{ "cells": [ { "cell_type": "markdown", "metadata": { "hide_cell": true }, "source": [ "Make me look good. Click on the cell below and press Ctrl+Enter." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide_cell": true }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.core.display import HTML\n", "HTML(open('css/custom.css', 'r').read())" ] }, { "cell_type": "markdown", "metadata": { "hide_cell": true }, "source": [ "
SM286D · Introduction to Applied Mathematics with Python · Spring 2020 · Uhan
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Lesson 18.
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More genetic algorithms, visualizing location data

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## This lesson..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Developing a genetic algorithm to solve the __traveling salesperson problem (TSP)__\n", "\n", "- Visualizing location data with [**Cartopy**](https://scitools.org.uk/cartopy/docs/latest/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this lesson, we continue working with genetic algorithms. In the last lesson, we used a genetic algorithm to find a solution to the shortest path problem. Today, we will develop a different genetic algorithm to find a solution to the __traveling salesperson problem (TSP)__.\n", "\n", "The TSP is an important problem in operations research that is easy to state, but often difficult to solve in practice. The TSP asks the following question:\n", "\n", "> Given a list of cities and the distances between each pair of cities, what is the shortest possible route that visits each city and returns to the origin city?\n", "\n", "Finding efficient solutions to large scale instances of the TSP is important because the TSP has many different applications in planning, logistics, and manufacturing. In slightly modified forms, the TSP can also appear as a subproblem in many different areas including biology (DNA sequencing) and astronomy (moving telescopes).\n", "\n", "The problems below will guide you through the development of a genetic algorithm to solve the TSP." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classwork" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 1.**\n", "We will develop a genetic algorithm to approximately solve the TSP that visits each of the 61 US national parks. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "
\n", " Figure 1. Wait, what? [source]\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The names and locations of all the parks are stored in the Excel workbook `parks.xlsx`, in the same folder as this notebook. For each park, we have its name, its state (or states if the park spans several states), and its latitude and longitude. \n", "\n", "Use `xlwings` to load this data into the lists `parks`, `states`, `lats` and `longs`. \n", "Print a list of the parks to the screen. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The parks are: Zion, Yosemite, Yellowstone, Wrangell–St. Elias, Wind Cave, Voyageurs, Virgin Islands, Theodore Roosevelt, Shenandoah, Sequoia, Saguaro, Rocky Mountain, Redwood, Pinnacles, Petrified Forest, Olympic, North Cascades, Mount Rainier, Mesa Verde, Mammoth Cave, Lassen Volcanic, Lake Clark, Kobuk Valley, Kings Canyon, Kenai Fjords, Katmai, Joshua Tree, Isle Royale, Indiana Dunes, Hot Springs, Hawaiʻi Volcanoes, Haleakalā, Guadalupe Mountains, Great Smoky Mountains, Great Sand Dunes, Great Basin, Grand Teton, Grand Canyon, Glacier, Glacier Bay, Gateway Arch, Gates of the Arctic, Everglades, Dry Tortugas, Denali, Death Valley, Cuyahoga Valley, Crater Lake, Congaree, Channel Islands, Carlsbad Caverns, Capitol Reef, Canyonlands, Bryce Canyon, Black Canyon of the Gunnison, Biscayne, Big Bend, Badlands, Arches, American Samoa, Acadia.\n" ] } ], "source": [ "import xlwings as xw\n", "\n", "# Open Book object pointing to workbook\n", "wb = xw.Book('parks.xlsx')\n", "\n", "# Open Sheet object pointing to relevant sheet\n", "sht = wb.sheets('Parks')\n", "\n", "# Grab the data from the right columns\n", "parks = sht.range('A2').expand('down').value\n", "states = sht.range('B2').expand('down').value\n", "lats = sht.range('C2').expand('down').value \n", "longs = sht.range('D2').expand('down').value\n", "\n", "# Print a list of the parks\n", "# Here, we use the join() method of a string.