diff --git a/lbmpy/sparse/mapping.py b/lbmpy/sparse/mapping.py
index 6b40d0fe5041de4b610d13aa9b37f54b20ef100b..6c8efa819f1b34bb6bfe38c7ee613d4cc6a1de37 100644
--- a/lbmpy/sparse/mapping.py
+++ b/lbmpy/sparse/mapping.py
@@ -31,14 +31,16 @@ class SparseLbMapper:
           flag_arr: integer array where each bit corresponds to a boundary or 'fluid'
     """
 
-    def __init__(self, stencil, flag_arr, fluid_flag, no_slip_flag, other_boundary_mask):
+    def __init__(self, stencil, flag_arr, fluid_flag, no_slip_flag, ubb_flag, density_flag):
         self._flag_arr = flag_arr
         self._coordinate_arr = None
         self._sorter = None  # array of indices that sort _coordinate_arr
         self._dirty = True
         self.fluid_flag = fluid_flag
         self.no_slip_flag = no_slip_flag
-        self.other_boundary_mask = other_boundary_mask
+        self.density_flag = density_flag
+        self.ubb_flag = ubb_flag
+        self.boundary_mask = density_flag | ubb_flag
         self._num_fluid_cells = None
         self.stencil = stencil
 
@@ -105,7 +107,11 @@ class SparseLbMapper:
 
         # Add fluid cells
         coordinates_fluid = np.argwhere(np.bitwise_and(self._flag_arr, self.fluid_flag)).astype(np.uint32)
-        coordinates_boundary = np.argwhere(np.bitwise_and(self._flag_arr, self.other_boundary_mask)).astype(np.uint32)
+        #print("coordinates_fluid", coordinates_fluid)
+        #print("self._flag_arr", self._flag_arr, " boundary_mask", self.boundary_mask, " density:", self.density_flag, " ubb_fag", self.ubb_flag)
+        #print("bitw_and _flag_arr, boundary_mask:", np.bitwise_and(self._flag_arr, self.boundary_mask))
+        coordinates_boundary = np.argwhere(np.bitwise_and(self._flag_arr, self.boundary_mask)).astype(np.uint32)
+        #print("Coordinates boundary:", coordinates_boundary)
         self._num_fluid_cells = coordinates_fluid.shape[0]
 
         total_cells = len(coordinates_fluid) + len(coordinates_boundary)
@@ -123,35 +129,50 @@ class SparseLbMapper:
         stencil = self.stencil
         flag_arr = self.flag_array
         no_slip_flag = self.no_slip_flag
-        fluid_boundary_mask = self.other_boundary_mask | self.fluid_flag
-
+        fluid_boundary_mask = self.ubb_flag | self.fluid_flag | self.density_flag
+        print("Fuid boundary mask", fluid_boundary_mask)
+        #fluid_boundary_mask = self.fluid_flag
+        
+        print("Flag_arr.shape", flag_arr.shape)
         result = []
         for direction_idx, direction in enumerate(stencil):
+            print("Direction:", direction_idx, direction)
             if all(d_i == 0 for d_i in direction):
                 assert direction_idx == 0
                 continue
             for own_cell_idx, cell in enumerate(self.fluid_coordinates):
+                test = []
                 inv_neighbor_cell = np.array([cell_i - dir_i for cell_i, dir_i in zip(cell, direction)])
+                test.append(("Zelle", own_cell_idx))
                 if flag_arr[tuple(inv_neighbor_cell)] & fluid_boundary_mask:
                     neighbor_cell_idx = self.cell_idx(tuple(inv_neighbor_cell))
                     result.append(pdf_index(neighbor_cell_idx, direction_idx, len(self)))
+                    test.append(("Neighbor & dir", neighbor_cell_idx, direction_idx))
                 elif flag_arr[tuple(inv_neighbor_cell)] & no_slip_flag:  # no-slip before periodicity!
                     result.append(pdf_index(own_cell_idx, inverse_idx(stencil, direction_idx), len(self)))
+                    test.append(("Own", inverse_idx(stencil, direction_idx)))
                 else:
                     at_border = False
                     for i, x_i in enumerate(inv_neighbor_cell):
-                        if x_i == (ghost_layers - 1):
+                        if x_i == (ghost_layers - 1): #if inv_neighbor_cell NOT noslip/fuid & one coordinate 0
+                            print("before", inv_neighbor_cell[i])
                             inv_neighbor_cell[i] += flag_arr.shape[i] - (2 * ghost_layers)
+                            print("after", inv_neighbor_cell[i])
                             at_border = True
+                            test.append(("At Border Else", neighbor_cell_idx, "First"))
                         elif x_i == flag_arr.shape[i] - ghost_layers:
+                            print("before", inv_neighbor_cell[i])
                             inv_neighbor_cell[i] -= flag_arr.shape[i] - (2 * ghost_layers)
+                            print("after", inv_neighbor_cell[i])
                             at_border = True
+                            test.append(("At Border Else", neighbor_cell_idx, "Second"))
                     if at_border:
                         assert flag_arr[tuple(inv_neighbor_cell)] & fluid_boundary_mask
                         neighbor_cell_idx = self.cell_idx(tuple(inv_neighbor_cell))
                         result.append(pdf_index(neighbor_cell_idx, direction_idx, len(self)))
                     else:
                         raise ValueError("Could not find neighbor for {} direction {}".format(cell, direction))
+                print(test)
 
         index_array = np.array(result, dtype=np.uint32)
         index_arr = index_array.reshape([len(stencil) - 1, self.num_fluid_cells])
@@ -180,9 +201,11 @@ class SparseLbBoundaryMapper:
         inv_dir = indexing.inverse_dir_symbol
 
         boundary_eqs = boundary(f_out, f_in, dir_symbol, inv_dir, method, additional_data_field)
+        #print("Boundary:", boundary_eqs)
 
         neighbor_offsets = {fa.offsets for eq in boundary_eqs for fa in eq.atoms(Field.Access)}
         neighbor_offsets = list(neighbor_offsets)
+        #print("Neighbor_offsets", neighbor_offsets)
 
         neighbor_offsets_dtype = [(self.NEIGHBOR_IDX_NAME.format(i), np.int64)
                                   for i in range(method.dim)]
@@ -208,6 +231,7 @@ class SparseLbBoundaryMapper:
                 continue
             i = 1 if f_dir == "in" else 2
             accessor_subs[fa] = pdf_field_sparse.absolute_access((index_field(i),), ())
+        print("Accessor:", accessor_subs)
 
         self.boundary_eqs = assignments.new_with_substitutions(accessor_subs)
         self.boundary_eqs_orig = assignments
diff --git a/lbmpy_tests/Simple_LB_kernel.ipynb b/lbmpy_tests/Simple_LB_kernel.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3b31fccc5544964c4cae8b8d58b8f693756ce733
--- /dev/null
+++ b/lbmpy_tests/Simple_LB_kernel.ipynb
@@ -0,0 +1,373 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "from pystencils.session import *\n",
+    "from lbmpy.session import *\n",
+    "\n",
+    "from lbmpy.relaxationrates import relaxation_rate_from_lattice_viscosity\n",
+    "from lbmpy.macroscopic_value_kernels import pdf_initialization_assignments"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gpu = False\n",
