN   \n",
              "838                        NaN             NaN   \n",
              "839                        NaN             NaN   \n",
              "840                        NaN             NaN   \n",
              "841                        NaN             NaN   \n",
              "842                        NaN             NaN   \n",
              "843                        NaN             NaN   \n",
              "844                        NaN             NaN   \n",
              "845                        NaN             NaN   \n",
              "846                        NaN             NaN   \n",
              "847                        NaN             NaN   \n",
              "848                        NaN             NaN   \n",
              "\n",
              "                                         class_density  ...   region_area  \\\n",
              "829  {'Aristocratic': 3, 'Wealthy': 103, 'Comfortab...  ...  15326.232530   \n",
              "830  {'Aristocratic': 1, 'Wealthy': 56, 'Comfortabl...  ...  15326.232530   \n",
              "831  {'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...  ...  15326.232530   \n",
              "832  {'Aristocratic': 270, 'Wealthy': 4262, 'Comfor...  ...  15326.232530   \n",
              "833  {'Aristocratic': 0, 'Wealthy': 5, 'Comfortable...  ...  14679.342650   \n",
              "834  {'Aristocratic': 0, 'Wealthy': 3, 'Comfortable...  ...  14679.342650   \n",
              "835  {'Aristocratic': 0, 'Wealthy': 22, 'Comfortabl...  ...  14679.342650   \n",
              "836  {'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...  ...  14679.342650   \n",
              "837  {'Aristocratic': 0, 'Wealthy': 2, 'Comfortable...  ...  14679.342650   \n",
              "838  {'Aristocratic': 0, 'Wealthy': 0, 'Comfortable...  ...  14679.342650   \n",
              "839  {'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...  ...  14679.342650   \n",
              "840  {'Aristocratic': 0, 'Wealthy': 0, 'Comfortable...  ...  14679.342650   \n",
              "841  {'Aristocratic': 0, 'Wealthy': 7, 'Comfortable...  ...  14679.342650   \n",
              "842  {'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...  ...  14679.342650   \n",
              "843  {'Aristocratic': 0, 'Wealthy': 25, 'Comfortabl...  ...  14679.342650   \n",
              "844  {'Aristocratic': 95, 'Wealthy': 359, 'Comforta...  ...  14679.342650   \n",
              "845  {'Aristocratic': 0, 'Wealthy': 2, 'Comfortable...  ...   4378.151887   \n",
              "846  {'Aristocratic': 0, 'Wealthy': 4, 'Comfortable...  ...   4378.151887   \n",
              "847  {'Aristocratic': 0, 'Wealthy': 20, 'Comfortabl...  ...   4378.151887   \n",
              "848  {'Aristocratic': 0, 'Wealthy': 21, 'Comfortabl...  ...   4378.151887   \n",
              "\n",
              "    region_population region_economy average_temperature annual_rainfall  \\\n",
              "829            183279     47844747.5                87.9             2.8   \n",
              "830            183279     47844747.5                68.3             2.6   \n",
              "831            183279     47844747.5                 NaN             NaN   \n",
              "832            183279     47844747.5                99.9             0.4   \n",
              "833             40681      7427275.5                 NaN             NaN   \n",
              "834             40681      7427275.5                 NaN             NaN   \n",
              "835             40681      7427275.5                 NaN             NaN   \n",
              "836             40681      7427275.5                 NaN             NaN   \n",
              "837             40681      7427275.5                 NaN             NaN   \n",
              "838             40681      7427275.5                 NaN             NaN   \n",
              "839             40681      7427275.5                 NaN             NaN   \n",
              "840             40681      7427275.5                 NaN             NaN   \n",
              "841             40681      7427275.5                 NaN             NaN   \n",
              "842             40681      7427275.5                 NaN             NaN   \n",
              "843             40681      7427275.5                 NaN             NaN   \n",
              "844             40681      7427275.5                 NaN             NaN   \n",
              "845              4609       641451.0                 NaN             NaN   \n",
              "846              4609       641451.0                 NaN             NaN   \n",
              "847              4609       641451.0                 NaN             NaN   \n",
              "848              4609       641451.0                 NaN             NaN   \n",
              "\n",
              "    magical_climate dragon_sightings        size  scale_factor  \\\n",
              "829            76.0              8.0        Town           2.0   \n",
              "830            70.0              3.0  Settlement           1.0   \n",
              "831             NaN              NaN  Settlement           1.0   \n",
              "832            90.0              5.0     Capital           3.0   \n",
              "833             NaN              NaN  Settlement           1.0   \n",
              "834             NaN              NaN  Settlement           1.0   \n",
              "835             NaN              NaN        Town           2.0   \n",
              "836             NaN              NaN     Dwarven           1.0   \n",
              "837             NaN              NaN  Settlement           1.0   \n",
              "838             NaN              NaN     Dwarven           1.0   \n",
              "839             NaN              NaN  Settlement           1.0   \n",
              "840             NaN              NaN  Settlement           1.0   \n",
              "841             NaN              NaN  Settlement           1.0   \n",
              "842             NaN              NaN  Settlement           1.0   \n",
              "843             NaN              NaN        Town           2.0   \n",
              "844             NaN              NaN     Capital           3.0   \n",
              "845             NaN              NaN  Settlement           1.0   \n",
              "846             NaN              NaN  Settlement           1.0   \n",
              "847             NaN              NaN        Town           2.0   \n",
              "848             NaN              NaN     Capital           3.0   \n",
              "\n",
              "     scale_factor_normalized  \n",
              "829                 0.166667  \n",
              "830                 0.083333  \n",
              "831                 0.083333  \n",
              "832                 0.250000  \n",
              "833                 0.062500  \n",
              "834                 0.062500  \n",
              "835                 0.125000  \n",
              "836                 0.062500  \n",
              "837                 0.062500  \n",
              "838                 0.062500  \n",
              "839                 0.062500  \n",
              "840                 0.062500  \n",
              "841                 0.062500  \n",
              "842                 0.062500  \n",
              "843                 0.125000  \n",
              "844                 0.187500  \n",
              "845                 0.142857  \n",
              "846                 0.142857  \n",
              "847                 0.285714  \n",
              "848                 0.428571  \n",
              "\n",
              "[20 rows x 28 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f7ee4b11-b778-457b-b219-776e4ebaeda6\" class=\"colab-df-container\">\n",
              "    <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>settlement</th>\n",
              "      <th>region</th>\n",
              "      <th>settlement_population</th>\n",
              "      <th>settlement_economy</th>\n",
              "      <th>rumored_treasure_value</th>\n",
              "      <th>demographic_breakdown</th>\n",
              "      <th>average_age</th>\n",
              "      <th>most_likely_cause_of_death</th>\n",
              "      <th>government_type</th>\n",
              "      <th>class_density</th>\n",
              "      <th>...</th>\n",
              "      <th>region_area</th>\n",
              "      <th>region_population</th>\n",
