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A quick and dirty exploration of the impact of projection on district compactness scores
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a quick and dirty exploration of the compactness impacts of changing the projection of data on compactness measures."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from compact import reock as _reock\n",
"import pysal as ps\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data I'm using is the 113th districts from my [Scientific Data publication](https://osf.io/mjvkb), sourced originally from [Jeff Lewis](http://cdmaps.polisci.ucla.edu/). "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df = gpd.read_file('./districts113.shp').query('STATENAME not in (\"Alaska\",\"Hawaii\")')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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H2OHls3Fh+z9sattqyF08gLcf/SdLvCAXGfSMDQ7wRpGaDcVnvy+l42sXwuDq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\n3DmO42zQ/wP8Cpmsz/0MxQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff87560c240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(color='skyblue', edgecolor='k')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I'll just check three measures, a pure area one (the convex hull areal ratio), a mixed perimeter-area one (the isoperimetric quotient), and an area-dependent one that is sensitive to the angles inherited from its planar projection (the Reock measure). The last one is notable, since its value is both dependent on the size of its minimum bounding circle, which depends on the angle preserving properties of the projection, and the accuracy of the areas of those shapes, which is not conserved by conformal projections. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def convex_hull(geom):\n",
" return geom.area / geom.convex_hull.area\n",
"def ipq(geom):\n",
" return (4*np.pi * geom.area) / (geom.boundary.length)**2\n",
"def reock(geom):\n",
" return _reock(ps.cg.asShape(geom)) #custom implementation"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ipq_unprojected = df.geometry.apply(ipq).values"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"cha_unprojected = df.geometry.apply(convex_hull).values\n",
"reock_unprojected = df.geometry.apply(reock).values #takes a while to solve mbc in pure python"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df.crs = {'init':'epsg:4269'}\n",
"albers_eac = df.copy(deep=True).to_crs(crs='+proj=aea +lat_1=20 +lat_2=60 +lat_0=40 +lon_0=-96 +x_0=0 +y_0=0 +datum=NAD83 +units=m +no_defs')\n",
"lambert_cc = df.copy(deep=True).to_crs(crs='+proj=lcc +lat_1=20 +lat_2=60 +lat_0=40 +lon_0=-96 +x_0=0 +y_0=0 +datum=NAD83 +units=m +no_defs')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visually, you can tell that something changes when you use the conic projections with preserving properties. But, the real differences are conceptual, in that the various projections will result in strongly different area, angle, and length computations for the shapes involved. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ENluAaA2g8QNcmuBGA6ZqbtWQmQpkTgZQRHTcAJQcBo58ARwRvhoEAoGgK0RE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oRGByDkpYiEFoBSyloWCqTa4dAG2QMkQEwDRHUGscYEQB4AxBsAHk4F+O2Q0/6CADkD0FV3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\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bOXx434MMw3uvoGDK9ZO1O3bs4CsPP3zbS6M2/RsA5s1bnBwaGh79/PN/2xARERkwU8pg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\nvqoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff87566c978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f,ax = plt.subplots(1,3,figsize=(18,4))\n",
"df.plot(color='skyblue', linewidth=.1, ax=ax[0], edgecolor='k')\n",
"albers_eac.plot(color='red', linewidth=.1, alpha=.5, ax=ax[1], edgecolor='k')\n",
"lambert_cc.plot(color='lavender', linewidth=.1, ax=ax[2], alpha=1, edgecolor='k')\n",
"[_ax.axis('off') for _ax in ax]\n",
"[ax[i].set_title(['Unprojected', \n",
" 'Albers Equal Area Conic',\n",
" 'Lambert Conformal Conic'][i], fontsize=20) for i in range(3)]\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we can compute the three measures for each of the three projections:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cha_ea = albers_eac.geometry.apply(convex_hull).values\n",
"cha_cc = lambert_cc.geometry.apply(convex_hull).values\n",
"ipq_ea = albers_eac.geometry.apply(ipq).values\n",
"ipq_cc = lambert_cc.geometry.apply(ipq).values\n",
"reock_ea = albers_eac.geometry.apply(reock).values\n",
"reock_cc = lambert_cc.geometry.apply(reock).values"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from scipy import stats as st"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"unprojected = [cha_unprojected, ipq_unprojected, reock_unprojected]\n",
"aeas = [cha_ea, ipq_ea, reock_ea]\n",
"lccs = [cha_cc, ipq_cc, reock_cc]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I'll compute their correlations in terms of both linear association and rank association. \n",
"\n",
"Personally, I'm more concerned about their rank association."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"pearsons = [[st.pearsonr(proj,unproj) for proj,unproj in zip(unprojected, aeas)],\n",
" [st.pearsonr(proj,unproj) for proj,unproj in zip(unprojected, lccs)]]\n",
"kendalls = [[st.kendalltau(proj,unproj) for proj,unproj in zip(unprojected, aeas)],\n",
" [st.kendalltau(proj,unproj) for proj,unproj in zip(unprojected, lccs)]]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"proj_titles = ['Unprojected', 'Albers EA', 'Lambert EC']\n",
"measures = ['Convex Hull', 'IPQ', 'Reock']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And, I'll plot the comparisons with the unprojected measure on the X axis and the projections on the Y axis, with each comparison projection having its own row. \n",
"\n",
"You'll see that, for most of the measures, the differences due to projection are quite minor. However, in all cases, the change of the Kendall's Tau mean that, in all cases, some districts become relatively more- or less-compact than others; they jockey for position. \n",
"\n",
"This degrades exessively in the case of the reock measure. In this case, both the projections have a significant change in the resulting metric depending on whether a projection is used. "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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J1MLyxaFRfq7eaMDkhWVXlnffeuw8KtL8FLtkyOhL7LXPJuo4JrwmmeAr5UHV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\nMB2428x+ZmYXmNlBBa6R4Sou4GbK2pc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9jG9+85ucd955PP300yxbtowDDjiAr371qyVd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00ZJiLFKL+aTK3mDC5XkU4gHsDFX4o2gi09J39RQXMsh3mviFRNlB6OnwUWAC8BTwCfBNYCz+Df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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff86a0180f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f,ax = plt.subplots(2,3,figsize=(18,6), sharex=True, sharey='col')\n",
"ax[0,0].scatter(cha_unprojected, cha_ea)\n",
"ax[0,0].text(s='$\\\\tau={:.3f}$ & $\\\\rho = {:.3f}$'.format(kendalls[0][0].correlation, pearsons[0][0][0]),\n",
" x=.2, y=.05, fontsize=20)\n",
"ax[0,1].scatter(ipq_unprojected, ipq_ea)\n",
"ax[0,1].text(s='$\\\\tau= {:.3f}$ & $\\\\rho = {:.3f}$'.format(kendalls[0][1].correlation, pearsons[0][1][0]),\n",
" x=.2, y=.05, fontsize=20)\n",
"ax[0,2].scatter(reock_unprojected, reock_ea)\n",
"ax[0,2].text(s='$\\\\tau= {:.3f}$ & $\\\\rho = {:.3f}$'.format(kendalls[0][2].correlation, pearsons[0][2][0]),\n",
" x=.2, y=.05, fontsize=20)\n",
"ax[1,0].scatter(cha_unprojected, cha_cc)\n",
"ax[1,0].text(s='$\\\\tau= {:.3f}$ & $\\\\rho = {:.3f}$'.format(kendalls[1][0].correlation, pearsons[1][0][0]),\n",
" x=.2, y=.05, fontsize=20)\n",
"ax[1,1].scatter(ipq_unprojected, ipq_cc)\n",
"ax[1,1].text(s='$\\\\tau= {:.3f}$ & $\\\\rho = {:.3f}$'.format(kendalls[1][1].correlation, pearsons[1][1][0]),\n",
" x=.2, y=.05, fontsize=20)\n",
"ax[1,2].scatter(reock_unprojected, reock_cc)\n",
"ax[1,2].text(s='$\\\\tau= {:.3f}$ & $\\\\rho = {:.3f}$'.format(kendalls[1][2].correlation, pearsons[1][2][0]),\n",
" x=.2, y=.05, fontsize=20)\n",
"for i,row in enumerate(ax):\n",
" for j,ax_ in enumerate(row):\n",
" ax_.set_ylim(0,1)\n",
" ax_.set_xlim(0,1)\n",
" sns.despine(ax=ax_)\n",
" if i == 0:\n",
" ax_.set_title(measures[j], fontsize=20)\n",
" ax_.set_ylabel(proj_titles[i+1], fontsize=20)\n",
" ax_.set_xlabel(proj_titles[0], fontsize=20)\n",
"f.tight_layout(pad=.1)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Critically, the projected versions themselves agree much more strongly on the reock measure than they do with the unprojected measure, with their rank and linear correlations maintaining a healthy association:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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iahhkX7G6ME+gFegiFSevgSRbZlYLjAImu/tr7v4UQWA5MUXx04Hb3P1hd38X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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff86806aa90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(reock_cc, reock_ea)\n",
"plt.text(s='$\\\\tau= {:.3f}$ & $\\\\rho = {:.3f}$'.format(st.kendalltau(reock_cc, reock_ea)[0],\n",
" st.pearsonr(reock_cc, reock_ea)[0]),\n",
" x=.2, y=.05, fontsize=20)\n",
"sns.despine()\n",
"plt.xlabel(\"Lambert EC\", fontsize=20)\n",
"plt.ylabel(\"Albers EA\", fontsize=20)\n",
"plt.title(\"Reock\", fontsize=20)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### So, does it matter?\n",
"\n",
"Probably not, especially at the state level, considering how strong these correlations are. However, if we were concerned with particularly pathological district shapes, we need to use the correct relevant projections. \n",
"\n",
"Sometimes, this will be impossible, since all projections trade off accuracy in some way. But, practically speaking, these tradeoffs (at the state level) are more precise than relevant to the computation of the statistic itself. "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (Analysis)",
"language": "python",
"name": "ana"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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