{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Quick note before we begin: \n", "\n", "In order to run this notebook, several additional python libraries are needed. Some of these libraries create dependency issues with other libraries you might have installed. It is strongly recomended that you use Anaconda and the conda-forge installation channel to install the libriaries within a **NEW conda environment**. Included in the GitHub is an *environment.yml* file, which can automatically create this environment either online in your browser via a one-time session on MyBinder, or within your Anaconda environment. To create the environment on your machine, use the terminal command: \n", "*conda env create -f environment.yml* \n", "If you need help setting up the environment, contact *info@donike.net*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Moran's I\n", "## Visualizing and calculating spatial autocorrelation\n", "\n", "In this notebook, we will have a deeper look at Moran's I spatial autocorrelation.\n", "This measure looks at correlations of neighbouring pixels (or shapes) and returns a value between -1 and 1. A value of -1 indicates perfect separation of the pixels within the dataset (concentration), a vaule of 0 indicates a perfectly random distribution while a value of 1 indicates a perfectly dispersed/segregated dataset.\n", "Firstly, we will import and visualize the images of the 3 extremes the values can have. Then, we calculate Moran's I for each one of these images. Finally, we a Moran's I is calculated for an actual satellite image excerpt." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/simondonike/opt/anaconda3/envs/geo_env/lib/python3.7/site-packages/pysal/explore/segregation/network/network.py:16: UserWarning: You need pandana and urbanaccess to work with segregation's network module\n", "You can install them with `pip install urbanaccess pandana` or `conda install -c udst pandana urbanaccess`\n", " \"You need pandana and urbanaccess to work with segregation's network module\\n\"\n", "/Users/simondonike/opt/anaconda3/envs/geo_env/lib/python3.7/site-packages/pysal/model/spvcm/abstracts.py:10: UserWarning: The `dill` module is required to use the sqlite backend fully.\n", " from .sqlite import head_to_sql, start_sql\n" ] }, { "data": { "text/plain": [ "
" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"All libraries used in the notebook are imported in the beginning\n", "If you get an error message here, be sure to closely follow the instructions at the beginning\"\"\"\n", "import pysal\n", "from skimage.io import imread\n", "from libpysal.weights import lat2W\n", "import numpy as np\n", "import pandas as pd\n", "from esda.moran import Moran\n", "from skimage.color import rgb2gray\n", "from splot.esda import moran_scatterplot\n", "import matplotlib.pyplot as plt\n", "\n", "\"\"\"Loading the example images as numpy arays\"\"\"\n", "raster_image_random = imread(r'data/images/random.tif')\n", "raster_image_chess = imread(r'data/images/chess_100_imperfect.tif')\n", "raster_image_half = imread(r'data/images/half+half_100.tif')\n", "\n", "\"\"\"Plotting images\"\"\"\n", "fig1 = plt.imshow(raster_image_random)\n", "plt.title(\"Random Distribution\\nexpected Moran's I: 0\")\n", "plt.figure()\n", "fig2 = plt.imshow(raster_image_chess)\n", "plt.title(\"Chessboard Pattern\\nexpected Moran's I: -1\")\n", "plt.figure()\n", "fig3 = plt.imshow(raster_image_half)\n", "plt.title(\"Half&Half\\nexpected Moran's I: 1\")\n", "plt.figure()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the images plotted above, the meaning behind spatial corelation becomes apparent, like statistically show spatial segregation within a given dataset.\n", "We continue by implementing a function that calculates Moran's I. The function also shows the standard Moran scatterplot with all pixel values plotted and the correlation line drawn." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def Morans_I(data):\n", " \"\"\"transforming RGB data to grayscale\"\"\"\n", " data_gray = np.dot(data[...,:3], [0.2989, 0.5870, 0.1140])\n", " col,row = data_gray.shape[:2]\n", " WeightMatrix= lat2W(row,col)\n", " WeightMatrix = lat2W(data_gray.shape[0],data_gray.shape[1])\n", " MoranM= Moran(data_gray,WeightMatrix)\n", " fig, ax = moran_scatterplot(MoranM, aspect_equal=True)\n", "\n", " print(\"Raster Dimensions:\\t\" + str(data_gray.shape))\n", " print(\"Moran's I Value:\\t\" +str(round(MoranM.I,4)))\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Raster Dimensions:\t(100, 100)\n", "Moran's I Value:\t0.0078\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "Lets start with calculating and plotting the results for the random image\n", "\"\"\"\n", "\n", "Morans_I(raster_image_random)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As seen in the scatterplot of the random image, the pixel values are randomly distributed. Consequently, the correlation line and Moran's I value are close to 0.\n", "This indicates neither a perfect separation nor an even distribution, but almost perfect random distribution.\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Raster Dimensions:\t(100, 101)\n", "Moran's I Value:\t-0.9974\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "Now, the chesboard-style image\n", "\"\"\"\n", "\n", "Morans_I(raster_image_chess)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot of the chessboard-style image shows, as expected, a value close to -1. This indicates that the values are almost perfectly and evenly distributed.\n", "\n", "Please note: A small random noise has been addedto the image. This was done so that the graph can be displayed, as a perfect negative spatial autocorrelation can not be plotted by matplotlib.\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Raster Dimensions:\t(100, 100)\n", "Moran's I Value:\t0.9899\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "Lastly, the half&half image\n", "\"\"\"\n", "\n", "Morans_I(raster_image_half)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, this plot shows the scatterplot of the half & half image. As expected, the Moran's I is close to 1, idnicating a near-perfect separation of the values.\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Real-life Satellite Image\n", "After looking at the extremes the Moran's I value can take in order to understand what the corrleation value shows, we perform the same for a real-life satellite image of the Salzburg area. The picture used is a real color RGB image (which gets translated into grayscale within the calculation)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Loading SBG iamge and transforming to Grayscale\"\"\"\n", "raster_image_sbg = plt.imread(r'data/images/sbg.tif')\n", "raster_image_sbg_gray = np.dot(raster_image_sbg[...,:3], [0.2989, 0.5870, 0.1140])\n", "\n", "\"\"\"Plotting both Images\"\"\"\n", "fig1 = plt.imshow(raster_image_sbg)\n", "plt.title(\"Satellite Image Salzburg RBG\")\n", "plt.figure()\n", "fig2 = plt.imshow(raster_image_sbg_gray, cmap=\"gray\")\n", "plt.title(\"Satellite Image Salzburg Grayscale\")\n", "plt.figure()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ask yourself this: which Moran's I value can we expect from this image? Of course the grayscale \"muddies\" distictions to the human eye, but are similar pixels still more or less next to each other?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Raster Dimensions:\t(200, 300)\n", "Moran's I Value:\t0.8772\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\"\"\"\n", "Pasting the RBG picture to the function, because the RGB to Grayscale is hardcoded in the function.\n", "\"\"\"\n", "\n", "Morans_I(raster_image_sbg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The value close to 1 indicates that there is a strong separation/segregation of pixel values. That makes sense, since in the image we can clearly distinguish between built-up urban areas, fields and water surface." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }