{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Geosilhouettes: geographical measures of cluster fit\n",
"\n",
"[Silhouette statistics](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_samples.html) (Rousseeuw, 1987) are a nonparametric measure of an observation's goodness of fit to a given cluster. Where clusters have a *geographical* interpretation, such as when they represent geographical regions, silhouette statistics can incorporate *spatial thinking* in order to provide more useful measures of cluster fit. The [paper by Wolf, Knaap, & Rey (2019)](https://doi.org/10.1177%2F2399808319875752).\n",
"([preprint on SocArXiv](https://osf.io/preprints/socarxiv/vd3uk/)) defines two:\n",
"\n",
"1. **Path Silhouettes**, which characterize the joint geographical and feature similarity in a clustering.\n",
"2. **Boundary Silhouettes**, which characterize how well-defined a geographical boundary is in a clustering. \n",
"\n",
"Together, these two new measures provide new ways to measure the goodness of fit of clusters in clustering problems in geographic data science. \n",
"\n",
"Below, we'll dig a little into how these are implemented in the `esda` package. First, though, let's set up some data. We'll be considering a single *univariate* dataset, the Gini index in 1989 in counties for the US Deep South."
]
},
{
"cell_type": "code",
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"metadata": {
"execution": {
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"outputs": [],
"source": [
"import contextily\n",
"import geopandas\n",
"import libpysal\n",
"import matplotlib.pyplot as plt\n",
"import numpy\n",
"\n",
"import esda\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To focus in on only the deep south, we'll build an array of states that fall within the deep south:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
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}
},
"outputs": [],
"source": [
"focus_states = [\"Alabama\", \"Georgia\", \"Louisiana\", \"Mississippi\", \"South Carolina\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we'll read in data for all of the south, using the example datasets in the `libpysal` package:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:22.898517Z",
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}
},
"outputs": [],
"source": [
"south = libpysal.examples.example_manager.load(\"South\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:22.900219Z",
"iopub.status.busy": "2025-06-29T18:23:22.900152Z",
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}
},
"outputs": [],
"source": [
"south = geopandas.read_file(libpysal.examples.get_path(\"south.shp\"))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we'll filter out only the states in the deep south:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:22.979083Z",
"iopub.status.busy": "2025-06-29T18:23:22.978978Z",
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}
},
"outputs": [],
"source": [
"deep = south.query(\"STATE_NAME in @focus_states\").reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:22.983953Z",
"iopub.status.busy": "2025-06-29T18:23:22.983875Z",
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}
},
"outputs": [],
"source": [
"deep[\"state_label\"] = deep.STATE_NAME.apply(lambda x: focus_states.index(x))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, for mapping purposes, let's get a basemap. This is done using the `contextily` package, which expects our data in a specific coordinate projection system. For more, check out the [`contextily` user guide](https://github.com/darribas/contextily/blob/master/contextily_guide.ipynb). "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:22.985947Z",
"iopub.status.busy": "2025-06-29T18:23:22.985882Z",
"iopub.status.idle": "2025-06-29T18:23:22.987264Z",
"shell.execute_reply": "2025-06-29T18:23:22.987124Z",
"shell.execute_reply.started": "2025-06-29T18:23:22.985940Z"
}
},
"outputs": [],
"source": [
"deep.crs = 4326"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:22.987684Z",
"iopub.status.busy": "2025-06-29T18:23:22.987592Z",
"iopub.status.idle": "2025-06-29T18:23:22.991659Z",
"shell.execute_reply": "2025-06-29T18:23:22.991500Z",
"shell.execute_reply.started": "2025-06-29T18:23:22.987677Z"
}
},
"outputs": [],
"source": [
"deep = deep.to_crs(epsg=3857)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:22.992039Z",
"iopub.status.busy": "2025-06-29T18:23:22.991968Z",
"iopub.status.idle": "2025-06-29T18:23:23.627574Z",
"shell.execute_reply": "2025-06-29T18:23:23.626516Z",
"shell.execute_reply.started": "2025-06-29T18:23:22.992032Z"
}
},
"outputs": [],
"source": [
"basemap, extent = contextily.bounds2img(\n",
" *deep.total_bounds, zoom=6, source=contextily.providers.CartoDB.Positron\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:23.629155Z",
"iopub.status.busy": "2025-06-29T18:23:23.628511Z",
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"shell.execute_reply": "2025-06-29T18:23:23.825728Z",
"shell.execute_reply.started": "2025-06-29T18:23:23.629126Z"
}
},
"outputs": [
{
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1, 2, figsize=(12, 3), sharex=True, sharey=True)\n",
"deep.plot(\"STATE_NAME\", ax=ax[0], alpha=0.6)\n",
"deep.plot(\"GI89\", ax=ax[1], cmap=\"plasma\", alpha=0.6)\n",
"for ax_ in ax:\n",
" ax_.imshow(basemap, extent=extent, interpolation=\"bilinear\")\n",
" ax_.axis(deep.total_bounds[[0, 2, 1, 3]])\n",
"f.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Silhouette Score"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The standard silhouette score used in classification/grouping problems as measure of how well-fit an observation is to its current group. The measure is fairly robust, well-studied, and is common in many different problem areas. \n",
"\n",
"Statistically, the silhouette score is composed of a few components: \n",
"- $c$, the cluster in which $i$ is assigned\n",
"- $k$, another cluster in which $i$ is not currently assigned\n",
"- $d_i(c)$: the dissimilarity between observation $i$ and $i$'s own cluster $c$\n",
"- $d_i(k)$: the dissimilarity between observation $i$ and a cluster $k$ that $i$ is not in. \n",
"\n",
"Here, we define $d$ as an arbitrary dissimilarity metric. For most cases, it's normally the euclidean distance. So, if you see $d_i(c)$, this is the average dissimilarity between observation $i$ and all other observations $j$ in cluster $c$. \n",
"\n",
"Then, we need to define the *second best choice cluster*, $\\hat{k}$, which is a cluster that $i$ is most similar to, but of which $i$ is not currently a member:\n",
"$$\\hat{k}_i = k\\ | \\min_k \\{d_i(k)\\}$$\n",
"\n",
"This lets us define the silhouette score as the relationship between the dissimilarity scores for $i$ and its cluster $c$, and $i$ and the second-best choice cluster, $\\hat{k}$:\n",
"$$ s_i = \\frac{d_i(c) - d_i(\\hat{k})}{\\max\\left\\{d_i(c), d_i(\\hat{k})\\right\\}}$$\n",
"\n",
"This value is close to 1 when $i$ is much closer to its current cluster, $c$, than the second-best cluster, $\\hat{k}$, indicating strong fit to its current cluster. And, when $i$ is more similar to $\\hat{k}$ than to its own cluster $c$, the value of $s_i$ is close to -1. We can compute the score for each observation using `sklearn`'s `silhouette_samples`:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:23.826385Z",
"iopub.status.busy": "2025-06-29T18:23:23.826306Z",
"iopub.status.idle": "2025-06-29T18:23:23.829957Z",
"shell.execute_reply": "2025-06-29T18:23:23.829764Z",
"shell.execute_reply.started": "2025-06-29T18:23:23.826376Z"
}
},
"outputs": [],
"source": [
"from sklearn.metrics import silhouette_samples\n",
"\n",
"silhouettes = silhouette_samples(deep[[\"GI89\"]].values, deep.state_label)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, we can visualize the silhouette scores by county. With this information, we can see that there is very strong heterogeneity in the Gini coefficient *within* states, because the silhouette statisic for each county is usually negative (i.e. blue). But, in some areas (e.g. areas of South Carolina and Louisiana), the silhouette statistics for counties are positive (red), suggesting those counties are well-fit to their surroundings. "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:23.831656Z",
"iopub.status.busy": "2025-06-29T18:23:23.831568Z",
"iopub.status.idle": "2025-06-29T18:23:23.985508Z",
"shell.execute_reply": "2025-06-29T18:23:23.985293Z",
"shell.execute_reply.started": "2025-06-29T18:23:23.831648Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1, 2, figsize=(12, 3))\n",
"ax[0].hist(silhouettes)\n",
"deep.plot(silhouettes, ax=ax[1], cmap=\"bwr\", vmin=-0.5, vmax=0.5, alpha=0.6)\n",
"ax[1].imshow(basemap, extent=extent, interpolation=\"bilinear\")\n",
"ax[1].axis(deep.total_bounds[[0, 2, 1, 3]])\n",
"f.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On the contrary, if we used a *data-driven* definition of regions, we might expect the silhouette scores to be more positive. For example, if we used $k$-means to define the *best* data-driven groups we could have for this data, we might have something like this:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:23.985946Z",
"iopub.status.busy": "2025-06-29T18:23:23.985864Z",
"iopub.status.idle": "2025-06-29T18:23:24.013757Z",
"shell.execute_reply": "2025-06-29T18:23:24.013462Z",
"shell.execute_reply.started": "2025-06-29T18:23:23.985937Z"
}
},
"outputs": [],
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"data_driven_clustering = KMeans(n_clusters=len(focus_states)).fit(deep[[\"GI89\"]].values)\n",
"data_labels = data_driven_clustering.labels_\n",
"data_silhouettes = silhouette_samples(deep[[\"GI89\"]].values, data_labels)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This yields the following geography of inequality in the deep south:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:24.014249Z",
"iopub.status.busy": "2025-06-29T18:23:24.014165Z",
"iopub.status.idle": "2025-06-29T18:23:24.078288Z",
"shell.execute_reply": "2025-06-29T18:23:24.078084Z",
"shell.execute_reply.started": "2025-06-29T18:23:24.014238Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"deep.plot(data_labels, categorical=True, legend=True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And, in this geography of inequality, each county is very well fit to its group:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:24.078698Z",
"iopub.status.busy": "2025-06-29T18:23:24.078630Z",
"iopub.status.idle": "2025-06-29T18:23:24.192783Z",
"shell.execute_reply": "2025-06-29T18:23:24.192575Z",
"shell.execute_reply.started": "2025-06-29T18:23:24.078690Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1, 2, figsize=(12, 3))\n",
"ax[0].hist(data_silhouettes)\n",
"deep.plot(data_silhouettes, ax=ax[1], cmap=\"bwr\", vmin=-0.5, vmax=0.5, alpha=0.6)\n",
"ax[1].imshow(basemap, extent=extent, interpolation=\"bilinear\")\n",
"ax[1].axis(deep.total_bounds[[0, 2, 1, 3]])\n",
"f.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Nearest Label"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fundamental to the measurement of the silhouette score is the idea of a *next best fit cluster*. This is $\\hat{k}_i$, the cluster to which $i$ *would* be assigned if it were not in its current cluster, $c$. This is a useful concept, because it shows the latent relationship between observations and other clusters. It gets at how the clustering *might* be different if different decisions about grouping/classification had been made, and helps us construct a measure of how much \"better\" $c$ currently is for $i$ than $\\hat{k}_i$ would be. \n",
"\n",
"But, by default, `scikit-learn` does not provide you with $\\hat{k}_i$. Instead, it only provides $s_i$. So, `esda` provides this for you in the `esda.silhouettes.nearest_label` function:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:24.193156Z",
"iopub.status.busy": "2025-06-29T18:23:24.193089Z",
"iopub.status.idle": "2025-06-29T18:23:24.197119Z",
"shell.execute_reply": "2025-06-29T18:23:24.196863Z",
"shell.execute_reply.started": "2025-06-29T18:23:24.193148Z"
}
},
"outputs": [],
"source": [
"nearest_label = esda.silhouettes.nearest_label(deep[[\"GI89\"]].values, deep.state_label)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With this function, you can visualize the geography of the *second-best choice*, $\\hat{k}_i$. For example, most of the south of Alabama and Georgia and the [Mississippi Delta region](https://en.wikipedia.org/wiki/Mississippi_Delta) has a \"second choice\" similarity to the inequality profile of Louisiana. This means that, if these counties *were not* in their own states, they'd be most similar to counies in Louisiana. \n",
"\n",
"However, keep in mind that this idea of a *second choice* excludes $c_i$ from the potential list of *nearest labels*!"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:24.197485Z",
"iopub.status.busy": "2025-06-29T18:23:24.197421Z",
"iopub.status.idle": "2025-06-29T18:23:24.425504Z",
"shell.execute_reply": "2025-06-29T18:23:24.425272Z",
