Created
December 4, 2019 05:22
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import geopandas as gpd\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/jovyan/libpysal/weights/weights.py:165: UserWarning: The weights matrix is not fully connected: \n", | |
" There are 17 disconnected components.\n", | |
" There is 1 island with id: 106.\n", | |
" warnings.warn(message)\n" | |
] | |
} | |
], | |
"source": [ | |
"BLGP_PATH = 'data/Baltimore_Hexagon/baltimore_hexagon.shp'\n", | |
"# data is from: https://github.com/pysal/libpysal/issues/204#issuecomment-561386086\n", | |
"blgp = gpd.read_file(BLGP_PATH)\n", | |
"\n", | |
"\n", | |
"import libpysal \n", | |
"from libpysal.weights import Queen, Rook, KNN, Kernel\n", | |
"\n", | |
"qW_blgp = Queen.from_dataframe(blgp)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The warning message tells us two things:\n", | |
"\n", | |
"1. There are 17 disconnected components. A [component](http://algorist.com/problems/Connected_Components.html) here is a set of hexagons that form a connected subgraph. Meaning, you could reach all other nodes in the component by traversing the links in the component. However, for two nodes (hexagons) belonging to different components, there are no paths on the graph that would connect the pair.\n", | |
"\n", | |
"2. There is one hexagon (id=106) that does not share a vertex with any other hexagon" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Pull out the island" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"h106 = blgp.geometry[106]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Slice the geodataframe by the bounding box of the island hexagon" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f8603a821d0>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"left, bottom, right, top = h106.bounds\n", | |
"blgp.cx[left:right, bottom:top].plot()\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>GEOID</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <td>106</td>\n", | |
" <td>1475</td>\n", | |
" <td>POLYGON ((-76.52965 39.34971, -76.52821 39.352...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>122</td>\n", | |
" <td>1439</td>\n", | |
" <td>POLYGON ((-76.53398 39.35221, -76.53254 39.354...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>152</td>\n", | |
" <td>1440</td>\n", | |
" <td>POLYGON ((-76.53398 39.34721, -76.53254 39.349...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" GEOID geometry\n", | |
"106 1475 POLYGON ((-76.52965 39.34971, -76.52821 39.352...\n", | |
"122 1439 POLYGON ((-76.53398 39.35221, -76.53254 39.354...\n", | |
"152 1440 POLYGON ((-76.53398 39.34721, -76.53254 39.349..." | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"inbb = blgp.cx[left:right, bottom:top]\n", | |
"inbb.head()\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The island polygon (106) is close to 122 and 152.\n", | |
"Where are these three polygons on the lattice?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df1 = blgp[blgp.index==106]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(1,figsize=(12,8))\n", | |
"blgp.plot(ax=ax)\n", | |
"df1.plot(ax=ax, facecolor='r') \n", | |
"ax.set_axis_off()\n", | |
"plt.show()\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Polygon 106 is in red.Visually, it appears to \"touch\" polygons 122 and 152. However, closer inspection reveals this is not the case" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from shapely.geometry import Polygon, mapping\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"h106 = mapping(h106)['coordinates'][0]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((-76.52965366530702, 39.34970600030673),\n", | |
" (-76.52821028963405, 39.35220600030673),\n", | |
" (-76.5253235382881, 39.35220600030673),\n", | |
" (-76.52388016261513, 39.34970600030673),\n", | |
" (-76.5253235382881, 39.347206000306734),\n", | |
" (-76.52821028963405, 39.347206000306734),\n", | |
" (-76.52965366530702, 39.34970600030673))" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"h106 # the coordinates defining polygon 106" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((-76.53398379232596, 39.35220600030673),\n", | |
" (-76.53254041665298, 39.354706000306734),\n", | |
" (-76.52965366530704, 39.354706000306734),\n", | |
" (-76.52821028963406, 39.35220600030673),\n", | |
" (-76.52965366530704, 39.34970600030673),\n", | |
" (-76.53254041665298, 39.34970600030673),\n", | |
" (-76.53398379232596, 39.35220600030673))" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"h122 = mapping(blgp.geometry[122])['coordinates'][0]\n", | |
"h122" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((-76.53398379232596, 39.347206000306734),\n", | |
" (-76.53254041665298, 39.34970600030673),\n", | |
" (-76.52965366530704, 39.34970600030673),\n", | |
" (-76.52821028963406, 39.347206000306734),\n", | |
" (-76.52965366530704, 39.34470600030673),\n", | |
" (-76.53254041665298, 39.34470600030673),\n", | |
" (-76.53398379232596, 39.347206000306734))" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"h152 = mapping(blgp.geometry[152])['coordinates'][0]\n", | |
"h152" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"If two polygons are queen neighbors, they must have at least one vertex in common:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"set()" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"set(h106).intersection(h122)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"set()" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"set(h106).intersection(h152)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Thus h106 is an island as it shares no vertices with h122 or h152, its only \"neighboring\" hexagons." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{(-76.53254041665298, 39.34970600030673),\n", | |
" (-76.52965366530704, 39.34970600030673)}" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"set(h152).intersection(h122)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"h152 and h122 are queen neighbors." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[153, 122, 14, 15]" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"qW_blgp.neighbors[152]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[152, 121, 13, 14]" | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"qW_blgp.neighbors[122]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[]" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"qW_blgp.neighbors[106] # empty list since 106 is an island" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"\n", | |
"## Fixing the island" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/jovyan/libpysal/weights/weights.py:165: UserWarning: The weights matrix is not fully connected: \n", | |
" There are 16 disconnected components.\n", | |
" warnings.warn(message)\n" | |
] | |
} | |
], | |
"source": [ | |
"w = libpysal.weights.nonplanar_neighbors(qW_blgp, blgp)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[122, 152]" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"w.neighbors[106]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This took care of the island issue. But we still have 16 components in the adjacency graph." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"blgp['components'] = w.component_labels" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f85fc095a20>" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(10,10))\n", | |
"blgp['components'] = qW_blgp.component_labels\n", | |
"blgp.plot(column='components', legend=True, ax=ax,\n", | |
" legend_kwds={'label': \"Component\",\n", | |
" 'orientation': \"horizontal\"})\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The vertical banding of the components means that hexagons sharing the same color are members of a connected component. A pair of hexagons with different colors are not queen neighbors (they do not share at least one vertex in common since they belong to different connected components). Although neighborhing polygons of different colors appear to visually touch, inspection of their coordinate sets would reveal that they do not." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Fixing the components" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"qf = libpysal.weights.fuzzy_contiguity(blgp) # no warnings" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([0, 0, 0, ..., 0, 0, 0], dtype=int32)" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"qf.component_labels" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[152, 122]" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"qf.neighbors[106]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[(2, 2), (3, 35), (4, 68), (5, 33), (6, 1045)]" | |
] | |
}, | |
"execution_count": 27, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"qf.histogram # 35 hexagons have 3 neighbors, 1045 have 6 neighbors" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[(0, 1), (1, 4), (2, 30), (3, 44), (4, 726), (5, 8), (6, 370)]" | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"qW_blgp.histogram # the 1 island has 0 neighbors" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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