              "      <th>region_economy</th>\n",
              "      <th>average_temperature</th>\n",
              "      <th>annual_rainfall</th>\n",
              "      <th>magical_climate</th>\n",
              "      <th>dragon_sightings</th>\n",
              "      <th>size</th>\n",
              "      <th>scale_factor</th>\n",
              "      <th>scale_factor_normalized</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>829</th>\n",
              "      <td>Shussel</td>\n",
              "      <td>Unther</td>\n",
              "      <td>8334</td>\n",
              "      <td>1442918.0</td>\n",
              "      <td>1702</td>\n",
              "      <td>{'humans': 8852, 'dwarves': 0, 'halflings': 0,...</td>\n",
              "      <td>44.0</td>\n",
              "      <td>Assassination</td>\n",
              "      <td>['Autocracy']</td>\n",
              "      <td>{'Aristocratic': 3, 'Wealthy': 103, 'Comfortab...</td>\n",
              "      <td>...</td>\n",
              "      <td>15326.232530</td>\n",
              "      <td>183279</td>\n",
              "      <td>47844747.5</td>\n",
              "      <td>87.9</td>\n",
              "      <td>2.8</td>\n",
              "      <td>76.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>Town</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.166667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>830</th>\n",
              "      <td>Ssintar</td>\n",
              "      <td>Unther</td>\n",
              "      <td>3635</td>\n",
              "      <td>645794.5</td>\n",
              "      <td>710</td>\n",
              "      <td>{'humans': 3843, 'dwarves': 0, 'halflings': 0,...</td>\n",
              "      <td>45.0</td>\n",
              "      <td>Assassination</td>\n",
              "      <td>['Satrapy']</td>\n",
              "      <td>{'Aristocratic': 1, 'Wealthy': 56, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>15326.232530</td>\n",
              "      <td>183279</td>\n",
              "      <td>47844747.5</td>\n",
              "      <td>68.3</td>\n",
              "      <td>2.6</td>\n",
              "      <td>70.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.083333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>831</th>\n",
              "      <td>Thamor</td>\n",
              "      <td>Unther</td>\n",
              "      <td>783</td>\n",
              "      <td>106580.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>15326.232530</td>\n",
              "      <td>183279</td>\n",
              "      <td>47844747.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.083333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>832</th>\n",
              "      <td>Unthalass</td>\n",
              "      <td>Unther</td>\n",
              "      <td>153184</td>\n",
              "      <td>42741171.5</td>\n",
              "      <td>1678935</td>\n",
              "      <td>{'humans': 158047, 'dwarves': 0, 'halflings': ...</td>\n",
              "      <td>43.0</td>\n",
              "      <td>Crime</td>\n",
              "      <td>['Satrapy']</td>\n",
              "      <td>{'Aristocratic': 270, 'Wealthy': 4262, 'Comfor...</td>\n",
              "      <td>...</td>\n",
              "      <td>15326.232530</td>\n",
              "      <td>183279</td>\n",
              "      <td>47844747.5</td>\n",
              "      <td>99.9</td>\n",
              "      <td>0.4</td>\n",
              "      <td>90.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>Capital</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.250000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>833</th>\n",
              "      <td>Avang</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>956</td>\n",
              "      <td>144211.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 5, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>834</th>\n",
              "      <td>Bloodstone Village</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>969</td>\n",
              "      <td>136181.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 3, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>835</th>\n",
              "      <td>Darmshall</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>1902</td>\n",
              "      <td>253857.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 22, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Town</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.125000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>836</th>\n",
              "      <td>Delhalds</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>870</td>\n",
              "      <td>125487.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Dwarven</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>837</th>\n",
              "      <td>Etuabe</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>956</td>\n",
              "      <td>91286.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 2, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>838</th>\n",
              "      <td>Hillsafar Hall</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>957</td>\n",
              "      <td>94608.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 0, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Dwarven</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>839</th>\n",
              "      <td>Ishe</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>857</td>\n",
              "      <td>103112.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>840</th>\n",
              "      <td>Kond</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>869</td>\n",
              "      <td>97017.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 0, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>841</th>\n",
              "      <td>Modurt</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>848</td>\n",
              "      <td>117092.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 7, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>842</th>\n",
              "      <td>Moor Town</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>875</td>\n",
              "      <td>114427.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>843</th>\n",
              "      <td>Palischuk</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>1895</td>\n",
              "      <td>357116.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 25, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Town</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.125000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>844</th>\n",
              "      <td>Telos City</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>28727</td>\n",
              "      <td>5792878.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 95, 'Wealthy': 359, 'Comforta...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Capital</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.187500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>845</th>\n",
              "      <td>Dragon Falls</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>671</td>\n",
              "      <td>91323.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 2, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>4378.151887</td>\n",
              "      <td>4609</td>\n",
              "      <td>641451.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.142857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>846</th>\n",
              "      <td>Galaunt</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>673</td>\n",
              "      <td>98294.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 4, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>4378.151887</td>\n",
              "      <td>4609</td>\n",
              "      <td>641451.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.142857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>847</th>\n",
              "      <td>Ravens Bluff</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>1240</td>\n",
              "      <td>175528.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 20, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>4378.151887</td>\n",
              "      <td>4609</td>\n",
              "      <td>641451.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Town</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.285714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>848</th>\n",
