{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exercise solutions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section contains possible solutions to the exercises posed in the Python basics module. There is more than one correct solution for most of the exercises so these answers are for reference only.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python basics 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Fill the asterisk line with your name and run the cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'My name is Python'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fill the ****** space with your name and run the cell.\n",
    "\n",
    "message = \"My name is Python\"\n",
    "\n",
    "message"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 You can add new cells to insert new code at any point in a notebook. Click on the `+` icon in the top menu to add a new cell below the current one. Add a new cell below the next cell, and use it to print the value of variable `a`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = 365*24\n",
    "\n",
    "# Add a new cell just below this one. Use it to print the value of variable `a`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8760"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Question:** Now what happens if you scroll back  up the notebook and execute a different cell containing `print(a)`?\n",
    "\n",
    "> **Answer:** It should now print `8760` as 'global state' means the value of `a` has been changed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python basics 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Use the numpy `add` function to add the values `34` and `29` in the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "63"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use numpy add to add 34 and 29\n",
    "\n",
    "np.add(34,29)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Declare a new array with contents [5,4,3,2,1] and slice it to select the last 3 items."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3, 2, 1])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Substitute the ? symbols by the correct expressions and values\n",
    "\n",
    "# Declare the array\n",
    "\n",
    "arr = np.array([5, 4, 3, 2, 1])\n",
    "\n",
    "# Slice array for the last 3 items only\n",
    "\n",
    "arr[-3:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3: Select all the elements in the array below excluding the last one, `[15]`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr = np.array([0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n",
    "\n",
    "# Substitute the ? symbols by the correct expressions and values\n",
    "\n",
    "arr[:-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Use `arr` as defined in 2.3. Exclude the last element from the list, but now only select every 3rd element. Remember the third index indicates `stride`, if used.\n",
    "> **Hint:** The result should be `[0,3,6,9,12]`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  3,  6,  9, 12])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Substitute the ? symbols by the correct expressions and values\n",
    "\n",
    "arr[:-1:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 You'll need to combine array comparisons and logical operators to solve this one. Find out the values in the following array that are greater than `3` AND less than `7`. The output should be a boolean array.\n",
    "> **Hint:** If you are stuck, reread the section on boolean arrays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "arr = np.array([1, 3, 5, 1, 6, 3, 1, 5, 7, 1])\n",
    "\n",
    "# Use array comparisons (<, >, etc.) and logical operators (*, +) to find where\n",
    "# the values are greater than 3 and less than 7.\n",
    "\n",
    "boolean_array = (arr > 3)*(arr < 7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False, False,  True, False,  True, False, False,  True, False,\n",
