{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "64a8cca0",
   "metadata": {},
   "source": [
    "# Exercise 2: Analyzing vegetation indices"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aab8777",
   "metadata": {},
   "source": [
    "## 1. Install dependencies if needed\n",
    "\n",
    "Run the commands below to install the dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4939c44a",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -q pillow==10.0.1 matplotlib==3.8.0 scikit-image==0.21.0 scikit-learn==1.3.1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9547a9b",
   "metadata": {},
   "source": [
    "## 2. Compute the Normalized Difference Vegetation Index (NDVI) of sentinel images\n",
    "- Download the Sentinel-2 images from [here](https://drive.google.com/file/d/1NGfrldM4r7uC04nRgevD4DUH48Bnm72Y/view?usp=sharing).\n",
    "- Place the downloaded .zip file to the same folder as this notebook\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1be77a0c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['image_2021_08', 'image_2021_06', 'image_2021_02', 'image_2021_04', 'image_2020_10']\n"
     ]
    }
   ],
   "source": [
    "import zipfile\n",
    "import os\n",
    "\n",
    "with zipfile.ZipFile(\"images_week2.zip\", 'r') as zip_ref:\n",
    "    zip_ref.extractall()\n",
    "    \n",
    "print(os.listdir(\"images_week2\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24eaed20",
   "metadata": {},
   "source": [
    "- The zip file has 5 folders that contain files of 5 different sentinel images acquired in different timestamps. The folder names have the following structure: ***image_year_month***. Read the images using the function ***imread*** of the ***skimage*** library\n",
    "- Compute NDVI of each image and save it on disk\n",
    "- Visualize the NDVI image of the sentinel image taken on Aug 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4c7d181b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "# TODO: Fill the directory path where the images were uncompressed\n",
    "images_path = \"images_week2/\"\n",
    "sub_directories = [\"image_2020_10\", \"image_2021_02\", \"image_2021_04\", \"image_2021_06\", \"image_2021_08\"]\n",
    "directories = [os.path.join(images_path, subdir) for subdir in sub_directories]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "64bc52cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/john.vargas/opt/anaconda3/envs/test_ipeo_2022/lib/python3.7/site-packages/ipykernel_launcher.py:15: RuntimeWarning: invalid value encountered in true_divide\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image saved in: images_week2/image_2020_10/ndvi.tif\n",
      "Image saved in: images_week2/image_2021_02/ndvi.tif\n",
      "Image saved in: images_week2/image_2021_04/ndvi.tif\n",
      "Image saved in: images_week2/image_2021_06/ndvi.tif\n",
      "Image saved in: images_week2/image_2021_08/ndvi.tif\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from skimage.io import imsave, imread\n",
    "\n",
    "# Compute NDVI of several sentinel images\n",
    "for directory in directories:\n",
    "    # Define the full image paths to read the Red and NIR band of each sentinel image\n",
    "    band4_path = directory + \"/band4.jp2\" # Red\n",
    "    band8_path = directory + \"/band8.jp2\" # Near-infrared (NIR)\n",
    "    \n",
    "    # Read images\n",
    "    band4_array = imread(band4_path).astype(np.float32)\n",
    "    band8_array = imread(band8_path).astype(np.float32)\n",
    "    \n",
    "    # TODO: compute NDVI indexes\n",
    "    ndvi_array = (band8_array - band4_array) / (band8_array + band4_array)\n",
    "    \n",
    "    # Save NDVI image\n",
    "    ndvi_path = directory + \"/ndvi.tif\".format(directory)\n",
    "    imsave(ndvi_path, ndvi_array)\n",
    "    print(\"Image saved in: \" + ndvi_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10c11888",
   "metadata": {},
   "source": [
