{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating NDVI for our Area of Interest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading the necessary libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import rasterio\n", "import numpy\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "### Extracting the data from the red and near-infrared bands\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "filename = 'image.tif'\n", "with rasterio.open(filename) as src:\n", " band_red = src.read(3)\n", "with rasterio.open(filename) as src:\n", " band_nir = src.read(4)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## Calculating NDVI" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.5822594671515535\n", "0.5731284302963776\n" ] } ], "source": [ "# Do not display error when divided by zero \n", "\n", "numpy.seterr(divide='ignore', invalid='ignore')\n", "\n", "# NDVI \n", "ndvi = (band_nir.astype(float) - band_red.astype(float)) / (band_nir + band_red)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Checking the range of NDVI values(excluding NaN)\n", "Let's print the minimum and maximum values in our calculated ndvi. Because we're using the NDVI formula to normalize the input bands, we know that our expected values should fall within -1.0 to +1.0." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(numpy.nanmin(ndvi)) \n", "print(numpy.nanmax(ndvi))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving the NDVI image\n", "\n", "We will save the results to a new single band image. This new image file will use the geospatial data rom the original geotiff image." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'driver': 'GTiff', 'dtype': 'uint16', 'nodata': 0.0, 'width': 6449, 'height': 5802, 'count': 4, 'crs': CRS({'init': 'epsg:32644'}), 'transform': Affine(3.0, 0.0, 505761.0,\n", " 0.0, -3.0, 2180130.0)}\n", "float64\n" ] } ], "source": [ "# get the metadata of original GeoTIFF:\n", "meta = src.meta\n", "print(meta)\n", "\n", "# get the dtype of our NDVI array:\n", "ndvi_dtype = ndvi.dtype\n", "print(ndvi_dtype)\n", "\n", "# set the source metadata as kwargs we'll use to write the new data:\n", "kwargs = meta\n", "\n", "# update the 'dtype' value to match our NDVI array's dtype:\n", "kwargs.update(dtype=ndvi_dtype)\n", "\n", "# update the 'count' value since our output will no longer be a 4-band image:\n", "kwargs.update(count=1)\n", "\n", "# Finally, use rasterio to write new raster file 'data/ndvi.tif':\n", "with rasterio.open('ndvi.tif', 'w', **kwargs) as dst:\n", " dst.write(ndvi, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying a color scheme to visualize the NDVI values on the new image\n", "The values in our NDVI will range from -1 to 1. To best visualize this, we want to use a diverging color scheme, and we want to center the colorbar at a defined midpoint.\n", "\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from matplotlib import colors\n", "\n", "\n", "class MidpointNormalize(colors.Normalize):\n", " \n", " def __init__(self, vmin=None, vmax=None, midpoint=None, clip=False):\n", " self.midpoint = midpoint\n", " colors.Normalize.__init__(self, vmin, vmax, clip)\n", "\n", " def __call__(self, value, clip=None):\n", " \n", " x, y = [self.vmin, self.midpoint, self.vmax], [0, 0.5, 1]\n", " return numpy.ma.masked_array(numpy.interp(value, x, y), numpy.isnan(value))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpretation of NDVI" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# Set min/max values from NDVI range for image\n", "\n", "min=numpy.nanmin(ndvi)\n", "max=numpy.nanmax(ndvi)\n", "\n", "# Set our custom midpoint for most effective NDVI analysis\n", "mid=0.1\n", "\n", "# Setting color scheme ref:https://matplotlib.org/users/colormaps.html as a reference\n", "colormap = plt.cm.RdYlGn \n", "norm = MidpointNormalize(vmin=min, vmax=max, midpoint=mid)\n", "fig = plt.figure(figsize=(20,10))\n", "\n", "\n", "ax = fig.add_subplot(111)\n", "\n", "# Use 'imshow' to specify the input data, colormap, min, max, and norm for the colorbar\n", "cbar_plot = ax.imshow(ndvi, cmap=colormap, vmin=min, vmax=max, norm=norm)\n", "\n", "\n", "# Turn off the display of axis labels \n", "ax.axis('off')\n", "\n", "# Set a title \n", "ax.set_title('Normalized Difference Vegetation Index', fontsize=17, fontweight='bold')\n", "\n", "# Configure the colorbar\n", "cbar = fig.colorbar(cbar_plot, orientation='horizontal', shrink=0.65)\n", "\n", "# Call 'savefig' to save this plot to an image file\n", "fig.savefig(\"ndvi-image.png\", dpi=200, bbox_inches='tight', pad_inches=0.7)\n", "\n", "# let's visualize\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating a histogram of NDVI values\n", "\n", "A Histogram or any other chart can be useful for quick analysis by giving a visual insight into the distribution of \"healthy\" vs \"unhealthy\" vegetation values in your study area." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define a new figure\n", "fig2 = plt.figure(figsize=(20,10))\n", "\n", "# Give this new figure a subplot, which will contain the histogram itself\n", "ax = fig2.add_subplot(111)\n", "\n", "# Add a title & (x,y) labels to the plot\n", "plt.title(\"NDVI Histogram\", fontsize=18, fontweight='bold')\n", "plt.xlabel(\"NDVI values\", fontsize=14)\n", "plt.ylabel(\"Number of pixels\", fontsize=14)\n", "\n", "\n", "# For the x-axis, we want to count every pixel that is not an empty value\n", "x = ndvi[~numpy.isnan(ndvi)]\n", "color = 'g'\n", "# call 'hist` with our x-axis, bins, and color details\n", "ax.hist(x,bins=30,color=color,histtype='bar', ec='black')\n", "\n", "# Save the generated figure to an external image file\n", "#fig2.savefig(\"ndvi-histogram.png\", dpi=200, bbox_inches='tight', pad_inches=0.5)\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }