diff --git a/hub/helpers/geometry_helper.py b/hub/helpers/geometry_helper.py
index 269a7af7..d1ac2166 100644
--- a/hub/helpers/geometry_helper.py
+++ b/hub/helpers/geometry_helper.py
@@ -14,8 +14,6 @@ from hub.city_model_structure.attributes.polygon import Polygon
 from hub.city_model_structure.attributes.polyhedron import Polyhedron
 from hub.helpers.location import Location
 
-from PIL import Image
-
 
 class MapPoint:
   def __init__(self, x, y):
@@ -63,7 +61,7 @@ class GeometryHelper:
     return MapPoint(((city.upper_corner[0] - coordinate[0]) * 0.5), ((city.upper_corner[1] - coordinate[1]) * 0.5))
 
   @staticmethod
-  def city_mapping(city, building_names=None, plot=False):
+  def city_mapping(city, building_names=None):
     """
     Returns a shared_information dictionary like
 
@@ -71,17 +69,16 @@ class GeometryHelper:
      "building_name" : [{line: 0 coordinate_1: [x,y,z], coordinate_2:[x, y, z], points: 0}]
     }
     """
-    shared_information = {}
+    lines_information = {}
     if building_names is None:
       building_names = [b.name for b in city.buildings]
     x = int((city.upper_corner[0] - city.lower_corner[0]) * 0.5) + 1
     y = int((city.upper_corner[1] - city.lower_corner[1]) * 0.5) + 1
-    city_map = [[{} for _ in range(y + 1)] for _ in range(x + 1)]
-    img = Image.new('RGB', (x + 1, y + 1), "black")  # create a new black image
-    city_image = img.load()  # create the pixel map
+    city_map = [['' for _ in range(y + 1)] for _ in range(x + 1)]
+    map_info = [[{} for _ in range(y + 1)] for _ in range(x + 1)]
     for building_name in building_names:
       building = city.city_object(building_name)
-      shared_information[building_name]: []
+      lines_information[building_name]: []
       line = 0
       for ground in building.grounds:
         length = len(ground.perimeter_polygon.coordinates) - 1
@@ -90,21 +87,63 @@ class GeometryHelper:
           if i == length:
             j = 0
           next_coordinate = ground.perimeter_polygon.coordinates[j]
-          line_dictionary = {"line": line, "coordinate_1": coordinate, "coordinate_2":next_coordinate, "points": 0}
           point = GeometryHelper.coordinate_to_map_point(coordinate, city)
-          distance = GeometryHelper.distance_between_points(coordinate, next_coordinate)
+          distance = int(GeometryHelper.distance_between_points(coordinate, next_coordinate))
           if distance == 0:
             continue
           delta_x = (coordinate[0] - next_coordinate[0]) / (distance / 0.5)
           delta_y = (coordinate[1] - next_coordinate[1]) / (distance / 0.5)
-          for k in range(0, int(distance)):
+          for k in range(0, distance):
             x = MapPoint(point.x + (delta_x * k), point.y + (delta_y * k)).x
             y = MapPoint(point.x + (delta_x * k), point.y + (delta_y * k)).y
-            if city_map[x][y] == {}:
+            if city_map[x][y] == '':
               city_map[x][y] = building.name
-              city_image[x, y] = (100, 0, 0)
+              map_info[x][y] = {
+                'line_start': (coordinate[0], coordinate[1]),
+                'line_end': (next_coordinate[0], next_coordinate[1]),
+              }
             elif city_map[x][y] != building.name:
               neighbour = city.city_object(city_map[x][y])
+              neighbour_info = map_info[x][y]
+
+              # prepare the keys
+              neighbour_start_coordinate = f'{neighbour_info["line_start"][0]}_{neighbour_info["line_start"][1]}'
+              building_start_coordinate = f'{coordinate[0]}_{coordinate[1]}'
+              neighbour_key = f'{neighbour.name}_{neighbour_start_coordinate}_{building_start_coordinate}'
+              building_key = f'{building.name}_{building_start_coordinate}_{neighbour_start_coordinate}'
+
+              # Add my neighbour info to my shared lines
+              if building.name in lines_information.keys() and neighbour_key in lines_information[building.name]:
+                shared_points = int(lines_information[building.name][neighbour_key]['shared_points'])
+                lines_information[building.name][neighbour_key]['shared_points'] = shared_points + 1
+              else:
+                if building.name not in lines_information.keys():
+                  lines_information[building.name] = {}
+                lines_information[building.name][neighbour_key] = {
+                  'neighbour_name': neighbour.name,
+                  'line_start': (coordinate[0], coordinate[1]),
+                  'line_end': (next_coordinate[0], next_coordinate[1]),
+                  'neighbour_line_start': neighbour_info['line_start'],
+                  'neighbour_line_end': neighbour_info['line_end'],
+                  'shared_points': 1
+                }
+
+              # Add my info to my neighbour shared lines
+              if neighbour.name in lines_information.keys() and building_key in lines_information[neighbour.name]:
+                shared_points = int(lines_information[neighbour.name][building_key]['shared_points'])
+                lines_information[neighbour.name][building_key]['shared_points'] = shared_points + 1
+              else:
+                if neighbour.name not in lines_information.keys():
+                  lines_information[neighbour.name] = {}
+                lines_information[neighbour.name][building_key] = {
+                  'neighbour_name': building.name,
+                  'line_start': neighbour_info['line_start'],
+                  'line_end': neighbour_info['line_end'],
+                  'neighbour_line_start': (coordinate[0], coordinate[1]),
+                  'neighbour_line_end': (next_coordinate[0], next_coordinate[1]),
+                  'shared_points': 1
+                }
+
               if building.neighbours is None:
                 building.neighbours = [neighbour]
               elif neighbour not in building.neighbours:
@@ -114,8 +153,7 @@ class GeometryHelper:
               elif building not in neighbour.neighbours:
                 neighbour.neighbours.append(building)
           line += 1
-    if plot:
-      img.show()
+    return lines_information
 
   @staticmethod
   def segment_list_to_trimesh(lines) -> Trimesh: