{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Local join counts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following notebook we review the different type of local join counts (LJC) put forward by [Anselin and Li (2019)](https://econpapers.repec.org/article/kapjgeosy/v_3a21_3ay_3a2019_3ai_3a2_3ad_3a10.1007_5fs10109-019-00299-x.htm). LJC focus on spatial phenomenon that take on binary values (e.g. 0 or 1). This suite of exploratory statistics is especially useful to analysts who want to focus on different types of what Anselin and Li call 'co-location'; that is, the presence or absence of specific 0 or 1 values. \n", "\n", "Note that there are several versions of the LJC:\n", "\n", "- univariate LJC\n", "- bivariate LJC (case 1)\n", "- bivariate LJC (case 2)\n", "- multivariate LJC\n", "\n", "The use case of each of these statistics, as well as their implementation in PySAL, is provided below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Univariate LJC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The univariate LJC is a the local version of the 'black-black' (aka 'BB') statistic. This statistic describes the count of the neighbors, $x_j$, of a given unit, $x_i$, that are equal to 1 when the unit is also equal to 1. Formally: \n", "\n", "Eq 1. $$BB_i = x_i \\sum_{j} w_{ij} x_j$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is important to note that when a given unit $x_i$ is equal to 0, the statistic also becomes 0. Anselin and Li describe the application of this statisttic as:\n", "\n", "> Hence, the local join count statistic is only meaningful to assess whether locations with an “event” (i.e., $x_i = 1$ ) are surrounded by more locations with events than would be the case under spatial randomness. *Anselin and Li, 2019, Section 2.2 Page 192*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can apply the PySAL implementation of the univariate LJC statistic to its original implementation in [GeoDa](https://geodacenter.github.io/workbook/6a_local_auto/lab6a.html#local-join-count-statistic). We first load in the Guerry dataset and convert the column `Donats` to binary column. This new binary column has a value of 1 for the top three groupings of `Donats` based on a Natural Breaks classification method (and 0 for otherwise)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:55.791123Z", "iopub.status.busy": "2025-06-29T18:35:55.790890Z", "iopub.status.idle": "2025-06-29T18:35:56.946973Z", "shell.execute_reply": "2025-06-29T18:35:56.946746Z", "shell.execute_reply.started": "2025-06-29T18:35:55.791096Z" } }, "outputs": [], "source": [ "import geopandas as gpd\n", "import libpysal" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:56.947382Z", "iopub.status.busy": "2025-06-29T18:35:56.947258Z", "iopub.status.idle": "2025-06-29T18:35:56.994697Z", "shell.execute_reply": "2025-06-29T18:35:56.994486Z", "shell.execute_reply.started": "2025-06-29T18:35:56.947375Z" } }, "outputs": [], "source": [ "guerry = libpysal.examples.load_example(\"Guerry\")\n", "guerry_ds = gpd.read_file(guerry.get_path(\"guerry.shp\"))\n", "guerry_ds[\"SELECTED\"] = 0\n", "guerry_ds.loc[(guerry_ds[\"Donatns\"] > 10997), \"SELECTED\"] = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now make a Queen-contiguity weights object to describe the relationship between the units." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:56.995763Z", "iopub.status.busy": "2025-06-29T18:35:56.995639Z", "iopub.status.idle": "2025-06-29T18:35:57.034062Z", "shell.execute_reply": "2025-06-29T18:35:57.033786Z", "shell.execute_reply.started": "2025-06-29T18:35:56.995755Z" } }, "outputs": [], "source": [ "w = libpysal.weights.Queen.from_dataframe(guerry_ds, use_index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now apply the univariate LJC function on the dataset." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:57.034385Z", "iopub.status.busy": "2025-06-29T18:35:57.034316Z", "iopub.status.idle": "2025-06-29T18:35:58.736195Z", "shell.execute_reply": "2025-06-29T18:35:58.735895Z", "shell.execute_reply.started": "2025-06-29T18:35:57.034377Z" } }, "outputs": [], "source": [ "from esda.join_counts_local import Join_Counts_Local\n", "\n", "LJC_uni = Join_Counts_Local(connectivity=w).fit(guerry_ds[\"SELECTED\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `LJC` attribute returned from the function counts the total number of local join counts. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:58.736617Z", "iopub.status.busy": "2025-06-29T18:35:58.736492Z", "iopub.status.idle": "2025-06-29T18:35:58.739367Z", "shell.execute_reply": "2025-06-29T18:35:58.739177Z", "shell.execute_reply.started": "2025-06-29T18:35:58.736610Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 3., 3., 0.,\n", " 1., 0., 0., 0., 0., 0., 0., 1., 0., 1., 0., 0., 0., 0., 0., 0., 1.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 3., 0., 0., 0., 0., 0., 2., 0., 3., 0., 0.])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LJC_uni.LJC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the `p_sim` attribute contains the p-values obtained from a conditional randomization procedure." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:58.739701Z", "iopub.status.busy": "2025-06-29T18:35:58.739619Z", "iopub.status.idle": "2025-06-29T18:35:58.741662Z", "shell.execute_reply": "2025-06-29T18:35:58.741477Z", "shell.execute_reply.started": "2025-06-29T18:35:58.739692Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, 0.413, nan, 0.025, 0.025, nan, 0.343,\n", " nan, nan, nan, nan, nan, nan, 0.334, nan, 0.307,\n", " nan, nan, nan, nan, nan, nan, 0.332, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, 0.485,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, 0.03 , nan, nan, nan, nan, nan, 0.117,\n", " nan, 0.048, nan, nan])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LJC_uni.p_sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can map these values after placing them back into the dataset." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:58.742074Z", "iopub.status.busy": "2025-06-29T18:35:58.741982Z", "iopub.status.idle": "2025-06-29T18:35:58.743620Z", "shell.execute_reply": "2025-06-29T18:35:58.743463Z", "shell.execute_reply.started": "2025-06-29T18:35:58.742066Z" } }, "outputs": [], "source": [ "guerry_ds[\"LJC_UNI\"] = LJC_uni.LJC\n", "guerry_ds[\"LJC_UNI_p_sim\"] = LJC_uni.p_sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From here you may be interested in mapping the LJC..." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:58.743948Z", "iopub.status.busy": "2025-06-29T18:35:58.743889Z", "iopub.status.idle": "2025-06-29T18:35:59.058292Z", "shell.execute_reply": "2025-06-29T18:35:59.058065Z", "shell.execute_reply.started": "2025-06-29T18:35:58.743942Z" } }, "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": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(figsize=(12, 10), subplot_kw={\"aspect\": \"equal\"})\n", "guerry_ds.plot(color=\"white\", edgecolor=\"black\", ax=ax)\n", "guerry_ds.plot(column=\"LJC_UNI\", categorical=True, cmap=\"GnBu\", legend=True, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or mapping the accompanying significance values below a certain threshold..." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:59.058876Z", "iopub.status.busy": "2025-06-29T18:35:59.058642Z", "iopub.status.idle": "2025-06-29T18:35:59.185614Z", "shell.execute_reply": "2025-06-29T18:35:59.185394Z", "shell.execute_reply.started": "2025-06-29T18:35:59.058869Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy\n", "\n", "guerry_ds[\"LJC_UNI_p_sim_sig\"] = numpy.nan\n", "guerry_ds.loc[(guerry_ds[\"LJC_UNI_p_sim\"] <= 0.05), \"LJC_UNI_p_sim_sig\"] = guerry_ds[\n", " \"LJC_UNI_p_sim\"\n", "]\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(figsize=(12, 10), subplot_kw={\"aspect\": \"equal\"})\n", "guerry_ds.plot(color=\"white\", edgecolor=\"black\", ax=ax)\n", "guerry_ds.plot(column=\"LJC_UNI_p_sim_sig\", legend=True, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bivariate LJC (case 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When considering two variables, say $x$ and $z$, in the bivariate LJC, distinctions need to be made about what spatial pattern is of interest. Anselin and Li define two use cases of the statistic. The first use case is when there is **no in-situ co-location**, or where $x_i$ and $z_i$ **no not** take the same value at $i$ or $j$. More specifically, the bivariate LJC case 1 is interested in when both $x_i$ and $x_j$ equal 1 (i.e. $x_i=x_j=1$) as well as $x_j=0$. Substantively, Anselin and Li explain that case is useful when the phenomenon represented by $x$ and $z$ \"cannot occur in the same location\". \n", "\n", "Formally, this case is represented as:\n", "\n", "Eq 2. $$ BJC_i = x_i (1 - z_i) \\sum_{j} w_{ij} z_j (1-x_j)$$\n", "\n", "As above, we apply the PySAL implementation of the bivariate LJC case 1 statistic to its original implementation in [GeoDa](https://geodacenter.github.io/workbook/6b_local_adv/lab6b.html#bivariate---no-co-location). Unlike