       "       False])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boolean_array"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.6 Use your boolean array from 2.5 to mask the `False` values from `arr`. \n",
    "> **Hint:** The result should be `[5, 6, 5]`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5, 6, 5])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use your resulting boolean_array array from 2.5\n",
    "# to mask arr as defined in 2.5\n",
    "\n",
    "arr[boolean_array]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python basics 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline \n",
    "\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "im = np.copy(plt.imread('Guinea_Bissau.JPG'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Let's use the indexing functionality of numpy to select a portion of this image. Select the top-right corner of this image with shape `(200,200)`.\n",
    "> **Hint:** Remember there are three dimensions in this image. Colons separate spans, and commas separate dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f08e28f7940>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Both options below are correct\n",
    "\n",
    "topright = im[:200, -200:, ]\n",
    "\n",
    "topright = im[:200, 400:600, ]\n",
    "\n",
    "# Plot your result using imshow\n",
    "\n",
    "plt.imshow(topright)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Let's have a look at one of the pixels in this image. We choose the top-left corner with position `(0,0)` and show the values of its RGB channels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([249, 196, 104], dtype=uint8)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Run this cell to see the colour channel values\n",
    "\n",
    "im[0,0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first value corresponds to the red component, the second to the green and the third to the blue. `uint8` can contain values in the range `[0-255]` so the pixel has a lot of red, some green, and not much blue. This pixel is a orange-yellow sandy colour."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's modify the image. \n",
    "\n",
    "### What happens if we set all the values representing the blue channel to the maximum value?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f08e23d0ac8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run this cell to set all blue channel values to 255\n",
    "# We first make a copy to avoid modifying the original image\n",
    "\n",
    "im2 = np.copy(im)\n",
    "\n",
    "im2[:,:,2] = 255\n",
    "\n",
    "plt.imshow(im2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> The index notation `[:,:,2]` is selecting pixels at all heights and all widths, but only the 3rd colour channel. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Can you modify the above code cell to set all red values to the maximum value of `255`?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f08e0b34ef0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "im2 = np.copy(im)\n",
    "\n",
    "im2[:,:,0] = 255\n",
    "\n",
    "plt.imshow(im2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python basics 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import colors\n",
    "\n",
    "# grass = 1\n",
    "area = np.ones((100,100))\n",
    "# crops = 2\n",
    "area[10:60,20:50] = 2\n",
    "# city = 3\n",
    "area[70:90,60:80] = 3\n",
    "index = {1: 'green', 2: 'yellow', 3: 'grey'}\n",
    "cmap = colors.ListedColormap(index.values())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1 The harvesting season has arrived and our cropping lands have changed colour to brown. Can you:\n",
    "\n",
    "#### 4.1.1 Modify the yellow area to contain the new value `4`?\n",
    "#### 4.1.2 Add a new entry to the `index` dictionary mapping number `4` to the value `brown`.\n",
    "#### 4.1.3 Plot the area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4.1.1 Modify the yellow area to hold the value 4\n",
