{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ward\n", "\n", "Author: [Xin Feng](https://github.com/xf37), [James Gaboardi](https://github.com/jGaboardi)\n", "\n", "This algorithm is an agglomerative clustering using ward linkage with a spatial connectivity constraint. Specifically, it is a \"bottom-up\" approach: each zone starts as its own cluster, and pairs of clusters are chosen to merge at each step in order to minimally increase a given linkage distance. Ward linkage refers to the variance of the clusters being merged. `Ward` algorithm in pysal/spopt is the function\n", "([sklearn.cluster.AgglomerativeClustering](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html)) when the linkage criterion is ward. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:51.351098Z", "start_time": "2022-10-29T17:19:51.305637Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:23.735687Z", "iopub.status.busy": "2025-04-07T19:08:23.735633Z", "iopub.status.idle": "2025-04-07T19:08:23.749656Z", "shell.execute_reply": "2025-04-07T19:08:23.749422Z", "shell.execute_reply.started": "2025-04-07T19:08:23.735680Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2025-04-07T15:08:23.744160-04:00\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.9\n", "IPython version : 9.0.2\n", "\n", "Compiler : Clang 18.1.8 \n", "OS : Darwin\n", "Release : 24.4.0\n", "Machine : arm64\n", "Processor : arm\n", "CPU cores : 8\n", "Architecture: 64bit\n", "\n" ] } ], "source": [ "%config InlineBackend.figure_format = \"retina\"\n", "%load_ext watermark\n", "%watermark" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:53.680725Z", "start_time": "2022-10-29T17:19:51.354690Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:23.750131Z", "iopub.status.busy": "2025-04-07T19:08:23.750060Z", "iopub.status.idle": "2025-04-07T19:08:25.013468Z", "shell.execute_reply": "2025-04-07T19:08:25.013251Z", "shell.execute_reply.started": "2025-04-07T19:08:23.750121Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Watermark: 2.5.0\n", "\n", "libpysal : 4.12.1\n", "geopandas: 1.0.1\n", "spopt : 0.6.2.dev3+g13ca45e\n", "\n" ] } ], "source": [ "import geopandas\n", "import libpysal\n", "from libpysal.examples import load_example\n", "\n", "import spopt\n", "from spopt.region import WardSpatial\n", "\n", "%matplotlib inline\n", "%watermark -w\n", "%watermark -iv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Airbnb Spots Clustering in Chicago\n", "\n", "To illustrate `Ward` we utilize data on Airbnb spots in Chicago, which can be downloaded from [libpysal.examples](https://pysal.org/notebooks/lib/libpysal/Example_Datasets.html).\n", "\n", "We can first explore the data by plotting the number of Airbnb spots in each community in the sample, using a quintile classification:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:53.945348Z", "start_time": "2022-10-29T17:19:53.685086Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.014588Z", "iopub.status.busy": "2025-04-07T19:08:25.014434Z", "iopub.status.idle": "2025-04-07T19:08:25.016850Z", "shell.execute_reply": "2025-04-07T19:08:25.016664Z", "shell.execute_reply.started": "2025-04-07T19:08:25.014581Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "load_example(\"AirBnB\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.416285Z", "start_time": "2022-10-29T17:19:53.947856Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.017230Z", "iopub.status.busy": "2025-04-07T19:08:25.017165Z", "iopub.status.idle": "2025-04-07T19:08:25.189344Z", "shell.execute_reply": "2025-04-07T19:08:25.188999Z", "shell.execute_reply.started": "2025-04-07T19:08:25.017223Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 682, "width": 562 } }, "output_type": "display_data" } ], "source": [ "pth = libpysal.examples.get_path(\"airbnb_Chicago 2015.shp\")\n", "chicago = geopandas.read_file(pth)\n", "chicago.plot(\n", " figsize=(7, 14),\n", " column=\"num_spots\",\n", " scheme=\"Quantiles\",\n", " cmap=\"GnBu\",\n", " edgecolor=\"grey\",\n", " legend=True,\n", ").axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regionalization\n", "\n", "With `Ward`, we can aggregate these 77 communities into 5 clusters. During the merging process, the variance of the clusters is minimized." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first define the variable that will be used to measure the variance of clusters. The variable is the number of Airbnb spots in each community in this case." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.422384Z", "start_time": "2022-10-29T17:19:54.418919Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.190480Z", "iopub.status.busy": "2025-04-07T19:08:25.190189Z", "iopub.status.idle": "2025-04-07T19:08:25.192870Z", "shell.execute_reply": "2025-04-07T19:08:25.192228Z", "shell.execute_reply.started": "2025-04-07T19:08:25.190471Z" } }, "outputs": [], "source": [ "attrs_name = [\"num_spots\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we specify a number of other parameters that will serve as input to the `Ward` model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A [spatial weights object](https://pysal.org/libpysal/tutorial.html) describes the spatial connectivity of the spatial objects:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.672963Z", "start_time": "2022-10-29T17:19:54.424989Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.193671Z", "iopub.status.busy": "2025-04-07T19:08:25.193381Z", "iopub.status.idle": "2025-04-07T19:08:25.281154Z", "shell.execute_reply": "2025-04-07T19:08:25.280887Z", "shell.execute_reply.started": "2025-04-07T19:08:25.193662Z" } }, "outputs": [], "source": [ "w = libpysal.weights.Queen.from_dataframe(chicago, use_index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of clusters that we would like to group these counties into:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.678609Z", "start_time": "2022-10-29T17:19:54.675471Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.281520Z", "iopub.status.busy": "2025-04-07T19:08:25.281451Z", "iopub.status.idle": "2025-04-07T19:08:25.283455Z", "shell.execute_reply": "2025-04-07T19:08:25.283200Z", "shell.execute_reply.started": "2025-04-07T19:08:25.281513Z" } }, "outputs": [], "source": [ "n_clusters = 5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are also some optional parameters about clustering in ([sklearn.cluster.AgglomerativeClustering](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html)). They can be added in the `Ward` function as a dictionary. In this example, we only use the default settings, you can define them as needed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model can then be solved:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.688819Z", "start_time": "2022-10-29T17:19:54.681587Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.284082Z", "iopub.status.busy": "2025-04-07T19:08:25.284015Z", "iopub.status.idle": "2025-04-07T19:08:25.289027Z", "shell.execute_reply": "2025-04-07T19:08:25.288786Z", "shell.execute_reply.started": "2025-04-07T19:08:25.284075Z" } }, "outputs": [], "source": [ "model = WardSpatial(chicago, w, attrs_name, n_clusters)\n", "model.solve()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.695707Z", "start_time": "2022-10-29T17:19:54.691647Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.289413Z", "iopub.status.busy": "2025-04-07T19:08:25.289345Z", "iopub.status.idle": "2025-04-07T19:08:25.291718Z", "shell.execute_reply": "2025-04-07T19:08:25.291528Z", "shell.execute_reply.started": "2025-04-07T19:08:25.289405Z" } }, "outputs": [], "source": [ "chicago[\"ward_new\"] = model.labels_" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.710276Z", "start_time": "2022-10-29T17:19:54.698971Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.292598Z", "iopub.status.busy": "2025-04-07T19:08:25.292518Z", "iopub.status.idle": "2025-04-07T19:08:25.297766Z", "shell.execute_reply": "2025-04-07T19:08:25.297495Z", "shell.execute_reply.started": "2025-04-07T19:08:25.292591Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " number\n", "ward_new \n", "0 3\n", "1 2\n", "2 3\n", "3 62\n", "4 7" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chicago[\"number\"] = 1\n", "chicago[[\"ward_new\", \"number\"]].groupby(by=\"ward_new\").count()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2022-10-29T17:19:54.980012Z", "start_time": "2022-10-29T17:19:54.718047Z" }, "execution": { "iopub.execute_input": "2025-04-07T19:08:25.298514Z", "iopub.status.busy": "2025-04-07T19:08:25.298435Z", "iopub.status.idle": "2025-04-07T19:08:25.405037Z", "shell.execute_reply": "2025-04-07T19:08:25.404776Z", "shell.execute_reply.started": "2025-04-07T19:08:25.298507Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 682, "width": 562 } }, "output_type": "display_data" } ], "source": [ "chicago.plot(figsize=(7, 14), column=\"ward_new\", categorical=True, edgecolor=\"w\").axis(\n", " \"off\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model solution results in five clusters, two of which have three communities, one with two, one with seven, and one with sixty-two communities. " ] } ], "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 4 }