time clustering for each hour

src/data-hub/community-detection-microservice/app/db/entities/__init__.py

 from db.entities.location import Location
 from db.entities.popular_location import PopularLocation
-from db.entities.user_cluster import UserCluster
+from db.entities.cluster import LocationCluster, TimeCluster
\ No newline at end of file

src/data-hub/community-detection-microservice/app/db/entities/cluster.py

+import json
+from typing import List, Dict
+from datetime import date, datetime
+
+
+class Cluster:
+    def __init__(self, cluster_label: int = None, clusters: List = None):
+        self.cluster_label = cluster_label
+        self.clusters = clusters
+
+
+class LocationCluster(Cluster):
+    def __init__(self, cluster_label: int = None, clusters: List = None,
+                 location_dict: Dict = None, from_db=False):
+        super().__init__(cluster_label, clusters)
+        self.id = f'{self.cluster_label}'
+
+        if location_dict is not None:
+            self.from_serializable_dict(location_dict, from_db)
+
+    def to_serializable_dict(self, for_db=False) -> Dict:
+        return {
+            "id": self.id,
+            "cluster_label": self.cluster_label,
+            "clusters": json.dumps(self.clusters) if for_db else self.clusters
+        }
+
+    def from_serializable_dict(self, location_dict: Dict, from_db=False):
+        self.id = location_dict["id"]
+        self.cluster_label = location_dict["cluster_label"]
+        self.clusters = json.loads(location_dict["clusters"]) \
+            if from_db else location_dict["clusters"]
+
+    def __repr__(self):
+        return json.dumps(self.to_serializable_dict())
+
+    def __str__(self):
+        return f"LocationCluster({self.__repr__()})"
+
+
+class TimeCluster(Cluster):
+    def __init__(self, date: date = None, hour: int = None, cluster_label: int = None, clusters: List = None,
+                 time_dict: Dict = None, from_db=False):
+        super().__init__(cluster_label, clusters)
+        self.date = date
+        self.hour = hour
+        self.id = f'{self.date}-{self.hour}-{self.cluster_label}'
+
+        if time_dict is not None:
+            self.from_serializable_dict(time_dict, from_db)
+
+    def to_serializable_dict(self, for_db=False) -> Dict:
+        return {
+            "id": self.id,
+            "date": str(self.date),
+            "hour": self.hour,
+            "cluster_label": self.cluster_label,
+            "clusters": json.dumps(self.clusters) if for_db else self.clusters
+        }
+
+    def from_serializable_dict(self, time_dict: Dict, from_db=False):
+        self.id = time_dict["id"]
+        self.date = datetime.strptime(time_dict["date"], '%Y-%m-%d').date()
+        self.hour = time_dict["hour"]
+        self.cluster_label = time_dict["cluster_label"]
+        self.clusters = json.loads(time_dict["clusters"]) \
+            if from_db else time_dict["clusters"]
+
+    def __repr__(self):
+        return json.dumps(self.to_serializable_dict())
+
+    def __str__(self):
+        return f"TimeCluster({self.__repr__()})"

src/data-hub/community-detection-microservice/app/db/entities/user_cluster.py

-import json
-from typing import List
-
-class UserCluster:
-    def __init__(self, cluster_label: int, clusters: List):
-        super().__init__()
-        self.cluster_label = cluster_label
-        self.clusters = clusters
-        self.id = f'{self.cluster_label}'
-
-    def to_serializable_dict(self, for_db=False):
-        return {
-            "id": self.id,
-            "cluster_label": self.cluster_label,
-            "clusters": json.dumps(self.clusters) if for_db else self.clusters
-        }
-
-    def __repr__(self):
-        return json.dumps(self.to_serializable_dict())
-
-    def __str__(self):
-        return f"UserCluster({self.__repr__()})"

src/data-hub/community-detection-microservice/app/db/repository.py

@@ -5,7 +5,7 @@ import json
 
 from db.agi.agi_repository import AgiRepository
 
-from db.entities import Location, UserCluster, PopularLocation
+from db.entities import Location, TimeCluster, PopularLocation, LocationCluster
 from typing import List
 
 
@@ -32,19 +32,17 @@ class Repository(MongoRepositoryBase):
         agi_locations = self.agi_repo.getLocations()
         return [Location(agi_loc) for agi_loc in agi_locations]
 
-    def add_location_cluster(self, cluster: UserCluster):
+    def add_location_cluster(self, cluster: LocationCluster):
         super().insert_entry(self._location_cluster_collection, cluster.to_serializable_dict(for_db=True))
 
-    def get_location_clusters(self) -> List[UserCluster]:
+    def get_location_clusters(self) -> List[LocationCluster]:
         clusters = super().get_entries(self._location_cluster_collection)
-        return [UserCluster(c['cluster_label'], json.loads(c['clusters'])) for c in clusters]
+        return [LocationCluster(c['cluster_label'], json.loads(c['clusters'])) for c in clusters]
 
-    def add_time_cluster(self, cluster: UserCluster):
+    def add_time_cluster(self, cluster: TimeCluster):
         super().insert_entry(self._time_cluster_collection, cluster.to_serializable_dict(for_db=True))
 
