def write_neighbor_visualization_kml(known, k=6, verbose=False):
"""Write a KML file showing k nearest neighbors among known locations."""
X = known.loc[:, XCOLS]
neighbors = NearestNeighbors(n_neighbors=k).fit(X)
_, indices = neighbors.kneighbors(X)
colors = 'red,orange,yellow,green,cyan,purple'.split(',')
with open('../Data/visualize_neighbors.kml', 'wb') as kml:
kml.write('<?xml version="1.0" encoding="UTF-8"?>\n')
kml.write('<kml xmlns="http://www.opengis.net/kml/2.2">\n')
kml.write('<Document>\n')
common.write_styles(kml)
for i in range(len(known)):
kml.write(' <Folder id="%s">\n' % (known.ix[i].ptol_id, ))
kml.write(' <name>%s</name>\n' % (known.ix[i].ptol_id, ))
ax = known.ix[i, XCOLS].values
ay = known.ix[i, YCOLS].values
alabel = known.ix[i].ptol_id
common.write_point(kml, 'red', ax, alabel)
common.write_point(kml, 'red', ay, alabel)
if verbose: print known.ix[i].ptol_id, ax, ay
points = [indices[i, j] for j in range(1, k)]
for m in range(len(points)):
j = points[m]
bx = known.ix[j, XCOLS].values
by = known.ix[j, YCOLS].values
blabel = known.ix[j].ptol_id
common.write_point(kml, 'yellow', bx, blabel)
common.write_point(kml, 'yellow', by, blabel)
common.write_line(kml, ax, bx, colors[m])
common.write_line(kml, ay, by, colors[m])
if verbose: print ' ', known.ix[j].ptol_id, bx, by
kml.write(' </Folder>\n')
kml.write('</Document>\n')
kml.write('</kml>\n')
def write_triangle_visualization_kml(tri, known, unknown):
"""Compute unknown modern coordinates from known ones using the
given triangulation."""
colors = ['red', 'yellow', 'green']
with open('../Data/visualize_triangles.kml', 'wb') as kml:
kml.write('<?xml version="1.0" encoding="UTF-8"?>\n')
kml.write('<kml xmlns="http://www.opengis.net/kml/2.2">\n')
kml.write('<Document>\n')
common.write_styles(kml)
for simp in tri.simplices:
print simp
tri_name = 'Triangle_%s' % '_'.join(str(x) for x in simp)
kml.write(' <Folder id="%s">\n' % (tri_name, ))
kml.write(' <name>%s</name>\n' % (tri_name, ))
write_triangle(kml, tri_name, colors, [(known.ix[x].ptol_lat, known.ix[x].ptol_lon) for x in simp])
write_triangle(kml, tri_name, colors, [(known.ix[x].modern_lat, known.ix[x].modern_lon) for x in simp])
kml.write(' </Folder>\n')
kml.write('</Document>\n')
kml.write('</kml>\n')
def write_triangle_visualization_kml(tri, known, unknown):
"""Compute unknown modern coordinates from known ones using the
given triangulation."""
colors = ['red', 'yellow', 'green']
with open('../Data/visualize_triangles.kml', 'wb') as kml:
kml.write('<?xml version="1.0" encoding="UTF-8"?>\n')
kml.write('<kml xmlns="http://www.opengis.net/kml/2.2">\n')
kml.write('<Document>\n')
common.write_styles(kml)
for simp in tri.simplices:
print simp
tri_name = 'Triangle_%s' % '_'.join(str(x) for x in simp)
kml.write(' <Folder id="%s">\n' % (tri_name, ))
kml.write(' <name>%s</name>\n' % (tri_name, ))
write_triangle(kml, tri_name, colors,
[(known.ix[x].ptol_lat, known.ix[x].ptol_lon)
for x in simp])
write_triangle(kml, tri_name, colors,
[(known.ix[x].modern_lat, known.ix[x].modern_lon)
for x in simp])
kml.write(' </Folder>\n')
kml.write('</Document>\n')
kml.write('</kml>\n')
def write_neighbor_visualization_kml(known, k=6, verbose=False):
"""Write a KML file showing k nearest neighbors among known locations."""
X = known.loc[:, XCOLS]
neighbors = NearestNeighbors(n_neighbors=k).fit(X)
_, indices = neighbors.kneighbors(X)
colors = "red,orange,yellow,green,cyan,purple".split(",")
with open("../Data/visualize_neighbors.kml", "wb") as kml:
kml.write('<?xml version="1.0" encoding="UTF-8"?>\n')
kml.write('<kml xmlns="http://www.opengis.net/kml/2.2">\n')
kml.write("<Document>\n")
common.write_styles(kml)
for i in range(len(known)):
kml.write(' <Folder id="%s">\n' % (known.ix[i].ptol_id,))
kml.write(" <name>%s</name>\n" % (known.ix[i].ptol_id,))
ax = known.ix[i, XCOLS].values
ay = known.ix[i, YCOLS].values
alabel = known.ix[i].ptol_id
common.write_point(kml, "red", ax, alabel)
common.write_point(kml, "red", ay, alabel)
if verbose:
print known.ix[i].ptol_id, ax, ay
points = [indices[i, j] for j in range(1, k)]
for m in range(len(points)):
j = points[m]
bx = known.ix[j, XCOLS].values
by = known.ix[j, YCOLS].values
blabel = known.ix[j].ptol_id
common.write_point(kml, "yellow", bx, blabel)
common.write_point(kml, "yellow", by, blabel)
common.write_line(kml, ax, bx, colors[m])
common.write_line(kml, ay, by, colors[m])
if verbose:
print " ", known.ix[j].ptol_id, bx, by
kml.write(" </Folder>\n")
kml.write("</Document>\n")
kml.write("</kml>\n")