{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory Analysis of Spatial Data: Spatial Autocorrelation #\n", "\n", "\n", "In this notebook we introduce methods of _exploratory spatial data analysis_\n", "that are intended to complement geovizualization through formal univariate and\n", "multivariate statistical tests for spatial clustering.\n", "\n", "\n", "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:05.685918Z", "iopub.status.busy": "2025-06-29T19:45:05.685755Z", "iopub.status.idle": "2025-06-29T19:45:06.978825Z", "shell.execute_reply": "2025-06-29T19:45:06.978572Z", "shell.execute_reply.started": "2025-06-29T19:45:05.685896Z" } }, "outputs": [], "source": [ "import warnings\n", "\n", "import geopandas as gpd\n", "import libpysal as lps\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from geopandas import GeoDataFrame\n", "from shapely.geometry import Point\n", "\n", "import esda" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our data set comes from the Berlin airbnb scrape taken in April 2018. This dataframe was constructed as part of the [GeoPython 2018 workshop](https://github.com/ljwolf/geopython) by [Levi Wolf](https://ljwolf.org) and [Serge Rey](https://sergerey.org). As part of the workshop a geopandas data frame was constructed with one of the columns reporting the median listing price of units in each neighborhood in Berlin:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:06.979309Z", "iopub.status.busy": "2025-06-29T19:45:06.979177Z", "iopub.status.idle": "2025-06-29T19:45:07.034037Z", "shell.execute_reply": "2025-06-29T19:45:07.033763Z", "shell.execute_reply.started": "2025-06-29T19:45:06.979300Z" } }, "outputs": [], "source": [ "gdf = gpd.read_file(\"data/berlin-neighbourhoods.geojson\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.035156Z", "iopub.status.busy": "2025-06-29T19:45:07.035051Z", "iopub.status.idle": "2025-06-29T19:45:07.555111Z", "shell.execute_reply": "2025-06-29T19:45:07.554867Z", "shell.execute_reply.started": "2025-06-29T19:45:07.035149Z" } }, "outputs": [], "source": [ "bl_df = pd.read_csv(\"data/berlin-listings.csv\")\n", "geometry = [Point(xy) for xy in zip(bl_df.longitude, bl_df.latitude, strict=True)]\n", "crs = 4326\n", "bl_gdf = GeoDataFrame(bl_df, crs=crs, geometry=geometry)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.555486Z", "iopub.status.busy": "2025-06-29T19:45:07.555413Z", "iopub.status.idle": "2025-06-29T19:45:07.604152Z", "shell.execute_reply": "2025-06-29T19:45:07.603946Z", "shell.execute_reply.started": "2025-06-29T19:45:07.555477Z" } }, "outputs": [ { "data": { "text/plain": [ "neighbourhood_group\n", "Charlottenburg-Wilm. 58.556408\n", "Friedrichshain-Kreuzberg 55.492809\n", "Lichtenberg 44.584270\n", "Marzahn - Hellersdorf 54.246754\n", "Mitte 60.387890\n", "Neukölln 45.135948\n", "Pankow 60.282516\n", "Reinickendorf 43.682465\n", "Spandau 48.236561\n", "Steglitz - Zehlendorf 54.445683\n", "Tempelhof - Schöneberg 53.704407\n", "Treptow - Köpenick 51.222004\n", "Name: price, dtype: float32" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bl_gdf[\"price\"] = bl_gdf[\"price\"].astype(\"float32\")\n", "sj_gdf = gpd.sjoin(\n", " gdf, bl_gdf, how=\"inner\", predicate=\"intersects\", lsuffix=\"left\", rsuffix=\"right\"\n", ")\n", "median_price_gb = sj_gdf[\"price\"].groupby([sj_gdf[\"neighbourhood_group\"]]).mean()\n", "median_price_gb" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.604627Z", "iopub.status.busy": "2025-06-29T19:45:07.604538Z", "iopub.status.idle": "2025-06-29T19:45:07.611243Z", "shell.execute_reply": "2025-06-29T19:45:07.611016Z", "shell.execute_reply.started": "2025-06-29T19:45:07.604618Z" } }, "outputs": [ { "data": { "text/html": [ "
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neighbourhoodneighbourhood_groupgeometrymedian_pri
0Blankenfelde/NiederschönhausenPankowMULTIPOLYGON (((13.41191 52.61487, 13.41183 52...60.282516
1HelmholtzplatzPankowMULTIPOLYGON (((13.41405 52.54929, 13.41422 52...60.282516
2Wiesbadener StraßeCharlottenburg-Wilm.MULTIPOLYGON (((13.30748 52.46788, 13.30743 52...58.556408
3Schmöckwitz/Karolinenhof/RauchfangswerderTreptow - KöpenickMULTIPOLYGON (((13.70973 52.3963, 13.70926 52....51.222004
4MüggelheimTreptow - KöpenickMULTIPOLYGON (((13.73762 52.4085, 13.73773 52....51.222004
5BiesdorfMarzahn - HellersdorfMULTIPOLYGON (((13.56643 52.5351, 13.56697 52....54.246754
6Nord 1ReinickendorfMULTIPOLYGON (((13.33669 52.62265, 13.33663 52...43.682465
7West 5ReinickendorfMULTIPOLYGON (((13.28138 52.59958, 13.28158 52...43.682465
8Frankfurter Allee NordFriedrichshain-KreuzbergMULTIPOLYGON (((13.4532 52.51682, 13.45321 52....55.492809
9BuchPankowMULTIPOLYGON (((13.4645 52.65055, 13.46457 52....60.282516
10KaulsdorfMarzahn - HellersdorfMULTIPOLYGON (((13.62135 52.52704, 13.62196 52...54.246754
11NoneNoneMULTIPOLYGON (((13.61659 52.58154, 13.61458 52...NaN
12NoneNoneMULTIPOLYGON (((13.61668 52.57868, 13.60703 52...NaN
13nördliche LuisenstadtFriedrichshain-KreuzbergMULTIPOLYGON (((13.4443 52.50066, 13.44266 52....55.492809
14Nord 2ReinickendorfMULTIPOLYGON (((13.3068 52.58606, 13.30667 52....43.682465
\n", "
