{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "### Overview\n", "\n", "In this section, we will work with MODIS Vegetation Indices Version 6.1 data which are generated every 16 days at 250 meter (m) spatial resolution. This dataset provides Normalised Differnece Vegetation Index (NDVI) and Enhanced Vegetation Index (EVI) processed from the MODIS data. The source data was downloaded and processed via [AρρEEARS](https://appeears.earthdatacloud.nasa.gov/) which allows for pre-processing of the data into user-specified AOIs.\n", "\n", "Here we will working with GeoTIFF files in EPSG:4326 projection and clipped to the state boundary of Karnataka, India. We will learn how to load all the files into a single XArray Dataset, apply a cloud-mask and extract a time-series of NDVI and EVI values." ], "metadata": { "id": "VCi5DKHB7jag" } }, { "cell_type": "markdown", "source": [ "### Setup and Data Download\n", "\n", "The following blocks of code will install the required packages and download the datasets to your Colab environment." ], "metadata": { "id": "YauILMlxtHa_" } }, { "cell_type": "code", "source": [ "%%capture\n", "if 'google.colab' in str(get_ipython()):\n", " !apt install libspatialindex-dev\n", " !pip install fiona shapely pyproj rtree\n", " !pip install geopandas\n", " !pip install rioxarray" ], "metadata": { "id": "aQpTzbC0l73O" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Ghkgm9n_ZX-u" }, "outputs": [], "source": [ "import datetime\n", "import glob\n", "import os\n", "import re\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import geopandas as gpd\n", "import xarray as xr\n", "import rioxarray as rxr\n", "import zipfile" ] }, { "cell_type": "code", "source": [ "data_folder = 'data'\n", "output_folder = 'output'\n", "\n", "if not os.path.exists(data_folder):\n", " os.mkdir(data_folder)\n", "if not os.path.exists(output_folder):\n", " os.mkdir(output_folder)" ], "metadata": { "id": "sSvffB_ToEE9" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "def download(url):\n", " filename = os.path.join(data_folder, os.path.basename(url))\n", " if not os.path.exists(filename):\n", " from urllib.request import urlretrieve\n", " local, _ = urlretrieve(url, filename)\n", " print('Downloaded ' + local)\n", "\n", "\n", "filename = 'modis_vegetation_indices_2020.zip'\n", "url = 'https://storage.googleapis.com/spatialthoughts-public-data/' + filename\n", "\n", "download(url)" ], "metadata": { "id": "t_fRwiWBqyM9", "outputId": "06cb710a-71d7-456a-e75f-0160d3aaf2fe", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloaded data/modis_vegetation_indices_2020.zip\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Data Pre-Processing" ], "metadata": { "id": "2xOPeZxZw9RN" } }, { "cell_type": "markdown", "source": [ "First we unzip and extract the images to a folder." ], "metadata": { "id": "pq7nppDh-BVg" } }, { "cell_type": "code", "source": [ "zipfile_path = os.path.join(data_folder, filename)\n", "with zipfile.ZipFile(zipfile_path) as zf:\n", " zf.extractall(data_folder)" ], "metadata": { "id": "J_brtBxhxFzg" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "The timestamp for the image is part of the filename. We write a function to parse the filename and extract the timestamps." ], "metadata": { "id": "pKAYmY85_jje" } }, { "cell_type": "code", "source": [ "def path_to_datetimeindex(filepath):\n", " filename = os.path.basename(filepath)\n", " pattern = r'doy(\\d+)'\n", " match = re.search(pattern, filepath)\n", " if match:\n", " doy_value = match.group(1)\n", " timestamp = datetime.datetime.strptime(doy_value, '%Y%j')\n", " return timestamp\n", " else:\n", " print('Could not extract DOY from filename', filename)\n", "\n", "\n", "timestamps = []\n", "filepaths = []\n", "\n", "files = os.path.join(data_folder, 'modis_vegetation_indices_2020', '*.tif')\n", "for filepath in glob.glob(files):\n", " timestamp = path_to_datetimeindex(filepath)\n", " filepaths.append(filepath)\n", " timestamps.append(timestamp)\n", "\n", "unique_timestamps = sorted(set(timestamps))" ], "metadata": { "id": "rOxxafntANLH" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Iterate through each file and read it using XArray. There are 3 files for each time-step. One file each for `NDV`, `EVI` and `DetailedQA` information. We extract the first 2-bits of information from the `DetailedQA` band into a new band named `SummaryQA`. These 4 bands are combined into a single array for each time-step and then combine all the arrays into a single array with a `time` dimension." ], "metadata": { "id": "L7MTpLmK_rGO" } }, { "cell_type": "code", "source": [ "scenes = []\n", "\n", "for timestamp in unique_timestamps:\n", " ndvi_filepattern = r'NDVI_doy{}'.format(timestamp.strftime('%Y%j'))\n", " evi_filepattern = r'EVI_doy{}'.format(timestamp.strftime('%Y%j'))\n", " qa_filepattern = r'VI_Quality_doy{}'.format(timestamp.strftime('%Y%j'))\n", " ndvi_filepath = [filepath for filepath in filepaths if re.search(ndvi_filepattern, filepath)][0]\n", " evi_filepath = [filepath for filepath in filepaths if re.search(evi_filepattern, filepath)][0]\n", " qa_filepath = [filepath for filepath in filepaths if re.search(qa_filepattern, filepath)][0]\n", "\n", " ndvi_band = rxr.open_rasterio(ndvi_filepath, chunks={'x':512, 'y':512})\n", " ndvi_band.name = 'NDVI'\n", " evi_band = rxr.open_rasterio(evi_filepath, chunks={'x':512, 'y':512})\n", " evi_band.name = 'EVI'\n", " qa_band = rxr.open_rasterio(qa_filepath, chunks={'x':512, 'y':512})\n", " qa_band.name = 'DetailedQA'\n", "\n", " # First 2 bits are MODLAND QA Bits with summary information\n", " # Extract the value of the 2-bits using bitwise AND operation\n", " summary_qa = qa_band & 0b11\n", " qa_band.name = 'SummaryQA'\n", "\n", " # Pixel values need to be scaled with the scale_factor\n", " scale_factor = 0.0001\n", " scaled_bands = [ndvi_band * scale_factor, evi_band * scale_factor, qa_band, summary_qa]\n", " scene = xr.concat(scaled_bands, dim='band')\n", " scenes.append(scene)" ], "metadata": { "id": "JvJcKMpsbPPW" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "time_var = xr.Variable('time', list(unique_timestamps))\n", "\n", "time_series_scenes = xr.concat(scenes, dim=time_var)\n", "time_series_scenes" ], "metadata": { "id": "OVvxLI0FtTFy" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "time_series_scenes = time_series_scenes.assign_coords(band=['NDVI', 'EVI', 'DetailedQA', 'SummaryQA'])\n", "time_series_scenes" ], "metadata": { "id": "idrmhqOogjMr" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Cloud Masking\n", "\n", "As described in the [MODIS VI User Guide](https://vip.arizona.edu/documents/MODIS/MODIS_VI_UsersGuide_June_2015_C6.pdf) MOD13Q1/A1 QA band contains pixel values representing overall pixel quality.\n", "\n", "| Value | Summary QA | Description |\n", "| ----- | --------------|-------------|\n", "| -1 | Fill/No Data | Not Processed |\n", "| 0 | Good Data | Use with confidence |\n", "| 1 | Marginal data | Useful, but look at other QA information |\n", "| 2 | Snow/Ice |Target covered with snow/ice |\n", "| 3 | Cloudy |Target not visible, covered with cloud |\n", "\n", "We select all pixels with values 0 or 1 and mask all pixels with snow or cloud.