"shell.execute_reply.started": "2025-06-29T18:23:24.197477Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nearest_outside_state = numpy.asarray(focus_states)[nearest_label]\n",
"f, ax = plt.subplots(1, 2, figsize=(12, 4), sharex=True, sharey=True)\n",
"deep.plot(\"STATE_NAME\", ax=ax[0], categorical=True)\n",
"deep.plot(\n",
" nearest_outside_state,\n",
" ax=ax[1],\n",
" legend=True,\n",
" categorical=True,\n",
" legend_kwds=dict(loc=\"lower right\", ncol=2),\n",
")\n",
"ax[1].set_title(r\"Most similar *other* state to county ($\\hat{k}_i$)\")\n",
"for ax_ in ax:\n",
" ax_.imshow(basemap, extent=extent, interpolation=\"bilinear\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To allow for this, the `keep_self` argument modifies `nearest_label` to return the nearest label out of *any* group, regardless of whether or not the observation is currently in that group. This means that the *nearest alternative label* is provided by `nearest_label`, but the *absolute nearest label* is provided by `esda.silhouettes.nearest_label(data, labels, keep_self=True)`. \n",
"\n",
"These two can be quite different. Below, you can see that the similarities definitely shift when we allow observations' nearest labels to be their *current* classification. There, we see that most counties are either more similar to Louisiana, or they're more similar to South Carolina. Forcing the return of the *nearest alternative label* caused Mississippi to be included as the second choice of most of the counties in Louisiana, and for Alabama & Georgia to be given the second choice of many counties in South Carolina. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:24.425911Z",
"iopub.status.busy": "2025-06-29T18:23:24.425842Z",
"iopub.status.idle": "2025-06-29T18:23:24.609727Z",
"shell.execute_reply": "2025-06-29T18:23:24.609478Z",
"shell.execute_reply.started": "2025-06-29T18:23:24.425903Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nearest_label = esda.silhouettes.nearest_label(\n",
" deep[[\"GI89\"]].values, deep.state_label, keep_self=True\n",
")\n",
"nearest_state = numpy.asarray(focus_states)[nearest_label]\n",
"f, ax = plt.subplots(1, 2, figsize=(12, 4), sharex=True, sharey=True)\n",
"deep.plot(\"STATE_NAME\", ax=ax[0], categorical=True)\n",
"deep.plot(\n",
" nearest_state,\n",
" ax=ax[1],\n",
" legend=True,\n",
" categorical=True,\n",
" legend_kwds=dict(loc=\"lower right\", ncol=2),\n",
")\n",
"ax[1].set_title(r\"Most similar *other* state to county ($\\hat{k}_i$)\")\n",
"for ax_ in ax:\n",
" ax_.imshow(basemap, extent=extent, interpolation=\"bilinear\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Geographical Structure"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For many geographical analysis algorithms, we require some sense of geographical structure in order to \"understand\" geography. At its most basic level, this requires us to define a representation of geography that can be used in analysis. Often, this takes the form of a [*graph*, or *network*](https://en.wikipedia.org/wiki/Graph_(discrete_mathematics)), that links observations. In this mode of analysis, each *node* is an observation and each *edge* represents a geographic connection between observations. \n",
"\n",
"The `pysal`/`libpysal` libraries contain many tools for building graphs from geographical data. In these domains, it is common to refer to one representation of the geographical graph as a *spatial weights matrix*, since it reflects the *spatial weight* each observation has on every other observation. As such, this is stored in the `libpysal.weights` module. \n",
"\n",
"Here, we'll construct the [Rook Contiguity graph](https://gis.stackexchange.com/questions/172998/queen-vs-rook-neighborhood) (sometimes called the [von Neuman neighborhood](https://en.wikipedia.org/wiki/Von_Neumann_neighborhood)) for counties using the `libpysal.weights.Rook` constructor:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:24.610142Z",
"iopub.status.busy": "2025-06-29T18:23:24.610073Z",
"iopub.status.idle": "2025-06-29T18:23:24.631645Z",
"shell.execute_reply": "2025-06-29T18:23:24.631377Z",
"shell.execute_reply.started": "2025-06-29T18:23:24.610134Z"
}
},
"outputs": [],
"source": [
"w = libpysal.weights.Rook.from_dataframe(deep, use_index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To see what this looks like, we can plot the graph below, where \"connected\" counties have a black line drawn between their centers:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:24.631959Z",