\n", "# See how it works?\n", "park_name_string = ', '.join(parks)\n", "print(f'The parks are: {park_name_string}.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 2.**\n", "\n", "We'd like to plot the locations of the parks on a map of the United States. We'll use the [**Cartopy**](https://scitools.org.uk/cartopy/docs/latest/) package to do this. \n", "\n", "First, we need to install Cartopy. Launch the Anaconda Prompt from the Windows Start Menu (bottom left corner of your screen). Then at the prompt, type \n", "\n", "```\n", "conda install -c conda-forge cartopy\n", "```\n", "\n", "This only needs to be done the first time you want to use it. \n", "\n", "The code below produces a map of the United States with major waterways and borders. \n", "\n", "- Use the `ax.plot` method to add the parks to the plot. Recall (e.g., from Lesson 2) that `ax.plot` takes as input a list of $x$ coordinates and a list of $y$ coordinates. In this context, that translates to a list of longitudes and a list of latitudes (in that order).\n", "- Use `ax.plot` options to mark the park locations with red dots." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cartopy \n", "import matplotlib.pyplot as plt\n", "\n", "# Set up a Matplotlib figure and axes\n", "# Put the map of the United States on these axes\n", "# along with geographical features\n", "fig = plt.figure(figsize=(20, 20))\n", "ax = plt.axes(projection=cartopy.crs.PlateCarree())\n", "ax.add_feature(cartopy.feature.LAND)\n", "ax.add_feature(cartopy.feature.OCEAN)\n", "ax.add_feature(cartopy.feature.COASTLINE)\n", "ax.add_feature(cartopy.feature.BORDERS, linestyle='-')\n", "ax.add_feature(cartopy.feature.STATES, linestyle=':')\n", "ax.add_feature(cartopy.feature.LAKES, alpha=0.5)\n", "ax.add_feature(cartopy.feature.RIVERS)\n", "ax.set_extent([-175, -60, 0, 60])\n", "\n", "##################################################\n", "# Write your code here to plot the park locations\n", "##################################################\n", "ax.plot(longs, lats, 'ro')\n", "\n", "# Show the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 3.**\n", "We need to measure the distance between parks. Finding the distance between two points on Earth given by latitudes and longitudes is complicated. First, we need to convert each latitude and longitude from degrees to radians. Then, under the assumption that the Earth is a sphere of radius $R = 6371000$ meters, the distance between points $(long_1,lat_1)$ and $(long_2,lat_2)$ is given by\n", "\n", "\\begin{equation*}\n", "R \\arccos(\\sin(lat_1)\\sin(lat_2)+\\cos(lat_1)\\cos(lat_2)\\cos(long_2-long_1)).\n", "\\end{equation*}\n", "\n", "This distance is given in meters. We can convert it into miles by multiplying by the conversion factor `0.621371/1000`. \n", "\n", "Write a function `airdist` that takes as input two points given by latitude-longitude pairs (`lat1`, `long1`, `lat2`, `long2`), and returns the distance between the two points in miles.\n", "\n", "_Hints._ \n", "\n", "- $d$ degrees is equal to $\\frac{\\pi d}{180}$ radians.\n", "- Import `numpy` as `np` so you can use `np.sin` and other trigonometric functions, as well as `np.pi` for the value of $\\pi$.\n", "- Check your work. You should find the distance betwen Zion and Acadia National Parks to be about 2364 miles." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "def airdist(lat1, long1, lat2, long2):\n", " \"\"\"\n", " Compute the distance (as the crow flies) between two points\n", " whose latitudes and longitudes are given. \n", " \"\"\"\n", " # Write your code here\n", " # Convert to radians\n", " lat1_rad = lat1 * np.pi / 180\n", " lat2_rad = lat2 * np.pi / 180\n", " long1_rad = long1 * np.pi / 180\n", " long2_rad = long2 * np.pi / 180\n", " \n", " # Radius of Earth in meters\n", " R = 6371000\n", " \n", " # Distance in meters\n", " meters = R * np.arccos(\n", " np.sin(lat1_rad) * np.sin(lat2_rad) + \n", " np.cos(lat1_rad) * np.cos(lat2_rad) * np.cos(long2_rad - long1_rad)\n", " )\n", " miles = meters * 0.621371 / 1000\n", " \n", " return miles" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The distance between Zion and Acadia National Parks is 2363.876952385618.