-    def get_time_clusters(self) -> List[UserCluster]:
+    def get_time_clusters(self) -> List[TimeCluster]:
         clusters = super().get_entries(self._time_cluster_collection)
-        return [UserCluster(c['cluster_label'], json.loads(c['clusters'])) for c in clusters]
+        return [TimeCluster(c['cluster_label'], json.loads(c['clusters'])) for c in clusters]
 
-    def add_popular_location(self, popular_location: PopularLocation):
-        pass

src/data-hub/community-detection-microservice/app/run_clustering.py

@@ -4,7 +4,7 @@ modules_path = '../../../modules/'
 if os.path.exists(modules_path):
     sys.path.insert(1, modules_path)
 
-from db.entities import Location, PopularLocation, UserCluster
+from db.entities import Location, PopularLocation, LocationCluster, TimeCluster
 from typing import List, Dict, Tuple
 from db.repository import Repository
 from processing.clusterer import Clusterer
@@ -20,6 +20,7 @@ repo = Repository()
 
 # exit()
 
+
 def run_location_clustering():
     user_clusterer = Clusterer()
 
@@ -28,36 +29,57 @@ def run_location_clustering():
     cluster_result = user_clusterer.cluster_locations(
         [l.to_serializable_dict() for l in all_location_traces])
 
-    clusters = [UserCluster(key, value)
+    clusters = [LocationCluster(key, value)
                 for key, value in cluster_result.items()]
 
-    store_user_clusters(clusters)
+    store_clusters('locations', clusters)
 
 
 def run_time_clustering():
-    user_clusterer = Clusterer(epsilon=10**5.8)
+    clusters: List[TimeCluster] = []
+    user_clusterer = Clusterer(epsilon=600)  # clustered within 10 minutes
 
     all_location_traces = repo.get_locations()
 
-    cluster_result = user_clusterer.cluster_times([l.to_serializable_dict() for l in all_location_traces])
+    # for each date in timestamp list
+    dates = {trace.timestamp.date() for trace in all_location_traces}
+    for cur_date in dates:
+        traces_for_cur_date = [
+            trace for trace in all_location_traces if trace.timestamp.date() == cur_date]
 
-    clusters = [UserCluster(key, value)
-                for key, value in cluster_result.items()]
-    
-    for c in clusters:
-        repo.add_time_cluster(c)
+        # for each hour of that day
+        for cur_hour in list(range(24)):
+            traces_for_time_slice = [
+                trace for trace in traces_for_cur_date if trace.timestamp.hour == cur_hour]
+
+            if len(traces_for_time_slice) == 0:
+                continue
+
+            # clustering per hour
+            cluster_result = user_clusterer.cluster_times(
+                [t.to_serializable_dict() for t in traces_for_time_slice])
+            cur_clusters = [TimeCluster(cur_date, cur_hour, key, value)
+                            for key, value in cluster_result.items()]
+
+            clusters.extend(cur_clusters)
 
+    store_clusters('times', clusters)
 
-# TODO make abstract for other features
-def store_user_clusters(user_clusters: List[UserCluster]):
+
+def store_clusters(type: str, clusters: List):
     if DEBUG:
-        print(user_clusters)
+        print(clusters)
         return
 
-    for c in user_clusters:
-        repo.add_location_cluster(c)
+    if type == 'locations':
+        for c in clusters:
+            repo.add_location_cluster(c)
+
+    if type == 'times':
+        for c in clusters:
+            repo.add_time_cluster(c)
 
 
 if __name__ == "__main__":
-    run_time_clustering()
     run_location_clustering()
+    run_time_clustering()

src/data-hub/community-detection-microservice/app/tests/test_cluster.py

+import unittest
+import sys
+sys.path.insert(1, './')
+
+# python -m unittest discover -v tests
+from db.entities.cluster import Cluster
+from db.entities import TimeCluster, LocationCluster
+
+from datetime import date, datetime
+import json
+
+
+class TestCluster(unittest.TestCase):
+    def test_init_Cluster(self):
+        c = Cluster(1, [1, 2, 3])
+
+        self.assertEqual(1, c.cluster_label)
+        self.assertEqual([1, 2, 3], c.clusters)
+
+
+class TestLocationCluster(unittest.TestCase):
+    def setUp(self):
+        self.c = LocationCluster(1, [1, 2, 3])
+
+    def test_init_individualArguments(self):
+        c = LocationCluster(1, [1, 2, 3])
+
+        self.assertEqual('1', c.id)
+        self.assertEqual(1, c.cluster_label)
+        self.assertEqual([1, 2, 3], c.clusters)
+
+    def test_init_dictArgument(self):
+        dict_ = {'id': '123', 'cluster_label': 1, 'clusters': [1, 2, 3]}
+        c = LocationCluster(location_dict=dict_)
+
+        self.assertEqual('123', c.id)
+        self.assertEqual(1, c.cluster_label)
+        self.assertEqual([1, 2, 3], c.clusters)
+
+    def test_init_dictArgument_fromDb(self):
+        dict_ = {'id': '123', 'cluster_label': 1, 'clusters': '[1, 2, 3]'}
+        c = LocationCluster(location_dict=dict_, from_db=True)
+
+        self.assertEqual('123', c.id)
+        self.assertEqual(1, c.cluster_label)
+        self.assertEqual([1, 2, 3], c.clusters)
+
+    def test_to_serializable_dict_noDb(self):
+        c_dict = self.c.to_serializable_dict()
+
+        self.assertEqual(self.c.id, c_dict['id'])
+        self.assertEqual(self.c.cluster_label, c_dict['cluster_label'])
+        self.assertEqual(self.c.clusters, c_dict['clusters'])
+
+    def test_from_serializable_dict_noDb(self):
+        new_c = LocationCluster()
+        new_c.from_serializable_dict(self.c.to_serializable_dict())
+
+        self.assertEqual(self.c.id, new_c.id)
+        self.assertEqual(str(self.c), str(new_c))
+
+    def test_to_serializable_dict_db_jsonClusters(self):
+        c_dict = self.c.to_serializable_dict(for_db=True)
+
+        self.assertEqual(self.c.id, c_dict['id'])
+        self.assertEqual(self.c.cluster_label, c_dict['cluster_label'])
+        self.assertEqual(self.c.clusters, json.loads(c_dict['clusters']))
+
+    def test_from_serializable_dict_fromDb(self):
+        new_c = LocationCluster()
+        new_c.from_serializable_dict(
+            self.c.to_serializable_dict(for_db=True), from_db=True)
+
+        self.assertEqual(self.c.id, new_c.id)
+        self.assertEqual(str(self.c), str(new_c))
+
+
+class TestTimeCluster(unittest.TestCase):
+
+    def setUp(self):
+        self.date_ = date(2020, 1, 1)
+        self.c = TimeCluster(self.date_, 14, 1, [1, 2, 3])
+
+    def test_init_individualArguments(self):
+        c = TimeCluster(self.date_, 14, 1, [1, 2, 3])
+
+        self.assertEqual(f'{self.date_}-14-1', c.id)
+        self.assertEqual(self.date_, c.date)
+        self.assertEqual(14, c.hour)
+        self.assertEqual(1, c.cluster_label)
+        self.assertEqual([1, 2, 3], c.clusters)
+
+    def test_init_dictArgument(self):
+        dict_ = {'id': '123', 'cluster_label': 1, 'clusters': [1, 2, 3],
+                 'date': str(self.date_), 'hour': 14}
+        c = TimeCluster(time_dict=dict_)
+
+        self.assertEqual('123', c.id)
+        self.assertEqual(self.date_, c.date)
+        self.assertEqual(14, c.hour)
+        self.assertEqual(1, c.cluster_label)
+        self.assertEqual([1, 2, 3], c.clusters)
+
+    def test_init_dictArgument_fromDb(self):
+        dict_ = {'id': '123', 'cluster_label': 1, 'clusters': '[1, 2, 3]',
+                 'date': str(self.date_), 'hour': 14}
+        c = TimeCluster(time_dict=dict_, from_db=True)
+
+        self.assertEqual('123', c.id)
+        self.assertEqual(self.date_, c.date)
+        self.assertEqual(14, c.hour)
+        self.assertEqual(1, c.cluster_label)
+        self.assertEqual([1, 2, 3], c.clusters)
+
+    def test_to_serializable_dict_noDb(self):
+        c_dict = self.c.to_serializable_dict()
+
+        self.assertEqual(self.c.id, c_dict['id'])
+        self.assertEqual(self.c.cluster_label, c_dict['cluster_label'])
+        self.assertEqual(self.c.clusters, c_dict['clusters'])
+        self.assertEqual(self.c.date, datetime.strptime(
+            c_dict['date'], '%Y-%m-%d').date())
+        self.assertEqual(self.c.hour, c_dict['hour'])
+
+    def test_from_serializable_dict_noDb(self):
+        new_c = TimeCluster()
+        new_c.from_serializable_dict(self.c.to_serializable_dict())
+
+        self.assertEqual(self.c.id, new_c.id)
+        self.assertEqual(str(self.c), str(new_c))
+
+    def test_to_serializable_dict_fromDb_jsonClusters(self):
+        c_dict = self.c.to_serializable_dict(for_db=True)
+
+        self.assertEqual(self.c.id, c_dict['id'])
+        self.assertEqual(self.c.cluster_label, c_dict['cluster_label'])
+        self.assertEqual(self.c.clusters, json.loads(c_dict['clusters']))
+        self.assertEqual(self.c.date, datetime.strptime(
+            c_dict['date'], '%Y-%m-%d').date())
+        self.assertEqual(self.c.hour, c_dict['hour'])
+
+    def test_from_serializable_dict_fromDb(self):
+        new_c = TimeCluster()
+        new_c.from_serializable_dict(
+            self.c.to_serializable_dict(for_db=True), from_db=True)
+
+        self.assertEqual(self.c.id, new_c.id)
+        self.assertEqual(str(self.c), str(new_c))
+
+
+if __name__ == '__main__':
+    unittest.main()