{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "d4f0ca90-8eeb-4f4c-a58e-f635b14e6334", "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "from libpysal import graph\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from matplotlib.colors import LogNorm\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "298e902a-f727-4932-95d2-d55ee59189fb", "metadata": {}, "outputs": [], "source": [ "signatures = gpd.read_parquet(\"../../urbangrammar_samba/spatial_signatures/signatures/signatures_combined_levels_orig.pq\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "bd7d8273-4e7d-436d-b7dc-e6c60ff51455", "metadata": {}, "outputs": [], "source": [ "# drop an outlier island\n", "signatures = signatures.drop(96691)" ] }, { "cell_type": "code", "execution_count": 4, "id": "4fe61bad-92ee-4996-874f-219bce8f15c4", "metadata": {}, "outputs": [], "source": [ "signatures_urban = signatures[~signatures.signature_type.isin([\"0_0\", \"4_0\", \"7_0\", \"9_6\", '9_7', '9_8', '9_3'])].copy()" ] }, { "cell_type": "code", "execution_count": 5, "id": "a6d1b27d-2a2c-4f2f-abcd-7decacf0b694", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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10882 | \n", "1 | \n", "POLYGON Z ((143345.668 932691.413 0.000, 14334... | \n", "0.0 | \n", "1_0 | \n", "
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68956 rows × 4 columns
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9995 rows × 13 columns
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---|---|---|---|---|---|
2023027 | \n", "Suburban Area | \n", "POINT (418095.000 185406.000) | \n", "Nythe | \n", "73480 | \n", "1063 | \n", "
2049081 | \n", "Suburban Area | \n", "POINT (417576.000 184893.000) | \n", "Park North | \n", "73480 | \n", "1063 | \n", "
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---|---|---|---|
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2023031 | \n", "Suburban Area | \n", "POINT (293538.000 93365.000) | \n", "Polsloe | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "
2289904 | \n", "Other Settlement | \n", "POINT (199430.000 907051.000) | \n", "Garadheancal | \n", "
2289905 | \n", "Other Settlement | \n", "POINT (636776.000 151377.000) | \n", "Wingfield Place | \n", "
2289906 | \n", "Suburban Area | \n", "POINT (480934.000 263680.000) | \n", "Blackthorn | \n", "
2289907 | \n", "Hamlet | \n", "POINT (140772.000 799096.000) | \n", "Raonapoll | \n", "
2289908 | \n", "Suburban Area | \n", "POINT (249437.000 628134.000) | \n", "Hillhead Heights | \n", "
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58135 rows × 6 columns
\n", "signature_type | \n", "Hyper concentrated urbanity | \n", "Concentrated urbanity | \n", "Metropolitan urbanity | \n", "Regional urbanity | \n", "Local urbanity | \n", "Dense urban neighbourhoods | \n", "Gridded residential quarters | \n", "Dense residential neighbourhoods | \n", "Connected residential neighbourhoods | \n", "Accessible suburbia | \n", "Disconnected suburbia | \n", "Open sprawl | \n", "Warehouse/Park land | \n", "
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8422 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "2.577238e+04 | \n", "
9592 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "1.555250e+04 | \n", "
8633 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "1.293481e+04 | \n", "
8606 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "0.000000e+00 | \n", "2.137823e+03 | \n", "
1208 rows × 13 columns
\n", "\n", " | geometry | \n", "name | \n", "
---|---|---|
settlement | \n", "\n", " | \n", " |
0 | \n", "POLYGON Z ((142667.472 932126.244 0.000, 14264... | \n", "Stornoway | \n", "
3 | \n", "POLYGON Z ((163950.904 40031.623 0.000, 163950... | \n", "Camborne | \n", "
5 | \n", "POLYGON Z ((167036.075 42671.447 0.000, 167034... | \n", "Illogan | \n", "
8 | \n", "POLYGON Z ((169788.398 41575.672 0.000, 169777... | \n", "Redruth | \n", "
10 | \n", "POLYGON Z ((175581.974 54311.766 0.000, 175582... | \n", "Perranporth | \n", "
... | \n", "... | \n", "... | \n", "
9497 | \n", "POLYGON Z ((501071.199 203479.014 0.000, 50107... | \n", "Bovingdon | \n", "
9526 | \n", "POLYGON Z ((504988.264 302841.508 0.000, 50499... | \n", "Wittering | \n", "
9592 | \n", "POLYGON Z ((515161.410 416170.202 0.000, 51516... | \n", "None | \n", "
9777 | \n", "POLYGON Z ((560071.598 165353.771 0.000, 56007... | \n", "New Ash Green | \n", "
9822 | \n", "POLYGON Z ((584270.281 332038.541 0.000, 58427... | \n", "Wicken Green Village | \n", "
1208 rows × 2 columns
\n", "