above, we now move to the [Community areas in Chicago dataset (`commpop`)](https://geodacenter.github.io/data-and-lab//). We are going to examine instances of negative spatial autocorrelation, identified by locations where negative population changes (`popneg=1`) surrounded by more locations with positive popuation changes (`popplus=1`). " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:35:59.186030Z", "iopub.status.busy": "2025-06-29T18:35:59.185959Z", "iopub.status.idle": "2025-06-29T18:36:02.674365Z", "shell.execute_reply": "2025-06-29T18:36:02.673283Z", "shell.execute_reply.started": "2025-06-29T18:35:59.186022Z" } }, "outputs": [], "source": [ "import geopandas as gpd\n", "import libpysal\n", "\n", "commpop = gpd.read_file(\n", " \"https://github.com/jeffcsauer/GSOC2020/raw/master/validation/data/commpop.gpkg\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We again make a Queen-contiguity weights object to describe the relationship between the units." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:02.676928Z", "iopub.status.busy": "2025-06-29T18:36:02.675858Z", "iopub.status.idle": "2025-06-29T18:36:02.752034Z", "shell.execute_reply": "2025-06-29T18:36:02.751753Z", "shell.execute_reply.started": "2025-06-29T18:36:02.676883Z" } }, "outputs": [], "source": [ "w = libpysal.weights.Queen.from_dataframe(commpop, use_index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we run the `Local_Join_Count_BV` function. **Note that the order of the variables is meaningful!** Changing the order of the variables will change the implied research question." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:02.754129Z", "iopub.status.busy": "2025-06-29T18:36:02.754025Z", "iopub.status.idle": "2025-06-29T18:36:03.110262Z", "shell.execute_reply": "2025-06-29T18:36:03.109965Z", "shell.execute_reply.started": "2025-06-29T18:36:02.754119Z" } }, "outputs": [], "source": [ "from esda.join_counts_local_bv import Join_Counts_Local_BV\n", "\n", "LJC_BV_Case1 = Join_Counts_Local_BV(connectivity=w).fit(\n", " commpop[\"popneg\"], commpop[\"popplus\"], case=\"BJC\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we can map both the `LJC` and `p_sim` values after placing the results back into the `commpop` dataset." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.110602Z", "iopub.status.busy": "2025-06-29T18:36:03.110528Z", "iopub.status.idle": "2025-06-29T18:36:03.112404Z", "shell.execute_reply": "2025-06-29T18:36:03.112211Z", "shell.execute_reply.started": "2025-06-29T18:36:03.110594Z" } }, "outputs": [], "source": [ "commpop[\"LJC_BV_Case1\"] = LJC_BV_Case1.LJC\n", "commpop[\"LJC_BV_Case1_p_sim\"] = LJC_BV_Case1.p_sim" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.112740Z", "iopub.status.busy": "2025-06-29T18:36:03.112677Z", "iopub.status.idle": "2025-06-29T18:36:03.218064Z", "shell.execute_reply": "2025-06-29T18:36:03.217830Z", "shell.execute_reply.started": "2025-06-29T18:36:03.112732Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "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", "commpop.plot(color=\"white\", edgecolor=\"black\", ax=ax)\n", "commpop.plot(column=\"LJC_BV_Case1\", cmap=\"GnBu\", categorical=True, legend=True, ax=ax)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.218544Z", "iopub.status.busy": "2025-06-29T18:36:03.218437Z", "iopub.status.idle": "2025-06-29T18:36:03.326913Z", "shell.execute_reply": "2025-06-29T18:36:03.326690Z", "shell.execute_reply.started": "2025-06-29T18:36:03.218536Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "commpop[\"LJC_BV_Case1_p_sim_sig\"] = numpy.nan\n", "commpop.loc[(commpop[\"LJC_BV_Case1_p_sim\"] <= 0.05), \"LJC_BV_Case1_p_sim_sig\"] = (\n", " commpop[\"LJC_BV_Case1_p_sim\"]\n", ")\n", "\n", "fig, ax = plt.subplots(figsize=(12, 10), subplot_kw={\"aspect\": \"equal\"})\n", "commpop.plot(color=\"white\", edgecolor=\"black\", ax=ax)\n", "commpop.plot(column=\"LJC_BV_Case1_p_sim_sig\", legend=True, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bivariate LJC (case 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now move on to case 2 of the bivariate LJC. Unlike case 1, case 2 **identifies areas with co-location**. Case 2 is explicitly concerned with instances where $x_i=z_i=1$ as well as $x_j=z_j=1$. Anselin and Li refer to this situation as a **co-location cluster (CLC)**. We formally write this as:\n", "\n", "$$ CLC_i = x_i * z_i \\sum_j w_{ij} x_j z_j $$\n", "\n", "We return to the Guerry dataset to demonstrate