              "      <td>Tantras</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>2025</td>\n",
              "      <td>276305.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 21, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>4378.151887</td>\n",
              "      <td>4609</td>\n",
              "      <td>641451.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Capital</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.428571</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>20 rows × 28 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f7ee4b11-b778-457b-b219-776e4ebaeda6')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "      fill: #FFFFFF;\n",
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              "\n",
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              "      const buttonEl =\n",
              "        document.querySelector('#df-f7ee4b11-b778-457b-b219-776e4ebaeda6 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-f7ee4b11-b778-457b-b219-776e4ebaeda6');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "    </script>\n",
              "  </div>\n",
              "\n",
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              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2c35a5ec-a5fb-499e-915a-d519c63bcef7')\"\n",
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              "            style=\"display:none;\">\n",
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              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
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              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
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              "    fill: var(--disabled-fill-color);\n",
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              "  .colab-df-spinner {\n",
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              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
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              "    40% {\n",
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              "  }\n",
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              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
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              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-2c35a5ec-a5fb-499e-915a-d519c63bcef7 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 176
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming df is a pandas DataFrame and region_info is a dictionary with the necessary information\n",
        "# Redefining the function with print statements as requested\n",
        "\n",
        "def calculate_demographic_totals(df, region_info):\n",
        "    # Initialize an empty dictionary to hold the demographic totals by region\n",
        "    demographic_totals_by_region = {}\n",
        "\n",
        "    # Iterate over each region to calculate demographic totals\n",
        "    for region in df['region'].unique():\n",
        "        # Print the region being processed\n",
        "        print(f\"Processing region: {region}\")\n",
        "\n",
        "        # Get the demographic percentages for the region from region_info\n",
        "        demographic_percentages = region_info.get(region, {}).get('demographic_breakdown_percentages', {})\n",
        "        # Print the demographic breakdown percentages\n",
        "        print(f\"Demographic breakdown percentages for {region}: {demographic_percentages}\")\n",
        "\n",
        "        # Check if there is a population entry for the region, if not, continue to the next iteration\n",
        "        if df[df['region'] == region]['region_population'].empty:\n",
        "            print(f\"No population data for region: {region}\")\n",
        "            continue\n",
        "\n",
        "        # Get the total population for the region\n",
        "        region_population = df[df['region'] == region]['region_population'].iloc[0]\n",
        "        # Print the region population\n",
        "        print(f\"Region population for {region}: {region_population}\")\n",
        "\n",
        "        # Calculate the demographic totals for the region\n",
        "        demographic_totals = {\n",
        "            demographic: int(region_population * (percentage / 100))\n",
        "            for demographic, percentage in demographic_percentages.items()\n",
        "        }\n",
        "\n",
        "        # Add the calculated demographic totals to the dictionary with the region as the key\n",
        "        demographic_totals_by_region[region] = demographic_totals\n",
        "        # Print the demographic totals for the region\n",
        "        print(f\"Demographic totals for {region}: {demographic_totals}\")\n",
        "\n",
        "    return demographic_totals_by_region\n",
        "\n",
        "# Call the function and pass the DataFrame and region_info dictionary\n",
        "demographic_totals_by_region = calculate_demographic_totals(df, region_info)"
      ],
      "metadata": {
        "id": "TOuwUNsYmGgr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def calculate_and_distribute_demographics(df, region_info):\n",
        "    # First, calculate demographic totals for each region\n",
        "    demographic_totals_by_region = calculate_demographic_totals(df, region_info)\n",
        "\n",
        "    # Function to distribute demographics to each settlement\n",
        "    def distribute_demographics(row):\n",
        "        region = row['region']\n",
        "        settlement_population = row['settlement_population']\n",
        "        breakdown = row.get('demographic_breakdown', {})\n",
        "\n",
        "        # Convert breakdown to dictionary if it's a string\n",
        "        if isinstance(breakdown, str):\n",
        "            try:\n",
        "                breakdown = ast.literal_eval(breakdown)\n",
        "            except ValueError:\n",
        "                breakdown = {}  # Initialize to empty dictionary if conversion fails\n",
        "\n",
        "        # Skip if demographic_breakdown is already filled\n",
        "        if isinstance(breakdown, dict) and breakdown:\n",
        "            return breakdown\n",
        "\n",
        "        # Initialize the breakdown if not present or empty\n",
        "        breakdown = {}\n",
        "        region_totals = demographic_totals_by_region.get(region, {})\n",
        "\n",
        "        # Randomize the order of demographics to be distributed\n",
        "        demographics = list(region_totals.keys())\n",
        "        random.shuffle(demographics)\n",
        "\n",
        "        # Distribute demographics to the settlement based on the available totals\n",
        "        for demo in demographics:\n",
        "            total = region_totals.get(demo, 0)\n",
        "            if total > 0:\n",
        "                # Allocate demographic based on what's needed vs. what's available\n",
        "                to_distribute = min(total, settlement_population - sum(breakdown.values()))\n",
        "                if to_distribute > 0:\n",
        "                    breakdown[demo] = to_distribute\n",
        "                    # Subtract the distributed number from the region's total\n",
        "                    demographic_totals_by_region[region][demo] -= to_distribute\n",
        "\n",
        "                # Print out the values subtracted and new totals\n",
        "                print(f\"Distributing {to_distribute} of {demo} to settlement {row['settlement']} in region {region}\")\n",
        "                print(f\"New total for {demo} in region {region}: {demographic_totals_by_region[region][demo]}\")\n",
        "\n",
        "                # Break the loop if the settlement population is reached\n",
        "                if sum(breakdown.values()) >= settlement_population:\n",
        "                    break\n",
        "\n",
        "        return breakdown\n",
        "\n",
        "    # Apply the function to each row in the dataframe to distribute demographics\n",
        "    df['demographic_breakdown'] = df.apply(distribute_demographics, axis=1)\n",
        "\n",
        "    return df\n",
        "\n",
        "df = calculate_and_distribute_demographics(df, region_info)"
      ],
      "metadata": {
        "id": "qhcUtFPVmqXW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[['settlement', 'settlement_population', 'region', 'demographic_breakdown']].tail(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "xkJWambUnH2G",
        "outputId": "1888f728-5a37-4035-d48d-dc0cdb3a223d"
      },
      "execution_count": 179,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             settlement  settlement_population    region  \\\n",
              "829             Shussel                   8334    Unther   \n",
              "830             Ssintar                   3635    Unther   \n",
              "831              Thamor                    783    Unther   \n",
              "832           Unthalass                 153184    Unther   \n",
              "833               Avang                    956     Vaasa   \n",
              "834  Bloodstone Village                    969     Vaasa   \n",
              "835           Darmshall                   1902     Vaasa   \n",
              "836            Delhalds                    870     Vaasa   \n",
              "837              Etuabe                    956     Vaasa   \n",
              "838      Hillsafar Hall                    957     Vaasa   \n",
              "839                Ishe                    857     Vaasa   \n",
              "840                Kond                    869     Vaasa   \n",
              "841              Modurt                    848     Vaasa   \n",
              "842           Moor Town                    875     Vaasa   \n",
              "843           Palischuk                   1895     Vaasa   \n",
              "844          Telos City                  28727     Vaasa   \n",
              "845        Dragon Falls                    671  Vesperin   \n",
              "846             Galaunt                    673  Vesperin   \n",
              "847        Ravens Bluff                   1240  Vesperin   \n",
              "848             Tantras                   2025  Vesperin   \n",
              "\n",
              "                                 demographic_breakdown  \n",
              "829  {'humans': 8852, 'dwarves': 0, 'halflings': 0,...  \n",
              "830  {'humans': 3843, 'dwarves': 0, 'halflings': 0,...  \n",
              "831                                                 {}  \n",
              "832  {'humans': 158047, 'dwarves': 0, 'halflings': ...  \n",
              "833                                    {'humans': 956}  \n",
              "834                     {'other': 406, 'dwarves': 563}  \n",
              "835                                     {'orcs': 1902}  \n",
              "836                                      {'orcs': 870}  \n",
              "837                       {'orcs': 889, 'dwarves': 67}  \n",
              "838                                    {'humans': 957}  \n",
              "839                                    {'humans': 857}  \n",
              "840                                   {'dwarves': 869}  \n",
              "841                                   {'dwarves': 848}  \n",
              "842                                   {'dwarves': 875}  \n",
              "843                                   {'humans': 1895}  \n",
              "844                 {'dwarves': 8982, 'humans': 19743}  \n",
              "845                                                 {}  \n",
              "846                                                 {}  \n",
              "847                                                 {}  \n",
              "848                                                 {}  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-d1195eab-5034-47e9-b938-7c6e1c74e25f\" class=\"colab-df-container\">\n",
              "    <div>\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>settlement</th>\n",
              "      <th>settlement_population</th>\n",
              "      <th>region</th>\n",
              "      <th>demographic_breakdown</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>829</th>\n",
              "      <td>Shussel</td>\n",
              "      <td>8334</td>\n",
              "      <td>Unther</td>\n",
              "      <td>{'humans': 8852, 'dwarves': 0, 'halflings': 0,...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>830</th>\n",
              "      <td>Ssintar</td>\n",
              "      <td>3635</td>\n",
              "      <td>Unther</td>\n",
              "      <td>{'humans': 3843, 'dwarves': 0, 'halflings': 0,...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>831</th>\n",
              "      <td>Thamor</td>\n",
              "      <td>783</td>\n",
              "      <td>Unther</td>\n",
              "      <td>{}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>832</th>\n",
              "      <td>Unthalass</td>\n",
              "      <td>153184</td>\n",
              "      <td>Unther</td>\n",
              "      <td>{'humans': 158047, 'dwarves': 0, 'halflings': ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>833</th>\n",
              "      <td>Avang</td>\n",
              "      <td>956</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'humans': 956}</td>\n",
              "    </tr>\n",
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              "      <th>834</th>\n",
              "      <td>Bloodstone Village</td>\n",
              "      <td>969</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'other': 406, 'dwarves': 563}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>835</th>\n",
              "      <td>Darmshall</td>\n",
              "      <td>1902</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'orcs': 1902}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>836</th>\n",
              "      <td>Delhalds</td>\n",
              "      <td>870</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'orcs': 870}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>837</th>\n",
              "      <td>Etuabe</td>\n",
              "      <td>956</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'orcs': 889, 'dwarves': 67}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>838</th>\n",
              "      <td>Hillsafar Hall</td>\n",
              "      <td>957</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'humans': 957}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>839</th>\n",
              "      <td>Ishe</td>\n",
              "      <td>857</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'humans': 857}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>840</th>\n",
              "      <td>Kond</td>\n",
              "      <td>869</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'dwarves': 869}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>841</th>\n",
              "      <td>Modurt</td>\n",
              "      <td>848</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'dwarves': 848}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>842</th>\n",
              "      <td>Moor Town</td>\n",
              "      <td>875</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'dwarves': 875}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>843</th>\n",
              "      <td>Palischuk</td>\n",
              "      <td>1895</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'humans': 1895}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>844</th>\n",
              "      <td>Telos City</td>\n",
              "      <td>28727</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>{'dwarves': 8982, 'humans': 19743}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>845</th>\n",
              "      <td>Dragon Falls</td>\n",
              "      <td>671</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>{}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>846</th>\n",
              "      <td>Galaunt</td>\n",
              "      <td>673</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>{}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>847</th>\n",
              "      <td>Ravens Bluff</td>\n",
              "      <td>1240</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>{}</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>848</th>\n",
              "      <td>Tantras</td>\n",
              "      <td>2025</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>{}</td>\n",
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              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-f5347d02-7dfb-4646-b08e-e186f5539a27 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 179