"iopub.status.busy": "2025-06-29T18:23:24.631890Z",
"iopub.status.idle": "2025-06-29T18:23:25.256506Z",
"shell.execute_reply": "2025-06-29T18:23:25.256271Z",
"shell.execute_reply.started": "2025-06-29T18:23:24.631951Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = w.plot(deep, edge_kws=dict(linewidth=0.5), node_kws=dict(s=0))\n",
"deep.plot(\"STATE_NAME\", ax=ax, alpha=0.6)\n",
"ax.imshow(basemap, extent=extent, interpolation=\"bilinear\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Path Silhouettes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The path silhouette models the joint geographical and feature dissimilarity between two observations as a *joint* spatial and social similarity: \n",
"\n",
"$$ d(i,j) = d_f(i,j) * d_s(i,j)$$\n",
"\n",
"where $d_f(i,j)$ is the dissimilarity between the *features* for observations $i$ and $j$ and $d_s(i,j)$ is the *spatial* dissimilarity between sites $i$ and $j$. Often $d_s(i,j)$ is measured by the euclidean distance matrix between all pairs of sites, but this can sometimes include inaccurate or mis-representative information about distances for some kinds of spatial data. Therefore, the *path* silhouette uses a $d_s$ that computes the total pairwise dissimilarity for a *path* connecting $i$ and $j$. \n",
"\n",
"For the full distance matrix, this *path* dissimilarity between sites $i$ and $j$ reduces simply to the dissimilarity between sites $i$ and $j$, multiplied by the dissimilarity between sites $i$ and $j$. When $d_s$ is *not* the full distance matrix, $d_f(i,j) * d_s(i,j)$ is modeled as the length of the shortest path connecting sites $i$ and $j$. This path may include *other* intermediate sites, such that the whole path cost is the *sum* of the links on the shortest path from $i$ to $j$. For instance, if the shortest path from $i$ to $j$ is built from additional links $i \\rightarrow l \\rightarrow m \\rightarrow j$, then the path cost representing $d(i,j)$ is:\n",
"\n",
"$$ d(i,j) = d_f(i,l) * d_s(i,l) + d_f(l,m) * d_s(l,m) + d_f(m,j) * d_s(m,j)$$\n",
"\n",
"This *path metric* is common in geographical analysis problems, but provides a useful insight into the joint geographical-feature similarity of observations & groups. Then, with this $d$, the silouette is computed identically. \n",
"\n",
"In `esda`, this is done using the spatial weights object we built before, in addition to the same data and labels we used before for the classical silhouette:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.256990Z",
"iopub.status.busy": "2025-06-29T18:23:25.256915Z",
"iopub.status.idle": "2025-06-29T18:23:25.278522Z",
"shell.execute_reply": "2025-06-29T18:23:25.278311Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.256981Z"
}
},
"outputs": [],
"source": [
"path_silhouette = esda.path_silhouette(deep[[\"GI89\"]].values, deep.state_label, w)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.278843Z",
"iopub.status.busy": "2025-06-29T18:23:25.278775Z",
"iopub.status.idle": "2025-06-29T18:23:25.386803Z",
"shell.execute_reply": "2025-06-29T18:23:25.386563Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.278836Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1, 2, figsize=(12, 3))\n",
"ax[0].hist(path_silhouette)\n",
"deep.plot(path_silhouette, ax=ax[1], cmap=\"bwr\", vmin=-0.5, vmax=0.5)\n",
"ax[1].imshow(basemap, extent=extent, interpolation=\"bilinear\")\n",
"ax[1].axis(deep.total_bounds[[0, 2, 1, 3]])\n",
"f.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With this, we see that *most* path silhouetes are positive, but some (especially on the boundaries between similar states) are negative. Further, we see that the two states surfaced in the traditional silhouette analysis (Louisiana and South Carolina) are *again* strongly path-similar, meaning they're both geographically distinctive and homogenous in their inequality profiles. \n",
"\n",
"There is much additional output available from the `path_silhouette` function, but one useful output provides the path equivalent of `nearest_label`: the next best fit cluster under the path metric. To access this, pass `return_nbfc=True` to the `path_silhouette` function:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.387161Z",
"iopub.status.busy": "2025-06-29T18:23:25.387090Z",
"iopub.status.idle": "2025-06-29T18:23:25.409692Z",
