Mercurial > hg > GlobalNeighbors
annotate tests/test_distance.py @ 1:1b94f3bf97e5
* limit distance function
* start gridding
* improve unicode handling
author | Jeff Hammel <k0scist@gmail.com> |
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date | Sat, 24 Jun 2017 14:02:14 -0700 |
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children | 49aae0c0293b |
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1 #!/usr/bin/env python |
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2 |
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3 """ |
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4 test distance calculation |
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5 """ |
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6 |
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7 import math |
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8 import os |
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9 import unittest |
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10 from globalneighbors import distance |
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11 from globalneighbors.constants import Rearth |
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12 from globalneighbors.locations import locations |
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13 from globalneighbors.read import read_city_list |
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14 from globalneighbors.schema import primary_key |
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15 |
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16 here = os.path.dirname(os.path.abspath(__file__)) |
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17 data = os.path.join(here, 'data') |
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18 full_tsv_lines = 149092 |
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19 |
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20 class DistanceTests(unittest.TestCase): |
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21 |
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22 # created with |
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23 # head -n 10 cities1000.txt > GlobalNeighbors/tests/data/sample.tsv |
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24 test_tsv = os.path.join(data, 'sample.tsv') |
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25 test_tsv_lines = 10 |
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26 |
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27 # full dataset: test with caution |
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28 full_tsv = os.path.join(data, 'cities1000.txt') |
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29 full_tsv_lines = 149092 |
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30 |
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31 def test_haversine(self): |
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32 |
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33 # a simple canned case |
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34 # equator to pole |
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35 lat1 = 0. |
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36 lat2 = 90. |
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37 lon2 = 70. # undefined, technically |
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38 expected_distance = 0.5*math.pi |
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39 |
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40 for lon1 in range(-135, 135, 15): |
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41 radians = [distance.deg_to_rad(degrees) |
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42 for degrees in (lat1, lon2, lat2, lon2)] |
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43 error = (distance.haversine(*radians) == expected_distance) |
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44 assert error < 1e-4 |
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45 |
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46 def test_distance(self): |
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47 """test distance between two known cities""" |
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48 |
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49 # Source:https://en.wikipedia.org/wiki/List_of_cities_by_latitude |
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50 # http://www.distancefromto.net/distance-from-new-york-to-chicago-us |
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51 chicago = (40.71278, |
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52 -74.00594) |
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53 |
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54 new_york = (41.85003, |
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55 -87.65005) |
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56 ref_distance = 1149. |
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57 |
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58 args = [distance.deg_to_rad(i) for i in |
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59 list(chicago) + list(new_york)] |
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60 calculated = distance.haversine(*args, r=Rearth) |
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61 |
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62 # Allow some error for circular projection approximation |
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63 error = abs(calculated - ref_distance)/ref_distance |
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64 |
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65 assert error < 0.01 |
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66 |
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67 def test_distances(self): |
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68 """"ensure disances monotonically decay""" |
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69 |
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70 # parse the data |
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71 assert os.path.exists(self.test_tsv) |
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72 cities = read_city_list(self.test_tsv) |
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73 assert len(cities) == self.test_tsv_lines |
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74 city_locations = locations(cities) |
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75 assert len(city_locations) == self.test_tsv_lines |
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76 |
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77 # calculate all the neighbors |
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78 # WARNING: n*2 algorithm Too computationally intensive |
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79 # for full data set |
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80 for key, value in distance.calculate_distances(city_locations, |
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81 r=Rearth): |
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82 # for now, just make sure we can iterate over them |
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83 pass |
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84 |
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85 def test_neighbors(self): |
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86 |
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87 # parse the data |
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88 tsv = os.path.join(data, 'sample.tsv') |
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89 assert os.path.exists(tsv) |
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90 cities = read_city_list(tsv) |
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91 city_locations = locations(cities) |
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92 |
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93 # calculate the neighbors |
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94 neighbors = distance.calculate_neighbors(city_locations, |
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95 k=self.test_tsv_lines) |
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96 assert len(neighbors) == self.test_tsv_lines |
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97 |
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98 # ensure distance increases for each thing |
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99 for src, value in neighbors.items(): |
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100 distances = [i[-1] for i in value] |
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101 assert len(distances) == self.test_tsv_lines - 1 |
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102 for i in range(1, len(distances)): |
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103 assert distances[i] >= distances[i-1] |
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104 |
1 | 105 |
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106 if __name__ == '__main__': |
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107 unittest.main() |