Merge branch 'adds-getis-analysis' of https://github.com/cartodb/crankshaft into adds-getis-analysis
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commit
5127845100
@ -11,12 +11,13 @@ import crankshaft.pysal_utils as pu
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# High level interface ---------------------------------------
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def getis_ord(subquery, attr,
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w_type, num_ngbrs, permutations, geom_col, id_col):
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"""
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Getis-Ord's G*
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Implementation building neighbors with a PostGIS database and PySAL's Getis-Ord's G*
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hotspot/coldspot module.
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Implementation building neighbors with a PostGIS database and PySAL's
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Getis-Ord's G* hotspot/coldspot module.
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Andy Eschbacher
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"""
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@ -41,7 +42,7 @@ def getis_ord(subquery, attr,
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attr_vals = pu.get_attributes(result)
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## build PySAL weight object
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# build PySAL weight object
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weight = pu.get_weight(result, w_type, num_ngbrs)
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# calculate Getis-Ord's G* z- and p-values
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@ -14,6 +14,7 @@ import crankshaft.pysal_utils as pu
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from crankshaft import random_seeds
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import json
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class GetisTest(unittest.TestCase):
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"""Testing class for Getis-Ord's G funtion
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This test replicates the work done in PySAL documentation:
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@ -22,7 +23,8 @@ class GetisTest(unittest.TestCase):
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def setUp(self):
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plpy._reset()
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self.neighbors_data = json.loads(open(fixture_file('neighbors_getis.json')).read())
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self.neighbors_data = json.loads(
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open(fixture_file('neighbors_getis.json')).read())
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self.getis_data = json.loads(open(fixture_file('getis.json')).read())
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def test_getis_ord(self):
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@ -32,11 +34,11 @@ class GetisTest(unittest.TestCase):
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'neighbors': d['neighbors']} for d in self.neighbors_data]
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plpy._define_result('select', data)
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random_seeds.set_random_seeds(1234)
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result = cc.getis_ord('subquery', 'value', 'knn', 5, 999, 'the_geom', 'cartodb_id')
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result = cc.getis_ord('subquery', 'value',
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'knn', 5, 999, 'the_geom', 'cartodb_id')
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result = [(row[0], row[1]) for row in result]
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expected = np.array(self.getis_data)[:, 0:2]
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for ([res_z, res_p], [exp_z, exp_p]) in zip(result, expected):
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self.assertAlmostEqual(res_z, exp_z, delta=1e-2)
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if exp_p <= 0.05:
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self.assertTrue(res_p < 0.05)
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