[1910] | 1 | #!/usr/bin/env python |
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| 2 | """Polygon manipulations |
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| 3 | |
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| 4 | """ |
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| 5 | |
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| 6 | from utilities.numerical_tools import ensure_numeric |
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| 7 | |
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| 8 | def point_on_line(x, y, x0, y0, x1, y1): |
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| 9 | """Determine whether a point is on a line segment |
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| 10 | |
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| 11 | Input: x, y, x0, x0, x1, y1: where |
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| 12 | point is given by x, y |
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| 13 | line is given by (x0, y0) and (x1, y1) |
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| 14 | |
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| 15 | """ |
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| 16 | |
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| 17 | from Numeric import array, dot, allclose |
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| 18 | from math import sqrt |
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| 19 | |
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| 20 | a = array([x - x0, y - y0]) |
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| 21 | a_normal = array([a[1], -a[0]]) |
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| 22 | |
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| 23 | b = array([x1 - x0, y1 - y0]) |
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| 24 | |
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| 25 | if dot(a_normal, b) == 0: |
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| 26 | #Point is somewhere on the infinite extension of the line |
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| 27 | |
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| 28 | len_a = sqrt(sum(a**2)) |
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| 29 | len_b = sqrt(sum(b**2)) |
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| 30 | if dot(a, b) >= 0 and len_a <= len_b: |
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| 31 | return True |
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| 32 | else: |
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| 33 | return False |
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| 34 | else: |
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| 35 | return False |
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| 36 | |
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| 37 | |
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| 38 | def inside_polygon(points, polygon, closed = True, verbose = False): |
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[1911] | 39 | """Determine points inside a polygon |
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| 40 | |
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| 41 | Functions inside_polygon and outside_polygon have been defined in |
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| 42 | terms af separate_by_polygon which will put all inside indices in |
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| 43 | the first part of the indices array and outside indices in the last |
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| 44 | |
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| 45 | See separate_points_by_polygon for documentation |
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[1910] | 46 | """ |
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| 47 | |
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| 48 | from Numeric import array, Float, reshape |
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| 49 | |
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| 50 | if verbose: print 'Checking input to inside_polygon' |
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| 51 | try: |
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| 52 | points = ensure_numeric(points, Float) |
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| 53 | except: |
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| 54 | msg = 'Points could not be converted to Numeric array' |
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| 55 | raise msg |
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| 56 | |
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| 57 | try: |
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| 58 | polygon = ensure_numeric(polygon, Float) |
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| 59 | except: |
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[2351] | 60 | msg = 'Polygon %s could not be converted to Numeric array' %(str(polygon)) |
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[1910] | 61 | raise msg |
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| 62 | |
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| 63 | |
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| 64 | |
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| 65 | if len(points.shape) == 1: |
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| 66 | one_point = True |
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| 67 | points = reshape(points, (1,2)) |
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| 68 | else: |
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| 69 | one_point = False |
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| 70 | |
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| 71 | indices, count = separate_points_by_polygon(points, polygon, |
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[2351] | 72 | closed=closed, |
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| 73 | verbose=verbose) |
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[1910] | 74 | |
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| 75 | if one_point: |
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| 76 | return count == 1 |
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| 77 | else: |
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| 78 | return indices[:count] |
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| 79 | |
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| 80 | def outside_polygon(points, polygon, closed = True, verbose = False): |
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[1911] | 81 | """Determine points outside a polygon |
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| 82 | |
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| 83 | Functions inside_polygon and outside_polygon have been defined in |
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| 84 | terms af separate_by_polygon which will put all inside indices in |
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| 85 | the first part of the indices array and outside indices in the last |
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| 86 | |
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| 87 | See separate_points_by_polygon for documentation |
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[1910] | 88 | """ |
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| 89 | |
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| 90 | from Numeric import array, Float, reshape |
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| 91 | |
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| 92 | if verbose: print 'Checking input to outside_polygon' |
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| 93 | try: |
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| 94 | points = ensure_numeric(points, Float) |
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| 95 | except: |
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| 96 | msg = 'Points could not be converted to Numeric array' |
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| 97 | raise msg |
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| 98 | |
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| 99 | try: |
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| 100 | polygon = ensure_numeric(polygon, Float) |
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| 101 | except: |
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| 102 | msg = 'Polygon could not be converted to Numeric array' |
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| 103 | raise msg |
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| 104 | |
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| 105 | |
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| 106 | |
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| 107 | if len(points.shape) == 1: |
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| 108 | one_point = True |
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| 109 | points = reshape(points, (1,2)) |
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| 110 | else: |
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| 111 | one_point = False |
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| 112 | |