"shell.execute_reply": "2025-06-29T18:23:25.409474Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.387154Z"
}
},
"outputs": [],
"source": [
"path_silhouette, next_best_path = esda.path_silhouette(\n",
" deep[[\"GI89\"]].values, deep.state_label, w, return_nbfc=True\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Intuitively with this, we see that the *path* similarity can enforce a strong spatial structure in the second choice cluster plots. For instance, the \"end\" states (Louisiana and South Carolina) have basically no choice other than their closest state. But, the middle three states are split quite neatly in half between their neighbors. \n",
"\n",
"However, together these combine in the silhouette plot to produce rather remarkable patterns in terms of joint geographical and feature similarity! The patterns don't strictly follow the boundaries. Indeed, the negative path silhouettes in north Georgia (largely driven by similarities within the Atlanta-Athens suburbs) and the positive areas completely disregard the divisions in the path-similar map. This suggests that this similarity changes smoothly over geography, even when the \"reference\" category does not. "
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.410062Z",
"iopub.status.busy": "2025-06-29T18:23:25.409997Z",
"iopub.status.idle": "2025-06-29T18:23:25.583277Z",
"shell.execute_reply": "2025-06-29T18:23:25.583058Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.410055Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"next_best_path_state = numpy.asarray(focus_states)[next_best_path]\n",
"f, ax = plt.subplots(1, 2, figsize=(12, 4), sharex=True, sharey=True)\n",
"deep.plot(path_silhouette, ax=ax[0], cmap=\"bwr\", vmin=-0.5, vmax=0.5)\n",
"deep.plot(\n",
" next_best_path_state,\n",
" ax=ax[1],\n",
" legend=True,\n",
" categorical=True,\n",
" legend_kwds=dict(loc=\"lower right\", ncol=2),\n",
")\n",
"ax[1].set_title(\"Most path-similar other state\")\n",
"for ax_ in ax:\n",
" ax_.imshow(basemap, extent=extent, interpolation=\"bilinear\")\n",
"f.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Boundary Silhouettes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The final measure of geographical similarity using silhouette statistics constraints the silhoutte \"second choice\" clusters to make geographical \"sense.\" By this, consider the map of second-choice clusters from the classic silhouette again:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.583693Z",
"iopub.status.busy": "2025-06-29T18:23:25.583620Z",
"iopub.status.idle": "2025-06-29T18:23:25.776478Z",
"shell.execute_reply": "2025-06-29T18:23:25.776255Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.583685Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nearest_label = esda.silhouettes.nearest_label(deep[[\"GI89\"]].values, deep.state_label)\n",
"nearest_outside_state = numpy.asarray(focus_states)[nearest_label]\n",
"f, ax = plt.subplots(1, 2, figsize=(12, 4), sharex=True, sharey=True)\n",
"deep.plot(\"STATE_NAME\", ax=ax[0], categorical=True)\n",
"deep.plot(\n",
" nearest_outside_state,\n",
" ax=ax[1],\n",
" legend=True,\n",
" categorical=True,\n",
" legend_kwds=dict(loc=\"lower right\", ncol=2),\n",
")\n",
"ax[1].set_title(r\"Most similar *other* state to county ($\\hat{k}_i$)\")\n",
"for ax_ in ax:\n",
" ax_.imshow(basemap, extent=extent, interpolation=\"bilinear\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case, there are many counties in South Carolina whose \"second choice\" is all the way over in Louisiana! This is unrealistic, since these observations can't really plausibly be grouped with Louisiana counties in a geographical sense. To account for this, we restrict our attention only to counties that have a *feasible* second choice, meaning they could \"flip\" over to the other group without becoming isolated.\n",
"\n",
"This automatially restricts our attention to the *border* counties, those that touch another state. For a boundary silhouette, all \"interior\" observations, those that are *not* touching an observation in another group, have a default value of zero for their boundary silhouette. All others constrain $\\hat{k}_i$ to be a cluster that $i$ *is near*, geographically. With this constraint, the rest of the silhouette is computed as normal. \n",
"\n",
