{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Assessing local patterns of spatial heteroskedasticity"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the following notebook we review the local spatial heteroskedasticity (LOSH) statistic ($H_i$) put forward by [Ord and Getis (2012)](https://link.springer.com/article/10.1007/s00168-011-0492-y). LOSH is meant as an accompainment to the local statistics that analyze the mean level of a spatial process. LOSH focuses on analyzing the variance of the spatial process.\n",
"\n",
"As outlined by Ord and Getis, consider a 10 x 10 grid of property values. Within this grid, there is a central high-rent district (identified by cells that are 1) and a surrounding lower-value area (identified by cells that are 0. We can visualize this spatial arrangement as:\n",
"\n",
"| | | | | | | | | | |\n",
"|---|---|---|---|---|---|---|---|---|---|\n",
"| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
"| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |\n",
"\n",
"While we can see that the inner core of the high-rent district have similar values to their neigbhors (i.e. a cells of 1 surrounded by other cells of 1), this is less true when we consider the outer rim of the high-rent district. This rim represents a possible transition region between the stable inner high-rent area and the stable outer lower value areas. Ord and Getis seek to use the LOSH statistic ($H_i$) to identify this transitional region between the two areas."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Understanding the LOSH statistic"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ord and Getis begin by defining a local mean, $\\bar{x}_i (d)$, as a re-scaled form of their $G^*_i$ statistic. This local mean is: \n",
"\n",
"Eq. 1 $$ \\bar{x}_i (d) = \\frac{\\sum_j w_{ij} (d) x_j}{\\sum_j w_{ij}(d)} $$\n",
"\n",
"With a local mean defined, we can understand local residuals as the value of a local unit minus the local mean, or: \n",
"\n",
"Eq. 2 $$ e_j(d) = x_j - \\bar{x}_i(d), j \\in N(i,d) $$\n",
"\n",
"These local residuals may be incorporated into Eq. 1 to form a final local dispersion statistic called $H_i$:\n",
"\n",
"Eq. 3 $$H_i(d) = \\frac{\\sum w_{ij}(d) |e_j(d)|^a}{\\sum w_{ij}(d)}$$\n",
"\n",
"Note the addition of a new variable, $a$. This handles the interpretation of the residuals. As explaiend by Ord and Getis: \n",
"\n",
">When a = 1, we have an absolute deviations measure, Hi 1, and when a = 2 a variance measure, Hi2. Clearly, other choices are possible, along with various robust forms to avoid outliers. In order to produce a standard measure, we should divide by the mean absolute deviation or variance for the whole data set.\n",
"\n",
"The default settings of the `losh()` function set $a=2$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Interpreting the LOSH statistic"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ord and Getis suggest that the $H_i$ statistic may benefit from interpretation with the $G^*_i$ statistic. The logic of this combined interpretation is that a the $G^*_i$ value speaks to the local mean of the phenomenon of interest, whereas the $H_i$ speaks to the local heterogeneity. Ord and Getis provide the following table as a simplified guide for interpretation:\n",
"\n",
"| Mean\\variance | High $H_i$ | Low $H_i$ |\n",
"|-------------------|-------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|\n",
"| Large $|G^*_i|$ | A hot spot with heterogeneous local conditions | A hot spot with similar surrounding areas; the map would indicate whether the affected region is larger than the single 'cell' |\n",
"| Small $|G^*_i|$ | Heterogeneous local conditions but at a low average level (an unlikely event) | Homogeneous local conditions and a low average level |\n",
"| | | |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Inference on the LOSH statistic\n",
"\n",
"The current inference in the PySAL implementation of the LOSH statistic uses a $\\chi^2$ distribution. For each unit, we calculate a Z-score as: \n",
"\n",
"$$ Z_i = 2H_i / V_i$$ with $2/V_i$ degrees of freedom. $V_i$ is the local variance of the unit, calculated as: \n",
"\n",
"$$ Var_{p}(H_i) = \\frac{1}{n-1} \\left( \\frac{1}{h_1 W_{i1}}\\right) ^2 (h_2 - h_1^2) \\left[nW_{i2} - W_{i1}^2\\right] $$\n",
"\n",
"It is worthwhile to note that alternative methods for inference have been proposed in [Xu et al (2014).](https://ideas.repec.org/a/spr/anresc/v52y2014i3p697-710.html) While these methods are not yet implemented in PySAL, they are available in the `R` `spdep` package as `LOSH.mc`. The PySAL function is comparable to the `spdep` `LOSH` and `LOSH.cs` functions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Applying the LOSH statistic on a dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a point of comparison, we now demonstrate the PySAL `losh` function on the [Boston Housing Dataset](https://geodacenter.github.io/data-and-lab//boston-housing/), which is also used as the docexample in `R` `spdep` `LOSH.cs`. We are interested in the variable `NOX`, which is the '...vector of nitric oxides concentration (parts per 10 million) per town'. \n",