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def calculate_demographic_distribution(total_population, demographic_percentages):\n",
        "    return {demo: int(total_population * percent / 100) for demo, percent in demographic_percentages.items()}\n",
        "\n",
        "def choose_primary_settlements(df_region, demographics_total):\n",
        "    return {demo: random.choices(df_region.index, weights=df_region['settlement_population'], k=1)[0] for demo in demographics_total}\n",
        "\n",
        "def distribute_demographics(df, df_region, demographics_total, primary_settlements):\n",
        "    for demo, primary_settlement in primary_settlements.items():\n",
        "        primary_allocation = min(demographics_total[demo], df.at[primary_settlement, 'settlement_population'])\n",
        "        df.at[primary_settlement, 'demographic_breakdown'][demo] = primary_allocation\n",
        "        demographics_total[demo] -= primary_allocation\n",
        "\n",
        "        secondary_settlements = df_region.index[df_region.index != primary_settlement]\n",
        "        for settlement in secondary_settlements:\n",
        "            if demographics_total[demo] <= 0:\n",
        "                break\n",
        "            allocation = min(demographics_total[demo], df.at[settlement, 'settlement_population'])\n",
        "            df.at[settlement, 'demographic_breakdown'][demo] = df.at[settlement, 'demographic_breakdown'].get(demo, 0) + allocation\n",
        "            demographics_total[demo] -= allocation\n",
        "\n",
        "def proportional_reduce(demographic_breakdown, population_limit):\n",
        "    total_demographics = sum(demographic_breakdown.values())\n",
        "    if total_demographics <= population_limit:\n",
        "        return demographic_breakdown\n",
        "    reduction_ratio = population_limit / total_demographics\n",
        "    return {demo: int(count * reduction_ratio) for demo, count in demographic_breakdown.items()}\n",
        "\n",
        "def redistribute_demographics(df, region_info):\n",
        "    default_demo_breakdown = {'humans': 90, 'halflings': 9, 'other': 1}\n",
        "\n",
        "    # Initialize 'demographic_breakdown' to empty dictionaries where it is NaN or not a dictionary\n",
        "    df['demographic_breakdown'] = df['demographic_breakdown'].apply(\n",
        "        lambda x: {} if pd.isna(x) or not isinstance(x, dict) else x\n",
        "    )\n",
        "\n",
        "    # Calculate total population per region\n",
        "    region_totals = df.groupby('region')['settlement_population'].sum().to_dict()\n",
        "\n",
        "    for region, info in region_info.items():\n",
        "        # If region is not in DataFrame, continue to the next\n",
        "        if region not in region_totals:\n",
        "            continue\n",
        "\n",
        "        # Get the DataFrame of just this region\n",
        "        df_region = df[df['region'] == region].copy()\n",
        "\n",
        "        # Only consider rows without a demographic breakdown\n",
        "        df_region = df_region[df_region['demographic_breakdown'].apply(lambda x: not x)]\n",
        "\n",
        "        # Calculate total demographic distribution for the region\n",
        "        demographic_percentages = info.get('demographic_breakdown_percentages', default_demo_breakdown)\n",
        "        demographics_total = calculate_demographic_distribution(region_totals[region], demographic_percentages)\n",
        "\n",
        "        # Choose primary settlements for each demographic\n",
        "        primary_settlements = choose_primary_settlements(df_region, demographics_total)\n",
        "\n",
        "        # Distribute demographics across settlements\n",
        "        distribute_demographics(df, df_region, demographics_total, primary_settlements)\n",
        "\n",
        "        # Apply proportional reduction to settlements exceeding population limit\n",
        "        for idx, row in df_region.iterrows():\n",
        "            if not row['demographic_breakdown']:\n",
        "                df.at[idx, 'demographic_breakdown'] = proportional_reduce(demographics_total, row['settlement_population'])\n",
        "\n",
        "    return df\n",
        "\n",
        "# Apply the function to the DataFrame\n",
        "df = redistribute_demographics(df, region_info)"
      ],
      "metadata": {
        "id": "hokCMkTk87q2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import ast\n",
        "\n",
        "def fill_empty_demographics(df, default_breakdown={'humans': 85, 'halflings': 10, 'other': 5}):\n",
        "    # Function to fill empty demographic breakdowns\n",
        "    def fill_breakdown(row):\n",
        "        breakdown = row.get('demographic_breakdown', {})\n",
        "\n",
        "        # Convert breakdown to dictionary if it's a string\n",
        "        if isinstance(breakdown, str):\n",
        "            try:\n",
        "                breakdown = ast.literal_eval(breakdown)\n",
        "            except ValueError:\n",
        "                breakdown = {}  # Initialize to empty dictionary if conversion fails\n",
        "\n",
        "        # Fill the breakdown if it's empty\n",
        "        if not breakdown:\n",
        "            settlement_population = row['settlement_population']\n",
        "            filled_breakdown = {demographic: int(settlement_population * (percentage / 100))\n",
        "                                for demographic, percentage in default_breakdown.items()}\n",
        "\n",
        "            # Adjust the last category to ensure the sum matches settlement_population exactly\n",
        "            last_key = list(default_breakdown.keys())[-1]\n",
        "            filled_breakdown[last_key] += settlement_population - sum(filled_breakdown.values())\n",
        "\n",
        "            return filled_breakdown\n",
        "\n",
        "        return breakdown\n",
        "\n",
        "    # Apply the function to each row in the dataframe to fill demographics\n",
        "    df['demographic_breakdown'] = df.apply(fill_breakdown, axis=1)\n",
        "\n",
        "    return df\n",
        "\n",
        "# Apply the function to your dataframe\n",
        "df = fill_empty_demographics(df)\n"
      ],
      "metadata": {
        "id": "ayCpepY3mFLN"
      },
      "execution_count": 182,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.tail(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "QxIXsg7q1M6G",
        "outputId": "d42843e7-c712-4a91-945d-4aa18e01d653"
      },
      "execution_count": 183,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             settlement    region  settlement_population  settlement_economy  \\\n",
              "829             Shussel    Unther                   8334           1442918.0   \n",
              "830             Ssintar    Unther                   3635            645794.5   \n",
              "831              Thamor    Unther                    783            106580.0   \n",
              "832           Unthalass    Unther                 153184          42741171.5   \n",
              "833               Avang     Vaasa                    956            144211.5   \n",
              "834  Bloodstone Village     Vaasa                    969            136181.5   \n",
              "835           Darmshall     Vaasa                   1902            253857.5   \n",
              "836            Delhalds     Vaasa                    870            125487.0   \n",
              "837              Etuabe     Vaasa                    956             91286.5   \n",
              "838      Hillsafar Hall     Vaasa                    957             94608.0   \n",
              "839                Ishe     Vaasa                    857            103112.5   \n",
              "840                Kond     Vaasa                    869             97017.0   \n",
              "841              Modurt     Vaasa                    848            117092.0   \n",
              "842           Moor Town     Vaasa                    875            114427.5   \n",
              "843           Palischuk     Vaasa                   1895            357116.0   \n",
              "844          Telos City     Vaasa                  28727           5792878.5   \n",
              "845        Dragon Falls  Vesperin                    671             91323.0   \n",