\n" ] } ], "source": [ "# Check your work\n", "print(f\"The distance between Zion and Acadia National Parks is {airdist(37.3, -113.05, 44.35, -68.21)}.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 4.**\n", "Set `numparks` equal to the number of parks, 61. Don't do this manually, use `len`.\n", "\n", "Use the `airdist` function to compute a $61 \\times 61$ matrix named `distances` whose $(i,j)$ entry is the distance in miles between park number $i$ and park number $j$.\n", "Write your code so that all diagonal entries of this matrix are exactly 0: sometimes Python's `arccos` function is inexact.\n", "\n", "Check your work: print a sentence showing that the distance between parks 22 and 37 is about 2837.051." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The distance between parks 22 and 37 is 2837.051309749514.\n" ] } ], "source": [ "# Number of parks\n", "numparks = len(parks)\n", "\n", "# Distance matrix\n", "distances = np.zeros((numparks, numparks))\n", "for i in range(numparks):\n", " for j in range(numparks):\n", " if i != j:\n", " distances[i, j] = airdist(lats[i], longs[i], lats[j], longs[j])\n", "\n", "# Check your work\n", "print(f'The distance between parks 22 and 37 is {distances[22, 37]}.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 5.**\n", "Since we want to visit each of the parks and return to our starting point, we can store the route that we follow as a __permutation__ of the numbers 0 to 60. We will represent permutations as lists.\n", "\n", "For example, the permutation $[0, 24, 32, \\dots, 1, 7, 5]$ would correspond to the route that starts at park 0, then goes to park 24, then park 32, and so on, until it reaches park 5. Then the route would go from park 5 back to park 0. This last step isn't included in our permutation, but it is always necessary to include the edge from the last park to the initial park in our route.\n", "\n", "Write a function `circuitlength` that \n", "- takes as input a permutation of the numbers 0 through $n-1$ and an $n \\times n$ distance matrix $d$, and \n", "- returns the length of the circuit corresponding to the permutation (that is, the route that we trace in moving along the route given by the permutation, including the final edge that returns us to the starting place).\n", "\n", "Check your work: print a sentence confirming that the `circuitlength` of the permutation \n", "\n", "\\begin{equation*}\n", "[0,1,2,3,...,30,60,59,58,...,31]\n", "\\end{equation*}\n", "\n", "is about 98268.31." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The circuit length of the given permutation is 98268.30855159182.\n" ] } ], "source": [ "def circuitlength(perm, distances):\n", " \"\"\"\n", " Compute the length of a circuit given as a permutation\n", " \"\"\"\n", " # Number of parks\n", " n = len(perm)\n", " \n", " # Initialize circuit length to 0\n", " length = 0\n", " \n", " # Iterate through the permutation, adding the distances\n", " for i in range(n - 1):\n", " length += distances[perm[i], perm[i + 1]]\n", " \n", " # Add the edge returning to where we started\n", " length += distances[perm[n - 1], perm[0]]\n", " \n", " return length\n", "\n", "# Check your work\n", "p = list(range(0, 31, 1)) + list(range(60, 30, -1))\n", "print(f\"The circuit length of the given permutation is {circuitlength(p, distances)}.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 6.**\n", "We will use `circuitlength` from Problem 5 as the fitness function for our genetic algorithm. \n", "\n", "A parent consists of (1) a permutation $p$ of $[0,1,\\ldots,60]$ and (2) a score, which is equal to the length $\\ell$ of the corresponding circuit.\n", "We start our genetic algorithm by generating 5 random parents. \n", "\n", "We want to choose the permutations randomly. However, it is also nice to be able to reproduce our results. So we set a __seed__ in the random number generator in Python, allowing us to run your code again and again, each time producing the same random output. (You'll learn more about random number generation and seeds in SA421 — Simulation Modeling.)