    "area[10:60,20:50] = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4.1.2 Add a new key-value pair to index that maps 4 to 'brown'\n",
    "index[4] = 'brown'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f08e0b26198>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAALlklEQVR4nO3dX6jehX3H8fdnSVMXy0x0I8REZorSkRU2y8Ep7qJoy5wr1QsRi4wwhHjRrfYP1NhdqHcVSq0Xoxh0RYZr7VKZIqWlTfViN5mxyqqJ1kxXTRr/DLQd9aah312cX8qZOzFPzvM853ni9/2Cwzm/P09+X37kfZ7f8zvPSVJVSHrv+51ZDyBpdRi71ISxS00Yu9SEsUtNGLvUxFixJ7kyyfNJDiXZNamhJE1eVvpz9iRrgJ8CHwcOA08An6qqA5MbT9KkrB3jsRcDh6rqRYAk3wKuBk4Ye9an2DDGESW9u7eg3q4st2mc2LcAryxZPgz82Tt3SrIT2AnAWcBNYxxR0ru758Sbpn6Drqp2V9VCVS2wftpHk3Qi48R+BDhvyfLWYZ2kOTRO7E8AFybZlmQdcD3wyGTGkjRpK37NXlXHkvwt8H1gDfCPVfXsxCaTNFHj3KCjqr4LfHdCs0iaIt9BJzVh7FITxi41YexSE8YuNWHsUhPGLjVh7FITxi41YexSE8YuNWHsUhPGLjVh7FITY/2K63td3TbrCWYrd8x6Ak2SsZ9A3Qb//MfbZz3GTD0A3HCd/zL4e4WX8VITxi41YexSE8YuNWHsUhPGLjVh7FITxi41YexSE8YuNWHsUhPGLjVh7FITxi41YexSE8YuNWHsUhPGLjVh7FITJ409yXlJHktyIMmzSW4e1p+d5AdJXhg+b5z+uJJWapRn9mPAF6pqO3AJ8Okk24FdwN6quhDYOyxLmlMnjb2qjlbVj4ev/wc4CGwBrgbuH3a7H7hmWkNKGt8p/VPSSc4HLgL2AZuq6uiw6VVg0wkesxPYCcBZK5xS0thGvkGX5APAd4DPVtUvl26rqgJqucdV1e6qWqiqBdaPNaukMYwUe5L3sRj6A1X10LD6tSSbh+2bgdenM6KkSRjlbnyA+4CDVfXVJZseAXYMX+8AHp78eJImZZTX7JcBfw38JMnTw7ovAV8Gvp3kRuBnwHXTGVHSJJw09qr6NyAn2HzFZMeRNC2+g05qwtilJoxdasLYpSaMXWrC2KUmjF1qwtilJoxdasLYpSaMXWrC2KUmjF1qwtilJoxdasLYpSaMXWrC2KUmjF1qwtilJoxdasLYpSaMXWrC2KUmjF1qwtilJoxdasLYpSaMXWrC2KUmjF1qwtilJoxdasLYpSZGjj3JmiRPJXl0WN6WZF+SQ0keTLJuemNKGtepPLPfDBxcsnwncFdVXQC8Cdw4ycEkTdZIsSfZCvwVcO+wHOByYM+wy/3ANdMYUNJkjPrM/jXgi8BvhuVzgLeq6tiwfBjYstwDk+xMsj/Jft4ea1ZJYzhp7Ek+AbxeVU+u5ABVtbuqFqpqgfUr+RMkTcLaEfa5DPhkkquAM4DfA+4GNiRZOzy7bwWOTG9MSeM66TN7Vd1aVVur6nzgeuBHVXUD8Bhw7bDbDuDhqU0paWzj/Jz9FuDzSQ6x+Br+vsmMJGkaRrmM/62qehx4fPj6ReDiyY8kaRp8B53UhLFLTRi71ISxS00Yu9SEsUtNGLvUhLFLTRi71ISxS00Yu9SEsUtNGLvUhLFLTRi71ISxS00Yu9SEsUtNGLvUhLFLTRi71ISxS00Yu9SEsUtNGLvUhLFLTRi71ISxS00Yu9SEsUtNGLvUhLFLTRi71ISxS00Yu9TESLEn2ZBkT5LnkhxMcmmSs5P8IMkLw+eN0x5W0sqtHXG/u4HvVdW1SdYB64EvAXur6stJdgG7gFumNOdMvHDddbMeYQ7cPusBNCGpqnffITkLeBr4YC3ZOcnzwEer6miSzcDjVfWhd/2zzk1x0wSmlrS8e6B+Xllu0yiX8duAN4BvJHkqyb1JzgQ2VdXRYZ9XgU3LPTjJziT7k+zn7ZVML2kSRol9LfAR4OtVdRHwKxYv2X9reMZf9hKhqnZX1UJVLbB+3HElrdQosR8GDlfVvmF5D4vxvzZcvjN8fn06I0qahJPGXlWvAq8kOf56/ArgAPAIsGNYtwN4eCoTSpqIUe/G/x3wwHAn/kXgb1j8RvHtJDcCPwO8dS3NsZFir6qngYVlNl0x2XEkTYvvoJOaMHapCWOXmjB2qQljl5owdqkJY5eaMHapCWOXmjB2qQljl5owdqkJY5eaMHapiVF/n12aqLpt1hOMLnfMeoLJMHbNxB133D7rEUZWt93+ngjey3ipCWOXmjB2qQljl5owdqkJY5eaMHapCWOXmjB2qQljl5owdqkJY5eaMHapCWOXmjB2qQljl5owdqkJY5eaGCn2JJ9L8mySZ5J8M8kZSbYl2ZfkUJIHk6yb9rCSVu6ksSfZAnwGWKiqDwNrgOuBO4G7quoC4E3gxmkOKmk8o17GrwV+N8laYD1wFLgc2DNsvx+4ZvLjSZqUk8ZeVUeArwAvsxj5L4Angbeq6tiw22Fgy3KPT7Izyf4k+3l7MkNLOnWjXMZvBK4GtgHnAmcCV456gKraXVULVbXA+hXPKWlMo1zGfwx4qareqKpfAw8BlwEbhst6gK3AkSnNKGkCRon9ZeCSJOuTBLgCOAA8Blw77LMDeHg6I0qahFFes+9j8Ubcj4GfDI/ZDdwCfD7JIeAc4L4pzilpTCP9909VdRvwzv+d60Xg4olPJGkqfAed1ISxS00Yu9SEsUtNGLvUhLFLTRi71ISxS00Yu9SEsUtNGLvUhLFLTRi71ISxS00Yu9REqmr1DnZuiptW7XBSP/dA/byy3Caf2aUmjF1qwtilJoxdasLYpSaMXWrC2KUmjF1qwtilJoxdasLYpSaMXWrC2KUmjF1qwtilJoxdasLYpSaMXWrC2KUmjF1qwtilJlb3X5dN3gB+Bfz3qh10PL/P6TMrnF7znk6zwukz7x9W1R8st2FVYwdIsr+qFlb1oCt0Os0Kp9e8p9OscPrNuxwv46UmjF1qYhax757BMVfqdJoVTq95T6dZ4fSb9/9Z9dfskmbDy3ipCWOXmli12JNcmeT5JIeS7Fqt444qyXlJHktyIMmzSW4e1p+d5AdJXhg+b5z1rMclWZPkqSSPDsvbkuwbzvGDSdbNesbjkmxIsifJc0kOJrl0Xs9tks8NfweeSfLNJGfM87kd1arEnmQN8A/AXwLbgU8l2b4axz4Fx4AvVNV24BLg08OMu4C9VXUhsHdYnhc3AweXLN8J3FVVFwBvAjfOZKrl3Q18r6r+CPgTFueeu3ObZAvwGWChqj4MrAGuZ77P7WiqauofwKXA95cs3wrcuhrHHmPmh4GPA88Dm4d1m4HnZz3bMMtWFgO5HHgUCIvv8Fq73Dmf8axnAS8x3BBesn7uzi2wBXgFOBtYO5zbv5jXc3sqH6t1GX/8BB53eFg3l5KcD1wE7AM2VdXRYdOrwKYZjfVOXwO+CPxmWD4HeKuqjg3L83SOtwFvAN8YXnbcm+RM5vDcVtUR4CvAy8BR4BfAk8zvuR2ZN+jeIckHgO8An62qXy7dVovf1mf+s8oknwBer6onZz3LiNYCHwG+XlUXsfj7Ef/nkn2Ozu1G4GoWv0GdC5wJXDnToSZktWI/Apy3ZHnrsG6uJHkfi6E/UFUPDatfS7J52L4ZeH1W8y1xGfDJJP8FfIvFS/m7gQ1J1g77zNM5Pgwcrqp9w/IeFuOfx3P7MeClqnqjqn4NPMTi+Z7Xczuy1Yr9CeDC4Y7mOhZveDyySsceSZIA9wEHq+qrSzY9AuwYvt7B4mv5maqqW6tqa1Wdz+K5/FFV3QA8Blw77DYXswJU1avAK0k+NKy6AjjAHJ5bFi/fL0myfvg7cXzWuTy3p2QVb3xcBfwU+E/g72d9s2KZ+f6cxcvI/wCeHj6uYvG18F7gBeCHwNmznvUdc38UeHT4+oPAvwOHgH8B3j/r+ZbM+afA/uH8/iuwcV7PLXAH8BzwDPBPwPvn+dyO+uHbZaUmvEEnNWHsUhPGLjVh7FITxi41YexSE8YuNfG/fB+mS5kAbEsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4.1.3 Copy the cmap definition and re-run it to add the new colour\n",