              "846             Galaunt  Vesperin                    673             98294.5   \n",
              "847        Ravens Bluff  Vesperin                   1240            175528.5   \n",
              "848             Tantras  Vesperin                   2025            276305.0   \n",
              "\n",
              "     rumored_treasure_value  \\\n",
              "829                    1702   \n",
              "830                     710   \n",
              "831                       0   \n",
              "832                 1678935   \n",
              "833                       0   \n",
              "834                       0   \n",
              "835                       0   \n",
              "836                       0   \n",
              "837                       0   \n",
              "838                       0   \n",
              "839                       0   \n",
              "840                       0   \n",
              "841                       0   \n",
              "842                       0   \n",
              "843                       0   \n",
              "844                       0   \n",
              "845                       0   \n",
              "846                       0   \n",
              "847                       0   \n",
              "848                       0   \n",
              "\n",
              "                                 demographic_breakdown  average_age  \\\n",
              "829  {'humans': 8852, 'dwarves': 0, 'halflings': 0,...         44.0   \n",
              "830  {'humans': 3843, 'dwarves': 0, 'halflings': 0,...         45.0   \n",
              "831      {'humans': 665, 'halflings': 78, 'other': 40}          NaN   \n",
              "832  {'humans': 158047, 'dwarves': 0, 'halflings': ...         43.0   \n",
              "833                                    {'humans': 956}          NaN   \n",
              "834                     {'other': 406, 'dwarves': 563}          NaN   \n",
              "835                                     {'orcs': 1902}          NaN   \n",
              "836                                      {'orcs': 870}          NaN   \n",
              "837                       {'orcs': 889, 'dwarves': 67}          NaN   \n",
              "838                                    {'humans': 957}          NaN   \n",
              "839                                    {'humans': 857}          NaN   \n",
              "840                                   {'dwarves': 869}          NaN   \n",
              "841                                   {'dwarves': 848}          NaN   \n",
              "842                                   {'dwarves': 875}          NaN   \n",
              "843                                   {'humans': 1895}          NaN   \n",
              "844                 {'dwarves': 8982, 'humans': 19743}          NaN   \n",
              "845      {'humans': 570, 'halflings': 67, 'other': 34}          NaN   \n",
              "846      {'humans': 572, 'halflings': 67, 'other': 34}          NaN   \n",
              "847    {'humans': 1054, 'halflings': 124, 'other': 62}          NaN   \n",
              "848   {'humans': 1721, 'halflings': 202, 'other': 102}          NaN   \n",
              "\n",
              "    most_likely_cause_of_death government_type  \\\n",
              "829              Assassination   ['Autocracy']   \n",
              "830              Assassination     ['Satrapy']   \n",
              "831                        NaN             NaN   \n",
              "832                      Crime     ['Satrapy']   \n",
              "833                        NaN             NaN   \n",
              "834                        NaN             NaN   \n",
              "835                        NaN             NaN   \n",
              "836                        NaN             NaN   \n",
              "837                        NaN             NaN   \n",
              "838                        NaN             NaN   \n",
              "839                        NaN             NaN   \n",
              "840                        NaN             NaN   \n",
              "841                        NaN             NaN   \n",
              "842                        NaN             NaN   \n",
              "843                        NaN             NaN   \n",
              "844                        NaN             NaN   \n",
              "845                        NaN             NaN   \n",
              "846                        NaN             NaN   \n",
              "847                        NaN             NaN   \n",
              "848                        NaN             NaN   \n",
              "\n",
              "                                         class_density  ...   region_area  \\\n",
              "829  {'Aristocratic': 3, 'Wealthy': 103, 'Comfortab...  ...  15326.232530   \n",
              "830  {'Aristocratic': 1, 'Wealthy': 56, 'Comfortabl...  ...  15326.232530   \n",
              "831  {'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...  ...  15326.232530   \n",
              "832  {'Aristocratic': 270, 'Wealthy': 4262, 'Comfor...  ...  15326.232530   \n",
              "833  {'Aristocratic': 0, 'Wealthy': 5, 'Comfortable...  ...  14679.342650   \n",
              "834  {'Aristocratic': 0, 'Wealthy': 3, 'Comfortable...  ...  14679.342650   \n",
              "835  {'Aristocratic': 0, 'Wealthy': 22, 'Comfortabl...  ...  14679.342650   \n",
              "836  {'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...  ...  14679.342650   \n",
              "837  {'Aristocratic': 0, 'Wealthy': 2, 'Comfortable...  ...  14679.342650   \n",
              "838  {'Aristocratic': 0, 'Wealthy': 0, 'Comfortable...  ...  14679.342650   \n",
              "839  {'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...  ...  14679.342650   \n",
              "840  {'Aristocratic': 0, 'Wealthy': 0, 'Comfortable...  ...  14679.342650   \n",
              "841  {'Aristocratic': 0, 'Wealthy': 7, 'Comfortable...  ...  14679.342650   \n",
              "842  {'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...  ...  14679.342650   \n",
              "843  {'Aristocratic': 0, 'Wealthy': 25, 'Comfortabl...  ...  14679.342650   \n",
              "844  {'Aristocratic': 95, 'Wealthy': 359, 'Comforta...  ...  14679.342650   \n",
              "845  {'Aristocratic': 0, 'Wealthy': 2, 'Comfortable...  ...   4378.151887   \n",
              "846  {'Aristocratic': 0, 'Wealthy': 4, 'Comfortable...  ...   4378.151887   \n",
              "847  {'Aristocratic': 0, 'Wealthy': 20, 'Comfortabl...  ...   4378.151887   \n",
              "848  {'Aristocratic': 0, 'Wealthy': 21, 'Comfortabl...  ...   4378.151887   \n",
              "\n",
              "    region_population region_economy average_temperature annual_rainfall  \\\n",
              "829            183279     47844747.5                87.9             2.8   \n",
              "830            183279     47844747.5                68.3             2.6   \n",
              "831            183279     47844747.5                 NaN             NaN   \n",
              "832            183279     47844747.5                99.9             0.4   \n",
              "833             40681      7427275.5                 NaN             NaN   \n",
              "834             40681      7427275.5                 NaN             NaN   \n",
              "835             40681      7427275.5                 NaN             NaN   \n",
              "836             40681      7427275.5                 NaN             NaN   \n",
              "837             40681      7427275.5                 NaN             NaN   \n",
              "838             40681      7427275.5                 NaN             NaN   \n",
              "839             40681      7427275.5                 NaN             NaN   \n",
              "840             40681      7427275.5                 NaN             NaN   \n",
              "841             40681      7427275.5                 NaN             NaN   \n",
              "842             40681      7427275.5                 NaN             NaN   \n",
              "843             40681      7427275.5                 NaN             NaN   \n",
              "844             40681      7427275.5                 NaN             NaN   \n",
              "845              4609       641451.0                 NaN             NaN   \n",