\n", "\n", " - Read through the code below.\n", " - Print the last parent." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The last parent is {'perm': [37, 55, 26, 33, 58, 24, 15, 30, 41, 13, 12, 7, 43, 29, 44, 23, 34, 50, 5, 31, 1, 22, 59, 18, 17, 4, 3, 14, 52, 10, 60, 46, 19, 16, 38, 45, 0, 47, 2, 40, 6, 32, 8, 28, 53, 54, 57, 20, 56, 39, 48, 9, 49, 42, 35, 25, 36, 21, 51, 27, 11], 'score': 99652.26621417886}.\n" ] } ], "source": [ "# Number of parents\n", "numparents = 5\n", "\n", "# Set a seed for the random number generator\n", "# Using the same seed results in the same random numbers generated\n", "np.random.seed(210000)\n", "\n", "# Create a list of parents\n", "# Each parent is a dictionary consisting of \n", "# a permutation, and the length of the corresponding circuit\n", "parents = []\n", "for i in range(numparents):\n", " # Make a random permutation of the list containing 0, 1, ..., 60\n", " # Since np.random.permutation returns a NumPy array, \n", " # we convert it to a list\n", " perm = list(np.random.permutation(list(range(numparks))))\n", " \n", " # Add the random permutation and corresponding circuit length\n", " parents.append({'perm': perm, 'score': circuitlength(perm, distances)})\n", " \n", "# Write your code below\n", "# Print the last parent\n", "print(f\"The last parent is {parents[-1]}.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 7.**\n", "The code below defines a function `invert_selection` that takes as input a permutation `perm`, an element `c` and a second element `cp`. The function returns a new permutation, which is obtained from `perm` by reversing the permutation from just after element `c` to just after element `cp`. For example, if \n", "\n", "
\n",
    "perm = [7, 2, 3, 9, 4, 1, 5, 8, 6]\n",
    "
\n", "\n", "and `c = 3` and `cp = 5`, then `invert_selection` returns\n", "\n", "
\n",
    "newperm = [7, 2, 3, 5, 1, 4, 9, 8, 6].\n",
    "
\n", "\n", "In fact, a slightly different permutation is returned that gives an equivalent circuit to `newperm`: it follows the same tour but starts at a different element; this is irrelevant for our purposes. \n", "\n", "A second example shows that this isn't as simple as it might seem: if \n", "\n", "
\n",
    "perm = [7, 2, 3, 9, 4, 1, 5, 8, 6]\n",
    "
\n", "\n", "and `c = 3` as before but `cp = 7` then we need to wrap around to get the output \n", "\n", "
\n",
    "newperm = [9, 2, 3, 7, 6, 8, 5, 1, 4].\n",
    "
\n", "\n", "Read through the definition of `invert_selection` below. Then test the code with the examples above and ensure that it works as advertised." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def invert_selection(perm, c, cp):\n", " \"\"\"\n", " Invert permutation perm between elements c and cp.\n", " \"\"\"\n", " # We effectively rotate the permutation so that it starts \n", " # just after c and ends at c.\n", " # This is helpful since it means that the portion of the \n", " # permutation that we are reversing is at the start.\n", "\n", " # Length of permutation\n", " n = len(perm)\n", " \n", " # Double the permutation\n", " double_perm = perm + perm\n", " \n", " # Find the first index corresponding to c\n", " c_index = double_perm.index(c)\n", " \n", " # Rotate the permutation to start just after and end at c\n", " rotated_perm = double_perm[c_index + 1:c_index + n + 1]\n", " \n", " # Reverse the initial part of the rotated permutation,\n", " # between elements c and cp\n", " cp_index = rotated_perm.index(cp)\n", " \n", " newperm = rotated_perm[cp_index::-1] + rotated_perm[cp_index + 1::1]\n", " return newperm" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[5, 1, 4, 9, 8, 6, 7, 2, 3]\n", "[7, 6, 8, 5, 1, 4, 9, 2, 3]\n" ] } ], "source": [ "# Test the code in this code cell\n", "print(invert_selection([7, 2, 3, 9, 4, 1, 5, 8, 6], 3, 5))\n", "print(invert_selection([7, 2, 3, 9, 4, 1, 5, 8, 6], 3, 7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 8.**\n", "Implement a genetic algorithm for the TSP, using the following steps.\n", "\n", "- Initialize the number of generations `num_gens` to 4000.