" ], "text/plain": [ " neighbourhood neighbourhood_group \\\n", "0 Blankenfelde/Niederschönhausen Pankow \n", "1 Helmholtzplatz Pankow \n", "2 Wiesbadener Straße Charlottenburg-Wilm. \n", "3 Schmöckwitz/Karolinenhof/Rauchfangswerder Treptow - Köpenick \n", "4 Müggelheim Treptow - Köpenick \n", "5 Biesdorf Marzahn - Hellersdorf \n", "6 Nord 1 Reinickendorf \n", "7 West 5 Reinickendorf \n", "8 Frankfurter Allee Nord Friedrichshain-Kreuzberg \n", "9 Buch Pankow \n", "10 Kaulsdorf Marzahn - Hellersdorf \n", "11 None None \n", "12 None None \n", "13 nördliche Luisenstadt Friedrichshain-Kreuzberg \n", "14 Nord 2 Reinickendorf \n", "\n", " geometry median_pri \n", "0 MULTIPOLYGON (((13.41191 52.61487, 13.41183 52... 60.282516 \n", "1 MULTIPOLYGON (((13.41405 52.54929, 13.41422 52... 60.282516 \n", "2 MULTIPOLYGON (((13.30748 52.46788, 13.30743 52... 58.556408 \n", "3 MULTIPOLYGON (((13.70973 52.3963, 13.70926 52.... 51.222004 \n", "4 MULTIPOLYGON (((13.73762 52.4085, 13.73773 52.... 51.222004 \n", "5 MULTIPOLYGON (((13.56643 52.5351, 13.56697 52.... 54.246754 \n", "6 MULTIPOLYGON (((13.33669 52.62265, 13.33663 52... 43.682465 \n", "7 MULTIPOLYGON (((13.28138 52.59958, 13.28158 52... 43.682465 \n", "8 MULTIPOLYGON (((13.4532 52.51682, 13.45321 52.... 55.492809 \n", "9 MULTIPOLYGON (((13.4645 52.65055, 13.46457 52.... 60.282516 \n", "10 MULTIPOLYGON (((13.62135 52.52704, 13.62196 52... 54.246754 \n", "11 MULTIPOLYGON (((13.61659 52.58154, 13.61458 52... NaN \n", "12 MULTIPOLYGON (((13.61668 52.57868, 13.60703 52... NaN \n", "13 MULTIPOLYGON (((13.4443 52.50066, 13.44266 52.... 55.492809 \n", "14 MULTIPOLYGON (((13.3068 52.58606, 13.30667 52.... 43.682465 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf = gdf.join(median_price_gb, on=\"neighbourhood_group\")\n", "gdf.rename(columns={\"price\": \"median_pri\"}, inplace=True)\n", "gdf.head(15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have an `nan` to first deal with:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.611628Z", "iopub.status.busy": "2025-06-29T19:45:07.611549Z", "iopub.status.idle": "2025-06-29T19:45:07.613456Z", "shell.execute_reply": "2025-06-29T19:45:07.613282Z", "shell.execute_reply.started": "2025-06-29T19:45:07.611621Z" } }, "outputs": [ { "data": { "text/plain": [ "np.int64(2)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.isnull(gdf[\"median_pri\"]).sum()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.613879Z", "iopub.status.busy": "2025-06-29T19:45:07.613780Z", "iopub.status.idle": "2025-06-29T19:45:07.615342Z", "shell.execute_reply": "2025-06-29T19:45:07.615161Z", "shell.execute_reply.started": "2025-06-29T19:45:07.613873Z" } }, "outputs": [], "source": [ "gdf[\"median_pri\"] = gdf[\"median_pri\"].fillna(gdf[\"median_pri\"].mean())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.615697Z", "iopub.status.busy": "2025-06-29T19:45:07.615638Z", "iopub.status.idle": "2025-06-29T19:45:07.693072Z", "shell.execute_reply": "2025-06-29T19:45:07.692839Z", "shell.execute_reply.started": "2025-06-29T19:45:07.615690Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gdf.plot(column=\"median_pri\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.693447Z", "iopub.status.busy": "2025-06-29T19:45:07.693372Z", "iopub.status.idle": "2025-06-29T19:45:07.777778Z", "shell.execute_reply": "2025-06-29T19:45:07.777503Z", "shell.execute_reply.started": "2025-06-29T19:45:07.693439Z" } }, "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": [ "fig, ax = plt.subplots(figsize=(12, 10), subplot_kw={\"aspect\": \"equal\"})\n", "gdf.plot(column=\"median_pri\", scheme=\"Quantiles\", k=5, cmap=\"GnBu\", legend=True, ax=ax)\n", "# ax.set_xlim(150000, 160000)\n", "# ax.set_ylim(208000, 215000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial Autocorrelation ##\n", "\n", "Visual inspection of the map pattern for the prices allows us to search for\n", "spatial structure. If the spatial distribution of the prices was random, then we\n", "should not see any clustering of similar values on the map. However, our visual\n", "system is drawn to the darker clusters in the south west as well as the center,\n", "and a concentration of the lighter hues (lower prices) in the north central and\n", "south east.\n", "\n", "Our brains are very powerful pattern recognition machines. However, sometimes\n", "they can be too powerful and lead us to detect false positives, or patterns\n", "where there are no statistical patterns. This is a particular concern when\n", "dealing with visualization of irregular polygons of differning sizes and shapes.\n", "\n", "The concept of *spatial\n", "autocorrelation* relates to the combination of two types of similarity: spatial\n", "similarity and attribute similarity. Although there are many different measures\n", "of spatial autocorrelation, they all combine these two types of simmilarity into\n", "a summary measure.\n", "\n", "Let's use PySAL to generate these two types of similarity\n", "measures.