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| 113 | indices, count = separate_points_by_polygon(points, polygon, |
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[2351] | 114 | closed=closed, |
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| 115 | verbose=verbose) |
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[1910] | 116 | |
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| 117 | if one_point: |
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| 118 | return count != 1 |
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| 119 | else: |
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[2062] | 120 | if count == len(indices): |
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| 121 | # No points are outside |
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| 122 | return [] |
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| 123 | else: |
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| 124 | return indices[count:][::-1] #return reversed |
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[1910] | 125 | |
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| 126 | |
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| 127 | def separate_points_by_polygon(points, polygon, |
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| 128 | closed = True, verbose = False): |
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| 129 | """Determine whether points are inside or outside a polygon |
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| 130 | |
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| 131 | Input: |
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| 132 | points - Tuple of (x, y) coordinates, or list of tuples |
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| 133 | polygon - list of vertices of polygon |
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| 134 | closed - (optional) determine whether points on boundary should be |
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| 135 | regarded as belonging to the polygon (closed = True) |
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| 136 | or not (closed = False) |
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| 137 | |
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| 138 | Outputs: |
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| 139 | indices: array of same length as points with indices of points falling |
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| 140 | inside the polygon listed from the beginning and indices of points |
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| 141 | falling outside listed from the end. |
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| 142 | |
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| 143 | count: count of points falling inside the polygon |
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| 144 | |
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| 145 | The indices of points inside are obtained as indices[:count] |
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| 146 | The indices of points outside are obtained as indices[count:] |
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| 147 | |
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| 148 | |
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| 149 | Examples: |
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| 150 | U = [[0,0], [1,0], [1,1], [0,1]] #Unit square |
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| 151 | |
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| 152 | separate_points_by_polygon( [[0.5, 0.5], [1, -0.5], [0.3, 0.2]], U) |
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| 153 | will return the indices [0, 2, 1] and count == 2 as only the first |
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| 154 | and the last point are inside the unit square |
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| 155 | |
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| 156 | Remarks: |
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| 157 | The vertices may be listed clockwise or counterclockwise and |
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| 158 | the first point may optionally be repeated. |
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| 159 | Polygons do not need to be convex. |
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| 160 | Polygons can have holes in them and points inside a hole is |
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| 161 | regarded as being outside the polygon. |
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| 162 | |
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| 163 | Algorithm is based on work by Darel Finley, |
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| 164 | http://www.alienryderflex.com/polygon/ |
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| 165 | |
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| 166 | """ |
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| 167 | |
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| 168 | from Numeric import array, Float, reshape, Int, zeros |
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| 169 | |
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| 170 | |
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| 171 | #Input checks |
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[2378] | 172 | |
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| 173 | |
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[1910] | 174 | try: |
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| 175 | points = ensure_numeric(points, Float) |
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| 176 | except: |
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| 177 | msg = 'Points could not be converted to Numeric array' |
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| 178 | raise msg |
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| 179 | |
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| 180 | try: |
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| 181 | polygon = ensure_numeric(polygon, Float) |
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| 182 | except: |
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| 183 | msg = 'Polygon could not be converted to Numeric array' |
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| 184 | raise msg |
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| 185 | |
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| 186 | assert len(polygon.shape) == 2,\ |
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| 187 | 'Polygon array must be a 2d array of vertices' |
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| 188 | |
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| 189 | assert polygon.shape[1] == 2,\ |
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| 190 | 'Polygon array must have two columns' |
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| 191 | |
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| 192 | assert len(points.shape) == 2,\ |
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| 193 | 'Points array must be a 2d array' |
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| 194 | |
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| 195 | assert points.shape[1] == 2,\ |
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| 196 | 'Points array must have two columns' |
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| 197 | |
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| 198 | N = polygon.shape[0] #Number of vertices in polygon |
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| 199 | M = points.shape[0] #Number of points |
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| 200 | |
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| 201 | px = polygon[:,0] |
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| 202 | py = polygon[:,1] |
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| 203 | |
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| 204 | #Used for an optimisation when points are far away from polygon |
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| 205 | minpx = min(px); maxpx = max(px) |
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| 206 | minpy = min(py); maxpy = max(py) |
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| 207 | |
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| 208 | |
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| 209 | #Begin main loop |
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| 210 | indices = zeros(M, Int) |
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| 211 | |
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| 212 | inside_index = 0 #Keep track of points inside |
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| 213 | outside_index = M-1 #Keep track of points outside (starting from end) |
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| 214 | |
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| 215 | for k in range(M): |
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| 216 | |
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| 217 | if verbose: |
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| 218 | if k %((M+10)/10)==0: print 'Doing %d of %d' %(k, M) |