\n", "- In each generation, each parent produces one child. The child is a copy of the parent but two locations are exchanged:\n", " - Select a random index `a` from 0 to 59 (inclusive) — use `np.random.randint` to do this.\n", " - Next, select a random index `b` from `a + 1` to 60. \n", " - Now create the child by swapping the values of the parent's permutation at index `a` and index `b`.\n", "- Perform local improvement on each child:\n", " - Generate a random number between 0 and 1 — use `np.random.random` to do this.\n", " - If this number is less than 0.01, stop local improvement for this child.\n", " - If this number is at least 0.01, we randomly select another two indices `a` and `b` (with `a < b`), and invert the portion of the child's permutation starting just after the element with index `a` and continuing until just after the element with index `b`. \n", " - Use the `invert_selection` function to do this. Note that the definition of that function calls for elements to be input into the function, not indices.\n", " - Repeat this process until local improvement is stopped.\n", "- After the local improvement process stops, we compare the child to the parent. If the child's score is better than the parent's, we replace the parent with the child." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0\n", "Iteration 100\n", "Iteration 200\n", "Iteration 300\n", "Iteration 400\n", "Iteration 500\n", "Iteration 600\n", "Iteration 700\n", "Iteration 800\n", "Iteration 900\n", "Iteration 1000\n", "Iteration 1100\n", "Iteration 1200\n", "Iteration 1300\n", "Iteration 1400\n", "Iteration 1500\n", "Iteration 1600\n", "Iteration 1700\n", "Iteration 1800\n", "Iteration 1900\n", "Iteration 2000\n", "Iteration 2100\n", "Iteration 2200\n", "Iteration 2300\n", "Iteration 2400\n", "Iteration 2500\n", "Iteration 2600\n", "Iteration 2700\n", "Iteration 2800\n", "Iteration 2900\n", "Iteration 3000\n", "Iteration 3100\n", "Iteration 3200\n", "Iteration 3300\n", "Iteration 3400\n", "Iteration 3500\n", "Iteration 3600\n", "Iteration 3700\n", "Iteration 3800\n", "Iteration 3900\n" ] } ], "source": [ "# Set number of generations\n", "num_gens = 4000\n", "\n", "# Set probability threshhold\n", "prob = 0.01\n", "\n", "# Iterate over all generations\n", "for i in range(num_gens):\n", " \n", " # Print number of iterations, so we can see progress\n", " if i % 100 == 0:\n", " print(f\"Iteration {i}\")\n", " \n", " # Iterate over all parents\n", " for j in range(numparents):\n", " \n", " # Current parent\n", " parent = parents[j]\n", " \n", " # Current parent's permutation\n", " # We want to copy the list, since this will eventually form the child's permutation\n", " perm = parent['perm'][:] \n", " \n", " # Current parent's score\n", " score = parent['score']\n", " \n", " # Choose random indices a and b so that a < b\n", " a = np.random.randint(0, numparks - 1)\n", " b = np.random.randint(a + 1, numparks)\n", " \n", " # Swap elements with indices a and b\n", " # This part is tricky: if you write perm[a] = perm[b],\n", " # then you can't write perm[b] = perm[a], since you've already\n", " # overwritten perm[a]!\n", " # Use some extra variables to get around this\n", " element_a = perm[a] \n", " element_b = perm[b]\n", " perm[a] = element_b\n", " perm[b] = element_a\n", " \n", " # Create child\n", " child = {'perm': perm, 'score': circuitlength(perm, distances)}\n", " \n", " # Local improvement for child\n", " while True: \n", " if np.random.random() < prob:\n", " break\n", " else:\n", " # Choose random indices a and b so that a < b\n", " a = np.random.randint(0, numparks - 1)\n", " b = np.random.randint(a + 1, numparks)\n", " \n", " # Copy the child's permutation, then invert \n", " new_perm = perm[:]\n", " new_perm = invert_selection(new_perm, new_perm[a], new_perm[b])\n", " \n", " # Compute fitness of inverted permutation\n", " new_score = circuitlength(new_perm, distances)\n", " \n", " # If this inversion improves the child, keep the change\n", " if new_score < child['score']:\n", " child = {'perm': new_perm, 'score': new_score}\n", "\n", " # Survival of the fittest - compare child with parent \n", " if child['score'] < parent['score']: \n", " parents[j] = child" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 9.