\n", "\n", "### Spatial Similarity ###\n", "\n", "We have already encountered spatial weights\n", "in a previous notebook. In spatial autocorrelation analysis, the spatial weights\n", "are used to formalize the notion of spatial similarity. As we have seen there\n", "are many ways to define spatial weights, here we will use queen contiguity:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.778271Z", "iopub.status.busy": "2025-06-29T19:45:07.778193Z", "iopub.status.idle": "2025-06-29T19:45:07.811233Z", "shell.execute_reply": "2025-06-29T19:45:07.810983Z", "shell.execute_reply.started": "2025-06-29T19:45:07.778263Z" } }, "outputs": [], "source": [ "df = gdf\n", "wq = lps.weights.Queen.from_dataframe(df, use_index=False, silence_warnings=True)\n", "wq.transform = \"r\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Attribute Similarity ###\n", "\n", "So the spatial weight between neighborhoods $i$ and $j$ indicates if the two \n", "are neighbors (i.e., geographically similar). What we also need is a measure of\n", "attribute similarity to pair up with this concept of spatial similarity. The\n", "**spatial lag** is a derived variable that accomplishes this for us. For neighborhood\n", "$i$ the spatial lag is defined as: $$ylag_i = \\sum_j w_{i,j} y_j$$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.811598Z", "iopub.status.busy": "2025-06-29T19:45:07.811523Z", "iopub.status.idle": "2025-06-29T19:45:07.814081Z", "shell.execute_reply": "2025-06-29T19:45:07.813832Z", "shell.execute_reply.started": "2025-06-29T19:45:07.811590Z" } }, "outputs": [], "source": [ "y = df[\"median_pri\"]\n", "ylag = lps.weights.lag_spatial(wq, y)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.815985Z", "iopub.status.busy": "2025-06-29T19:45:07.815897Z", "iopub.status.idle": "2025-06-29T19:45:07.818524Z", "shell.execute_reply": "2025-06-29T19:45:07.818319Z", "shell.execute_reply.started": "2025-06-29T19:45:07.815978Z" } }, "outputs": [ { "data": { "text/plain": [ "array([56.9625061 , 60.28251648, 56.37749926, 51.22200394, 51.22200394,\n", " 50.52180099, 43.6824646 , 45.63422012, 52.65491422, 60.28251648,\n", " 53.64180374, 52.73586273, 52.73586273, 56.47182541, 47.83247757,\n", " 58.58870177, 60.33520317, 59.60296903, 60.38788986, 60.02159348,\n", " 51.80624199, 57.94034958, 52.84482813, 53.40314266, 57.90522512,\n", " 60.28251648, 60.28251648, 55.79730334, 56.79401737, 50.81182589,\n", " 59.01427841, 60.29756982, 60.28251648, 50.86356888, 60.3220315 ,\n", " 60.28251648, 55.48057556, 54.42881557, 60.32466583, 59.50179418,\n", " 54.42846909, 58.55640793, 58.55640793, 57.73426285, 57.47818544,\n", " 57.74774106, 56.13040733, 48.23656082, 48.23656082, 53.74621709,\n", " 55.11957245, 45.95951271, 51.67650986, 54.1985906 , 51.45368042,\n", " 52.36880302, 54.44568253, 54.44568253, 50.84825389, 56.50104523,\n", " 53.92108345, 55.9956289 , 50.49590378, 49.14499828, 48.61369433,\n", " 49.70049 , 49.32550866, 51.22200394, 51.22200394, 47.80509822,\n", " 49.70049 , 51.22200394, 45.13594818, 47.57037048, 51.22200394,\n", " 51.22200394, 51.22200394, 51.22200394, 49.60257785, 51.57007762,\n", " 51.42743301, 51.22200394, 51.22200394, 52.43339348, 49.41551208,\n", " 51.58891296, 44.58427048, 51.58891296, 51.42743301, 49.82624902,\n", " 48.947686 , 48.40726217, 45.95951271, 47.57037048, 43.6824646 ,\n", " 47.02354965, 45.95951271, 58.55640793, 56.30865606, 58.09966066,\n", " 47.34497997, 46.40236028, 58.05298805, 59.24321365, 58.55640793,\n", " 47.83247757, 49.49497332, 50.74955784, 48.6149381 , 55.97644615,\n", " 57.95624052, 57.87081385, 58.75619634, 60.37283652, 48.23656082,\n", " 49.389711 , 54.00091705, 54.26036358, 57.54238828, 55.61980756,\n", " 51.97116137, 48.92101212, 50.97179985, 54.07504463, 47.45824547,\n", " 49.42017746, 45.13594818, 45.13594818, 48.61369433, 49.41551208,\n", " 51.22200394, 50.20766131, 48.72533471, 54.24675369, 54.24675369,\n", " 54.24675369, 53.23850377, 56.1851902 , 49.23337746, 43.6824646 ])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ylag" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.818991Z", "iopub.status.busy": "2025-06-29T19:45:07.818868Z", "iopub.status.idle": "2025-06-29T19:45:07.820893Z", "shell.execute_reply": "2025-06-29T19:45:07.820669Z", "shell.execute_reply.started": "2025-06-29T19:45:07.818984Z" } }, "outputs": [], "source": [ "import mapclassify as mc\n", "\n", "ylagq5 = mc.Quantiles(ylag, k=5)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.821267Z", "iopub.status.busy": "2025-06-29T19:45:07.821150Z", "iopub.status.idle": "2025-06-29T19:45:07.895689Z", "shell.execute_reply": "2025-06-29T19:45:07.895444Z", "shell.execute_reply.started": "2025-06-29T19:45:07.821259Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, figsize=(9, 9))\n", "df.assign(cl=ylagq5.yb).plot(\n", " column=\"cl\",\n", " categorical=True,\n", " k=5,\n", " cmap=\"GnBu\",\n", " linewidth=0.1,\n", " ax=ax,\n", " edgecolor=\"white\",\n", " legend=True,\n", ")\n", "ax.set_axis_off()\n", "plt.title(\"Spatial Lag Median Price (Quintiles)\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The quintile map for the spatial lag tends to enhance the impression of value\n", "similarity in space. It is, in effect, a local smoother." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:07.896162Z", "iopub.status.busy": "2025-06-29T19:45:07.896079Z", "iopub.status.idle": "2025-06-29T19:45:08.011838Z", "shell.execute_reply": "2025-06-29T19:45:08.011627Z", "shell.execute_reply.started": "2025-06-29T19:45:07.896154Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[\"lag_median_pri\"] = ylag\n", "f, ax = plt.subplots(1, 2, figsize=(2.16 * 4, 4))\n", "df.plot(\n", " column=\"median_pri\", ax=ax[0], edgecolor=\"k\", scheme=\"quantiles\", k=5, cmap=\"GnBu\"\n", ")\n", "ax[0].axis(df.total_bounds[np.asarray([0, 2, 1, 3])])\n", "ax[0].set_title(\"Price\")\n", "df.plot(\n", " column=\"lag_median_pri\",\n", " ax=ax[1],\n", " edgecolor=\"k\",\n", " scheme=\"quantiles\",\n", " cmap=\"GnBu\",\n", " k=5,\n", ")\n", "ax[1].axis(df.total_bounds[np.asarray([0, 2, 1, 3])])\n", "ax[1].set_title(\"Spatial Lag Price\")\n", "ax[0].axis(\"off\")\n", "ax[1].axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, we still have\n", "the challenge of visually associating the value of the prices in a neighborhod\n", "with the value of the spatial lag of values for the focal unit. The latter is a\n", "weighted average of list prices in the focal county's neighborhood.\n", "\n", "To complement the geovisualization of these associations we can turn to formal\n", "statistical measures of spatial autocorrelation.\n", "\n", "\n", "## Global Spatial Autocorrelation\n", "\n", "We begin with a simple case where the variable under consideration is binary.\n", "This is useful to unpack the logic of spatial autocorrelation tests. So even though\n", "our attribute is a continuously valued one, we will convert it to a binary case\n", "to illustrate the key concepts:\n", "\n", "### Binary Case" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.012191Z", "iopub.status.busy": "2025-06-29T19:45:08.012109Z", "iopub.status.idle": "2025-06-29T19:45:08.014174Z", "shell.execute_reply": "2025-06-29T19:45:08.013990Z", "shell.execute_reply.started": "2025-06-29T19:45:08.012182Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float32(53.704407)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y.median()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.014548Z", "iopub.status.busy": "2025-06-29T19:45:08.014480Z", "iopub.status.idle": "2025-06-29T19:45:08.016739Z", "shell.execute_reply": "2025-06-29T19:45:08.016511Z", "shell.execute_reply.started": "2025-06-29T19:45:08.014540Z" } }, "outputs": [ { "data": { "text/plain": [ "68" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yb = y > y.median()\n", "sum(yb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have 68 neighborhoods with list prices above the median and 70 below the\n", "median (recall the issue with ties)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.017169Z", "iopub.status.busy": "2025-06-29T19:45:08.017067Z", "iopub.status.idle": "2025-06-29T19:45:08.019269Z", "shell.execute_reply": "2025-06-29T19:45:08.019077Z", "shell.execute_reply.started": "2025-06-29T19:45:08.017137Z" } }, "outputs": [], "source": [ "yb = y > y.median()\n", "labels = [\"0 Low\", \"1 High\"]\n", "yb = [labels[i] for i in 1 * yb]\n", "df[\"yb\"] = yb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The spatial distribution of the binary variable immediately raises questions\n", "about the juxtaposition of the \"black\" and \"white\" areas." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.019605Z", "iopub.status.busy": "2025-06-29T19:45:08.019542Z", "iopub.status.idle": "2025-06-29T19:45:08.151540Z", "shell.execute_reply": "2025-06-29T19:45:08.151327Z", "shell.execute_reply.started": "2025-06-29T19:45:08.019598Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "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", "df.plot(column=\"yb\", cmap=\"binary\", edgecolor=\"grey\", legend=True, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Join counts ###\n", "\n", "One way to formalize a test for spatial autocorrelation in a binary attribute is\n", "to consider the so-called _joins_. A join exists for each neighbor pair of\n", "observations, and the joins are reflected in our binary spatial weights object\n", "`wq`. \n", "\n", "Each unit can take on one of two values \"Black\" or \"White\", and so for a given\n", "pair of neighboring locations there are three different types of joins that can\n", "arise:\n", "\n", "- Black Black (BB)\n", "- White White (WW)\n", "- Black White (or White Black) (BW)\n", "\n", "Given that we have 68 Black polygons on our map, what is the number of Black\n", "Black (BB) joins we could expect if the process were such that the Black\n", "polygons were randomly assigned on the map? This is the logic of join count statistics.