    "Now, let's visualize the NDVI images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "724285c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from  matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "def plot_vegetation_index(image_arr):\n",
    "    # Remove outliers\n",
    "    p_min, p_max = np.percentile(image_arr[~np.isnan(image_arr)], (2, 98))\n",
    "    image_arr_clipped = image_arr.clip(p_min, p_max)\n",
    "    # Create a color map\n",
    "    cmap_rg=LinearSegmentedColormap.from_list('rg',\n",
    "                        [\"red\", \"yellow\", \"green\", \"darkgreen\"], N=256) \n",
    "    # Show image\n",
    "    plt.imshow(image_arr_clipped, cmap=cmap_rg)\n",
    "    plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "38f5f00f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO: Visualize the NDVI image (that you saved on disk in previous code blocks) \n",
    "#       of the sentinel image taken on Aug 2021,\n",
    "#       using the function plot_vegetation_index (defined above)\n",
    "ndvi_path = images_path + \"image_2021_08/ndvi.tif\".format(images_path)\n",
    "ndvi = imread(ndvi_path)\n",
    "plot_vegetation_index(ndvi)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8dcb13b1",
   "metadata": {},
   "source": [
    "## 3. Compute and visualize the average NDVI values of 4 regions in the 5 images provided\n",
    "\n",
    "- Compute the average NDVI of 4 regions (defined by the bounding boxes) in the 5 images provided.\n",
    "- The sentinel images were taken on Oct 2020, Feb 2021,  Apr 2021, Jun 2021, and Aug 2021.\n",
    "- The bounding boxes are defined in the pixel coordinate system\n",
    "- Use the function ***crop_image*** defined below to crop the regions\n",
    "- Visualize the average NDVI values of the 4 regions as temporal series, using matplotlib. It can help to see the code example presented in slide 4 of the exercise 2 (available on moodle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e10e87dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def crop_image_array(image_array, y_min, x_min, y_max, x_max):\n",
    "    \"\"\"\n",
    "    Crop image array, delimited by a bounding box\n",
    "    \n",
    "    Parameters\n",
    "    ==================\n",
    "    \n",
    "    y_min: int\n",
    "        Minimum vertical coordinate of the bounding box\n",
    "    x_min: int\n",
    "        Minimum horizontal coordinate of the bounding box\n",
    "    y_max: int\n",
    "        Maximum vertical coordinate of the bounding box\n",
    "    x_max: int\n",
    "        Maximum horizontal coordinate of the bounding box\n",
    "    \n",
    "    \"\"\"\n",
    "    return image_array[y_min:y_max+1, x_min:x_max+1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "451d6de5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Bounding boxes of the regions to be analyzed\n",
    "bounding_boxes = {'vineyard':    {'y_min': 814, 'x_min': 1509, 'y_max': 818, 'x_max': 1513}, \n",
    "                  'trees':       {'y_min': 3173, 'x_min': 3239, 'y_max': 3177, 'x_max': 3243}, \n",
    "                  'sport_field': {'y_min': 1278, 'x_min': 2628, 'y_max': 1282, 'x_max': 2632}, \n",
    "                  'buildings':   {'y_min': 1511, 'x_min': 2794, 'y_max': 1515, 'x_max': 2798}\n",
    "                 }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "da79d87c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: Compute the average NDVI values \n",
    "#       of the 4 regions in the 5 images (sorted in chronological order),\n",
    "#       and stored it in a dictionary with the following structure. \n",
    "#\n",
    "# ndvi_values = {\n",
    "#   \"vineyard\" : [avg_ndvi_of_region_vineyard_in_image1, \n",
    "#                 avg_ndvi_of_region_vineyard_in_image2, \n",
    "#                ..., \n",
    "#                avg_ndvi_of_region_vineyard_in_image5]\n",
    "#\n",
    "#   \"trees\" :    [avg_ndvi_of_region_trees_in_image1, \n",
    "#                 avg_ndvi_of_region_trees_in_image2, \n",
    "#                ..., \n",
    "#                avg_ndvi_of_region_trees_in_image5]\n",