**\n", "Once your genetic algorithm has completed 4000 generations, print the fittest parent's route (i.e., permutation) as well as the length of the corresponding circuit." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The best route found is 22768.33 miles long.\n", "The best route found is: [51, 35, 45, 26, 49, 9, 23, 1, 13, 30, 31, 59, 25, 24, 21, 22, 41, 44, 3, 39, 15, 16, 17, 47, 12, 20, 36, 2, 38, 7, 5, 27, 28, 46, 8, 60, 6, 55, 42, 43, 48, 33, 19, 29, 40, 57, 4, 11, 34, 54, 58, 52, 18, 50, 32, 56, 10, 14, 37, 0, 53, 51].\n" ] } ], "source": [ "# Initialize minimum score\n", "min_score = float(\"inf\")\n", "\n", "# Initialize parent with minimum score\n", "min_parent = None\n", "\n", "# Iterate through parents\n", "# Find parent with minimum score\n", "for parent in parents:\n", " if parent['score'] < min_score:\n", " min_score = parent['score']\n", " min_parent = parent\n", "\n", "# Create list that contains the entire tour\n", "# Don't forget to include the starting park twice!\n", "min_tour = parent['perm'] + [parent['perm'][0]]\n", "\n", "print(f'The best route found is {min_parent[\"score\"]:0.2f} miles long.')\n", "print(f'The best route found is: {min_tour}.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 10.**\n", "Print the *names* of the parks in the order in which you visit them (including one of the parks twice since you visit it first and then return to that park at the end of your journey)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We should visit the parks in the following order: Capitol Reef, Great Basin, Death Valley, Joshua Tree, Channel Islands, Sequoia, Kings Canyon, Yosemite, Pinnacles, Hawaiʻi Volcanoes, Haleakalā, American Samoa, Katmai, Kenai Fjords, Lake Clark, Kobuk Valley, Gates of the Arctic, Denali, Wrangell–St. Elias, Glacier Bay, Olympic, North Cascades, Mount Rainier, Crater Lake, Redwood, Lassen Volcanic, Grand Teton, Yellowstone, Glacier, Theodore Roosevelt, Voyageurs, Isle Royale, Indiana Dunes, Cuyahoga Valley, Shenandoah, Acadia, Virgin Islands, Biscayne, Everglades, Dry Tortugas, Congaree, Great Smoky Mountains, Mammoth Cave, Hot Springs, Gateway Arch, Badlands, Wind Cave, Rocky Mountain, Great Sand Dunes, Black Canyon of the Gunnison, Arches, Canyonlands, Mesa Verde, Carlsbad Caverns, Guadalupe Mountains, Big Bend, Saguaro, Petrified Forest, Grand Canyon, Zion, Bryce Canyon, Capitol Reef.\n" ] } ], "source": [ "# Create a list of the park names, in the order given by the tour\n", "min_tour_names = [parks[i] for i in min_tour]\n", "\n", "# Let's use the join() method of a string again\n", "min_tour_names_string = ', '.join(min_tour_names)\n", "print(f'We should visit the parks in the following order: {min_tour_names_string}.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Problem 11.**\n", "It would be nice to visualize what this tour looks like. Plot the resulting circuit (in black) on top of your figure from Problem 2." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create lists of longitude and latitude for the tour\n", "tour_longs = [longs[i] for i in min_tour]\n", "tour_lats = [lats[i] for i in min_tour]\n", "\n", "# Set up a Matplotlib figure and axes\n", "# Put the map of the United States on these axes\n", "# along with geographical features\n", "fig = plt.figure(figsize=(20, 20))\n", "ax = plt.axes(projection=cartopy.crs.PlateCarree())\n", "ax.add_feature(cartopy.feature.LAND)\n", "ax.add_feature(cartopy.feature.OCEAN)\n", "ax.add_feature(cartopy.feature.COASTLINE)\n", "ax.add_feature(cartopy.feature.BORDERS, linestyle='-')\n", "ax.add_feature(cartopy.feature.STATES, linestyle=':')\n", "ax.add_feature(cartopy.feature.LAKES, alpha=0.5)\n", "ax.add_feature(cartopy.feature.RIVERS)\n", "ax.set_extent([-175, -60, 0, 60])\n", "\n", "# Display park locations as red dots\n", "ax.plot(longs, lats, 'ro')\n", "\n", "# Display tour using a black line\n", "ax.plot(tour_longs, tour_lats, 'k-') # new code! \n", "\n", "plt.show()" ] } ], "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": 2 }