\n", "\n", "We can use the `esda` package from PySAL to carry out join count analysis:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.151889Z", "iopub.status.busy": "2025-06-29T19:45:08.151812Z", "iopub.status.idle": "2025-06-29T19:45:08.484536Z", "shell.execute_reply": "2025-06-29T19:45:08.484216Z", "shell.execute_reply.started": "2025-06-29T19:45:08.151881Z" } }, "outputs": [], "source": [ "yb = 1 * (y > y.median()) # convert back to binary\n", "wq = lps.weights.Queen.from_dataframe(df, use_index=False, silence_warnings=True)\n", "wq.transform = \"b\"\n", "np.random.seed(12345)\n", "jc = esda.join_counts.Join_Counts(yb, wq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting object stores the observed counts for the different types of joins:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.484891Z", "iopub.status.busy": "2025-06-29T19:45:08.484821Z", "iopub.status.idle": "2025-06-29T19:45:08.486863Z", "shell.execute_reply": "2025-06-29T19:45:08.486676Z", "shell.execute_reply.started": "2025-06-29T19:45:08.484883Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(164.0)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jc.bb" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.487224Z", "iopub.status.busy": "2025-06-29T19:45:08.487147Z", "iopub.status.idle": "2025-06-29T19:45:08.488985Z", "shell.execute_reply": "2025-06-29T19:45:08.488825Z", "shell.execute_reply.started": "2025-06-29T19:45:08.487215Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(149.0)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jc.ww" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.489403Z", "iopub.status.busy": "2025-06-29T19:45:08.489313Z", "iopub.status.idle": "2025-06-29T19:45:08.491086Z", "shell.execute_reply": "2025-06-29T19:45:08.490927Z", "shell.execute_reply.started": "2025-06-29T19:45:08.489396Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(73.0)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jc.bw" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the three cases exhaust all possibilities:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.491416Z", "iopub.status.busy": "2025-06-29T19:45:08.491356Z", "iopub.status.idle": "2025-06-29T19:45:08.493041Z", "shell.execute_reply": "2025-06-29T19:45:08.492879Z", "shell.execute_reply.started": "2025-06-29T19:45:08.491409Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(386.0)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jc.bb + jc.ww + jc.bw" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.493361Z", "iopub.status.busy": "2025-06-29T19:45:08.493300Z", "iopub.status.idle": "2025-06-29T19:45:08.495035Z", "shell.execute_reply": "2025-06-29T19:45:08.494867Z", "shell.execute_reply.started": "2025-06-29T19:45:08.493354Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(386.0)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wq.s0 / 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "which is the unique number of joins in the spatial weights object.\n", "\n", "Our object tells us we have observed 164 BB joins:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.495311Z", "iopub.status.busy": "2025-06-29T19:45:08.495252Z", "iopub.status.idle": "2025-06-29T19:45:08.496949Z", "shell.execute_reply": "2025-06-29T19:45:08.496796Z", "shell.execute_reply.started": "2025-06-29T19:45:08.495304Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(164.0)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jc.bb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The critical question for us, is whether this is a departure from what we would\n", "expect if the process generating the spatial distribution of the Black polygons\n", "were a completely random one? To answer this, PySAL uses random spatial\n", "permutations of the observed attribute values to generate a realization under\n", "the null of _complete spatial randomness_ (CSR). This is repeated a large number\n", "of times (999 default) to construct a reference distribution to evaluate the\n", "statistical significance of our observed counts.\n", "\n", "The average number of BB joins from the synthetic realizations is:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.497278Z", "iopub.status.busy": "2025-06-29T19:45:08.497218Z", "iopub.status.idle": "2025-06-29T19:45:08.498888Z", "shell.execute_reply": "2025-06-29T19:45:08.498719Z", "shell.execute_reply.started": "2025-06-29T19:45:08.497271Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(90.70170170170171)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jc.mean_bb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "which is less than our observed count. The question is whether our observed\n", "value is so different from the expectation that we would reject the null of CSR?" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.499279Z", "iopub.status.busy": "2025-06-29T19:45:08.499142Z", "iopub.status.idle": "2025-06-29T19:45:08.616195Z", "shell.execute_reply": "2025-06-29T19:45:08.615957Z", "shell.execute_reply.started": "2025-06-29T19:45:08.499272Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'BB Counts')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sbn\n", "\n", "sbn.kdeplot(jc.sim_bb, fill=True)\n", "plt.vlines(jc.bb, 0, 0.075, color=\"r\")\n", "plt.vlines(jc.mean_bb, 0, 0.075)\n", "plt.xlabel(\"BB Counts\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The density portrays the distribution of the BB counts, with the black vertical\n", "line indicating the mean BB count from the synthetic realizations and the red\n", "line the observed BB count for our prices. Clearly our observed value is\n", "extremely high. A pseudo p-value summarizes this:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "attributes": { "classes": [ "ptyhon" ], "id": "" }, "execution": { "iopub.execute_input": "2025-06-29T19:45:08.616815Z", "iopub.status.busy": "2025-06-29T19:45:08.616633Z", "iopub.status.idle": "2025-06-29T19:45:08.618859Z", "shell.execute_reply": "2025-06-29T19:45:08.618665Z", "shell.execute_reply.started": "2025-06-29T19:45:08.616806Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(0.001)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jc.p_sim_bb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since this is below conventional significance levels, we would reject the null\n", "of complete spatial randomness in favor of spatial autocorrelation in market prices.\n", "\n", "\n", "### Continuous Case\n", "\n", "The join count analysis is based on a binary attribute, which can cover many\n", "interesting empirical applications where one is interested in presence and\n", "absence type phenomena. In our case, we artificially created the binary variable,\n", "and in the process we throw away a lot of information in our originally\n", "continuous attribute. Turning back to the original variable, we can explore\n", "other tests for spatial autocorrelation for the continuous case.\n", "\n", "First, we transform our weights to be row-standardized, from the current binary state:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.619182Z", "iopub.status.busy": "2025-06-29T19:45:08.619111Z", "iopub.status.idle": "2025-06-29T19:45:08.620737Z", "shell.execute_reply": "2025-06-29T19:45:08.620563Z", "shell.execute_reply.started": "2025-06-29T19:45:08.619175Z" } }, "outputs": [], "source": [ "wq.transform = \"r\"" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.621136Z", "iopub.status.busy": "2025-06-29T19:45:08.621055Z", "iopub.status.idle": "2025-06-29T19:45:08.622830Z", "shell.execute_reply": "2025-06-29T19:45:08.622650Z", "shell.execute_reply.started": "2025-06-29T19:45:08.621128Z" } }, "outputs": [], "source": [ "y = df[\"median_pri\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moran's I is a test for global autocorrelation for a continuous attribute:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.623134Z", "iopub.status.busy": "2025-06-29T19:45:08.623077Z", "iopub.status.idle": "2025-06-29T19:45:08.634798Z", "shell.execute_reply": "2025-06-29T19:45:08.634286Z", "shell.execute_reply.started": "2025-06-29T19:45:08.623128Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(0.6563069331329718)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(12345)\n", "mi = esda.moran.Moran(y, wq)\n", "mi.I" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, our value for the statistic needs to be interpreted against a reference\n", "distribution under the null of CSR. PySAL uses a similar approach as we saw in\n", "the join count analysis: random spatial permutations." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.635591Z", "iopub.status.busy": "2025-06-29T19:45:08.635490Z", "iopub.status.idle": "2025-06-29T19:45:08.679701Z", "shell.execute_reply": "2025-06-29T19:45:08.679459Z", "shell.execute_reply.started": "2025-06-29T19:45:08.635583Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, \"Moran's I\")" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sbn\n", "\n", "sbn.kdeplot(mi.sim, fill=True)\n", "plt.vlines(mi.I, 0, 1, color=\"r\")\n", "plt.vlines(mi.EI, 0, 1)\n", "plt.xlabel(\"Moran's I\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here our observed value is again in the upper tail, although visually it does\n", "not look as extreme relative to the binary case. Yet, it is still statistically significant:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.680128Z", "iopub.status.busy": "2025-06-29T19:45:08.680048Z", "iopub.status.idle": "2025-06-29T19:45:08.682313Z", "shell.execute_reply": "2025-06-29T19:45:08.682112Z", "shell.execute_reply.started": "2025-06-29T19:45:08.680119Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(0.001)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mi.p_sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local Autocorrelation: Hot Spots, Cold Spots, and Spatial Outliers ##\n", "\n", "In addition to the Global autocorrelation statistics, PySAL has many local\n", "autocorrelation statistics. Let's compute a local Moran statistic for the same\n", "d" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.682677Z", "iopub.status.busy": "2025-06-29T19:45:08.682603Z", "iopub.status.idle": "2025-06-29T19:45:08.684194Z", "shell.execute_reply": "2025-06-29T19:45:08.684012Z", "shell.execute_reply.started": "2025-06-29T19:45:08.682669Z" } }, "outputs": [], "source": [ "np.random.seed(12345)\n", "import esda" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.684587Z", "iopub.status.busy": "2025-06-29T19:45:08.684474Z", "iopub.status.idle": "2025-06-29T19:45:08.686736Z", "shell.execute_reply": "2025-06-29T19:45:08.686530Z", "shell.execute_reply.started": "2025-06-29T19:45:08.684580Z" } }, "outputs": [], "source": [ "wq.transform = \"r\"\n", "lag_price = lps.weights.lag_spatial(wq, df[\"median_pri\"])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.687114Z", "iopub.status.busy": "2025-06-29T19:45:08.687051Z", "iopub.status.idle": "2025-06-29T19:45:08.735204Z", "shell.execute_reply": "2025-06-29T19:45:08.734950Z", "shell.execute_reply.started": "2025-06-29T19:45:08.687107Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "price = df[\"median_pri\"]\n", "b, a = np.polyfit(price, lag_price, 1)\n", "f, ax = plt.subplots(1, figsize=(9, 9))\n", "\n", "plt.plot(price, lag_price, \".\", color=\"firebrick\")\n", "\n", "# dashed vert at mean of the price\n", "plt.vlines(price.mean(), lag_price.min(), lag_price.max(), linestyle=\"--\")\n", "# dashed horizontal at mean of lagged price\n", "plt.hlines(lag_price.mean(), price.min(), price.max(), linestyle=\"--\")\n", "\n", "# red line of best fit using global I as slope\n", "plt.plot(price, a + b * price, \"r\")\n", "plt.title(\"Moran Scatterplot\")\n", "plt.ylabel(\"Spatial Lag of Price\")\n", "plt.xlabel(\"Price\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, instead of a single $I$ statistic, we have an *array* of local $I_i$\n", "statistics, stored in the `.Is` attribute, and p-values from the simulation are\n", "in `p_sim`.\n", "\n", "*the following cell may error if `numba` is installed – see [esda#376](https://github.com/pysal/esda/issues/376)*" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.735919Z", "iopub.status.busy": "2025-06-29T19:45:08.735685Z", "iopub.status.idle": "2025-06-29T19:45:08.749322Z", "shell.execute_reply": "2025-06-29T19:45:08.749093Z", "shell.execute_reply.started": "2025-06-29T19:45:08.735910Z" } }, "outputs": [], "source": [ "with warnings.catch_warnings():\n", " warnings.filterwarnings(\n", " \"ignore\",\n", " category=RuntimeWarning,\n", " message=\"invalid value encountered in divide\",\n", " )\n", "\n", " li = esda.moran.Moran_Local(y, wq)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.753352Z", "iopub.status.busy": "2025-06-29T19:45:08.753232Z", "iopub.status.idle": "2025-06-29T19:45:08.755689Z", "shell.execute_reply": "2025-06-29T19:45:08.755381Z", "shell.execute_reply.started": "2025-06-29T19:45:08.753342Z" } }, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, 3, 3, 4, 3, 3, 4, 1, 1, 3, 3, 1, 3, 1, 1, 1, 1, 1, 4, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 3, 3, 1, 1, 3, 3, 1, 3, 3, 1, 1, 4, 1, 1, 1, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 1, 1, 3, 3, 1, 1, 1, 3, 3, 4, 3, 1,\n", " 1, 1, 1, 1, 3, 3, 1, 1, 1, 1, 4, 3, 4, 1, 3, 3, 3, 3, 3, 4, 3, 3,\n", " 4, 1, 1, 1, 1, 2, 3, 3])" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "li.q" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can again test for local clustering using permutations, but here we use\n", "conditional random permutations (different distributions for each focal location)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.756070Z", "iopub.status.busy": "2025-06-29T19:45:08.755999Z", "iopub.status.idle": "2025-06-29T19:45:08.758169Z", "shell.execute_reply": "2025-06-29T19:45:08.757978Z", "shell.execute_reply.started": "2025-06-29T19:45:08.756062Z" } }, "outputs": [ { "data": { "text/plain": [ "np.int64(68)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(li.p_sim < 0.05).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can distinguish the specific type of local spatial association reflected in\n", "the four quadrants of the Moran Scatterplot above:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.758520Z", "iopub.status.busy": "2025-06-29T19:45:08.758455Z", "iopub.status.idle": "2025-06-29T19:45:08.760183Z", "shell.execute_reply": "2025-06-29T19:45:08.759972Z", "shell.execute_reply.started": "2025-06-29T19:45:08.758513Z" } }, "outputs": [], "source": [ "sig = li.p_sim < 0.05\n", "hotspot = sig * li.q == 1\n", "coldspot = sig * li.q == 3\n", "doughnut = sig * li.q == 2\n", "diamond = sig * li.q == 4" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.760653Z", "iopub.status.busy": "2025-06-29T19:45:08.760521Z", "iopub.status.idle": "2025-06-29T19:45:08.762327Z", "shell.execute_reply": "2025-06-29T19:45:08.762005Z", "shell.execute_reply.started": "2025-06-29T19:45:08.760646Z" } }, "outputs": [], "source": [ "spots = [\"n.sig.\", \"hot spot\"]\n", "labels = [spots[i] for i in hotspot * 1]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.762746Z", "iopub.status.busy": "2025-06-29T19:45:08.762676Z", "iopub.status.idle": "2025-06-29T19:45:08.826280Z", "shell.execute_reply": "2025-06-29T19:45:08.826041Z", "shell.execute_reply.started": "2025-06-29T19:45:08.762739Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = df\n", "from matplotlib import colors\n", "\n", "hmap = colors.ListedColormap([\"red\", \"lightgrey\"])\n", "f, ax = plt.subplots(1, figsize=(9, 9))\n", "df.assign(cl=labels).plot(\n", " column=\"cl\",\n", " categorical=True,\n", " k=2,\n", " cmap=hmap,\n", " linewidth=0.1,\n", " ax=ax,\n", " edgecolor=\"white\",\n", " legend=True,\n", ")\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.826661Z", "iopub.status.busy": "2025-06-29T19:45:08.826590Z", "iopub.status.idle": "2025-06-29T19:45:08.828562Z", "shell.execute_reply": "2025-06-29T19:45:08.828335Z", "shell.execute_reply.started": "2025-06-29T19:45:08.826653Z" } }, "outputs": [], "source": [ "spots = [\"n.sig.