diff --git a/src/pg/sql/22_maxp.sql b/src/pg/sql/22_maxp.sql
index e23ee12..6d17f2e 100644
--- a/src/pg/sql/22_maxp.sql
+++ b/src/pg/sql/22_maxp.sql
@@ -4,6 +4,7 @@ CREATE OR REPLACE FUNCTION
   CDB_MaxP(
       subquery TEXT,
       colnames TEXT[],
+      floor_variable TEXT,
       min_size int default 1,
       initial int default 99,
       geom_col TEXT DEFAULT 'the_geom',
@@ -12,5 +13,5 @@ RETURNS TABLE (region_class text, p_val numeric, rowid bigint)
 AS $$
   from crankshaft.clustering import MaxP
   maxp = MaxP()
-  return maxp.maxp(subquery, colnames, floor=min_size)
+  return maxp.maxp(subquery, colnames, floor_variable, floor=min_size)
 $$ LANGUAGE plpythonu;
diff --git a/src/py/crankshaft/crankshaft/analysis_data_provider.py b/src/py/crankshaft/crankshaft/analysis_data_provider.py
index ae141e8..951c4c9 100644
--- a/src/py/crankshaft/crankshaft/analysis_data_provider.py
+++ b/src/py/crankshaft/crankshaft/analysis_data_provider.py
@@ -67,7 +67,7 @@ class AnalysisDataProvider:
             plpy.error('Analysis failed: %s' % err)
 
     def get_maxp(self, params):
-        """fetch data for spatial markov"""
+        """fetch data for max-p"""
         try:
             query = pu.construct_neighbor_query('queen', params)
             data = plpy.execute(query)
diff --git a/src/py/crankshaft/crankshaft/clustering/maxp.py b/src/py/crankshaft/crankshaft/clustering/maxp.py
index c135369..93eedb5 100644
--- a/src/py/crankshaft/crankshaft/clustering/maxp.py
+++ b/src/py/crankshaft/crankshaft/clustering/maxp.py
@@ -5,6 +5,7 @@
 import pysal as ps
 import numpy as np
 import random
+import time
 
 import crankshaft.pysal_utils as pu
 from crankshaft.analysis_data_provider import AnalysisDataProvider
@@ -17,16 +18,20 @@ class MaxP:
         else:
             self.data_provider = AnalysisDataProvider()
 
-    def maxp(self, subquery, colnames, floor=1,
-             geom_col='the_geom', id_col='cartodb_id'):
+    def maxp(self, subquery, colnames, floor_variable,
+            floor=1,
+            geom_col='the_geom', id_col='cartodb_id'):
         """
             Inputs:
             @param subquery (text): subquery to expose the data need for the
                                     analysis. This query needs to expose all
                                     of the columns in `colnames`, `id_col`, and
                                     `geom_col`
-            @param colnames (list): list of column names (as strings)
-            @param floor (float): ...
+            @param colnames (list): list of column names (as strings). This is
+                                    used to calculate intra-regional homogeneity.
+            @param floor_variable (text): name of column variable for the floor
+            @param floor (int): the minimum bound for a variable that has to be
+                                obtained in each region,
             @param geom_col (text): geometry column used for calculating the
                                     spatial neighborhood
             @param id_col (text): id column used for keeping the identity of
@@ -39,23 +44,29 @@ class MaxP:
         params = {'subquery': subquery,
                   'colnames': colnames,
                   'id_col': id_col,
-                  'geom_col': geom_col}
+                  'geom_col': geom_col,
+                  'floor_variable':floor_variable,
+                  }
 
         resp = self.data_provider.get_maxp(params)
-
         attr_vals = pu.get_attributes(resp, len(colnames))
-
+        floor_column_id = colnames.index(floor_variable)
+        # print "floor_column_id: ", floor_column_id
         weight = pu.get_weight(resp, w_type='queen')
+        start_time = time.time()
         r = ps.Maxp(weight, attr_vals,
                     floor=floor,
-                    floor_variable=np.ones((weight.n, 1)))
-
+                    floor_variable= attr_vals.transpose()[floor_column_id],
+                    initial=10)
+        # print r.regions
         cluster_classes = get_cluster_classes(weight.id_order, r.regions)
         r.inference()
+        # print "elapsed time: ", time.time() - start_time
         return zip(cluster_classes, [r.pvalue] * len(weight.id_order),
                    weight.id_order)
 