"To show what this looks like, we can use the `esda.boundary_silhouette` function:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.776831Z",
"iopub.status.busy": "2025-06-29T18:23:25.776762Z",
"iopub.status.idle": "2025-06-29T18:23:25.822037Z",
"shell.execute_reply": "2025-06-29T18:23:25.821782Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.776824Z"
}
},
"outputs": [],
"source": [
"boundary_silhouette = esda.boundary_silhouette(\n",
" deep[[\"GI89\"]].values, deep.state_label, w\n",
")\n",
"deep[\"boundary_silhouette\"] = boundary_silhouette"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For this, the *vast* majority of the observations are not on borders between states, so most boundary silhouettes are zeros:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.822356Z",
"iopub.status.busy": "2025-06-29T18:23:25.822289Z",
"iopub.status.idle": "2025-06-29T18:23:25.865482Z",
"shell.execute_reply": "2025-06-29T18:23:25.865290Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.822349Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"deep.boundary_silhouette.hist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, it often makes sense to consider these \"structural\" zeros separately from the observations that are *actually* on the boundary:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.865816Z",
"iopub.status.busy": "2025-06-29T18:23:25.865748Z",
"iopub.status.idle": "2025-06-29T18:23:25.908156Z",
"shell.execute_reply": "2025-06-29T18:23:25.907932Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.865808Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"deep.query(\"boundary_silhouette != 0\").boundary_silhouette.hist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These observations are negative when a *boundary* county is more similar to the state on the *other side of the boundary* than it is to its own state. They are positive when a county is more similar to its own state than it is for the other state on the other side of the boundary. \n",
"\n",
"Visualizing this silhouette, it helps to separate out the zeros again:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:23:25.908520Z",
"iopub.status.busy": "2025-06-29T18:23:25.908457Z",
"iopub.status.idle": "2025-06-29T18:23:26.056649Z",
"shell.execute_reply": "2025-06-29T18:23:26.056420Z",
"shell.execute_reply.started": "2025-06-29T18:23:25.908513Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1, 2, figsize=(12, 3))\n",
"ax[0].hist(deep.query(\"boundary_silhouette != 0\").boundary_silhouette)\n",
"deep.plot(\"STATE_NAME\", ax=ax[1], alpha=0.5)\n",
"deep.query(\"boundary_silhouette != 0\").plot(\n",
" \"boundary_silhouette\", ax=ax[1], cmap=\"bwr\", vmin=-0.5, vmax=0.5, legend=True\n",
")\n",
"ax[1].imshow(basemap, extent=extent, interpolation=\"bilinear\")\n",
"ax[1].axis(deep.total_bounds[[0, 2, 1, 3]])\n",
"f.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From this, you can see things like:\n",
"- All the tracts on the Mississippi-Louisiana border have more similar Gini values to those in Louisiana. \n",
"- North and South Alabama differ significantly in their similarities to Mississippi; in the north, boundary tracts are much more \"Alabaman\" than in the south. \n",
"- The boundary between Alabama and Georgia is quite weak; most of the silhouttes are very close to zero, suggesting the dissimilarity in this area is rather gradual, and that the border tracts between the two are quite similar to either Alabama or Georgia. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Conclusion"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overall, silhouette statistics are useful in the analysis of clustering and similarity. However, in geographical applications, it sometimes becomes important to understand the *geographical* structure of groups, in addition to the feature structure explored by silhouette statistics. So, two new silhouette statistics are proposed in Wolf, Knaap, and Rey (2019):\n",
"\n",
"1. The path silhouette, which measures the joint feature & geographical similarity.\n",
"2. The boundary silhouette, which measures the similarity of *boundaries* between groups. \n",
"\n",
"Both have distinct uses, and do not supersede the silhouette statistic. Rather, they are spatial complements that provide different information about the geographical structure of groups in clustering problems. "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}