    "#\n",
    "#   \"buildings\" : [avg_ndvi_on_region_buildings_in_image1, \n",
    "#                 avg_ndvi_on_region_buildings_in_image2, \n",
    "#                ..., \n",
    "#                avg_ndvi_on_region_buildings_in_image5]\n",
    "#\n",
    "#   \"sport_field\" : [avg_ndvi_on_region_sport_field_in_image1, \n",
    "#                 avg_ndvi_on_region_sport_field_in_image2, \n",
    "#                ..., \n",
    "#                avg_ndvi_on_region_sport_field_in_image5]\n",
    "# }\n",
    "\n",
    "# Create an empty dictionary\n",
    "ndvi_values = {}\n",
    "# Iterate over all the regions. \n",
    "# The function \".keys()\" retrieves the keys of a dictionary\n",
    "# In the code below bounding_boxes.keys() = [\"vineyard\", \"trees\", \"buildings\", \"sport_field\"]\n",
    "for region in bounding_boxes.keys():\n",
    "    ndvi_values[region] = []\n",
    "    for directory in directories:\n",
    "        # TODO: Read the NDVI images you saved\n",
    "        input_ndvi_path = directory + \"/ndvi.tif\"\n",
    "        ndvi_array = imread(input_ndvi_path)\n",
    "        \n",
    "        # TODO: Crop image using the bounding box of each \"region\" \n",
    "        #       Use the function \"crop_image_array\" defined above\n",
    "        y_min = bounding_boxes[region][\"y_min\"]\n",
    "        y_max = bounding_boxes[region][\"y_max\"] \n",
    "        x_min = bounding_boxes[region][\"x_min\"]\n",
    "        x_max = bounding_boxes[region][\"x_max\"] \n",
    "        crop_ndvi_array = crop_image_array(ndvi_array, y_min, x_min, y_max, x_max)\n",
    "        \n",
    "        # TODO: Compute average NDVI value for the cropped region (using np.mean)\n",
    "        avg_ndvi = np.mean(crop_ndvi_array)\n",
    "        \n",
    "        # TODO: Add the computed average NDVI value to the list ndvi_values[region]\n",
    "        ndvi_values[region].append(avg_ndvi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "52ca34d5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fdcb302ffd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO: Plot the computed average NDVI values of the 4 regions in the 5 images\n",
    "#       follow the example of the slides of the exercise 2 (available on moodle)\n",
    "x = np.arange(5)\n",
    "plt.plot(x, ndvi_values[\"vineyard\"], label='Vineyard', color='green')\n",
    "plt.plot(x, ndvi_values[\"trees\"], label='Trees', color='blue')\n",
    "plt.plot(x, ndvi_values[\"buildings\"], label='Buildings', color='orange')\n",
    "plt.plot(x, ndvi_values[\"sport_field\"], label='Sport field', color='red')\n",
    "plt.xticks(x, ['Oct 2020', 'Feb 2021', 'Apr 2021', 'Jun 2021', 'Aug 2021'], rotation=20)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bb0407b",
   "metadata": {},
   "source": [
    "## 4. Answer the remaining questions of the PDF instructions file"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cfcf45d",
   "metadata": {},
   "source": [
    "#### Q1. In general, which months have the lowest and highest NDVI values?\n",
    "\n",
    "As expected in winter the NDVI values are very low, and in general the highest values are attained during the spring and summer.\n",
    "\n",
    "#### Q2. Which regions have the lowest and highest NDVI values overall? Why do you think that happens?\n",
    "\n",
    "The green areas have the highest values of NDVI (sport fields, trees, and vineyards) while Buildings has the lowest NDVI in all months.\n",
    "\n",
    "#### Q3. What can you observe when comparing NDVI values of vineyards and trees over time? Why do you think the time series of those regions differ more in certain months than in others?\n",
    "\n",
    "The time series of vineyards and trees are similar from October to April. However, after April branches are pruned in the vineyards of the example."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
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 },
 "nbformat": 4,
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}