+    "target = 'cpu'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reference_length = 4\n",
+    "maximal_velocity = 0.005\n",
+    "reynolds_number = 1000\n",
+    "kinematic_vicosity = (reference_length * maximal_velocity) / reynolds_number\n",
+    "initial_velocity=(maximal_velocity, 0)\n",
+    "\n",
+    "omega = relaxation_rate_from_lattice_viscosity(kinematic_vicosity)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stencil = get_stencil('D2Q9')\n",
+    "domain_size = (reference_length * 12, reference_length * 4)\n",
+    "dim = len(domain_size)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "dh = ps.create_data_handling(domain_size=domain_size, periodicity=(False, False))\n",
+    "\n",
+    "src = dh.add_array('src', values_per_cell=len(stencil), alignment=True)\n",
+    "dh.fill('src', 0.0, ghost_layers=True)\n",
+    "dst = dh.add_array('dst', values_per_cell=len(stencil), alignment=True)\n",
+    "dh.fill('dst', 0.0, ghost_layers=True)\n",
+    "\n",
+    "velField = dh.add_array('velField', values_per_cell=dh.dim, alignment=True)\n",
+    "dh.fill('velField', 0.0, ghost_layers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <table style=\"border:none; width: 100%\">\n",
+       "            <tr style=\"border:none\">\n",
+       "                <th style=\"border:none\" >Central Moment / Cumulant</th>\n",
+       "                <th style=\"border:none\" >Eq. Value </th>\n",
+       "                <th style=\"border:none\" >Relaxation Rate</th>\n",
+       "            </tr>\n",
+       "            <tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$1$ (central moment)</td>\n",
+       "                            <td style=\"border:none\">$\\rho$</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                         </tr>\n",
+       "<tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$x$ (central moment)</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                         </tr>\n",
+       "<tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$y$ (central moment)</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                         </tr>\n",
+       "<tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$x y$</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                            <td style=\"border:none\">$1.9997600287965447$</td>\n",
+       "                         </tr>\n",
+       "<tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$x^{2} - y^{2}$</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                            <td style=\"border:none\">$1.9997600287965447$</td>\n",
+       "                         </tr>\n",
+       "<tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$x^{2} + y^{2}$</td>\n",
+       "                            <td style=\"border:none\">$\\frac{2 \\rho}{3}$</td>\n",
+       "                            <td style=\"border:none\">$1$</td>\n",
+       "                         </tr>\n",
+       "<tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$x^{2} y$</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                            <td style=\"border:none\">$1$</td>\n",
+       "                         </tr>\n",
+       "<tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$x y^{2}$</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                            <td style=\"border:none\">$1$</td>\n",
+       "                         </tr>\n",
+       "<tr style=\"border:none\">\n",
+       "                            <td style=\"border:none\">$x^{2} y^{2}$</td>\n",
+       "                            <td style=\"border:none\">$0$</td>\n",
+       "                            <td style=\"border:none\">$1$</td>\n",
+       "                         </tr>\n",
+       "\n",
+       "        </table>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<lbmpy.methods.centeredcumulant.centeredcumulantmethod.CenteredCumulantBasedLbMethod at 0x7f242cadea90>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "method = create_lb_method(stencil='D2Q9', method='cumulant', relaxation_rate=omega)\n",
+    "method"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Initialisation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "opt =  None # {'instruction_set': 'avx', 'assume_aligned': False, 'nontemporal': False, 'assume_inner_stride_one': False}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "init = pdf_initialization_assignments(method, 1.0, initial_velocity, src.center_vector)\n",
+    "\n",
+    "ast_init = ps.create_kernel(init, target=dh.default_target)\n",
+    "kernel_init = ast_init.compile()\n",
+    "\n",
+    "dh.run_kernel(kernel_init)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Update Rules"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "update = create_lb_update_rule(lb_method=method,\n",
+    "                               output={'velocity': velField},\n",
+    "                               optimization={\"symbolic_field\": src,\n",
+    "                                             \"symbolic_temporary_field\": dst},\n",
+    "                               kernel_type='stream_pull_collide')\n",
+    "\n",
+    "ast_kernel = ps.create_kernel(update, target=dh.default_target, cpu_openmp=True)\n",
+    "kernel = ast_kernel.compile()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Boundary Handling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def set_obstacle(x, y, *_):\n",
+    "    size = 5\n",
+    "    left = domain_size[0] // size\n",
+    "    right = domain_size[0] - domain_size[0] // size\n",
+    "    lower = domain_size[1] // size\n",
+    "    upper = domain_size[1] - domain_size[1] // size\n",
+    "    print(left, right, lower, upper)\n",
+    "    return np.logical_not(np.logical_or(np.logical_or(x < left, x > right), np.logical_or(y < lower, y > upper)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9 39 3 13\n"
+     ]
+    },
+    {
+     "data": {
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+      "text/plain": [
+       "<Figure size 3200x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bh = LatticeBoltzmannBoundaryHandling(method, dh, 'src', name=\"bh\")\n",
+    "\n",
+    "inflow = UBB(initial_velocity)\n",
+    "outflow = ExtrapolationOutflow(stencil[4], method)\n",
+    "wall = NoSlip(\"wall\")\n",
+    "\n",
+    "bh.set_boundary(inflow, slice_from_direction('W', dim))\n",
+    "bh.set_boundary(outflow, slice_from_direction('E', dim))\n",
+    "for direction in ('N', 'S'):\n",
+    "    bh.set_boundary(wall, slice_from_direction(direction, dim))\n",
+    "\n",
+    "bh.set_boundary(NoSlip(\"obstacle\"), mask_callback=set_obstacle)\n",
+    "\n",
+    "plt.figure(dpi=200)\n",
+    "plt.boundary_handling(bh)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1.56\n"
+     ]
+    }
+   ],
+   "source": [