"\n",
"We first load the `Bostonhsg` example dataset from `libpysal`:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:36:46.646703Z",
"iopub.status.busy": "2025-06-29T18:36:46.646163Z",
"iopub.status.idle": "2025-06-29T18:36:48.109840Z",
"shell.execute_reply": "2025-06-29T18:36:48.109585Z",
"shell.execute_reply.started": "2025-06-29T18:36:46.646676Z"
}
},
"outputs": [],
"source": [
"import geopandas\n",
"import libpysal\n",
"\n",
"boston = libpysal.examples.load_example(\"Bostonhsg\")\n",
"boston_ds = geopandas.read_file(boston.get_path(\"boston.shp\"))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we construct a Queen weight structure:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:36:48.110412Z",
"iopub.status.busy": "2025-06-29T18:36:48.110242Z",
"iopub.status.idle": "2025-06-29T18:36:48.130195Z",
"shell.execute_reply": "2025-06-29T18:36:48.129930Z",
"shell.execute_reply.started": "2025-06-29T18:36:48.110403Z"
}
},
"outputs": [],
"source": [
"w = libpysal.weights.Queen.from_dataframe(boston_ds, use_index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now import the `losh()` function. Note that it is in the form of a scikit-learn type estimator, so we pass both a series of arguments and then call `.fit()`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:36:48.131259Z",
"iopub.status.busy": "2025-06-29T18:36:48.131188Z",
"iopub.status.idle": "2025-06-29T18:36:48.239307Z",
"shell.execute_reply": "2025-06-29T18:36:48.239085Z",
"shell.execute_reply.started": "2025-06-29T18:36:48.131252Z"
}
},
"outputs": [],
"source": [
"from esda.losh import LOSH\n",
"\n",
"ls = LOSH(connectivity=w, inference=\"chi-square\").fit(boston_ds[\"NOX\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now examine the LOSH ($H_i$) values and their significance."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:36:48.239851Z",
"iopub.status.busy": "2025-06-29T18:36:48.239685Z",
"iopub.status.idle": "2025-06-29T18:36:48.242460Z",
"shell.execute_reply": "2025-06-29T18:36:48.242285Z",
"shell.execute_reply.started": "2025-06-29T18:36:48.239843Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([0.19690679, 0.51765774, 0.80382881, 0.80854441, 0.530667 ,\n",
" 0.525579 , 0.83291425, 0.84215733, 0.48875154, 0.41955327])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ls.Hi[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:36:48.242853Z",
"iopub.status.busy": "2025-06-29T18:36:48.242780Z",
"iopub.status.idle": "2025-06-29T18:36:48.244669Z",
"shell.execute_reply": "2025-06-29T18:36:48.244481Z",
"shell.execute_reply.started": "2025-06-29T18:36:48.242846Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([0.86292242, 0.61157688, 0.45697742, 0.34426167, 0.57934554,\n",
" 0.55430556, 0.4135546 , 0.40999792, 0.54025022, 0.57801529])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ls.pval[0:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we want to map the LOSH ($H_i$) values, we need to add them back to the `boston_ds` dataframe."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:36:48.245027Z",
"iopub.status.busy": "2025-06-29T18:36:48.244961Z",
"iopub.status.idle": "2025-06-29T18:36:48.246607Z",
"shell.execute_reply": "2025-06-29T18:36:48.246446Z",
"shell.execute_reply.started": "2025-06-29T18:36:48.245020Z"
}
},
"outputs": [],
"source": [
"boston_ds[\"Hi\"] = ls.Hi\n",
"boston_ds[\"Hi_pval\"] = ls.pval"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now map the LOSH ($H_i$) values. Note that we choose a Quantile break scheme here for visualization purposes."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:36:48.246988Z",
"iopub.status.busy": "2025-06-29T18:36:48.246915Z",
"iopub.status.idle": "2025-06-29T18:36:49.128864Z",
"shell.execute_reply": "2025-06-29T18:36:49.128642Z",
"shell.execute_reply.started": "2025-06-29T18:36:48.246981Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"fig, ax = plt.subplots(figsize=(12, 10), subplot_kw={\"aspect\": \"equal\"})\n",
"boston_ds.plot(column=\"Hi\", scheme=\"Quantiles\", k=5, cmap=\"GnBu\", legend=True, ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also examine significance of the values. We use cutoffs of 0.01, 0.05, 0.10, and above 0.10."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2025-06-29T18:36:49.129264Z",
"iopub.status.busy": "2025-06-29T18:36:49.129139Z",
"iopub.status.idle": "2025-06-29T18:36:49.210956Z",
"shell.execute_reply": "2025-06-29T18:36:49.210707Z",
"shell.execute_reply.started": "2025-06-29T18:36:49.129255Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 10), subplot_kw={\"aspect\": \"equal\"})\n",
"boston_ds.plot(\n",
" column=\"Hi_pval\",\n",
" cmap=\"RdBu\",\n",
" legend=True,\n",
" ax=ax,\n",
" scheme=\"user_defined\",\n",
" classification_kwds={\"bins\": [0.01, 0.05, 0.10, 1]},\n",
")"
]
}
],
"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
}