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| 219 | |
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| 220 | #for each point |
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| 221 | x = points[k, 0] |
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| 222 | y = points[k, 1] |
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| 223 | |
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| 224 | inside = False |
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| 225 | |
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| 226 | if not x > maxpx or x < minpx or y > maxpy or y < minpy: |
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| 227 | #Check polygon |
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| 228 | for i in range(N): |
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| 229 | j = (i+1)%N |
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| 230 | |
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| 231 | #Check for case where point is contained in line segment |
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| 232 | if point_on_line(x, y, px[i], py[i], px[j], py[j]): |
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| 233 | if closed: |
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| 234 | inside = True |
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| 235 | else: |
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| 236 | inside = False |
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| 237 | break |
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| 238 | else: |
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| 239 | #Check if truly inside polygon |
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| 240 | if py[i] < y and py[j] >= y or\ |
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| 241 | py[j] < y and py[i] >= y: |
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| 242 | if px[i] + (y-py[i])/(py[j]-py[i])*(px[j]-px[i]) < x: |
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| 243 | inside = not inside |
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| 244 | |
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| 245 | if inside: |
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| 246 | indices[inside_index] = k |
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| 247 | inside_index += 1 |
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| 248 | else: |
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| 249 | indices[outside_index] = k |
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| 250 | outside_index -= 1 |
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| 251 | |
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| 252 | return indices, inside_index |
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| 253 | |
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| 254 | |
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| 255 | def separate_points_by_polygon_c(points, polygon, |
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| 256 | closed = True, verbose = False): |
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| 257 | """Determine whether points are inside or outside a polygon |
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| 258 | |
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| 259 | C-wrapper |
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| 260 | """ |
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| 261 | |
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| 262 | from Numeric import array, Float, reshape, zeros, Int |
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| 263 | |
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| 264 | |
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| 265 | if verbose: print 'Checking input to separate_points_by_polygon' |
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[2378] | 266 | |
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| 267 | |
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[1910] | 268 | #Input checks |
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[2378] | 269 | |
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| 270 | assert isinstance(closed, bool), 'Keyword argument "closed" must be boolean' |
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| 271 | assert isinstance(verbose, bool), 'Keyword argument "verbose" must be boolean' |
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| 272 | |
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| 273 | |
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[1910] | 274 | try: |
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| 275 | points = ensure_numeric(points, Float) |
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| 276 | except: |
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| 277 | msg = 'Points could not be converted to Numeric array' |
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| 278 | raise msg |
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| 279 | |
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| 280 | #if verbose: print 'Checking input to separate_points_by_polygon 2' |
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| 281 | try: |
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| 282 | polygon = ensure_numeric(polygon, Float) |
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| 283 | except: |
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| 284 | msg = 'Polygon could not be converted to Numeric array' |
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| 285 | raise msg |
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| 286 | |
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| 287 | if verbose: print 'check' |
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| 288 | |
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| 289 | assert len(polygon.shape) == 2,\ |
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| 290 | 'Polygon array must be a 2d array of vertices' |
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| 291 | |
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| 292 | assert polygon.shape[1] == 2,\ |
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| 293 | 'Polygon array must have two columns' |
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| 294 | |
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| 295 | assert len(points.shape) == 2,\ |
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| 296 | 'Points array must be a 2d array' |
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| 297 | |
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| 298 | assert points.shape[1] == 2,\ |
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| 299 | 'Points array must have two columns' |
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| 300 | |
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| 301 | N = polygon.shape[0] #Number of vertices in polygon |
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| 302 | M = points.shape[0] #Number of points |
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| 303 | |
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| 304 | from polygon_ext import separate_points_by_polygon |
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| 305 | |
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| 306 | if verbose: print 'Allocating array for indices' |
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| 307 | |
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| 308 | indices = zeros( M, Int ) |
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| 309 | |
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| 310 | if verbose: print 'Calling C-version of inside poly' |
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[2378] | 311 | |
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[1910] | 312 | count = separate_points_by_polygon(points, polygon, indices, |
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| 313 | int(closed), int(verbose)) |
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| 314 | |
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| 315 | return indices, count |
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| 316 | |
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| 317 | |
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| 318 | |
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| 319 | class Polygon_function: |
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| 320 | """Create callable object f: x,y -> z, where a,y,z are vectors and |
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| 321 | where f will return different values depending on whether x,y belongs |
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| 322 | to specified polygons. |
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| 323 | |
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| 324 | To instantiate: |
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| 325 | |
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| 326 | Polygon_function(polygons) |
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| 327 | |
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| 328 | where polygons is a list of tuples of the form |
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| 329 | |