+    "obstacle_flag = bh.get_flag(NoSlip(\"obstacle\"))\n",
+    "fluid_flag = 1\n",
+    "\n",
+    "number_of_fluid_cells = len(np.where(dh.cpu_arrays['bhFlags'] == 1)[0])\n",
+    "number_of_obstacle_cells = len(np.where(dh.cpu_arrays['bhFlags'] == 16)[0])\n",
+    "\n",
+    "\n",
+    "ratio = number_of_fluid_cells / number_of_obstacle_cells\n",
+    "print(ratio)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def timeloop(timeSteps):\n",
+    "    for i in range(timeSteps):\n",
+    "        bh()\n",
+    "        dh.run_kernel(kernel)\n",
+    "        dh.swap(\"src\", \"dst\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9 39 3 13\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<video controls width=\"80%\">\n",
+       " <source 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6BEEBf0cfpW/E3ve/gQeIWsIYQtCnzsI8CGjf0+CLqrnuCG76P3whCIJzvd73R+IXGyuh0nsEd727BGR76gmslV0IW/BOK3d3d2whODq6+34xFD7LJFOww+WELQl87CO3ARtGfcAyIF2iti2Z7YTYl/kfI/5HyP3nYRzsNOC07PnhXFsFFu4QtCXzsI9giIqqr5Pnw3zXfm8OPGOC45JGw3+Yfj9wLstLSlXgiJe/EyQtlLjdgqu7u7u7v+O2R7wTX4HniFkESH2MlJiVK4QtDn74FKBIEd37FsRbO/aK/6M3aGv+a74Jzf/HjGiN9fXX9P4MzeFzSb/CAYBBaNy/RAuvxJMiSZ4Hegg/4JLvt4b50UB1NS0QtXCF998Evav2io1xs/3aoIGCgXEPSDHxCpf1rMH/hgDBaFcO5boJf82m2v0Ov4Dla3/d70NIJN6dBK++0SWNUHr3cqvwXSK/2h6P77/CgUl8vd7eXy+3t0bgloCCw3MCtpnrX618373wCTiiU6dOnGQzgMENQ9+B+WPQoilGn73x8gYpjn3vjEcvNO4hD6OywhaBI+dhHtGfqR34BIi+ASJASEvdsYolyj/kCg/d93d3d3d0F++wSiJ86mtL+hDpDwvR/P5/PLn8/Ifz/ffcafz+fz/5AWO/MMeH/QaCLXLIpH4N/wiNhmb4f+gWGg6sjNEU/zevAegCZqAR8Kiz4fM+HzSL0yb7BKZ33fbFyi2mxiO7lHYVhC0CTu+0NfsEhN3u4DtVmPn9+/CGH8s59NP+tviatedkGIRbELNaGP3JffffaF5jvvvvtDH7V+1fGKrHgCiKE9jETWMVexC4hfAWHgXV7aC/hQI6ru6qt3uVdYYoIVhBDw+MsJND6af/woK1XVVVVVVUYpwuFOq6qqqqqqjFAh3k4I732oIKr/TT/grE6qqqq18EjCF99SsdgkO7u7dgiI7u+DBsEN3d27BQa93vbtY2T8IXV0P0i2jON6vW8ghe0FHKvvtctX4xRfOYxXjGMR1zmIXELjEa+IXELiFxC4hcQqUQuIXGL+YhViFxC4xb4hcQvauYxRPG2f2v9Hrv+i39Vv9KVGWJCh1VVVVVVVVVVGO4sKVVVVVVVVVVVHGdW+CuqrWt3d9F7jMLK8Y4xRXX4JRCrVa+C2EbQTc7X/aM4o60eCLe7Gj0RsYvP2hvjT+n9Pz3iEFliF7VjtWO8QpMiFxC4hcYtsQuIXELiFxC4hXiFxi8sQuMW5jF1iFSjFtiFeMW+MW2MRbne3/1v+snxiIp0RYkEJ1rOrsEtVVVVV92CGteWMUmkVjFt+CUSqqq1vCNordolVWhXddCFi7kEKsQvfavd999994hcQveIXvvvvvvvvuxi677ltC2gQ/gguCj4Ej4Ej42AAAAJBkGaYC/AJV4UDl3d3d3d3d3dH9k1Y33ozdgR/fu/Vv0Vu/vi3+vQuIWr/0MfEKqGK7dAJn0+IXGK7d4IR+q1CPgqEl5beKxW77ujQqvA4wS333dvwWDN3vd3d0fhBFBqTFB/9tv2B9QJym6t27a/6AiwVEVda1rj4xG8q3goHu7u7u+R/eN7lxVOcOcctuKy2WxWKxpT5GK/Y3g3sh1EcHSIg6REtlsVissZYxRijDFhQ8f001/Chty5u4rLYrFbu7goxI1DiFAsyZ+/3vRW/T3+iP+iP+r+ApfgERorx/ojUIU1IhZBiheyclGKJ42FF8+59Pv/CCiHv+n7110TRsfh/QKw3g1L2OADEABGQNRSyqKX4NuWVuXVVoKQUBR3d3d3ESQ71q+qFTVioIKq+1/hQ6qqrVVVVVNSKfwhf8IAoE3u7u9H/ASCuY3RWM38fDwWFzX0K2vl3m8MP+HCZr30A/l0M+z8KXd73d3d3d3o5xiFPn7UKBN3d3d3d3d3dyIPl9ApisUYh5YxRijFYrt3cSJCMvh0wrcVisUYoxWK73A/EBmfq2v4JYrFYrFYrFYlw9wMoogLrWCUQ7273xA7n8ERr3TqIXELC3oiRRCkyIXELiFxC4hcQuIXwNPdZIJQiqqqr8GyZsAwAf6BETGmjGgoZWsEpnd3d3cSSGqpOwFfBDe+LS2MQI73vjMHvitgHiEV64N9DnIROxOMj0rmPZB5P7+vYBIAE4rib/hh4LRJs7/kgTfcCwiVi5S4LexblxMl4Id7myb4ivrhX+gNG/BUMVVVVVaVzq6+grQjq9Xwgrr+fT78aJVVVaxcXFxcXUXU6Gj+IYXnYfhA74uEpm+AhEKbGI5ex3Asgj7u3fhDr+mnJ+2I/o7q8xMtC0N8EO4Kh1aqmqapy980fwgGAILhV/gPUctplSZIBGaHUihBXc/l3CChCRnERF974QwWJyqKj9tvgMkMZ2IcIndZ2EQxTOJA+oyPwvp//5tNru8E27vd3bvW2tgJAovvQvI0PeebfJCv4Ihz27tN8EAucFlpg7IMNzBqmfWv1r361i2P+02J2hVYQUJmOn+ta5MYhYo2p4Q8IHfFsl8IIWGBTERC+98w8P/oIiDRBLDahyme9/veiX+tdno7bbC37zhNIvJpN9/4JwlqtatN8EBsP/7Dwh/N//7JGoI0d8BAwpVVVVVVVVVVVHegG4AmMahwkffGSA6ukUQh8JHfP94Jhzu976OcXg5XQSuPdtn5HyPtNALAbBJe9jy9PgKCCUTu+75j8FPd93d3dgf4IQvEBpTPl//pVEL+jP4bq/hCSfD5xim7MYiq9YQwgd8XKK7dhmCMj3t2CCCIjvt2eCUS77vyKcnu3+4J7u7xlMb5WhsofAZZDyf3d3/BKTd936b4IhC4hewFG+zBzNjxHw8Jm3vfCC1+3o7DcIHYJHi2EfsWzezxJ/FsVZnZFiIdz8R8EZ/FsLBemL53DCmT5POxZur4QO+LkarHshfb6/erd4KBO70neTreC0kZTG93+ULZQbfvfgjufH6/Rum+CM3+MfoEgkbZdzp2ASfi2EAJLlGSqMlB1dmIWr4QOxSxcI8+EVDTLlWf7d24UgjEbu2d05vEP+EOC7/N0Nr8QwbHasQveFLu7u7u77v+7xd33fP8EGEAji5iMPhDAdTUtSr9NPgIGjPi1AcSMpZ/ARcEfd2x8oB1OqH/ppxi3o8Nx9ed8XCnLCG8X305vD8eEO9rlvYfpm2HFAm5qN73+96Jf613q3Z/eipHvV+8pueZvh+9Bp8Ww2JfftAK9GfFxvvpCH8NtEbGKKNsJy//Lpd+LYnUJHfFyc3hkajNi5RfIbPHr4l/rXQHCttaAQMJ94UD4rFYrFYrFYrFYrFYrFYrFYrFaOAAe8lBI0f+Ccc7u7u7tN8EAt7YtmDqmexrC8fHdtgY4EGePmXh1W0qtue58IocHymIwH85/W5Roh//giCa9DU4SOwQPFwqH1MM2G2QSr9/vf++tcaptH92BAghKfD5o3k+v/QjsYqVMt4Kx+qqqqtZ0ryCBtkrZf9iKj5kPC+fzy5/P5+z8IH4rxAIFXUdXzDAP/0CsKlwdaOPwetB632D+gg+IVZhw4f6DW/vREvu0+bww/4LOtDf+TfqAj0d+sE+973J88Lwgd8IMKB/LIIf0+aEcP/BZ7v9fCGAlaI35oEpfFXzY/8PBZub6R+KvJBDe5i3F+MVOxi7wRj3vzO8FhN3vd3d0HbyQRkvdJKIXELLgCacgxDFeK9FYxCMsQvgOzNgQP4IwjqvWEFAdbUsMBQ+LYt/8BE0OfoBM17wEfLe+8CPAhcIK/fTT/jRYuLqLi8XGKKLqLi6iguooCWMEPTGelseeHa41Bq3wEarGEZToU7/fN4Yf6BZxr2hCV/NvNgGAf6BZzeKYhf5ISQqrATKBLd3d3c+RKMYhjSVbwUBN3d3d3o0r4UI7u7u7isVisVisVisVjSo7xt7vd3FbitxWKxWKwMOEHR/VNfLChN3d3cVisVisVisVisDqIHCqmxhAPwoOG3HWpv+BBL88J4cFlCmMYiO+IXrRXxCvELIMRL16K8UMRFcxC4hZBirnMQuIVYhXiFWIX8FtVVVrTLeCGtV3Gvp9+BkhQIquq6qqqqqJGhpU2Pw/wVkeXIQmJgpGzabcul31gt6q95myfrLm4Ib31jMGEai2XGLYzY4f+wVGKhLXfuEV3jQje7u7u5WLdxWK0c/z6fa/BHe9HTCCEBBMm6Nn+TYxQdXRPm/wDAAFAuOb/IOT/JCG/QgiAW8cOgU/rrGIQvOpPdv+gSj7u7u7xGVX0FbitxW7u4klnyMV7wU3d3Fbit2qww1oGY/hQju7u7veXu/A2IMY+wjBCKd3eI1SGIQfE6NfCQxSYRWIXGLyxC4hUohXiFWFF/9LSS4xRD3O9Wdnr1G/x/oNhlayZxAAEdCAEyTTH5a+Xtt6CkEoSd3d3dxKR1rV9r66oQq+wUiVVVWuQkudAthHwUld3d33fRlMYhDaXoBH1frq9W7Xv7++KGLqOGIVeYQqlvV5hC0IWhLBbAJPAAACAlBmoAvwCVeg4/RM1hCrXWKtNLWvfiEKaQhFPjGIl7GLegghav9tvCghZfQ7+MVawgh4o8jSvOaOa/oY/YBB/gIHiFxiI7fhQIqqqtaqqrWjsI0WCIW77ZPSSfHwOFX60KbGKIaon/RZ/UEetf01XRUz+v8nr/4K+71qqqodOC/qCIiqqjFCKWsFgjbV3d21bVFZrU6VWv564XwKGhiGJseAmavRsfh/QKwvj7XMhDJNP/gIGgh7wzUqsn9D/gW6I2EFBa+KJVb6fGK982OH/oOC+ADO+i/Ih6LBmYVjaAvmudoEwTP2jwOGuEKwQiVrrqIRaZQjKGAEmw4jZ9676D0EZK1Ro/oj1tIQ5rMzP8FI+tVXVVnUdYJSPd3d3IvrBLd3d3dyM6mxhAP9AsJj3MI0Wv54esEpF02auzeKq1eCDwSnrZi4uFvib4LphK1CCCQInk0LHnr9XeCTWvZsAwAA/QbCuYlviAARUICy8ul3vuwUChTFMUxTFMUxTFMQhoREvYKIpqKYuqi4uJGhtVWAlUCklaqutYJUxigwLqDKkGMRTkh9m//9guGXxFJ6/rhCtCaxkJpO6g6Ro4m8P8OC6bO4/k36K/nq+NIEaO52MJiJ6r74KMoOVqlVlfEdf3wt4JBm7uUEEMDoUzjzWfcmk2EFUaoedhMLIZIZhBV5V+klNKHiEQDQLdrEpDt/+sF1a0knflGEFB58FwA/8+xivX40WKYpimKYpjFBTQUwmMzZngdxgdw4rPt3Ppq/1Ow/hCtAkbrQVrr60RvdF/Vif2Cjj3l3td51OCB71+fjSVqqqtYx9ViS//LrYJuwoKd3d73dpp5sNiRy/9BVCyarVSEocRwMZy3/pp6abf225g/4hgCBbwpa/Eg1+mn8EZMV23uG4b7u/8utwhhEF0IB/xDrcYrtm+Hj9gu96CutcJsN/TsEMfXnfFsJfZPSX91kBOsxN319fWhN+sbmeZ9V1UqnLpd/XBOLjCfjjm+0P6IFhKHpv3vN/8MAQJOW/ZgD//ZwSlgB/SS0khzeAl4JgSE8nk9nd83/j9F93/dsL7/+bTb6Dq8AQCAiM752H4QO/QQ+AiQPiFI63QIYyjW/XjHrDp1VVWtVqj/w57MW9H7SCHgosIWKd+NQRFA06iFzv4W4tBInRvGKD3/sQjm8Ww8K2hE7F52FegFUAg9qDv9ayRawQlrVjvQQb84+jv2j7r0KeCV3+YYY/+giRL4CCA/o9YlD+pgShA5I5LOSOS+/KZa4hduAesQAQEIYidYthYOqZ5CNePYIbf360a2EFAETSNpvyICn4kmebGEQ8PBYXFuiLafEhMhSNuTtzXQ3D7LHQVJAovFCovWtYQ8m+23wgh4GYUsnSaf/xASVdV1QCx4nCAXRGI9jC7Cwr/v97tCNedh/rRmzwnnfrxGKBz8FAthLWLZ6fPG2dhJZ2Q/nj87BE4RrxbDt+h8m95v/4hh3vBpNl+hEzL+DU5es+4+799UpEqoERFaCiwUQTjq1rV8Ia0q/pzf4w+gWjQYzL+Sr9JLd0IQwT83hx/CCXrfGZsfOwkbAjXnYf6LBJ3e