its implementation in PySAL. We are interested in identifying areas that are in the top Quantile for the variables `Infants` (children born out of wedlock) and `Donatns` (donations). We reload the dataset and create the variables below:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.327333Z", "iopub.status.busy": "2025-06-29T18:36:03.327259Z", "iopub.status.idle": "2025-06-29T18:36:03.342499Z", "shell.execute_reply": "2025-06-29T18:36:03.342246Z", "shell.execute_reply.started": "2025-06-29T18:36:03.327325Z" } }, "outputs": [], "source": [ "guerry = libpysal.examples.load_example(\"Guerry\")\n", "guerry_ds = gpd.read_file(guerry.get_path(\"guerry.shp\"))\n", "guerry_ds[\"infq5\"] = 0\n", "guerry_ds[\"donq5\"] = 0\n", "guerry_ds.loc[(guerry_ds[\"Infants\"] > 23574), \"infq5\"] = 1\n", "guerry_ds.loc[(guerry_ds[\"Donatns\"] > 10973), \"donq5\"] = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We again make a Queen-contiguity weights object to describe the relationship between the units." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.342923Z", "iopub.status.busy": "2025-06-29T18:36:03.342852Z", "iopub.status.idle": "2025-06-29T18:36:03.446376Z", "shell.execute_reply": "2025-06-29T18:36:03.446138Z", "shell.execute_reply.started": "2025-06-29T18:36:03.342915Z" } }, "outputs": [], "source": [ "w = libpysal.weights.Queen.from_dataframe(guerry_ds, use_index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now run the `Local_Join_Count_BV` command, this time changing the `case` argument to `CLC`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.446726Z", "iopub.status.busy": "2025-06-29T18:36:03.446653Z", "iopub.status.idle": "2025-06-29T18:36:03.841324Z", "shell.execute_reply": "2025-06-29T18:36:03.841097Z", "shell.execute_reply.started": "2025-06-29T18:36:03.446717Z" } }, "outputs": [], "source": [ "LJC_BV_Case2 = Join_Counts_Local_BV(connectivity=w).fit(\n", " guerry_ds[\"infq5\"], guerry_ds[\"donq5\"], case=\"CLC\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we can map the `LJC` and accompanying `p_sim` values." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.841669Z", "iopub.status.busy": "2025-06-29T18:36:03.841600Z", "iopub.status.idle": "2025-06-29T18:36:03.843475Z", "shell.execute_reply": "2025-06-29T18:36:03.843259Z", "shell.execute_reply.started": "2025-06-29T18:36:03.841661Z" } }, "outputs": [], "source": [ "guerry_ds[\"LJC_BV_Case2\"] = LJC_BV_Case2.LJC\n", "guerry_ds[\"LJC_BV_Case2_p_sim\"] = LJC_BV_Case2.p_sim" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.843779Z", "iopub.status.busy": "2025-06-29T18:36:03.843716Z", "iopub.status.idle": "2025-06-29T18:36:03.968503Z", "shell.execute_reply": "2025-06-29T18:36:03.968288Z", "shell.execute_reply.started": "2025-06-29T18:36:03.843771Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "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", "guerry_ds.plot(color=\"white\", edgecolor=\"black\", ax=ax)\n", "guerry_ds.plot(column=\"LJC_BV_Case2\", cmap=\"GnBu\", categorical=True, legend=True, ax=ax)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:03.968910Z", "iopub.status.busy": "2025-06-29T18:36:03.968839Z", "iopub.status.idle": "2025-06-29T18:36:04.100106Z", "shell.execute_reply": "2025-06-29T18:36:04.099902Z", "shell.execute_reply.started": "2025-06-29T18:36:03.968901Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "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", "guerry_ds.plot(color=\"white\", edgecolor=\"black\", ax=ax)\n", "guerry_ds.plot(column=\"LJC_BV_Case2_p_sim\", legend=True, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multivariate LJC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last LJC to review is the multivariate LJC statistic. This is actually an extension of the bivariate LJC case 2. Rather than considering two variables $x$ and $z$, the multivariate statistic consdiers $m$ variables at each location $i$. All $m$ variables must then meet the co-location criterion of equalling 1. Formally:\n", "\n", "$$ CLC_i = \\Pi^m_{h=1} x_{hi} \\sum_j w_{ij} \\Pi^m_{h=1} x_{hj} $$\n", "\n", "Anselin and Li state clearly in multiple sources that although the multivariate LJC statistic is a straightforward extension of the bivariate LJC case 2, its substantive meaning is less straightforward. In their own words:\n", "\n", "> The extension to multiple binary variables is mathematically straightforward, although maybe conceptually less so. While different combinations are possible, the most practical use case would