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| 330 | [ (P0, v0), (P1, v1), ...] |
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| 331 | |
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| 332 | with Pi being lists of vertices defining polygons and vi either |
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| 333 | constants or functions of x,y to be applied to points with the polygon. |
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| 334 | |
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| 335 | The function takes an optional argument, default which is the value |
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| 336 | (or function) to used for points not belonging to any polygon. |
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| 337 | For example: |
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| 338 | |
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| 339 | Polygon_function(polygons, default = 0.03) |
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| 340 | |
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| 341 | If omitted the default value will be 0.0 |
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| 342 | |
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| 343 | Note: If two polygons overlap, the one last in the list takes precedence |
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| 344 | |
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[2375] | 345 | Coordinates specified in the call are assumed to be relative to the origin (georeference) |
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| 346 | e.g. used by domain. By specifying the optional argument georeference, all points are made relative. |
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[1910] | 347 | |
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[2375] | 348 | FIXME: This should really work with geo_spatial point sets. |
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[1910] | 349 | """ |
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| 350 | |
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[2375] | 351 | def __init__(self, regions, default = 0.0, geo_reference = None): |
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[1910] | 352 | |
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| 353 | try: |
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| 354 | len(regions) |
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| 355 | except: |
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| 356 | msg = 'Polygon_function takes a list of pairs (polygon, value). Got %s' %polygons |
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| 357 | raise msg |
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| 358 | |
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| 359 | |
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| 360 | T = regions[0] |
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| 361 | try: |
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| 362 | a = len(T) |
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| 363 | except: |
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| 364 | msg = 'Polygon_function takes a list of pairs (polygon, value). Got %s' %polygons |
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| 365 | raise msg |
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| 366 | |
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| 367 | assert a == 2, 'Must have two component each: %s' %T |
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| 368 | |
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| 369 | |
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[2375] | 370 | if geo_reference is None: |
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| 371 | from coordinate_transforms.geo_reference import Geo_reference |
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| 372 | geo_reference = Geo_reference() |
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[1910] | 373 | |
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[2375] | 374 | |
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| 375 | self.default = default |
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| 376 | |
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| 377 | #Make points in polygons relative to geo_reference |
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| 378 | self.regions = [] |
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| 379 | for polygon, value in regions: |
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| 380 | P = geo_reference.change_points_geo_ref(polygon) |
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| 381 | self.regions.append( (P, value) ) |
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| 382 | |
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| 383 | |
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| 384 | |
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| 385 | |
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[1910] | 386 | def __call__(self, x, y): |
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| 387 | from Numeric import ones, Float, concatenate, array, reshape, choose |
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| 388 | |
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| 389 | x = array(x).astype(Float) |
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| 390 | y = array(y).astype(Float) |
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| 391 | |
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| 392 | N = len(x) |
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| 393 | assert len(y) == N |
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| 394 | |
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| 395 | points = concatenate( (reshape(x, (N, 1)), |
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| 396 | reshape(y, (N, 1))), axis=1 ) |
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| 397 | |
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| 398 | if callable(self.default): |
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| 399 | z = self.default(x,y) |
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| 400 | else: |
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| 401 | z = ones(N, Float) * self.default |
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| 402 | |
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| 403 | for polygon, value in self.regions: |
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| 404 | indices = inside_polygon(points, polygon) |
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| 405 | |
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| 406 | #FIXME: This needs to be vectorised |
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| 407 | if callable(value): |
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| 408 | for i in indices: |
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| 409 | xx = array([x[i]]) |
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| 410 | yy = array([y[i]]) |
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| 411 | z[i] = value(xx, yy)[0] |
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| 412 | else: |
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| 413 | for i in indices: |
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| 414 | z[i] = value |
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| 415 | |
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| 416 | return z |
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| 417 | |
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| 418 | def read_polygon(filename): |
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[2375] | 419 | """Read points assumed to form a polygon. |
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| 420 | There must be exactly two numbers in each line separated by a comma. |
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| 421 | No header. |
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[1910] | 422 | """ |
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| 423 | |
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| 424 | #Get polygon |
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| 425 | fid = open(filename) |
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| 426 | lines = fid.readlines() |
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| 427 | fid.close() |
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| 428 | polygon = [] |
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| 429 | for line in lines: |
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| 430 | fields = line.split(',') |
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| 431 | polygon.append( [float(fields[0]), float(fields[1])] ) |
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| 432 | |
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| 433 | return polygon |
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| 434 | |
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| 435 | def populate_polygon(polygon, number_of_points, seed = None, exclude = None): |
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| 436 | """Populate given polygon with uniformly distributed points. |