5i4xvYIwBw8AwCC4I8Lmj/iBg2KDQrEIJL9D7wUXkGVrwEAAhEesQxOEY4BxI1LJf6aaGKqZR+A1TU7P/TxiKHY3zvCNedicPSG//28ul1N9/CGEoFaEVH829V/m+H/sFRf/5txf91QvmJGJZiRiQJ687MdjYISK2b/x+QEBs17zCQLAlBFzwIa8BHwThB3d3d3bEZfGMt8WwsrwjWhbYthuj+tE5MWoosbiN1r7ELjYuSD33oejh70FEf+Ccde97tBMLwrTKfN8of8Fhrydv3vuAcFBNsWxNH+C2JDRPJ5PJ+gCYAbtp8AkKt1AOT1wjWjNi4VmXujdGk/WrbUCDF0LR7wKeq0VHe8FBttdVKv8aRWlXVVVVVVXjj+DKl/6EPIeG8/IfkPxx/PxAuCQHVwraAPzoFImk7qTN3d2+wSyYlpAgV2XczDD/+gV6ux8mk33ATIJZ8PmfD59k/S79Ec8D9VmMUJwuiiCWIX8EpT4fM+fs7DsIVoElYxhNZLi2QKUzu2uEKKl8CBRHz5mIyE4Kw1VHYaX4JR6rquVC+QQs2AgM3oMMjV+vS+ivdYIhrutjrQ7vwSa1BDsIIgHWTQMUPpp/wgir8+23wgoAvSUcYF473/oAlsEda+wgoOR8biZJ9MW+MXmzY4f+gWC+A8RGTAJ4VgxILJezBMBd6tHIDhOw7CFaDFdgCeAEOCE73/wjh+TYi7++1CMJQR3d3FGfgkJWr/q9YQo//wUErVVVf9YK73ve942vVeCgl7u7vkqqvRMClIYhjsdcM1ojUMWxKvAw1fXg5qxr8ERa1BKrMEAwAf6BWE8LfYgmhA5Nt/zYBgAf4KxWa4QPaBlGxqWql+Oy1sv+AmUCWLqtVxoKH5PSqW1gQgQkWvLEYOF/GSxY/N//7BUYS1+/64QS+CMJrWlWtbeEaEPm/x+FBwq9eg9/221kgk1r+nm2i8Yr6+NL4Kr3vfqomX1owonXwRGq2vIkIRi2HK6r8Chqv9GcowfwAYBoFoVDDLfabTalF/tDjof9qdX4IiKqr7GKCt8cShGLrN//6HDX8ingAYNU3UPoYSUwhE7XSBHhYg8Bwj5oCNfXNeuVev+tUg679GeL9GeK9WmrlEL316FxeDTIIX8FJVVVWtV0cYEERwJPwJHwJHx0AAACGxBmqAvwCY+g89XorSDEMX9CEWYQsIV+AYDLehTd9jEVX6AS/CCHrky9hMLjEOdvAS/wEXxiI7YhX+FAjaVWq1VVWtBLCN4LBeqqq1X7vBLqtV06Nmr1XgsJu73u7uPw+COrEtMhAhcQtegs+IWJGKIcYxC4hViFa3oSlUYhD371v3rfvW+EFFa+mnxC4hcYtjEL3/q9YGWs2bH/+gRBHD7Lb+T5/nod2EFBt4AlQCNvm3hBWl+nzY4f+gWC+ABnf9E/EgK9AZGiQC5R3k4YQFs3yPDhvhDwRC1X/3ghKtZlm3BTgRkWW8H8IQRVXPSer16M0dgJHiFkGIc0+IQh0IU+RCyDFPj4hcQuIXELiFxC4hcQvfq/BKE3Fbu93NAcUt9BLLL9gXWByQKkCUKqonZdVSE77wwwUDlVVVVUS0Nqu5AR1rKlBDBgVUK2QCJdLv8Yp8fN//7BcS3gcYQk1xfvvhHg/QXfwWUR1eCMuqpVOuLIc2FVmAP/9grFr0/zwnhfgjDCqqsQSeCe7u7vgLg/BR3fd4mUIIYKY1QmW23k0mpfojYQUHnwFCDOunz7EK83//oFw2AJe0jdPfDVMIUG2Q0BGqKyDwHCAmtJhadh+ERkJTLUsCD8ntv/gnPe61W44ZEIU/6/zf/DAGC0bhc+yoQmtNPEnRJ36M/4JyVrV3eCbwUCtV1Nj+CFhjmw2ZsDDKY+6i2Ss3/j9AtF8OnWmn8YhgoaOPli+M2J1WIV4xQRyHRREs3/j9Ak6P78McKPiR9kj57Ln/8utzsEMI3oKZfrvWEZta11eNRxTf9eNe9XzQ/x+w2OkXvw7vcvlhCX7PglFwobgHaSAggdYMUH/M3w/6Q4OsX+Rydfe80P8AwBhsJ38Fx5b5V+NS1UuYP+AYBBIO1pXwmQFJJquqrW+E0JCLUf/NubTbN4fHwgpEV81y8xiKEXobFsJX2dgvhEYghvQ1QcL9EB2PUihEJ/khJDikCcta1qjBxLG9AIH+cY754Tw/FXd3d3cEotgkpsWw2VisYjhqmNjEE9HPXiFw2g4ta/rX+N/e+LmT4iWMQ8vj49hwOgKY361nYL48/R3zeP/0Csda2Pyb3bhSjJ/M0U/zR5w/4aO14XvLoMKPgQn+UvDCIQ4sexWvBYXVa1VVV4JRbCwPfTZohj/8NBMudUm/FX+sw+f/wVc3+sRCOFUIDADLJp6af/8BKwTCieta3/BYR3d73d3dNmHh/+Cr32/sAcCAqM3w/9gsNOp2b38JYZoIv3Aub4USVHd34Iju+djFbwT+ReMJjKONWwSsrv7EgkBGRVVb94KTKuq61vBL5Awq82AYB4eCwK41TpX7ZvWIUO0yMRQxlkdxiIKDR/gb4kiuta7wQ5OwEADFnVeeE8ew59+ysuGMI3/o75v//ZJ3Wd9tgIiBw4iF8WwwvQTnfPPnYTzuKA4bYSGaLX61+n+98754Tz+d87LCN14QHoJIt8ecElVVeNV8FJVVVWscZLGX8Eiq41wQaFGEwklpIHeejVftjc3EIIEpT8WgqjveCUlaqqrfvBIItKrwS+YLarN4ePDYZCZs82dKohQlUcjJZkJahDEg4z+TSbwH7CZlr3eaH4mIAHBVb++eUPenYVzv1wiNjJnmPUAO62rHH/21f+jo7iEEF3oW3erQTC2HtLj4TAdTKWS/08ejh3LUd/VPF4ayz41Q7lm14H6hDGPwDiR4qF95enH4Aq2mk/F/TzsfnfrhEX7n6I+EJQcK9KP7Q1L5IJqqqqqqjH9b/A9aUD/gew4VVyr/iwimfghInTu38TBMb//KzmX669Lm//+GN+8CFVwfDmUg//vp9z6fUbX5dLsY4oGjtC5jrthdkT//y6XZ2MnCX0VnfOw3CN/eh2yh/4ah/khJCuIgl1gJkDGAkf6DKOD7oLI7+FBV7u7ve7u7/QSi4aNwDlMawS0dx8KU373j4L44AAgGxgAAgML2azfFoNCnRwBzYf/2CsKDdJ7PrXGIIiD0c4uEAci6ATGISD3yI78AqPXH19/wEYj6qwehFF5ttg84eO010r3uw8hrnfv70EP5flvxgR1XVVVVVVVeCoVLLqarWqVfEimqqqqobPDufiVw99gJoBMgnDUEAw+273dq8BBQS4kndJJ3SKMRBQNGCuAl4IarvhBSevpJcYiA99ESxCiH+AVAKlBi2RRbLyi2VLsfJpN52H4RvQSc78fgCFNpBFfhoVjb4ov8Uv7HsJxrHBved8768EYQVVXvwQmVZFOpRiGPaYYhD1MMUtLUMRXMqYQsghZRi27Cta24FXgnH7ve9hr0voJZ1BBQv8MFGSae23wghJLMv6CQXwEjwgjA5HwdUBG3xb4xeX40bihih4oaYoYoYoYoYoZFIobFIfB0Wxnt+EbiAViVrVVqu+roEDRXMn23/YIdapTbgQYoypz5kZ7xFHclJ9v/gkCS1tYxdImIXGIVYoYrsYxb4xUnMQuIWhiuxQxRDjEl6v3q+IXEKXIhcQuIXEL2AabjF2xC4he9Frb+tVngo1qtcTKEEEwuAAQZCINCBRNt/10AiYJRyrquItEXATKU6eWuGEMHCv9Npt/iFzY4f+w4XrIzgYDyiCkbeIGHXfCHgrGrWjXVVV+7BdWvVWaavRmL9c8t4JOqxLFjEOp0hCI1ELYhT5ELjFdzELiFxC4hcYqWWIXGLrEK8YtzGLbELiFxC4hcQr7BJtfryKYP4BgGgWhEl8R1FNP0kvdjEOBl4AWATCC7n+1N//6Dg+hcADBpIzUg1QxASEISG0QDAmhK6Qg5B4HBtM407DsK3xHoFHOhQhcQs4hZb0eo3CtFfvQx5X4CUhQeqqq1quL9OgIXzP+BC+BI+BI+OgAAABTxBmsAvwCY19lgnDSB3e93fqyGvROnrwgiO5bb2msuBv9gE9o83gI34CL9gGR9g34hfxs2GwXLzZL4uLi4uLxfxoP0y+4RrQt6wSZBiGLx3sZQ1Ot/WiZh9UYoEwxBb7CiEnzPp9z6ff95feCQRWop2MVL5mxw/9BwfJ4AGd9sgveRktpjhFmICBFAuGP948HCFB0nAwnYfhGsEgQd//S/a2krqtEcgl8EhHd3FRngQaCT+D2v82Pw/oFYvGvZUNo2m3+q9EKmX+vV/wR73MvNj8P6C3S4riCKJeMW5m//+DAr+HxTOF2XHZZkhr2bSQHEeDhOwQwjWgl+ulZXq2l4R/Q9H52GlClcJeKu7u7u/zCq1q8F1ctNep0614+y/+BcrjMYrRF/hQWLi4uLi8XqqqtYbjg2QSrQ/pPRmwhLf+mmvChVVVVVVVqqqqVawoZVVa1VV1d/wTYSgrGO7u73e9qDCin/7be22/QCJSvRv/H6BJ1afGIgPfTYxQi9Dfi+WhaYz7nYJYRwhQQilFxcFMW/hQ2q6rquqjm1vjNaqqqqqqqqgmO/wEgh3s38P9BqvUjPT/veLX7rBRx1q4lmJGJd2Ap4kz3vbfgwARCF2YtiAcj5ewxKCpNM9a/WsW74CgzsNwjWgg/6FmTeBBhChBt+FL3t273t29v1a/V/wpve7ve7u7+/BCGHfZBKLjaW6ARAvoNiPBeAh8753cJ0/USgmmdrkoQ+PZQPOoOy/hisqLj8KUkndK93d3vYgozwoMe7ve7u73tWdIJoKSJZ/ARNBZ90XoQ+1/we0Jer4ROz1kEInrEIYvyBd3/onQT8lBCQUPIM/229uv2vwl6pqO9einks8XBWLeWxvFUWeEX497Ub4Up69DNJ+tSevoKhiMKb069CH2uCzClebx/H0HQv33pQ/LUQmWsnVAa/MZKlBOLhAB1Pl0tjYdo7TosCdYcveLw6ZZzGTl7kJ19L15Pdcv0Jd+rSeCwzu+93v6CZr/y/OL7vu83/j9Ak4K+W0d8JPwEFoLuFaZ9a/Wv8Ji42Ct1olSC4+NUZ/OJBQGn0P+z/woEK1VVWtVVVQU/hYcpGVYyrGVYy/xXfO8ErVYCdRHzusbHxwZnSQCBxZzpV5NJvsBWxIae974xDQ+FMfFxQOT6UxbCIjzWYfD/2CzB3Y6/Q6HvhAWxT1nia9a/FHZS9y+7xiGaNp+NFm8m8qqqbytVVS0N7/AoXxp4uGmsE8BIBEPPe93e+Yfw/0CwsstI/a1hBGFb/TT9RSKxtMN/GIivjFBv5NhRQ8yNt7bf//ClppVarVarW+dgjhGsFgzVa1VVXSrXtRclE11glquT/z36CKPr0EKhsQsohZVWB9hoQ4rdzDhMQmf9i4Kwg7u7u73uZOwOsEtV1X7CCKHwyxUZJp7bfoDVX1UA9e0wewBCPEIj/Gjai4usXDFMFxcXFxdRQXUUD4cbQtkrf52HYR9BBjqgR1rYL0Zv1Y8TQjxuxHQ9IP1FSfomX6JhGVxnoKNGCFNKMUO+Ovf6vjEEwaQC8IIaHA+BroYdR4V+SCLu5F7T9QDinGKIcrNjh/8FwuBlJM+Qu4GKliLzsy4HAdlg+wPs4BgFC/9aK1jEZeVfQ23f1goI+qqqx/w7d3d76dMgHR5G38EvoLPRf/wSCdV8f3WCIRWpBYxWvG3AE+8PBFVVRQwPVQUMpqLGqgYGFB5KIGHF7hcQt+Ceqqqrotm9CHgioBU5RiFK+3fC4TF4uRlWM8l+orYR+BC+bASGBC+BI+BI+OgAAABlxBmuAvwCY+g40mH4JDVrKcYiL2MXUJ3zCFoYjL2MV6oYhZs/4CX+ApeIXGIU7YhfxoTNg0yWZi4YpiqouLoKYqCmDWCQH4UyzDrnMAjfq90Jb8E5nve9v1aTwTn3d3vEy+W94XELLf3oJPV/f396EdhRHfPp9z6ff+IXsCBl+wgjJml2+nxilzMZscP/QaCO/wAI6/bIJfzECC5RBGwBxYLHrZLIA4NErlLc7DsIXoJZtW8YCc7vu+iFKT96rsEV3434ISO7v5JeCW7u7u7pF8Et33fj/ghI7vIkJ399X98ghcQuIXELiFxC4hcQuIXELt/BOTNZre3cA+xC+FeMQxLNq7AQOi/+ArKJmxil4M0Y4xXjmYIBh/0OH7+En2uvTHCEgMQImG0AofgB2XhhBJz5HgOE7DcI+glbrXN+CK9+LJ/f+raoMQNFFeuBBrwR1Xf9DGAJPC93d3cVisBcOI78IIcEgx53+qN/jD6BaJNnjH8mk3ehEXhatYhcYpeKvjFaTr40aLi4uLi5OLxkw7mdyPGiiKIGB9Ir/lU0wj6PWXw5/xbitteBAo7C7kwTlTdN039eBo16tBOLYJLZvw/8NBHeVn6X9a0vYUu7u97vd7tNjFVHe6RGKwQ8Yoh7dgCkUrFHYJYR9DM3ehG34IrvyRfBD3ds3/j6oEgneOzoFQthIvn+AmEd2LQVFAx2P8BEUFu6AQvoEdEfaYK4FCr4xfvgJoXy2W8twlf+NDN7u7ve7u7mI0/FcV5o4w/6CxH4r50IC2PUS9EJ/khJCYP//BZh9TPEQMVaxIYRJhOhevQxvwpl93d3vd3d7vwTBbd3d3aCS/C85V/Wv1rYxbGgraZfOQJ5oh//QIjLx8d6A3duAQ7oIJsWhDabFo6fNpKBXg9hO4kg8+PztpwYUIO9+CK79lk+7/+9XgnshEIZt4HXBVVd3d3d3djJ96otX2ngPGCIQq77cCDAnmdV4hS/cBPQiLZtd6CtdBOCy79a3ujdeC2f9ayq6wSeRdqrEXfd8FDfEwSDL3l+Cvu7u7ve3sd4HeixUlwZQRCF1fGKDTq7GKXpF8EI5V7widi+whxbG32/opZoLDvj2Iv+tZ2FcR4uEgwpjY3BTpkTKeReAk8JHfPH94JO7ud6IK1P19J63gnb+YU98OYDqemfe/30j+uxCvVAT4CrqxhOQFhKW/229tviMvCXq1eLCvL93uwIMZQrsnvYb+Fq1+LF7vuddk/Ud/RE6j4oJkq2c+94Jh8gEpdRmfrWb+GPhBUez+njcNMs/6KmXDIa6VCHxeEuocxCl++EzQ/6YAwWjeW2/xqXCGDhfpR/VS1UvZf6t3A9IeOMffgiCz72gmFs1Hc7E4tBGO36DDdBDvwILVs34ceAQz34ruYhxD5vh4/ZAjwEJ2/Z4JAje432NRhbTfq3gIDBTfi2MGqP0GYJz3ve752GfXsAnwB4cfCwD3aZkP31ri0YQ/iN8AmKFtCXgmk9OnT14Q9kojfgiEnw+aTMPEQ/6BYVl0GFHjEsQ/w27bkII2lX9bfJ6//Qx0EguEi8A4B4tjx1MsyeqQIPiaK2YYf/0ES0cShC9AER4xDC9rOwSwj6Hd+ie3b4Iqrs7wQ1X+wjKGlMX+6V9iD7vu4y+xiBJ6GPBEFRW7vY8ENBBjoBN1fNgGAf6BUN4jLxVir9gIHWBs4QQ4vNU/8Yrv+NCKqLi8nF8XFxcXF4vAEBMjGQm9cTmAqz1qESe3f+hMWr8FB61Vdu4gEl323g/gUKMzvRHDa1oTm/BRu7u7umfwUGd3e96/BGR76iRiCCuSCF74m+wwhK7TW01/o/GIip1ELYxEE8TIgxV6voYoudWlwP9W/VMuAhaxzGKDbURKMcYtKpscP/UflvIpgEPutn/gsIhjuCSGxtMo7MjhBYQM4HmS3Ow3CF+T7cM/+9Bhsnu/1SpJCeq/WCoS7u93d3d7fglvfd3i/BCZ3d7frKJGIIWIq9Gfv7+/v77vQk68QhDxC4hF78Qveiv399fQxCFe8EfGKmcRSRitVm//9B0IteABAqkjDTYVMZ4QAifga1g5AHCAJb2kQ8iuGwe1wverS+hnOhAxVfELKIRFCohcQuMR3ahC+Bh2/AIFGi1VVVBTFlVxdfjRX+2BzK/gIv3gECwIvwJHwJHxcAAABGtBmwAvwCWDECBXgrGIl8YiWxC+A7614BDeIXwH3xC+AXHiF/Gj1NguXjTJ8i9nFxcXF1xfxoD+Mzmwl6Ev+CEl7pRl/rcRd9Vz+tRQhYbELQhcYgtbELjFdihC/jQiLqKYprFMjIoYoYoYoYoaCmChoKYBiwBhIcEEnQUv04YA8PQox/eWYRvQumX0dOvqn3g7qupSe//omUK4BgcI+CQQ7u+asDPQS7GIIiTgnQwrQCLglHKuq50RcBHwS1Var8i4G2vsYpPsxitOZscMP6CA/wE3v2Kup6LCASDuCC6pASAfYBw5eBhBHXfPHgOAUMAZfxDguGiqu/AR/iO+lf9WrlxbGL+CbwT73d3dN4mh1bcC31SqYP4AEA0C0JgxmXxBGhOvwetB63XeAjqCnYxeX4VG1VVrOgR3H5f87D8J8kvoc8Ex38RBMEnfd9vCYgl75v/UMAgtF5K0CF/iHRDu+hCHCuIXELR2CWFfQyoKTvi2EhW+MjaKnGLSrYCM9AIlYxDPYhcQv5SaqE1iRQnLfXoJ9+gkyCQ79nASngIDiECet0FEccQjinGIYD302MQu2bxD/2Fg1Xk/Rowp2gz51kK58wVWb3EhQIarqqqqqqq/gIGi9jZ96F4YpiboBU0ZzCCg/6Kvt+MX2dhZ49gtr73hEXHW/V/0SzryfS3/V4JTu+76O12CgRWqqq9BSbj/+QFdb19tviEZ9XiEQFPKjFtm4w/9hYm/n/GYXPBCKAc/R3goqfOooBzwkGKZwEjo7COd4U8EgxVVTH6wQlWtr8FHd93TpGh+PAOC0ZNmvvL0wTebe7HaNKuoIa1v4viJge/Gbvm+GP9glN1YhVr8FYtiR1qx+CM7v9jJ3nxrIGstcxr38kEZNVSqPw7ln/p4xbmd4ROxDifQn0EvAStYHriCFr0Z8QiLoAwNXeAf/v8UMVNU1Twr6DNfoaSvzxqokfI+q1BOdhgbpGINx9iF70ZH9AJeCYUfz+fz+kxCH4hcQsM+evj8uv/C5tVVdGD9ZIfo1QTeCMc93bdwPuCfJj27u6bMP/D6BEEUvRoFaNQSehihgZZsYt7OwRwm8WDAQwRDs+NdKd/z0X/bKZfXmGXuKELQxXqhC4hcYgl6E/BYFXd3vd3dzTeG4IQle9ugEbdV5sAwAP6BWFd5UItaabbfrQSckwD3/xo/VdQxTFVVVBTFQUwYoZpl9/CPoTl6o6VeRUoeUFBL3Wt14nHiFsQseIXwCN5hC2MQYSboIQUVVVVVXiKXwUVVVVVXmUQpcjFGVRTjF1mxw/9Bwf4BD7raXlOEBKHKCBJ9ARlWGHJYEBYQEh+BhzyE/BJd91r6BHVVWKJGIUTGIVEIQokQtYbqx+vjEKsQvgGvq3gGnr7EL4Bw6tT/BAERTDFMFNBTNVJkcwrIwkmogYXinJoc8ERq1mX6/IgQrxCwtgO/iFxC7/Qh8QuIXwCPaELT/BOEReLhimC6CmeQaydhuBD+TAOFgRPgSPgSPjIAAATXQZsgL8Al3oFD+BmzjFvIMVexCuXdDf4hYZELiFxC+ATHiFxC4hfxuqqtUNVVVGKKopxgrya952HYQ9BBOn6EM/EVXVa+hFV1XXghE6SWa/QhoIvQSehi+dRC16F9QxCg+Zb2IVYhcQr/GhFRcLh8Th8LqKE4fCmTCwywxQxQywxTJgoZTUBLDAYT4gdPaxOAU8Eg9VqlRK1uZPr/zkl8kKziFh/wTiFU1qmrlt3KOxC0rwGrEVVJJaRr0Ak4JQgqyqqq5IoQUL1E6H9fxiypjFXmUYrT/jR4oYoYWPiY+FDKahMfKMXbvdbtnQMBRemmPcJC2EQs1HnUWyB9TGfrH+lddQipFQT+Ccc7v3c4m8CDxiHATXqMlU3+MPoFoXBgzL4gJUIF1tt4g6IO60FH8BL1bGKLWbGL7EL+CMXu7kJYbAzsMvf1QQ/VaFugrdeFAo7u7u7u7u7u7Zv4fzgsLOzpf1rN/4BgEFo3GWjoO3+IHRA7r9wUBLd939jFFdYhcQv6I2dgnhG/vQWm7/1frv0J/+CMdWa3gnqAgviOwkRH92F3+GPHWutarWr/zabXyQo8CDCFDTXXVxOk+6NDD/8FZoOOoyoIqBeK4rgnGxszBJxCF9jVQ1BgPhTL4hC8QuYfD/2CoOUaA/vcJ17WwYb9DbHcVQXcDrNMp7/e/pIJzD5w/0Cul2f6zx/wjnYoX4HuCKq6fwI8RVdV4wlWPgXUEnx7BPX3vCB37er8nur/oc+vpXk8EpqvVe8E/EYY7be23/6ffDXjEIISfoHPNuP/6JGKXt8C4CEyrudcI31eguWgtO/YCA0dc7FIcXKXu8BY18hO1+wQ61f9F+d2vdWr4hetHTrWjdBR4JBm7tmD+IYBsEg1rpV4msDq6oBy/wRhTVb9cIV1yQWcD/WG6EtnY+/MK1WEFTX+nEKLx7CQbpj/774U9Buv1SO28Xr1SP4UEXu7u97u7u6CY7EH/BJQRbEemwEz9f+0hj4xGF6xi+/BcZVWtU7wkPgjkr3/vYib+/vW7rk8E4pa1reCcWj6zoaKBzNCP/2Cu7pxwGJBfF4vXcKhDD6mDsY9euLYonP36noWPH5/Pwn6Bc7FsIigPjOb+H+wWZstpf1rbYHuDeCUJu+79eAgWCUKHw+Z8fY13giJu7YhS5GK7Yhf1bOwSwjwp35o4QDw6HCn+KN352FYZLfEAmebAMB/4LCZv0UfECZOrq/W0KjEHtRXotsQp+QYr2sv/gQYKQju7it3d3emCIQQCL187BfwggqA5IJJYYocZTJTO2366sAvdBbsYr1XghCLv2M7DcI+hz0T6SPwIMdJVa/ZlWqoT24ro5gJDQhB5yjEV2Jb1jfrGsQuIRCZMEAwDD6BWFcNGWxAXQjodlrZfl0u8YggIDgi1YQURw6H1S/4D/QKK16qmUQoay0Qv40fjXlXtV54eLDLDFDFDLDUUFDUUE6A4DCe3iTAI334JK1Vn2Ci01tNV/+rFK+kLYbwQz+f4lQIfQceQYp8eT0Vijf4/0CQkl7GIXELiF/GhMUMUMUMUMUNRQUDUUDAZYkPpkkPkFML5HYGADG+JwGJZh+cZhH1e8F1BBoJRC4haGKryCFxC0IXELiFxC/h0IqqqLprVfgsf5zBsxH0gCUQAAAEVkGbQC/AKEIWT0Ch4gQjrELIMQq9DEPXjuIWcYh18YtsQuIXeBH40J6q0HOhdVVVr/bL7ybcMehN69Ev1hu7u5miFT/+hDx3oU8X6I9ei9+r16I9DFd58AwtW8At1XsYqufjQmqqq1qqqtfMvbNdZ2G4UrBcEFVabpvkr+C0nNbu7+k8EV39h8EJHfIjr4IrvvBH4JL3e5WBp4xEseBv+AhaCDGvAp8QuIVbwJ/BAE1Iua1AtxWKxWKy2voK19BESEOjbr++EvQ37eP65Jm/x8AoGBV5pcoBX31QQSjrEcFPgkCTu7xbwIP14Fzm/xgHoNl1iEjedFX6abGIJFxsYvsYo57LvCg13d33u4rFYriuMoRkEsmq0EcY+v5fBIbVXQTZIwY7u5/rd3e295o8P+cNFf2P8/XhBw0yzn9tuYv4QDAEG+vGGujRX5dLvATUE4h3d3fbELjF2xi2PoKXd3e933vbOwSwjWhSVKvr6+tHH0FIXYaGUx73+9/YyLHUy3f4QrVjEKsYhYVaQEGENegqj+gi9N8XBQd8YzCg/YxBEUAx9jVo449BZujAfrXHqhox+vCvoKku/eDmEMtYUFarqqqqqqrSqdmD4KYCaoCO9AIgEZlVVfqAsEFxbfASPQCR9fgRdneEcMavQ5n6tJ6kTNAQwCH5AV+FGjfPzeoJa88UEHomxw/+Cz3X61jJRdsbIA9LlneAT7jER2zbj/+iRCisJ1oKp6rRksFgtilfFvfFwvJFmLeWzv4CY0Lej4Tr3if15P6/2IWsl4JCNNKuUEx3+Bl/BEKe9jMH8AGAbBIPa6VbUFA7d93aFr+uesEo9VqqqtOgT8Fub4f8IZGa9b4hjcWxQaZZuwCY/ARfCC1/pxCusIYUaYMfl/90J919cFAtjL4hCXnfGqLv3+Dih3SHYIYRrUl19aCDqEII51vxQWVVrVQSi4aLwDgHnYTxcWHQpl+/9Cx9QhQxTF1Cegj56I+8CL1d9QVHfOwkFWk39PhsOFmzrpf1rCCKKVSL00+vARcERN3Y8BMwSmPh858Pn7CCvXyaTeIV4xbfhS7u7u93d3vbOwRwj1iyDrqNjCH/gq6ReIEyevEPXr+PGIOO0QIWb1aUYr2sQjvEL+FBu7it3d3d73MhtfYQd+MUCLfGfNj8P6BWE94kaEE0mntt6wjxC4xBQfa+xCrvGhEUYo3cVu93d3vBRjk+LZK4V8EQm93fgi3mJe8vebotV4Jzbu94uin9EMyr4JCO/U/oYxIMV2JhCI4j1YlGIrsSCFsYiX/Q86OiDEMarGL78aERRijDrLL2Qox+i9lSmVWaxCSEdG1dIf7hS8ElVVWTVgiK7u9OvgmvfMvkfEDEFGvxghT5ELfq8nq8gxWukGLcxinx8QuMW1YCoyeNCKqqrWqqq1+P1JrC4TEIQrwjhf0IeI9HecYt5V/WAkeIXELiFrxotVVVrVcX/Ortn/zsNwCTwAAABGNBm2AvwCX3wqIQKliFnELIMRbyDFXrELiFoYjK+IXELXq+MX36v+HAqtfGj+Wlwjejufq0l6MxjEZfwRCFlEIYXCVq/6vXqnX1TpnYK4Q9BLN+jsU8TNVoK/BIMd3fJsQgo6GIWD3mXgJv4CZoUxjFEcbGKpUxC/jQnpJaQ5NCjFGKMUYo3rijeuBxiBCuJwNuWATVd2/DHGw3DBnsexUqKve8E/gnCTu73vbwINDKxigTX0ZKpv8YfQbCO8QJHjVDBWklk0m3gg6HJUsCjROxCrGKll+NHisUYrFYo38V1isVu7u8PFB3UXTGFufXcJ2qEv26O4+tv1b6BQZ33ftl//GC3d3d3d3Pb7d32+wUG+IcPoaFHd5We/8/WsN/73+/5+tZv/AMAQLQjjPsyEdfy6XaU+vCkWFN33fgIqqREwhhWtBdu9DUf9oYO6vBOEFVVVUrwTC3XvgKBHbwE/zB4f/BEEz/gpg5vbBYFlVVrVVVX+xNa1rC16CabbgQYQqk60RreTnCZEk0m/rwoFr3d3e93d3b8EwSc/d/d/etoJDscX36CKCrMbEh2mZYxBGVMQ/gJlIJP4CX4tRVpcQhsM+e/2h+X/nuPeHybgn0AkKOx/gJ4BN+JJ49oMJsZl1N1IvoT9CW/VpvGc3F1UXFzcvNy8XFxcX7iRFta1gmoFYTBFi+/QGkBA4lnDDLcBA/AEIUObEKMtE24//oFVv2+MRLmT3/91XAgVoe+eKWdhnOrz+LhAMKY2MibsQhMNGAPxCABsNiDfhXn8yBya7eGCsZu5mKWsEz8FIJzZsi+gEnwmxYLKlv9tvbb+AgfQBuPQGHpwEBAbMEgSaa2xi2ISFv/Vd3oJuSeLFal+7glO/wEmU2qo8M1hugo/gEfq7CCh1l0q/pvFYSrQt36pPL/WpPChozSppb29TSx1itX5X5s7wSHfO+Mw6FMfP4yEYslfxYY3NeazXx1Xye7/6tC+Jof7EIfn/zixgAocMmk39eMBBWsyq1qqrBMdiAY9I5iRFh+4AgHOxubDH/0Ghxfff8aH73zQw/+gRCYrxxmxCE4hYUotGN/1JL5NDEQV2/Cg3d93d3d3d0iHnnhM/Z/P0d838P+CwOVtv+tZh//6BWFwYMy+OBiENeI6I75v//QKww16MFeTSb8DDZHd/AclfX4K+7u93vbOwRwljtehkvDGh7LMjJ7/CXoEDKGIoYZa1DELJfYhZq4rwWXd33d3d28M0Oaggh4YGWR0+238EPwb8Yhy9jFD+WKmMVffjR7uKMUbxRxRijFGKMUcUcFAYxQqzeJwMZTvrhD0Jjd6K5TwIMGmGBiDTxigwha7TW01/tMIWM9DqlGKLplGKp0xiq28CvwqE3d3FcKvgJf/u/gDZHUP8r+Eb53juhZFHeCTu+UE/0IWrAF48Yg1YxCrEL+CQI8YolQUL//DAxDrxQhcYvpxiJehCzjFv+CkJqq6iisZVfjWBB+BI+BI+BI+PgAAADw0GbgC/AJbhDCQxAmX8T6P+UYhl8Yh6tYxDL4hZRir/ELjFdsQuMXVDFXsQtDFV/xoTVVU2EHJYpVVVWKVYpFf+kMveEEa/0d68ghVyPBt0LKqr/0Ias/CCFDDXjttv9+vyEBCMoTGKvpPBKPVdWKfIvQR9CY/X1ovbxM1fy+uqvQqpfRmIf9HhUIXGIZfGIilUYxRPPFCEQuLxoTzWUlhpllYfhWW3Fdv7v42ioujJnn52G4Z9BB0EvoYcd4EHRv8YB6BbNn//TT4Hmhj+Ak/gJPiFxC/hQaK3FYrfFd33OzjKOp2HYZ8EgS1WyCUWw4X9vAkQfQThO97390AjQNyv0B+Bdk+v/14HSiJlEKDLZRCs4xXb8EZH3bOwSwiPYir3+Svr6/0If8EwqtVXp0CU753zfD/pBHv1jZ7sYi+RdPypilrC73JQRNP3qSgqO+LhK+MhOZh+xi0dxLP0ASsBJdEfg7oJJMchtH/oPNDPoOsgoqAoEMdiSH+B9X/yozYt03xCKGSPQB+Rwiq6rhOvrvwTn5vWrGIQSWYIhAIf4Kg2hGBT008FQ5BAQNGxuGMsivCCMB6TVft8YtMoxQwy0WIX8Sbd3vCR4flFvR3O9C2FFeCY2GP/wRBd+LZXoBI8QuLeS8BIf0EPZ8nnj87BUhhI8EMvoJP3jAyqqqqqyZsxma8EoytVVVeCgL4LKlv9tvbb2eASOiP2AIvgkJqr+Bcgj7v7EK8Qv6EegQDsX1AIKrsWzhplnxeNNX7A3AhMTd43brFqHWXSqIWFL0LfvWv1qX0IdBNXiZ8XJYxMvhuYVu/CCRG8Ce/AYeE7+uq0Pbr6+v9HKh38EgzVTfvBMOVNU1TVOoJDvnYkv2NAEc7SCAByQQ8Qwz5qCneK9vq+oU9C/VX4Y4hf0JTpeCUZJnJM3QkeE4TO+d+hvstBR8wwD/9ArI1WjBXk0m/AS9CO14IYju+7wgrpl9viF/BLd3dzsvtnYIYTr60MlneERCzXoOdYhC5hC2IQ5zegrXhmghWMVJzMEAwAP6CI3jjIIXwCm/wp3fc/d3d3919AXRUEa++a+vQkqu9ElGCFsQtegg3fEX4hZRCIpBCzLwG9vwShMVit3FadTBv3g1IXwpWCStb5f/ovVU/CP9CTpV/6NtWLoQxEjEKXq9WI0Qsvr4/ViQYps7EK5MBAaEKq8EYR1UqKgngQO3wJ2NEIcogQsohEWIQmX0IeQQqxC4hcQtDFV6EKsQuIV4hcQuIXELiFxC/h4JqtVrVPydfdssQCUQAAAA95Bm6AvwCWUBAwx6BV+zD/D+gRD2q/xAhZfQ58QqxCPYhbGIQv7GKr3XCWqC7P0R82Pw/oFhc3lQl6e2skFfJ4K+jMtzLqsqVHfUFpm11qvvc/oq2/yiFhAQt+hDkIYH/jEIVzEL+gm/XCPoIpVWoqSq942aIquqrEeh3oJX/YhaEIKJRC/grCe7u4rcVxXA7LhIWxom08XeIrFBbgtnDS5NT9G/xgPoFoRKRrXJpN004xDgdWPYhcYiXN4FHjQi7u4rH6CtfR3dxXuf0ymhDG6eEby8JegqO3f+CEzu7oAO8+788L71aCrdDnfDCtmD+EAwBAtH5LdHB/l0u6AQMFAQ3fd21hCAyuMRknMQuIX8Et3d33pFsIYTeDvoI7+qK9+vV4JxiqtVNR16gnFyvzKMf/EI+NiAxTOZk5YSGQzEZjj+CYUta1o7Ba/gKDEeKRwdecB++gCYgIhBK/QgiI+NRQdfs+AkPgJCFtsLj+VeVfXxHSb6tDuov+vBOLz/LPjqZi2LFOjvgOgWCIQ76P1WAhZLv3iYEPjVpcQ8J4TyE+lqskh6zcFXA4fsYq8Qjhhlo2QKWrsIIgw1X22+MUMMs5iFISiFfxAKDXu97QkeE4MDxuLeSXFxnvATFEbOil86G1XCJ+C47CAb9PMbYtiwYr1/CMEoi93d3ai//gjNu7YhRXEL+CUzu7ve0JHh0O5b5epF0bwH/EGHCIX23Sn6HBZ/IYhivXoW8E/kFXvEqOpmdiXniAVuW0AmYvu+78AiNXxbLZnw7lgmMYuWX9Ed+vQWcBI42RXxK+AlatnmdYd4xGdvkQ5oTNDD/7BWCWH6ZxJxAJ61i8XxiMDk+aIrvl8EQhaqyCY7/AID1AEA4hDcYxgYAUwsb6A8RNa1riEL18fCd6Fp63Qg8veqeCs7/ARpglWumAXAQGQY7Io7Lyjsijsv0AgwEgCUKPw+Z8Pm3gIWQQ011gEQ6tQxRW34KLu7u72zsEMIj2OAnfFGQQ/p4RELMIWX0GrWMRT9kUMQj2MV7X4Jgru73drMFwwD/QKv5TJTO23xiGBjLPYhcYiL340e7isVu2KzsisVisViujFcFaKsP/Z+dhuEnm2CQUq50y+39AkMqquP1BHVVWPP4Ihiblvca1qQYhHsQsLDEa2MW8QMV42MR1OvEIirAwfA18Yia/CoVFYrEuHuCuW3IubTOtR/Cvguqqre+d+qZIn9juOj9+uSv4LiKqq2pvOI/BZWvVdVilGIUpVwoIWf15UcYov43/fgoG6qtengiCCFDTR39tsIDEZXixiKvyI+BI+BI+BI+BI+LgAAAOiQZvAL8AmAxAoF0dlMMf+HQaGlI+pvg1y0ybUmk3IMRl/OMR2orGIIL1jEVf2MR1rELCHoU+MR16hC2IX9D0q3wnWqf9UkX6GOThBHX1tvbbwoIWYQhySNj//QIhq0rmIWhCGJRC/grCq3d3d3v4xQT9BEyLus1Eugr8Egx3d2CrrASPwFTxC+A1eIXeBZ427u7xWWbu7itOpgrTqYZZ827hP0Lfe4PKvBaMQaPhERIQi+EqvQhd/7/BYLfe7u73kUzsNwpyyeYdqoJxsUFlMn+b+H9ILML6dGP611ATWYP+AYAwW8l+dfttzf+AYBBURf2xDtOAYPQu7rd8Meh/u9XvUZrVVValKar/YxaqCY74uW7oBAj8WxsdvoSKe977wiJuFvOLRv7xX+qSX0R4JxbFZYxhWWXELrAIrg16AJGAhMdChmUdxig7d8Qh+LYILwlxsF2GAEggu/hcIol2aP/+wRBE+dHegCaAiBKOPj7vt0AkQFP14mU/iJc7wlhjXgn6qqqs/4Keq5PrXiuT0VHfwUCK1VVV4Jv/BIa93YjCi0Tcf/5IQURJd9tvmx/SHoPE7xC17EbvrhE8EcotxQDR2hbDC1BQeV52E+gDod4Dogj50Ej+dBPGIRdCaX6fgmgiqqq5+6qq+iZvbjEEL0utBGglXyCqqoJuCnN8P/gl16wwxJiX+23tt6VaAEo9Vgr0IQSFYELgI3FsSHcs+diQ0y0npf+LEKrut30G5e77AJPV86KbxCKsWw87wlxHfk9r/4LRMEIo518BArHxSbH1/BT8NrwEDhe+9xgTrVVVa1VVUE/AID5e9QHAAQPGIbRx1g4CEEPgmaDVafwTCVVVVeWn1hrwS61VfKCM8bJ+7wEbQaZ1A2ZhgH/6BWU2dGCvTT+Ak/gO+IET5nw+cILX5N4UWUyUzlMlM/+FNUEbwQDEHntQxD3yRRiPqUQgo5PDgVe72+Kvt/4hbw/xCCD/GhF3cVu4ruK3FYrPxWvoNKrZ61FsledhmEtUKIh3dAU5oJKqqp+8EZq1ihYQsV6HMYhT4NELIMQ4VkT8KBUVit3Fa+jm/Prit3Fe8TIqCb3AQlXl8FAmldJLcbwT6r1WMTjEElacYt5hiMrEX6I+IVpjFaehiK1FYxEx6GIabIx4HrYhfwqd3d3vf95YBUYhBu83ijqqqq/cEk3W/5AghAayy/ttxCx4xbxHozyDFviEWf5PQ38CJ8CR8CR8CR8ZAAAACrEGb4C/AJi8JQ7t6gSP6DTFjETGhAQiKxC4ha8Ep2mtpr6UQhymGKryiEWHPQVOv89wXTGvyjEMF2hQQt+hDn6uWMVXK8EtV1XcsYpMTowhUoha8FY/cuPbu9+8KOzzUN3QV+hm6q5RC4hfxt3d3ufu7u+8yyXTkq+FG0Jg8obBBX5wg44Uy/YQRmn6SXkGIQ7YxVf8EoRd3d7nXtAhVATkghCHiFha1QV/+rdaHjjH/oZXqM1qtdVqqUFGWhXZ2X9W+euXELAgiXN4zDtMfEIfiF6AIzEjHve+KYo7EaxJ+lxam96rhkwhw/9gsO/Va0VFBMfwnEf7/e6CCLv9NP+CYQ7W97bsFsB+8ajm9YiWFa+uU3LhD9jfIzvv8FB+3WCcREBA1EZhjLNjcYa+K9GbCCuv28CGIjc6G+AmPQBKPmoINi0JJy2IQ3FsFAraFvIHZF5FyPtwSG3dMgUYChASCMx4BHfoXiEYKrRGK03gIGrb/hrxQl3d3e4JuBnQms/iXDTLRcUFbWugEnL3fQmCK7u/Z0VuIlhflgq4D9WvdEf2C3EL59G/+PwQGzXiN5vh4/YRCTQt5wWp159PvP34UC1aqq61VVV4Jqzb314hhPL/+qPt36FPCnaGpK9CE03glMqWTGZshk8IxB+U7Cz2sBGwHNiFLn1bztEasCrhX0L9E+CQZe7obEIjiPOJzmITP8Qgk8QihjLRii72IXGKv8Qq/BWP3d3d3vqFdUJyiPY53wsMQo+RIhAxT42IVYhbGKfI1r+hC4xE/KeBR4Kgq7tNPcwEfegb4UGKColyJOX0f8ICEGFiFn9XxCyeisRIhcQtDEaxIIXGLY/GhV3d3vPb733+dXjenh0IIdXKZKZ22xoxVecQiKhiq9DENF/4hYn0M519edAEwgAAAAuNBmgAvwCaZN4CroEXfotRQxGF/2IWb1eUQqxCzDFV5q1eGDY/8OgWBFYjlEI9Pbb/ghu/KCP0EnMQjKOGLf8WFXd3e8KOjyYK/BPyEUnd3thBBCpdLv8Yt8YiL03jQru73u7u95lmRaaHhr0JSQS+CIY7u92IQp4hVYhWohVQhfwoNd3dz9393z4vpyKhWuXwUCeF/t2L/8EYjVU8EotDTc/7AR5kOeqpW6AQLyel/gcOIRH+rfgjM77Qn0KDru7u94YRAe///m020b/W13r6vBYMVVWtaqrwTHY34CQ8BH0SvHCsUvc6I8CINYRp8QuI88cH1M2Ab0BDK+IwdXiHNw36Eu/BMEJ/e92gnqBxECXfd+8CjAgxBz4fM+Hz10MiN8Zm7wv5hdav1rNByhw/YK+6aT561zsIOCYQhOIRwHpKW14QQwB6uWX7fEIhLjEVA45iERw2LYu0E54Rz/YByPQCYCOEOjf3vR5awhhk0Px/sFoQkXk6VfvnYWB9wTLD/QV7ETFzQBHx2T9LwnxefM+HzhBGr/TQhRX4kpt3AgC2FXqhaMGmWfFygOTI5Z+qKTd6wED1fE4aZaMzf8M+hbkFI3o7iPN/8fQIONe1YBPwO6GP2E4J975rNb4jN0PYZr73hK7BOZ3d3d3NYQUHvoLD8+n3vE9QWo1+giODHD6wTtcFPwTAEhQefNEP/8PBVfFyaO5/DCCAKQ0ytfrX2hvqCg7FnU9IE4ybIvF6v8Aj2YYf/0CK179gfgDgoj0MRnbGLfeBR4qld3vCfofeJ8EQjd0yCgxCnaX0S1iFcohcQv4Jwju+7tIMQoYaxWIWn+CwW9x+m7u9d6K0Kk+r/7eM6FxSeQY+N+CXoZGxC4hZRinyJEhi2sYjWl8Ep3fd+JESvELeBJ+BQgpHu7u7E7u+RRnYZhTwRhZ3d2QQeggxG4BEavQhWgz6KyJGKGst3XDAhaELKMRCY5YhEUCS/4DmgAAACO0GaIC/AJp6DUokYh38ghVHDFviEexiIL/ghxVBF5BiELx2ERCwmIQpTDFJnOohYadhOTBeMV6rAdPELiFgQ61bGIrT0MWxiFxC/hgXu+52a1k3wID8M6GKFBZW7ASMWXd930AiaI28FMKwjvfd7u8QjLELm+Hj9guNx9BzL9tQxeg20FQt47UMRPjwUEQhu50WKuWGfCgmqqqqtaqqql6dGTwTiEE8QuIXoAoPxNBb2MnPzZ4HnDfgo3ve/v0KZBLwEN+YTWsc4pvW+MW9DGS8K+CcTqqqqz962AK/rLzcf/4Ijb3YQmDGWd+3xiP9iFrjIVFsisgusAwHOgzDHoYlgsOxvwQ+Ex+sApWRBR7ELdVDHgkPqrH6Ec0Ex2P7A0hPGoUGmWc9VahqgHtboTqImN4xVYxbCztDPgkD+qo4/oQ8EzfBJxkI0y7IjNiF8JiewCU/AwivBGL3+QED3gQMNUH2z4dpkXH0d8DebE+sDRj8ZMeiAvfv+E64JTxMQLQqe+NQpu4A39b7bAsgDgAIMRPh8z4fPeCUznzd9sw/H4dAitd8QjKn+S987BDBB6BA0IjEMdphiO2yhiMWjUMQRDDLZzELXiS7u7vKIXsB07eBN4IrnZfc64Wx9GfeEOgjlDXoPNGDEc+MSYBf6M9/b1wQhV37ALeuSoJCFjPQUYmEI5sOMRPSfb/BEE