 
+
 def get_cluster_classes(ids, clusters):
     """
 
diff --git a/src/py/crankshaft/test/fixtures/maxp.json b/src/py/crankshaft/test/fixtures/maxp.json
new file mode 100644
index 0000000..9bf4955
--- /dev/null
+++ b/src/py/crankshaft/test/fixtures/maxp.json
@@ -0,0 +1 @@
+{"rows":[{"id":209173,"attr1":4304,"attr2":70938,"neighbors":[209175,209176,209177,209181,209185]},{"id":209174,"attr1":1868,"attr2":34740,"neighbors":[209232,209234,209184,209233]},{"id":209175,"attr1":3985,"attr2":101544,"neighbors":[209173,209176,209178]},{"id":209176,"attr1":4759,"attr2":110700,"neighbors":[209173,209175,209177,209178]},{"id":209177,"attr1":2600,"attr2":91964,"neighbors":[209173,209176,209178,209179,209180,209181]},{"id":209178,"attr1":4029,"attr2":130966,"neighbors":[209175,209176,209177,209179,209201,209203,209204]},{"id":209179,"attr1":4162,"attr2":121083,"neighbors":[209177,209178,209180,209195,209199,209201]},{"id":209180,"attr1":967,"attr2":107946,"neighbors":[209177,209179,209181,209182,209195]},{"id":209181,"attr1":2562,"attr2":111500,"neighbors":[209173,209177,209180,209182,209185,209187]},{"id":209182,"attr1":5962,"attr2":90616,"neighbors":[209180,209181,209187,209190,209191,209195,209338,209188]},{"id":209184,"attr1":1368,"attr2":61023,"neighbors":[209232,209174,209229,209231,209186]},{"id":209185,"attr1":4295,"attr2":208036,"neighbors":[209173,209181,209187,209638]},{"id":209186,"attr1":4902,"attr2":36563,"neighbors":[209229,209184,209189,209224,209226,209227]},{"id":209187,"attr1":4342,"attr2":19066,"neighbors":[209181,209182,209185,209338,209638]},{"id":209188,"attr1":3532,"attr2":17544,"neighbors":[209182,209190,209314,209338]},{"id":209189,"attr1":1841,"attr2":68958,"neighbors":[209186,209192,209194,209222,209224]},{"id":209190,"attr1":2837,"attr2":69609,"neighbors":[209182,209191,209312,209314,209188,209310]},{"id":209191,"attr1":3157,"attr2":105642,"neighbors":[209182,209190,209195,209197,209193,209310]},{"id":209192,"attr1":3038,"attr2":69848,"neighbors":[209189,209194,209196]},{"id":209193,"attr1":1550,"attr2":61525,"neighbors":[209191,209195,209197,209262,209263,209308,209291,209310]},{"id":209194,"attr1":4457,"attr2":74449,"neighbors":[209189,209192,209196,209200,209220,209222]},{"id":209195,"attr1":1087,"attr2":102386,"neighbors":[209179,209180,209182,209191,209197,209198,209199,209193]},{"id":209196,"attr1":1555,"attr2":85950,"neighbors":[209192,209194,209200]},{"id":209197,"attr1":2455,"attr2":102981,"neighbors":[209191,209195,209198,209225,209260,209262,209193]},{"id":209198,"attr1":3540,"attr2":112128,"neighbors":[209195,209197,209199,209223,209225,209260]},{"id":209199,"attr1":3191,"attr2":112036,"neighbors":[209179,209195,209198,209201,209223,209225]},{"id":209200,"attr1":2420,"attr2":95341,"neighbors":[209194,209196,209202,209218,209220]},{"id":209201,"attr1":3318,"attr2":138281,"neighbors":[209178,209179,209199,209204,209221,209223]},{"id":209202,"attr1":1420,"attr2":118333,"neighbors":[209200,209205,209216,209218,209272]},{"id":209203,"attr1":1889,"attr2":101150,"neighbors":[209178,209204,209206,209209,209217]},{"id":209204,"attr1":2520,"attr2":116950,"neighbors":[209178,209201,209203,209206,209217,209221]},{"id":209205,"attr1":2510,"attr2":90608,"neighbors":[209202,209207,209215,209216]},{"id":209206,"attr1":2143,"attr2":85563,"neighbors":[209203,209204,209209,209214,209217]},{"id":209207,"attr1":1722,"attr2":29531,"neighbors":[209205,209208,209213,209215]},{"id":209208,"attr1":2436,"attr2":68958,"neighbors":[209210,209207,209213]},{"id":209209,"attr1":2423,"attr2":72841,"neighbors":[209203,209206,209214,209219,209230,209235,209255]},{"id":209210,"attr1":3406,"attr2":59696,"neighbors":[209211,209292,209208,209213,209290]},{"id":209211,"attr1":2482,"attr2":53984,"neighbors":[209210,209212,209292]},{"id":209212,"attr1":1730,"attr2":60164,"neighbors":[209211,209292,209294]},{"