    "cmap = colors.ListedColormap(index.values())\n",
    "# Plot the area\n",
    "plt.imshow(area, cmap=cmap)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Hint:** If you want to plot the new area, you have to redefine `cmap` so the new value is assigned a colour in the colour map. Copy and paste the `cmap = ...` line from the original plot."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Set `area[20:40, 80:95] = np.nan`. Plot the area now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the nan area\n",
    "area[20:40, 80:95] = np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f08e0a78e48>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the entire area\n",
    "plt.imshow(area, cmap=cmap)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Find the median of the `area` array from 4.2 using `np.nanmedian`. Does this match your visual interpretation? How does this compare to using `np.median`?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use np.nanmedian to find the median of the area\n",
    "np.nanmedian(area)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nan"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(area)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`np.median` returns a value of `nan` because it cannot interpret no-data pixels. `np.nanmedian` excludes NaN values, so it returns a value of `1` which indicates grass. This matches the plot of `area`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python basics 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline \n",
    "\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import xarray as xr\n",
    "guinea_bissau = xr.open_dataset('guinea_bissau.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1 Can you access to the `crs` value in the attributes of the `guinea_bissau` `xarray.Dataset`?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Hint:** You can call upon `attributes` in the same way you would select a `variable` or `coordinate`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'EPSG:32628'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replace the ? with the attribute name\n",
    "\n",
    "guinea_bissau.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 Select the region of the `blue` variable delimited by these coordinates:\n",
    "* latitude of range [1335000, 1329030]\n",
    "* longitude of range [389520, 395490]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Hint:** Do we want to use `sel()` or `isel()`? Which coordinate is `x` and which is `y`?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3 Plot the selected region using `imshow`, then plot the region using `.plot()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f08cb8f0da0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot using plt.imshow\n",
    "plt.imshow(guinea_bissau.blue.sel(x=slice(389520, 395490), y=slice(1335000, 1329030)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7f08cb824898>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot using .plot()\n",
    "guinea_bissau.blue.sel(x=slice(389520, 395490), y=slice(1335000, 1329030)).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Can you change the colour map to `'Blues'`?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f08cb763eb8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(guinea_bissau.blue.sel(x=slice(389520, 395490), y=slice(1335000, 1329030)), cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7f08cb6d1710>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "guinea_bissau.blue.sel(x=slice(389520, 395490), y=slice(1335000, 1329030)).plot(cmap='Blues')"
   ]
  }
 ],
 "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