              "846              4609       641451.0                 NaN             NaN   \n",
              "847              4609       641451.0                 NaN             NaN   \n",
              "848              4609       641451.0                 NaN             NaN   \n",
              "\n",
              "    magical_climate dragon_sightings        size  scale_factor  \\\n",
              "829            76.0              8.0        Town           2.0   \n",
              "830            70.0              3.0  Settlement           1.0   \n",
              "831             NaN              NaN  Settlement           1.0   \n",
              "832            90.0              5.0     Capital           3.0   \n",
              "833             NaN              NaN  Settlement           1.0   \n",
              "834             NaN              NaN  Settlement           1.0   \n",
              "835             NaN              NaN        Town           2.0   \n",
              "836             NaN              NaN     Dwarven           1.0   \n",
              "837             NaN              NaN  Settlement           1.0   \n",
              "838             NaN              NaN     Dwarven           1.0   \n",
              "839             NaN              NaN  Settlement           1.0   \n",
              "840             NaN              NaN  Settlement           1.0   \n",
              "841             NaN              NaN  Settlement           1.0   \n",
              "842             NaN              NaN  Settlement           1.0   \n",
              "843             NaN              NaN        Town           2.0   \n",
              "844             NaN              NaN     Capital           3.0   \n",
              "845             NaN              NaN  Settlement           1.0   \n",
              "846             NaN              NaN  Settlement           1.0   \n",
              "847             NaN              NaN        Town           2.0   \n",
              "848             NaN              NaN     Capital           3.0   \n",
              "\n",
              "     scale_factor_normalized  \n",
              "829                 0.166667  \n",
              "830                 0.083333  \n",
              "831                 0.083333  \n",
              "832                 0.250000  \n",
              "833                 0.062500  \n",
              "834                 0.062500  \n",
              "835                 0.125000  \n",
              "836                 0.062500  \n",
              "837                 0.062500  \n",
              "838                 0.062500  \n",
              "839                 0.062500  \n",
              "840                 0.062500  \n",
              "841                 0.062500  \n",
              "842                 0.062500  \n",
              "843                 0.125000  \n",
              "844                 0.187500  \n",
              "845                 0.142857  \n",
              "846                 0.142857  \n",
              "847                 0.285714  \n",
              "848                 0.428571  \n",
              "\n",
              "[20 rows x 28 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-44205b76-a9f2-4435-a225-069caa147106\" class=\"colab-df-container\">\n",
              "    <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>settlement</th>\n",
              "      <th>region</th>\n",
              "      <th>settlement_population</th>\n",
              "      <th>settlement_economy</th>\n",
              "      <th>rumored_treasure_value</th>\n",
              "      <th>demographic_breakdown</th>\n",
              "      <th>average_age</th>\n",
              "      <th>most_likely_cause_of_death</th>\n",
              "      <th>government_type</th>\n",
              "      <th>class_density</th>\n",
              "      <th>...</th>\n",
              "      <th>region_area</th>\n",
              "      <th>region_population</th>\n",
              "      <th>region_economy</th>\n",
              "      <th>average_temperature</th>\n",
              "      <th>annual_rainfall</th>\n",
              "      <th>magical_climate</th>\n",
              "      <th>dragon_sightings</th>\n",
              "      <th>size</th>\n",
              "      <th>scale_factor</th>\n",
              "      <th>scale_factor_normalized</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>829</th>\n",
              "      <td>Shussel</td>\n",
              "      <td>Unther</td>\n",
              "      <td>8334</td>\n",
              "      <td>1442918.0</td>\n",
              "      <td>1702</td>\n",
              "      <td>{'humans': 8852, 'dwarves': 0, 'halflings': 0,...</td>\n",
              "      <td>44.0</td>\n",
              "      <td>Assassination</td>\n",
              "      <td>['Autocracy']</td>\n",
              "      <td>{'Aristocratic': 3, 'Wealthy': 103, 'Comfortab...</td>\n",
              "      <td>...</td>\n",
              "      <td>15326.232530</td>\n",
              "      <td>183279</td>\n",
              "      <td>47844747.5</td>\n",
              "      <td>87.9</td>\n",
              "      <td>2.8</td>\n",
              "      <td>76.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>Town</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.166667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>830</th>\n",
              "      <td>Ssintar</td>\n",
              "      <td>Unther</td>\n",
              "      <td>3635</td>\n",
              "      <td>645794.5</td>\n",
              "      <td>710</td>\n",
              "      <td>{'humans': 3843, 'dwarves': 0, 'halflings': 0,...</td>\n",
              "      <td>45.0</td>\n",
              "      <td>Assassination</td>\n",
              "      <td>['Satrapy']</td>\n",
              "      <td>{'Aristocratic': 1, 'Wealthy': 56, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>15326.232530</td>\n",
              "      <td>183279</td>\n",
              "      <td>47844747.5</td>\n",
              "      <td>68.3</td>\n",
              "      <td>2.6</td>\n",
              "      <td>70.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.083333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>831</th>\n",
              "      <td>Thamor</td>\n",
              "      <td>Unther</td>\n",
              "      <td>783</td>\n",
              "      <td>106580.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 665, 'halflings': 78, 'other': 40}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>15326.232530</td>\n",
              "      <td>183279</td>\n",
              "      <td>47844747.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.083333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>832</th>\n",
              "      <td>Unthalass</td>\n",
              "      <td>Unther</td>\n",
              "      <td>153184</td>\n",
              "      <td>42741171.5</td>\n",
              "      <td>1678935</td>\n",
              "      <td>{'humans': 158047, 'dwarves': 0, 'halflings': ...</td>\n",
              "      <td>43.0</td>\n",
              "      <td>Crime</td>\n",
              "      <td>['Satrapy']</td>\n",
              "      <td>{'Aristocratic': 270, 'Wealthy': 4262, 'Comfor...</td>\n",
              "      <td>...</td>\n",
              "      <td>15326.232530</td>\n",
              "      <td>183279</td>\n",
              "      <td>47844747.5</td>\n",
              "      <td>99.9</td>\n",
              "      <td>0.4</td>\n",
              "      <td>90.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>Capital</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.250000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>833</th>\n",
              "      <td>Avang</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>956</td>\n",
              "      <td>144211.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 956}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 5, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>834</th>\n",
              "      <td>Bloodstone Village</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>969</td>\n",
              "      <td>136181.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'other': 406, 'dwarves': 563}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 3, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>835</th>\n",
              "      <td>Darmshall</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>1902</td>\n",