id":209213,"attr1":3333,"attr2":50528,"neighbors":[209210,209292,209207,209208,209215,209290]},{"id":209214,"attr1":1429,"attr2":57143,"neighbors":[209206,209209,209217,209219,209235]},{"id":209215,"attr1":2717,"attr2":64286,"neighbors":[209205,209207,209213,209216,209272,209290]},{"id":209216,"attr1":2818,"attr2":47050,"neighbors":[209202,209205,209215,209272,209290]},{"id":209217,"attr1":1952,"attr2":97614,"neighbors":[209203,209204,209206,209214,209219,209221]},{"id":209218,"attr1":3244,"attr2":64214,"neighbors":[209200,209202,209220,209268,209270,209272]},{"id":209219,"attr1":5412,"attr2":109492,"neighbors":[209209,209214,209217,209221,209228,209230]},{"id":209220,"attr1":3797,"attr2":59981,"neighbors":[209194,209200,209218,209222,209264,209268,209270]},{"id":209221,"attr1":3799,"attr2":145294,"neighbors":[209201,209204,209217,209219,209223,209228]},{"id":209222,"attr1":5290,"attr2":40857,"neighbors":[209189,209194,209220,209224,209259,209264]},{"id":209223,"attr1":3582,"attr2":131284,"neighbors":[209198,209199,209201,209221,209225,209228]},{"id":209224,"attr1":2463,"attr2":42218,"neighbors":[209186,209189,209222,209226,209258,209259]},{"id":209225,"attr1":5002,"attr2":36890,"neighbors":[209197,209198,209199,209223,209228,209255,209260]},{"id":209226,"attr1":2341,"attr2":37364,"neighbors":[209186,209224,209227,209258,209259]},{"id":209227,"attr1":6061,"attr2":46204,"neighbors":[20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\ No newline at end of file
diff --git a/src/py/crankshaft/test/test_clustering_maxp.py b/src/py/crankshaft/test/test_clustering_maxp.py
new file mode 100644
index 0000000..039f527
--- /dev/null
+++ b/src/py/crankshaft/test/test_clustering_maxp.py
@@ -0,0 +1,62 @@
+import unittest
+import numpy as np
+
+
+# from mock_plpy import MockPlPy
+# plpy = MockPlPy()
+#
+# import sys
+# sys.modules['plpy'] = plpy
+from helper import fixture_file
+from crankshaft.clustering import MaxP
+from crankshaft.analysis_data_provider import AnalysisDataProvider
+import crankshaft.clustering as cc
+
+from crankshaft import random_seeds
+import json
+from collections import OrderedDict
+
+
+class FakeDataProvider(AnalysisDataProvider):
+    def __init__(self, fixturedata):
+        self.your_maxp_data = fixturedata
+
+    def get_maxp(self, params):
+        """
+          Replace this function name with the one used in your algorithm,
+          and make sure to use the same function signature that is written
+          for this algo in analysis_data_provider.py
+        """
+        return self.your_maxp_data
+
+class MaxPTest(unittest.TestCase):
+    """Testing class for max-p regionalization"""
+
+    def setUp(self):
+        self.neighbor_data = json.loads(
+          open(fixture_file('maxp.json')).read())
+        self.neighbor_data = self.neighbor_data['rows']
+        self.params = {"subquery": "select * from fake_table",
+                       "colnames": ['population','median_hh_income'],
+                       "floor_variable": 'population',
+                       "floor": 260000}
+
+    def test_maxp(self):
+        """
+        """
+        data = [{'id': d['id'],
+                 'attr1': d['attr1'],
+                 'attr2':d['attr2'],
+                 'neighbors': d['neighbors']} for d in self.neighbor_data]
+
+        random_seeds.set_random_seeds(1234)
+        maxp = MaxP(FakeDataProvider(data))
+        regions = maxp.maxp('select * from research_nothing',['population','median_hh_income'],floor_variable='population',floor=260000)
+        region_labels = [a[0] for a in regions]
+        data_regionalized = zip(data,region_labels)
+        for i in set(region_labels):
+            sum_pop = 0
+            for n in data_regionalized:
+                if n[1] == i:
+                    sum_pop += n[0]['attr1']
+            self.assertGreaterEqual(sum_pop, 260000)