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| 437 | |
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| 438 | Input: |
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| 439 | polygon - list of vertices of polygon |
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| 440 | number_of_points - (optional) number of points |
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| 441 | seed - seed for random number generator (default=None) |
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| 442 | exclude - list of polygons (inside main polygon) from where points should be excluded |
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| 443 | |
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| 444 | Output: |
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| 445 | points - list of points inside polygon |
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| 446 | |
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| 447 | Examples: |
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| 448 | populate_polygon( [[0,0], [1,0], [1,1], [0,1]], 5 ) |
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| 449 | will return five randomly selected points inside the unit square |
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| 450 | """ |
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| 451 | |
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[2241] | 452 | from random import uniform, seed as seed_function |
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[1910] | 453 | |
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[2241] | 454 | seed_function(seed) |
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[1910] | 455 | |
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| 456 | points = [] |
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| 457 | |
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| 458 | #Find outer extent of polygon |
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| 459 | max_x = min_x = polygon[0][0] |
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| 460 | max_y = min_y = polygon[0][1] |
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| 461 | for point in polygon[1:]: |
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| 462 | x = point[0] |
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| 463 | if x > max_x: max_x = x |
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| 464 | if x < min_x: min_x = x |
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| 465 | y = point[1] |
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| 466 | if y > max_y: max_y = y |
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| 467 | if y < min_y: min_y = y |
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| 468 | |
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| 469 | |
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| 470 | while len(points) < number_of_points: |
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| 471 | x = uniform(min_x, max_x) |
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| 472 | y = uniform(min_y, max_y) |
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| 473 | |
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| 474 | append = False |
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| 475 | if inside_polygon( [x,y], polygon ): |
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| 476 | |
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| 477 | append = True |
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| 478 | |
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| 479 | #Check exclusions |
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| 480 | if exclude is not None: |
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| 481 | for ex_poly in exclude: |
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| 482 | if inside_polygon( [x,y], ex_poly ): |
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| 483 | append = False |
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| 484 | |
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| 485 | |
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| 486 | if append is True: |
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| 487 | points.append([x,y]) |
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| 488 | |
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| 489 | return points |
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| 490 | |
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[2200] | 491 | def point_in_polygon(polygon, delta=1e-8): |
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| 492 | """Return a point inside a given polygon which will be close to the |
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| 493 | polygon edge. |
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[1910] | 494 | |
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[2200] | 495 | Input: |
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| 496 | polygon - list of vertices of polygon |
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| 497 | delta - the square root of 2 * delta is the maximum distance from the |
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| 498 | polygon points and the returned point. |
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| 499 | Output: |
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| 500 | points - a point inside polygon |
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[1910] | 501 | |
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[2200] | 502 | searches in all diagonals and up and down (not left and right) |
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| 503 | """ |
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| 504 | import exceptions |
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| 505 | class Found(exceptions.Exception): pass |
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[1910] | 506 | |
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[2200] | 507 | point_in = False |
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| 508 | while not point_in: |
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| 509 | try: |
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| 510 | for poly_point in polygon: #[1:]: |
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| 511 | for x_mult in range (-1,2): |
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| 512 | for y_mult in range (-1,2): |
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| 513 | x = poly_point[0] |
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| 514 | y = poly_point[1] |
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| 515 | if x == 0: |
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| 516 | x_delta = x_mult*delta |
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| 517 | else: |
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| 518 | x_delta = x+x_mult*x*delta |
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| 519 | |
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| 520 | if y == 0: |
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| 521 | y_delta = y_mult*delta |
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| 522 | else: |
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| 523 | y_delta = y+y_mult*y*delta |
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| 524 | |
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| 525 | point = [x_delta, y_delta] |
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| 526 | #print "point",point |
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| 527 | if inside_polygon( point, polygon, closed = False ): |
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| 528 | raise Found |
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| 529 | except Found: |
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| 530 | point_in = True |
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| 531 | else: |
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| 532 | delta = delta*0.1 |
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| 533 | return point |
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[1910] | 534 | |
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[2200] | 535 | |
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| 536 | |
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[1910] | 537 | ############################################## |
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| 538 | #Initialise module |
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| 539 | |
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| 540 | import compile |
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| 541 | if compile.can_use_C_extension('polygon_ext.c'): |
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| 542 | from polygon_ext import point_on_line |
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| 543 | separate_points_by_polygon = separate_points_by_polygon_c |
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| 544 | |
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| 545 | |
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| 546 | if __name__ == "__main__": |
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| 547 | pass |
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