\n" ], "metadata": { "id": "b-ffF2jBNdEh" } }, { "cell_type": "code", "source": [ "summary_qa = time_series_scenes.sel(band='SummaryQA')\n", "time_series_scenes_masked = time_series_scenes.sel(band=['NDVI', 'EVI']).where(summary_qa <= 1)\n", "time_series_scenes_masked" ], "metadata": { "id": "U3WB4noPvJBP" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Extracting the time-series" ], "metadata": { "id": "2mwi_NdtF5oE" } }, { "cell_type": "markdown", "source": [ "We extract the time-series at a specific X,Y coordinate." ], "metadata": { "id": "J5BwcoGN1ZR-" } }, { "cell_type": "code", "source": [ "time_series = time_series_scenes.sel(band=['NDVI', 'EVI']).interp(y=13.16, x=77.35)" ], "metadata": { "id": "r33rthlc61UP" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "This time-series has cloudy pixels which show up as anomalous NDVI and EVI values." ], "metadata": { "id": "RRjCa2Bp7AIf" } }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(1, 1)\n", "\n", "fig.set_size_inches(15, 7)\n", "time_series.plot.line(ax=ax, x='time', marker='o', linestyle='-', linewidth=1)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 668 }, "id": "aim3uBoq66C0", "outputId": "b74377a3-1f2b-44c1-ca2d-2a9084b687ac" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Let's plot the cloud-masked time-series." ], "metadata": { "id": "GTtYvdG17JsL" } }, { "cell_type": "code", "source": [ "time_series_masked = time_series_scenes_masked.sel(band=['NDVI', 'EVI']).interp(y=13.16, x=77.35)" ], "metadata": { "id": "G34ur4KqGBZ4" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(1, 1)\n", "fig.set_size_inches(15, 7)\n", "time_series_masked.plot.line(ax=ax, x='time', marker='o', linestyle='-', linewidth=1)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 668 }, "id": "TDVH4hY37PPM", "outputId": "2657f7ab-7a64-4011-ce45-6abba55017ee" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "This looks much better, but we have gaps in the time-series due to masked cloudy-pixels. Replace them with linearly interpolated values." ], "metadata": { "id": "bZlwGdHn7T_S" } }, { "cell_type": "code", "source": [ "time_series_masked_interpolated = time_series_masked.chunk(dict(time=-1)).interpolate_na('time')" ], "metadata": { "id": "NP9iWI74wjxz" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(1, 1)\n", "fig.set_size_inches(15, 7)\n", "time_series_masked_interpolated.plot.line(ax=ax, x='time', marker='o', linestyle='-', linewidth=1)\n", "plt.show()" ], "metadata": { "id": "QAMsGkfGJhh-", "outputId": "71f34899-1338-4829-b980-e453ff7c6ac8", "colab": { "base_uri": "https://localhost:8080/", "height": 668 } }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "We can set the series colors to our choice of colors using Matplotlib Cycler." ], "metadata": { "id": "KD4MTo1J8rtC" } }, { "cell_type": "code", "source": [ "from cycler import cycler\n", "import matplotlib as mpl\n", "\n", "colorlist = ['#006837', '#78c679']\n", "custom_cycler = cycler(color=colorlist)\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_prop_cycle(custom_cycler)\n", "\n", "fig.set_size_inches(15, 7)\n", "time_series_masked_interpolated.plot.line(ax=ax, x='time', marker='o', linestyle='-', linewidth=1)\n", "plt.show()" ], "metadata": { "id": "pVmD7jQZ8nok", "outputId": "724ed79d-5b41-47ef-b2cd-b2cd959797f0", "colab": { "base_uri": "https://localhost:8080/", "height": 668 } }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "We can use `to_pandas()` method to convert the DataArray into a Pandas DataFrame. The masked pixels are NaN values that we can fill with a NoData value of -9999." ], "metadata": { "id": "wLsYalBdDsJY" } }, { "cell_type": "code", "source": [ "df = time_series_masked.to_pandas()\n", "df = df.fillna(-9999)\n", "df" ], "metadata": { "id": "51AsLScYfuSY" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Save the DataFrame as a CSV file." ], "metadata": { "id": "MjzrjZdwEFeE" } }, { "cell_type": "code", "source": [ "output_filename = 'original_time_series.csv'\n", "output_filepath = os.path.join(output_folder, output_filename)\n", "df.reset_index().to_csv(output_filepath, index=False)" ], "metadata": { "id": "YinjuqiVKYTS" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Exercise\n", "\n", "Create another CSV file `interpolated_time_series.csv` containing the linearly interpolated NDVI and EVI values." ], "metadata": { "id": "KW6b0GLWCmbY" } } ] }