\", \"cold spot\"]\n", "labels = [spots[i] for i in coldspot * 1]" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.828854Z", "iopub.status.busy": "2025-06-29T19:45:08.828793Z", "iopub.status.idle": "2025-06-29T19:45:08.893899Z", "shell.execute_reply": "2025-06-29T19:45:08.893651Z", "shell.execute_reply.started": "2025-06-29T19:45:08.828847Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = df\n", "from matplotlib import colors\n", "\n", "hmap = colors.ListedColormap([\"blue\", \"lightgrey\"])\n", "f, ax = plt.subplots(1, figsize=(9, 9))\n", "df.assign(cl=labels).plot(\n", " column=\"cl\",\n", " categorical=True,\n", " k=2,\n", " cmap=hmap,\n", " linewidth=0.1,\n", " ax=ax,\n", " edgecolor=\"white\",\n", " legend=True,\n", ")\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.894483Z", "iopub.status.busy": "2025-06-29T19:45:08.894279Z", "iopub.status.idle": "2025-06-29T19:45:08.896245Z", "shell.execute_reply": "2025-06-29T19:45:08.896028Z", "shell.execute_reply.started": "2025-06-29T19:45:08.894472Z" } }, "outputs": [], "source": [ "spots = [\"n.sig.\", \"doughnut\"]\n", "labels = [spots[i] for i in doughnut * 1]" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.896590Z", "iopub.status.busy": "2025-06-29T19:45:08.896516Z", "iopub.status.idle": "2025-06-29T19:45:08.956464Z", "shell.execute_reply": "2025-06-29T19:45:08.956218Z", "shell.execute_reply.started": "2025-06-29T19:45:08.896583Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = df\n", "from matplotlib import colors\n", "\n", "hmap = colors.ListedColormap([\"lightblue\", \"lightgrey\"])\n", "f, ax = plt.subplots(1, figsize=(9, 9))\n", "df.assign(cl=labels).plot(\n", " column=\"cl\",\n", " categorical=True,\n", " k=2,\n", " cmap=hmap,\n", " linewidth=0.1,\n", " ax=ax,\n", " edgecolor=\"white\",\n", " legend=True,\n", ")\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.957340Z", "iopub.status.busy": "2025-06-29T19:45:08.957243Z", "iopub.status.idle": "2025-06-29T19:45:08.959131Z", "shell.execute_reply": "2025-06-29T19:45:08.958904Z", "shell.execute_reply.started": "2025-06-29T19:45:08.957332Z" } }, "outputs": [], "source": [ "spots = [\"n.sig.\", \"diamond\"]\n", "labels = [spots[i] for i in diamond * 1]" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:08.959567Z", "iopub.status.busy": "2025-06-29T19:45:08.959497Z", "iopub.status.idle": "2025-06-29T19:45:09.020750Z", "shell.execute_reply": "2025-06-29T19:45:09.020509Z", "shell.execute_reply.started": "2025-06-29T19:45:08.959560Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = df\n", "from matplotlib import colors\n", "\n", "hmap = colors.ListedColormap([\"pink\", \"lightgrey\"])\n", "f, ax = plt.subplots(1, figsize=(9, 9))\n", "df.assign(cl=labels).plot(\n", " column=\"cl\",\n", " categorical=True,\n", " k=2,\n", " cmap=hmap,\n", " linewidth=0.1,\n", " ax=ax,\n", " edgecolor=\"white\",\n", " legend=True,\n", ")\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:09.021246Z", "iopub.status.busy": "2025-06-29T19:45:09.021133Z", "iopub.status.idle": "2025-06-29T19:45:09.023857Z", "shell.execute_reply": "2025-06-29T19:45:09.023638Z", "shell.execute_reply.started": "2025-06-29T19:45:09.021202Z" } }, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 0, 0, 0, 0, 3, 3, 0, 1, 0, 3, 3, 0, 3, 1, 1, 1, 1, 1, 0, 1,\n", " 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1,\n", " 1, 1, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 3, 3, 0,\n", " 3, 0, 0, 0, 0, 0, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 3, 0,\n", " 0, 3, 0, 3, 3, 3, 3, 3, 3, 1, 0, 1, 3, 3, 1, 1, 1, 3, 0, 0, 3, 0,\n", " 1, 1, 1, 1, 0, 3, 0, 0, 1, 0, 0, 0, 0, 0, 3, 0, 3, 3, 3, 0, 0, 0,\n", " 4, 0, 0, 0, 0, 0, 3, 3])" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sig = 1 * (li.p_sim < 0.05)\n", "hotspot = 1 * (sig * li.q == 1)\n", "coldspot = 3 * (sig * li.q == 3)\n", "doughnut = 2 * (sig * li.q == 2)\n", "diamond = 4 * (sig * li.q == 4)\n", "spots = hotspot + coldspot + doughnut + diamond\n", "spots" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:09.024250Z", "iopub.status.busy": "2025-06-29T19:45:09.024178Z", "iopub.status.idle": "2025-06-29T19:45:09.025828Z", "shell.execute_reply": "2025-06-29T19:45:09.025627Z", "shell.execute_reply.started": "2025-06-29T19:45:09.024242Z" } }, "outputs": [], "source": [ "spot_labels = [\"0 ns\", \"1 hot spot\", \"2 doughnut\", \"3 cold spot\", \"4 diamond\"]\n", "labels = [spot_labels[i] for i in spots]" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "execution": { "iopub.execute_input": "2025-06-29T19:45:09.026150Z", "iopub.status.busy": "2025-06-29T19:45:09.026081Z", "iopub.status.idle": "2025-06-29T19:45:09.092823Z", "shell.execute_reply": "2025-06-29T19:45:09.092591Z", "shell.execute_reply.started": "2025-06-29T19:45:09.026143Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import colors\n", "\n", "hmap = colors.ListedColormap([\"lightgrey\", \"red\", \"lightblue\", \"blue\", \"pink\"])\n", "f, ax = plt.subplots(1, figsize=(9, 9))\n", "df.assign(cl=labels).plot(\n", " column=\"cl\",\n", " categorical=True,\n", " k=2,\n", " cmap=hmap,\n", " linewidth=0.1,\n", " ax=ax,\n", " edgecolor=\"white\",\n", " legend=True,\n", ")\n", "ax.set_axis_off()\n", "plt.show()" ] } ], "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 }