              "      <td>253857.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'orcs': 1902}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 22, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Town</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.125000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>836</th>\n",
              "      <td>Delhalds</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>870</td>\n",
              "      <td>125487.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{'orcs': 870}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Dwarven</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>837</th>\n",
              "      <td>Etuabe</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>956</td>\n",
              "      <td>91286.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'orcs': 889, 'dwarves': 67}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 2, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>838</th>\n",
              "      <td>Hillsafar Hall</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>957</td>\n",
              "      <td>94608.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 957}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 0, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Dwarven</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>839</th>\n",
              "      <td>Ishe</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>857</td>\n",
              "      <td>103112.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 857}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>840</th>\n",
              "      <td>Kond</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>869</td>\n",
              "      <td>97017.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{'dwarves': 869}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 0, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>841</th>\n",
              "      <td>Modurt</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>848</td>\n",
              "      <td>117092.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{'dwarves': 848}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 7, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>842</th>\n",
              "      <td>Moor Town</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>875</td>\n",
              "      <td>114427.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'dwarves': 875}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 1, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.062500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>843</th>\n",
              "      <td>Palischuk</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>1895</td>\n",
              "      <td>357116.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 1895}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 25, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Town</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.125000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>844</th>\n",
              "      <td>Telos City</td>\n",
              "      <td>Vaasa</td>\n",
              "      <td>28727</td>\n",
              "      <td>5792878.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'dwarves': 8982, 'humans': 19743}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 95, 'Wealthy': 359, 'Comforta...</td>\n",
              "      <td>...</td>\n",
              "      <td>14679.342650</td>\n",
              "      <td>40681</td>\n",
              "      <td>7427275.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Capital</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.187500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>845</th>\n",
              "      <td>Dragon Falls</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>671</td>\n",
              "      <td>91323.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 570, 'halflings': 67, 'other': 34}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 2, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>4378.151887</td>\n",
              "      <td>4609</td>\n",
              "      <td>641451.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.142857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>846</th>\n",
              "      <td>Galaunt</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>673</td>\n",
              "      <td>98294.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 572, 'halflings': 67, 'other': 34}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 4, 'Comfortable...</td>\n",
              "      <td>...</td>\n",
              "      <td>4378.151887</td>\n",
              "      <td>4609</td>\n",
              "      <td>641451.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Settlement</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.142857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>847</th>\n",
              "      <td>Ravens Bluff</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>1240</td>\n",
              "      <td>175528.5</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 1054, 'halflings': 124, 'other': 62}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 20, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>4378.151887</td>\n",
              "      <td>4609</td>\n",
              "      <td>641451.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Town</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.285714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>848</th>\n",
              "      <td>Tantras</td>\n",
              "      <td>Vesperin</td>\n",
              "      <td>2025</td>\n",
              "      <td>276305.0</td>\n",
              "      <td>0</td>\n",
              "      <td>{'humans': 1721, 'halflings': 202, 'other': 102}</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>{'Aristocratic': 0, 'Wealthy': 21, 'Comfortabl...</td>\n",
              "      <td>...</td>\n",
              "      <td>4378.151887</td>\n",
              "      <td>4609</td>\n",
              "      <td>641451.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Capital</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.428571</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>20 rows × 28 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
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              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-44205b76-a9f2-4435-a225-069caa147106 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-44205b76-a9f2-4435-a225-069caa147106');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-ed85533b-551c-47ae-9248-b0d3535abbd6\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ed85533b-551c-47ae-9248-b0d3535abbd6')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-ed85533b-551c-47ae-9248-b0d3535abbd6 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 183
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Group the DataFrame by 'region' and sum up 'settlement_population'\n",
        "region_population_series = df.groupby('region')['settlement_population'].sum()\n",
        "\n",
        "# Convert the series to a dictionary\n",
        "region_totals = region_population_series.to_dict()\n"
      ],
      "metadata": {
        "id": "VthsuGJa1OB0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming `info['demographic_breakdown_percentages']` is a dictionary with percentages\n",
        "demographics_total = calculate_demographic_distribution(region_totals, info['demographic_breakdown_percentages'])\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 193
        },
        "id": "x-E7SQV6T7AN",
        "outputId": "d9e541e8-899d-4d15-b640-e3d52db9e060"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-72-136bfd26e6a5>\u001b[0m in \u001b[0;36m<cell line: 2>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Assuming `info['demographic_breakdown_percentages']` is a dictionary with percentages\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdemographics_total\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcalculate_demographic_distribution\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mregion_totals\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minfo\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'demographic_breakdown_percentages'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 'info' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "gWY63tH3UD1M"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}