be one where the interest focuses on the co-location of multiple variables coinciding with co-location for the neighbors. Again, we can refer to this as a co-location cluster. An example would be where binary variables were\n", "constructed from continuous-valued measures for those locations where the observations fall in a pre-specified range, such as the upper decile. The co-location cluster would indicate where such coincidences occur with neighbors that have similar coincidences. However, as the number of variables considered increases, we run into the “curse of dimensionality,” and results would be less meaningful, in the sense that such coincidences would likely be increasingly rare and thus always be indicated as “significant.” *Anselin and Li, 2019, Section 3.3, Page 198*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We demonstrate this problem by extending the example from the bivariate LJC case 2. We add a third variable that counts the number of suicides in an area (`Suicids`). The substnative quesiton of interest is now seeking areas that are in the highest Quantile for the number of births out of wedlock, the number of donations to the poor, and the number of suicides. We reload the Guerry dataset and create the variables:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:04.100450Z", "iopub.status.busy": "2025-06-29T18:36:04.100381Z", "iopub.status.idle": "2025-06-29T18:36:04.113802Z", "shell.execute_reply": "2025-06-29T18:36:04.113534Z", "shell.execute_reply.started": "2025-06-29T18:36:04.100442Z" } }, "outputs": [], "source": [ "guerry = libpysal.examples.load_example(\"Guerry\")\n", "guerry_ds = gpd.read_file(guerry.get_path(\"guerry.shp\"))\n", "guerry_ds[\"infq5\"] = 0\n", "guerry_ds[\"donq5\"] = 0\n", "guerry_ds[\"suic5\"] = 0\n", "guerry_ds.loc[(guerry_ds[\"Infants\"] > 23574), \"infq5\"] = 1\n", "guerry_ds.loc[(guerry_ds[\"Donatns\"] > 10973), \"donq5\"] = 1\n", "guerry_ds.loc[(guerry_ds[\"Suicids\"] > 55564), \"suic5\"] = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And agian create the Queen contiguity spatial weights object." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:04.114211Z", "iopub.status.busy": "2025-06-29T18:36:04.114138Z", "iopub.status.idle": "2025-06-29T18:36:04.153294Z", "shell.execute_reply": "2025-06-29T18:36:04.153022Z", "shell.execute_reply.started": "2025-06-29T18:36:04.114203Z" } }, "outputs": [], "source": [ "w = libpysal.weights.Queen.from_dataframe(guerry_ds, use_index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now load in the `Local_Join_Count_MV` function and apply it to all three variables:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:04.153667Z", "iopub.status.busy": "2025-06-29T18:36:04.153588Z", "iopub.status.idle": "2025-06-29T18:36:04.404841Z", "shell.execute_reply": "2025-06-29T18:36:04.404553Z", "shell.execute_reply.started": "2025-06-29T18:36:04.153658Z" } }, "outputs": [], "source": [ "from esda.join_counts_local_mv import Join_Counts_Local_MV\n", "\n", "LJC_MV = Join_Counts_Local_MV(connectivity=w).fit(\n", " [guerry_ds[\"infq5\"], guerry_ds[\"donq5\"], guerry_ds[\"suic5\"]]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before proceeding to mapping, it is worthwhile to check if there are **any** areas that meet the criterion described above. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:04.405177Z", "iopub.status.busy": "2025-06-29T18:36:04.405107Z", "iopub.status.idle": "2025-06-29T18:36:04.407237Z", "shell.execute_reply": "2025-06-29T18:36:04.407034Z", "shell.execute_reply.started": "2025-06-29T18:36:04.405169Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LJC_MV.LJC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because there are no areas that meet the criteria, no areas will have a significance value." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T18:36:04.407581Z", "iopub.status.busy": "2025-06-29T18:36:04.407515Z", "iopub.status.idle": "2025-06-29T18:36:04.409514Z", "shell.execute_reply": "2025-06-29T18:36:04.409349Z", "shell.execute_reply.started": "2025-06-29T18:36:04.407574Z" } }, "outputs": [ { "data": { "text/plain": [ "array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n", " nan, nan, nan, nan, nan, nan, nan])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LJC_MV.p_sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nevertheless, it is important to recognize tht such a finding **may still be important as a 'null' result!** " ] } ], "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 }