3viL4IxiCCviFc4xV6/X8YIVYhZcB87EKsQiPELiFxC/h8J6qq6kX9/3bcAlEAAAAIiQZpAL8Al7wVVr0Gnv16EwwpsKZKZymSmf//QhGUSMQz+hC4UQ9W29tv/2IWQYiC70MRF/iFhX0E028EPVJT6URVdV08MeCWgEDQp5sD/l8ER1veE/CQ933vtMJzQQ3fSoFwhcQuIWTwWDudd3d3ey72bkJcCB+hbQWehyRFELJ6tAg+it3ATn69+LNu+7/VsQrvDGFq/FUE2gofgQeeKCig8R4CJEYhCc6IdQjf+P4RJlDforwVUAgfQR42QVdjGIJ0ynYKj8I+CYMrWtbxPgqFqTbu7u7u934kY7E5l3cu7lwUpPAVLR3/RL+1iEUmTfD/2ERzwpWCcJ6qqqs81YIrv+gqCEmd9tvYhCBloAjUBw9BDDngkE7v4AqwEDNaa0v8QhThsexIJPVtY/l8FQ/AcmXLX/tts6hplvBR1wIYxFvvCMDt8P8R/BLAgNIIQz/Ruo6Def3jISiQo973zRD//BEJFfLNiEJhThP9CksEh4uKuAnf0GPV6tiF8Bp4TFsJgTvlGSqT3f/gm8EgIr3bGKUjkyXorTCFdCFev8QiPEL+C4Iu+99oT8Eg13236gju7va6H0En13AhIIuAiMQcdiIELiFiPWxQxHdiQQvgO2iPQhcQj2IX8NC3vjGL/hHwUHISX1V7eBH61XokUvgirWVIQELjEErx4xb4hfwUCVVVVVWPMIXELiFgx1XKOGKNNedMYhV7ELQhcQuIWASqAAAAB1EGaYC/AKGIWJEIEyid0LfELIIQxYhZRCr8FIRaaVdSdVVfwuMRv48IKTP22/wxgIfDlZgru78Ehq1h/ol4LH/N6I0KNJxFDU4fBFrVKHwS1VVWtOgZeCQc93iSBAfgrVjFNS/gaav4CR0MRnasIYV9BN+9CR8d6FUZoKcLroBc0dPeBqWMjPYhYb8VWqqqqCc8fTUAjMArOxccbpcYhNOlXHni4n0Of8FVJK6STu7u/QT4VrWNlpVsMpmaa9hFo1Qx6E6YPq4LeCXFeKxX/AKL8RimHxc3cgp9BVHw35xiZ/U+5PBIbd7kE543FzGzLN//8MkNjW01vDXorpPVz8KGve97qt1V2d4JxcTTqeIAPanR9GaxClJeDjvgQTwv+gh36t+iN4FviFhj0Fx8cYKrA48651zrAiD3lta/N8P/YfCU2W0rwETJ3fgIWjPr/X+IXMPh/7BGKp1o4wnldeCcL7aqtUsQEEFKt9voYt4sQhTihCuPEIt4CU16H+hR0JrI8d0LecYgkbEyKIWf0KYoQsLP+GPQVbrVJL6LavBEZ77IvVGeJGIUbGIr1jEX9CFxCwVeryDFU66ELFjF86OIVYha+TwRD1Qq9AifAkfAkfAkfGQAAAflBmoAvwCZ+gx+LEIcbAgGEJD4GWbb22///YxCFexiq94CR0MVeiPOPT/Te4XGI3jvSoe8ODEGlci6AIrxCLAk+rSCFvwTD+a3vyhP0NM0GIhBYVxC96ENXh0Iu73vd3dak2H/EYZ9CbQT7BECLe/Yxd6oBEwUcZ82mWgz6qGIYfteEMK+gm0FZ/qAgMYtHcQi8QuvhXX8LY/+FLu7ve7u73pIKhLE5+8M+wEjobFUDthf3PlW60ToKMDzMJrXl1f14hBIK1C3oXL9WBPBad31dZ0/Rqgn+vzBAMA/0EbGEEa5+3oQsCF8p4VxcJF/Q14KBOXvu5UZAo/4T/Qhv1bCC3/0wx5j7v8N93Z+rakHswBxI2qOVfppgnPPdgIX0AkeJQ4CvdAYMHAPAMLBePnX8daPldfGpbtJWCMVVbwTHYXz9DIoUY7dRPf2BJ4hCA0y24H6BCEMI4tEo7nXEeM6bELBWeeKPxwxBQVvVgIeCW01tNbeDviEIP7/o7DsJehhd1qyvRHhUQtDEHHaatFzSerS+tMiCFf6K1/Qha8FI13d3d7u7mSF8b3hboW0JCFjfQasS+sSIR8nglCLvz964RDXq8WMQQa/L6/sQsT6I8d8P+gjnhcYghexiFi+exiMr4haGKNNXiBCy+h752G4EP4Ej4Ej4Ej4yAAABakGaoC/AJ4MQJFeIGLeYQuIRFGiFlEKoctUGXiBCCCvwQkVf5N6/gy9BmNBmIWvBQM3d76ZAQxiGCGjWIWvBQL3d2J2K0NehP0FNAJGtGqWBZ1gL3+CkKO7u97vtC3oMvXr+CviKGI9H4xCC8t+vQsv4LBEI4hc64hfASNDnxCMDq86CMM+MEbvLj27u7u7rwWUknd3d3d3aCj0JTomBB+Ax+d4V8EwhVWtbh+IK77vrwRGd/oLBCwJJ4+BHELiF+JKCTdwzWIDLvu/8ExL3utKp2EAJf8wE9YsK7vu79CmxC4xb/BZAg4R9QCc0IQR8BU0If5NYCt8CIvic6E4/o39/GIxeWxCPBWefP0fnPx5o//6BEEBVejFcI0Z8YjM+oQorR2HYJRiBQ7kSIVwwIX8FwRd977QcCEEniFjRC4harhPyhW7v9YowYhX9jEIxSjFvQhY3wR1VVjEQMVfwX+ivCwxGviEWATKAAAAB1UGawC/AJsMQJrxQxCTY8aMQhfxa/ROxC4hcQs3mCa1hfF5vCtV1VbPl3UFfglqpLh5L/ITrQ2NS8IgQFY/RuZE9c4BL6M6HvIEb3iHDSmAqEIEToQrkEK8QqrCGBBGQm716+8FPwLvGIz9C5f/aQRavW0FIiPzr+hSPxHWCjiFPSvhmEfQofSVymhj/+CssHdRimEGYTxAwiBhBWK8Wi0uIR4X9UkhhjABh/YaEQaTZP9/GgFLWfT6v8SEEru7u4J+EUHUfvWL3+Qc769GaHKwSnl+KxX+IKRC/IrkCOeEYf8FASlyFGhcLhbLfQUjFNjwx6L0vk3v9ezCAfwHAGC3wZSZolr8WxbBPS4jDTLTsgD2nLTf+P4Kq/ttp/mNu8QsJD3DCmW+/E+MLmqqq1qqi6goOgrfoINjVpc6PAhHYvP/qj865+Ck/En4SuEcQgsIc9IrfaEexiOel8QuMQpezD4f+wRk6aO52COFLzCr33x/oNUyCYxEDDLOYhaGLeTwUhHd93d3e0whBB34ZCLvttxOHzsMwSCECQ+MQsEJ2CWE3g3hb+CMKKqrKH/QYjxYxFXlQnwRhHVUqBYIWIGIJL+xiq8QIXELEeCkJqqqtaruQCUQAAAFVQZrgL8AnQxAgE8KmIWKGIisWMVXjhir+l/4Bi6J2IXEL4AwviFxC4ha9BF4Ys1CfRIhYsYgsl+I9XiPR/w9XBb4JBLu75sYghcoQuMRXckwCN4EIYiWsQiuxC/gjFu+0NeCQTu94J8CS/wRb3l+vvBDIZ3dyckK+hf/1evX8F4hYV8E51VVVVVLi1Lx2Xrk3BMIt27duxBXQCR4tT81nQ2G/QpoKsTxC16FNDfoTTIFXIrEPC2S0FWGedBX9GTwI2HcCM/CP+hCwrhlUsfwTmrWqqmGMU3OgUwXcTr/ELXEK0CJjOdCc6wr6p4UPLDeE+MhK/YCRXdkI7/0b1YDxwp6HvCIxBp0yGjFGWioz1bEKMsvgkCLu7plELiFqvroQhzxC/jB+7vc67u7z+2D/0ELRPglCLu7vHWvaC4Yh1KhnoiVHGK08Hoxf4sQuIXEISUkAS2AAAAFXQZsAL8ApgxAq/sYq/m9Fe60R4gQsMtR0tBvZBh5xGXy6f3CdaF//Xq9av1lBQIXGINXkvrwoEc1813d3t3zgH94J73dz5xOJhC34Vu7u513436xcNej+gp4UoIKGgZZz+23EIQbhf0Nq/W0FfA9UNyctiEPxCwt4o173uDE/n87BI4EE8Fef7AQIR7CoQ7XwFWsQsL+hjV4w+77u7u7u7gqPPWBo99+QEj3hg7BLBX/Xn8651hf0MajB/hAA2C04hzoil+fT6Co8/YG/2E6CTwwbyh4/Bb3oB/xVwWiITz9v/ELiFhbCOC76vzrnWBE/oJ9/AStH4Pz82B+4UQS29tv/4hGNwSCEEHjEe5CPoRmoQjhgZYf6LkyJXCvguCLu7p7dRohBQ+DhiIfGLEKfEIRT4M9EabxARd97wj6O0nqZIJhiCxsig9EKsQuIV4hYkQqiBCwCWQAAAR9BmyAvwCh+gTPJ6EvQhcQsSIQxSDEVXxCxPgpH1VRplzWvoUfjqK67/0WdGeCEKKv8nGInrGI4tHXfoydF9Xj/U64Wy0HXP1uQWr/f+IXELV6DzQw/YMPgwgrEIrm9D2QuMR7wVHQnFqO+HzpWB7oR13oY0M+gj+vBOMd3d32gqwz8MCKEINw3bgmHW7du2ghgQ+WDPhGFvV4LxCw1XvCHgt9HSQJAhcQsOehXiBI8E9VVVU16LYK18bAkYc0eJhfCfGIR/fgiu+6CfE8Sj1YCRwWego2IQh4hYZEIohILEIjr0EW74T1gpGIcfHMYt5RCnyIWF9UE3h0YglfELIMU2dQxEaim9F8YhTYK8FA9V5GV4IEjw15F33KZfXwCUQAAAV9Bm0AvwCnegTfhP0PeFMtFeTNRdQQDEFhjz4hY30T9eCIJqT7wpWhtyC2un/QhcQtehiLIXqDDeOhHBcIQSeIVfgoCb3dz97SICFYHwBIdAezo+c/W1CFxC5vh4/YIQp2wx6DNta5uqgu4qGvBNXVa36cKZVMqlVlZVMqmVleCmBH8lJL3gppRXSS736Cn0dH7yl/A1vEIYH2XCuWCQIu7ugmXwRg+oV5Xq0ngiI7/QVCNdRmI8QsKHfF5+RGJHiPAhi2LLiZXhEGgasjvgw9GbEZcQhELnhGGfMJ1W/CMFBNV1XOQViMN5URI3rhrxh1VVVVVVWq/wpVVVVVVXrWwA68IwxyQkeEc/DAleo1BBqeDH4hcQsMcOwUeC0Ru7u72sQtYG3Yhfwrd8Vvt+L1CfoWlT9egrGINHxi/xC36CMSIM+j54aGIKGxKgJQhVCAhcYiXxi+y+FP6CZ1oBKIAAAGUQZtgL8AmXoNPHiEMUoxVeUQsoxfYha9XmELYxC1/DXnF5fjN3/PX36tX4IdSXufoidfXKGPQSTpCFSQxSX1jFSeJNj//QKxayXOjry6XcM3oJ3IK/OMKOYN8v+StCml8EYt38oXuDDeK8E/rtMIQx34JRrvdz/qGvBIfd6gnOj2Xwz/xCGCsmGML+hf4LKARPEIXCvgmve96SU7Lb8L0OqCyuFBkbRfmhhD/wVkmzOQcK3vHeJMu+X5fwTG3d3d7ncWtQI3iDqX7ve8CrEQQmd+03ozQVCNVy4jhhvi9+idB+LcM031L4MAUBHV93Mij8EZt3zk3gkEO92gQBCCP4JSK6u7u4+Li8XGUaxAljI+OMFAA9cFh1zrDvhQKXu7u97u7v6Co6H51gsPPn4Y4RsQhgo7UBm+GOCGHBCDjm9asYr1FV34Kwju7u978yDsYgkfIosQsLXoM3ihiCA8y/DPo3RIxWnsYhYO2FRUHvBP1VV06+yrWM9COdIYjL8hAYqnXQxQ1lv2MR51zDEUNZY64BLYAAAFrQZuAL8AmmT+g5+KMMP/6BFQPx4cGIUr0IXEI+IWvBGJrXoT9HeDEQuIQSJgV8wdVVXopa164K/QQYErQxoX8FQbrVVVVXTouNqVN4W8FYhBo+fVpPFjXd3e52Q16P0FIxRd8v/qCa973+/BH3fy+QQEr3ffPBLCPETeh1qrKKusFQmGfiodfhePGLWqqqqqzvAhdQXhBDaMH+vgJH1+AQHCfDsGVwSIIN3kqvEcNPEeBCXwYQZC+x+Wld4jhb1c/BGXVakvBR1XVa/RmIKhkXKngKHiIwN5UQuLYUBs0x6GL68EgXVd4CoPCcSfiKxgQ3fd3d3d3fiYI73+/Xy6jQgEt3d3d7wlqFA2uuq1qqqqO+om9a1jhiCzpkKELGDEMdphCFhgZYwhEKQS+CUa7731CW2FQjV6rot+btr+CitarnTVawOAxAga6YYqsWMRTZ+/BIN1Ip5UDwYgh/E+i/vw4NUn3/ds9QCUQAAAA4EGboC/AK0MQJrz+h+oTrzYy4f0C8+I5d+RAl+XS7gR/QlKwWeCcdzW9u90lcghYEDwvd3c+e7/EdjEOsSCF/RWgRBCBHrgIDutBTsISOv7bbPDML+h369CmgqEQz8RCuqMnp42IqCkQO55/ATOBHP53ht4iLwOh/FsVTQ76J0FR4+auFq90EPAlegomgZTwrIfo/Ifz91oJdjETfELR2F4X9GPQv6DTQh4JBLu7t+hzS0AseIXGKrlHYJ4S8Egp307vDdYK8BF4gQsKehCRfX1eKveq4Ma0GugRRiKrwCWQAAABD0GbwC/AKoIQKFhhHabb22//8RYxEV/zj3+mTbhQ2MuH9AvPiOXfkQJftt4bEIKJHEKpRCkJGEKTIxXeQQuIWBErl8MD93e+3y7qBGEIc8Qv4Ih+7G0CCIQZoahAaZYfOr8E8EIx738CDV6ELDPo9oLfgSDx8CTYEEXR2CpQ14QDN73u7u4EbJoWzXQOoieBFwztfGQEeeNhT1SQYtMCjATNUq3oY9ejNiFo7DME3oFFpxCucQoYGWEiFf4IQju7kT6tBf6GWIU9EYkwCI/wShF3d3vlCPoS8xf+qr1jT7od+FhCEGwnqVJxi4xNQAgXBMIRFCQhVEDEUK2j9DEQaaPy4BO/XAj/AkfAkfAkfFQAAAFfQZvgL8AoQxAmvEjFX84hVH+cepNe/hQ2MuH9AvPiOXfRAl+23hT0Ek6FevOgXeCQL3umX11BWIQSLgc8Kht3d3d3SL8vTBTgIvIv4EQZPBQyt2ApfYU9cNeIFO7u7vXjx17u73cb82wJG4wfbtzKqrdtVVQI/hCkk973d3BYIXeAufeEMCIL6XELAyViBl7u7uCs7H74EHhzzDNV+UdqTgqEQviIo3DhoY/FfYbPX4CWtHa4aAI/gQ2uefFsOU8CL40GQoxRijFGKMUYoxRijFGKMUYoxRijFGNAKT63/Nh//QKwgnx8aAAS+F25k7c/jx3u7u73dwLh4VhfBnQUaGx7CIYAZYXRESP23j92t7+LYQ+hvA/Y0IIcMtFfbb2IWHHq4gKu+74KBC4hbGIKHyobwnqtBGNFCEEmhgxTZ1jFNnicYoOrPyjFaeDQYjL8xi3jhChrLP0JzkSIWASuAAABZ0GaAC/AJuIXGINCjH7ELEDEReVBYYiL+UQsMvCMJYR9G6LGKTE6GDEJSOsgURCwu98EgVVVVl4R5fGcYERoRgrCCCwrY/ppoQsL+CcMqqqq6Lc3h8e4MFkynoDPx+4IHXq+8GXoNehUYgybpcw//6oFVL+tV4KO77vUCQX8RwhGhMVisVisVisVijFYrFYrFYVaCslaDmMAK+TTa3gSPYSd8FoxHpcQuIXFsPXho0HwD/sLBPnZ12QWHhPP53gI4/n/gU4T3gzEeI/gboY8FQp3d3d3d8FRAijEUHV0uEFDtMS/rUCN4J7VVVVVFP42qqt06qqp05o1/Hat+SGDzwx6CnsQor+hzQp5Aqqv+IKq5PuSuFxCDgYZaIWhiIk1jEJ3JBiI5kifRWglCCK037WKGIx8sSeiWJBC4hYQrBKNd2mndpoiodrQtgcYhRiJlQrgPzIIQw2AvGIazqHxiEK5QxG9AJhAAAAA/UGaIC/AKQMQIl/DPjxbVc4bWDUYorGQpWCQ61s7wS1XN14r1WUGHghMq7oU9D0BH6I8nrKCb0KaxiCRcaG/KCFVVQJnhQlW1VVVtZCSqwkwl0FVKipEqmxCGCXhfCPWEoUwF/VYxC6WAjjvId4Eg7wz4JN61Ahac3q0CJhH4nAl+FNqrTSrWqqqjBT8ExLS1r8hY8I5+EvQhMkIQoKvRCm4WrBEVVel/RU8EgxB5803hoI7vb7Yq9iFv0Ma/BCNd9oV9C3P1qCwQs3oUkQYajujpUIwjgo8EZtVihiuTwTEVVVV+dCxCFBrLBQYiL04xf5vBSE1VVprVd4BKIAAAAENQZpAL8Ap4QQIBfvpp4kQuIWX0T+IWvQ3+JYZhHyBC7NmnhGDiuX65X4IuklqX0KyvCNc0FJ2G4Q9BJo/wRCNVigcPBXd3vd3vjQ14KBPGfbcfX5RWMtFgsELC+XJ4SLd3vcBdHQZhsYg0LpUC3wRBd3zpDYtlFANHGB1XgccO+h3QVnj4drQ5oEWhODDi4V9Xn8EuEnHWD1HzpoKjDj8P0CLWr+EsO+rF+gk0UEFDAy1vtt4fGIRuYhfwoEd3e93d3vlCtaFuRHgiHPukTwjxiu8eIQw+GGI58qEPQhivBKE3fnXj9LAL4R/lOtVLuCgVquq9BSMQxpivOEX/xWHfQQ6P9f36P+GfQvoBKIAAADUQZpgL8AnQxB5fzDEZeiRCxAxVegwonjbe23/74haGKryCFWIWCL0JylCC/22/4hYJvOVOm3v4EEYhwP8aBJEK4EvAr6EIIuAq+0e8FeCniEfELC9ZtaxiCCpVeGvXmE3uCr0PIlH/0RIg2d4EjyBC7uCrja9D0yn4EbBTxHiOGvRHgIr1af16CvB3VsYjH7wVCFkGIIBgZa5CfgjG3d87EIYMtBPVoZvQXchcYgsfLQaVxIxHORj4hYZEIUbBXrGIJAghIudfKZKZ+IWCEYhBMcgEtgAAACUQZqAL8ApoYQJlbb22//SoFDxsZk84XJWy7/9Ui+CIir2P0S8CP6KLFAF3gjI77kCKMQoVpEBGEIEcBX+gg0CJfjEKF0qvDXQXSIBF7wEt6FNARXq8/rUFJ0PoQhw9yELDfq5XghHbu0gxEdoPa0E2L9ar0YVLgrELDd61Xgnu7ue33x44YggbCoqDghYMhiMv4BQoAAAAUxBmqAvwCujECxXh/wRBVa2HwzVdWxDv4RGIIEzJ0C4v+G+CcEO7u7uZPwTd3d3dFk/oITgFYhBIuRC/grCe7ve5+712hNfgtHu7vd6ceSCG96KZvBaa7u1WKqCkYhz9iFoIIzr+mmvDQ19z9ajEv8CJQCZfV9yAlO7vd3doDXOgni443NQs8TVf16vjEMVjeI6C6dJ+wNIkRu7vcCQd4Eg0Px/sLkp9DppRA5iEEcZHG/Q36vARXq0/r0FNQHDj4kPhTB//r+UY9/AgqFQjEh9PNTvyUb4QUAQptIjfhoEqt8UXm8FBr3e8yiFQghgYZZy3228YMQ52iMB79/+At9+CcJvn787LQm/wRBF3dyIil9xnwQkd3dkR6HNBP6GMSeiMfsJvahjFb9ZOPwUdV1ViEBiCDUUL/BD5B6qqgn/wOmBH+BI+BI+BI+NgAAAAKRBmsAvwCoDEChXjBCOoGD2G73BZ4oIZru7uG/Qt/Lgs8EQy7vUVjMCJxVDEd3gO/wSCZF5F2gv4IetEeAj+DDX8CP+L9QGaeEYl6CIRCPQCD1gIHCmKw2EECIMMtTL228UMQh6n8wTd3c+AgcHIhBA+RCzetIhHw34KAvVuq+eOGIIGwqQgIWYYjUqE/DerH1bh70O/F2AMFyfAkfAkfAkfAkfFQAAAHtBmuAvwCX5sFvoEHQWDFGPOYhFhgYjDHjo6AoecXUdlvM6+EvQtoNcBA/wRiru5NAeXo7wWHhPPwI4hcQsBriPELDXoc0BFerz+tQ8ePs/BR6C0oJxiHBRaGlf8EohYI6ALD/Q2KD8YggsYxiKfOgxEIynCCOq/ttgFAgAAAByQZsAL8An/oE3QmIWb16IGKvfhsetbGXL+GvX5+voCJ9DWAEj1OEgR/XdAcB2FBLwF4vgwgOz0E2n9eh48fA5egpGjRiHCqtD3ozdgGBw56Ceb8EVa/AWMQw2RQ/ejRYxbFeCQIj3ubECKIXELV6p0ASiAAAAhUGbIC/AJ8MQJhf8oxTZ2MWxCIxfQJfglquq/5RiiOZQIghS4T0W0BJCENeIRWp2EhWAqXrgqDYfkSdVVaqqj47AkeSq4CQ8EnVTIq+hDECP4IjqvUAgohT0iFzsMKDIQsUIUZZC8BE1r8KjXfc7PVsMtlz4EAYhQ/6kQCJ9CPwgdgrgEngAAAByQZtAL8ApQhAqUaMQk2dAkeCWq6rnR0BNGKXLkCb5xbPxeoEUQhuMwXFeHes7GwDBHYJj8AjHoMvP61BWMR6XagOnVnYmC8YgRO0aIRQwyxhikIuYxEvBiIWEvRrET6CKRA4GIcrGIWxiIrECV6P+ATKAAAAAlEGbYC/AKOMQJF6L9Xg18Ep1XVf5CnoU5+rlCFUX5wj77Z/gRRCCBcfglCOazXmu0JcWhb7//V4MRCCzhXkQTv5K1Aj/80BweciT5mJmIDUGLYgSvR3gSPGDa1VVWtVVVAg+hTxHr0EZ4+aul8IwrxEEoxAkdrEK4EgYiHyJEDsYq/hv0EfQZegh+IGLc/XJ1EKoBNIAAADCQZuAL8AoohAmUUMRV/F+idP4Jh9pVrX8CR4IaqquQJHnr/E4BT0NaC/0Eml8FR3d3e972gKpfYRGu7ve7u7gSPCJNVrVVVQJBoPwD/YaKtxI/ego/brASC6lCm93d3VpVaaVTpAkD2YAKANthC0QGolr3pi2BI8Kb3d3e93d3aAsDwnB16BI0KiFc/h8bu7u77uk+2sXB4MQwHfGJRCI5/BKEXdy29+UkGAxDsUMeCMeqqrEGIxBJXIX8EQTWv4AJRAAAACLQZugL8AmwhAiUEYhCFBF6C9iPELMEEKJidNt5dLuN9XjPR0qAtejtRPqn9We9wI1613olQZerwHr6KmECP6Gexb+gFgv/Q1oFv0HrSej2hsQiyHYIYZ9BTPGDEOPjfqxIIU+BIQsX5xb4bnS8nuF34R36x4V9Gjwz6OnQNgghgaMsdf9tsV6NngEwgAAALVBm8AvwCZZIIgxKRr0VgJGjPiFjxiEKxBwv4OXliMCNWUO1qDQQteLHO7ulc64SMHD6BgDBUPTP+30GnWsGeAgfQBAap14CggRvhvwjVVWtVVfx+93d73gsPFwmdggcAknoJ9J6vAaNYRPqtaqqrrgyrxi0ijFp1FsMXgzCChgZZMvbbwLIxEPloceDjoJlXHjEOViFRitfgvGKvRgQUNZZzlMlM7bZAghAUsnP7bYUGKv4BKYAAAAwEGb4C/AJn6DTyDEb0mAg+IWKGIy9Cvr0EF8nglOq6r5TCFxCyiERYhcQsvqdMIKTF9tvjFVyMGIivE3oI5Qo8Jwhgw8FAh3d3d3coQuIX9CcoP/XACym/xj9AgI1wJB0HfASP9DG+SAYL1YgRF1rUnq0AgZ43oBI5K4R5YvwQh7d3IJxCw9eheEWIQWaF+jt+rV6tCvoa0MXgjOtZVEWIQUUcMRV8S+viMGIy9Negi8NeCbWqr/hP0EvwoIVQCXwAAAAHNBmgAvwCaeCgMLWqqrxwhDFGDEZegrfqg30CI1CcIYMPBKMzWa81mvKBJELAVvsJveAUwQsL+idJ5S0ngSfZnvAc4hBhxnoqZfQto8QsN+hvQI4xBAXOv9DfkKDEElYoYtiFhitRiU7BLBoMQKgpZHXAJ3AAAAkUGaIC/AKSMQIl6E/V/dehyur4Lr0LyhR4uMwYiFv1xkC16G1ATHhTe93d3u7u47oEDDOBOeI6Eo+BIOywIXlI95vVIgIIthZ6nrgSvBaNvd8t9AT54+DvwSBp3d8oZ9GqCutBPqvhsYgofKRBO+GK0EXI0YgsbOjhCqDr16PEKokQtCFDWWIEEVf/224xdQCWQAAAByQZpAL8AvAxB5fwXYH+hTkCTgIHXgoCLu7vc/cBnwQle9oLsAgOE60JqA3RiFCdEqAaeTL6M8CHhnKMRVYgSa4DZFsr2/RXIJBCCj/BMN3d72ifBFe9oXx/vQvocELHCEHGjegmxnYZhfFYFndAk/AKPAAAAAU0GaYC/AK76DzGIWG3hjwJRf99CzrALcAhOBbvQmoB+/WqELAkV99eHN7VfeEPwwI1cBINLLguEIMPELDFD+1BB0F6q+C30HGIb9BXNBV6GdALpAAAAAqEGagC/AK74gONNbTWGxir+AwfRWhL0L79fwEv4or73uBG8KXu7u7u7u7u6PrxBLVdVAier08RwSiXfd86fghn65UZfIZVwEd4KCpJO6STuVPwR3tqO34JDaq0CH69bxHCl3d3d3d93/axnKU/4Ea/vr0ToEa+BIdSZBLvgu9ETKI4MBCCQyyBhY/vFeFxiEHxrGKfGIPxCmwYMUTzxEjFNkUCdui9AJZAAAAEZBmqAvwC8vC3h/wSgoVdV85AWnoM2n8EnVZQEdXASVZCquA0/WrwhRHgFnoI0OfxWCEQsCMMQpXgSQgoayzn9tsaIWASuAAAAAWkGawC/ANT6DCZBPwSDVVVKm8fCEEdVVWPz2+bTHcCO8I8ENVVXQI/o3QEd4IadP098BJXkOq4DW9EaARzwR61eSuBHoI0OfdCugj+DD0KTIO+fH5DQxL8AzcAAAAHhBmuAvwCvjECpXg78Ep1XVc6OhoQUYar7beFa9pD4ewaehrQo1CMRgeToM45CpqBhvye7X4v+Ebu73u7vAJD6I8CH69eEKur16AQM8fi4gHVzULVyXwIld2EaCz7cNdBH6GxiC2oNRiKsYggGK1+CXwjrVV1XAKnAAAABuQZsAL8A1N8KOx8IYEb0EmgSBDK4NMSGICq9egSvXoKjx/4IyPem/QhoEY8bn/0ISQIx4n8EJnvTQt4cu+5/FbZfQpkBpeCwTu97u7uj4Fn0GrQeZ6KxvCHQRqHhiCj9CV8DkEFGmq7ZTO22AUaAAAAAyQZsgL8AnHoPfh31eCb0L+QBEawUxOBIPEwJGJwHd6tAlerQJWNwiMQWeKAhhirlAKlAAAAC1QZtAL8ApQhAkUIerwce6rgq8EgdVVUqfhK76qqgr9BBAOG7XOxp17x8IXVVUFghBpw1b9cBteCQPu7uWw5gAit3dz/58CdxXc3n61Q1r4Uy0Jg32BI8EJHfaB3Pwx4JNK6d/F93tvAj+t34wru7vfu+51wJXi6STNmkkzgIq164Egfg9cqF56/4JuqqqqlHXBGMQaLjkEfgiDqqqnR18EJFWqLwEfoMJFELAqjEZXgSRi3gEqgAAAEtBm2AvwCw+Fwwp5LrWn+kM6bAkeI5LSWS4T0oEevxFCXgR6iICU851+sXAkPomBH8l3wPB+ATWuAkX8kBi+HRy11k6r77tkPeASiAAAABnQZuAL8AqfoE38YqsUEEWvpp4oQiKBD8EtV1XOsgYK4Lwwjj7L/bb2/0/glEu7u7byJCVFwDNnjYBNa4Ev1aCz0FGn8FYnd3d3c7L9Qw9dC+gw8Eop3d3P+oJBiHWIEgQqh70R4BLoAAAAEtBm6AvwCfhBB4faxUkvwFUIRi5ELDWbBr6GweKwjZcAzZ42AYCtWhYQg8GGWBr6DtQIXgjrq9+93d+uUCsEEEg0ZbJ1lMlM7bYBSoAAAA+QZvAL8ApnghBI01/j/V4Dwy4NMCD/QV9ALMeWAU48bDZ/9BDoCEEINNB/0G2mrhMYgsbIlQE8Yoay34BPoAAAAA0QZvgL8An/oMMQIIhEUBc+LK7ve8CPUBAQCzHjYBTjxsOHWBJ9hh3w54It3pWBDGIy/gGhgAAADFBmgAvwDLeCUESrqudIBBh7uk+V8r4BSjwvAMwIQecGfoO9BP6DTQQ3w76K+IWAYKAAAAAk0GaIC/AFx+KFO7u7u8WwsDr7IEcwgEMP9hoKwbNl++QWABqms+n3AkeCXN9V6/YSVcFgiE/0FGgRTwrnjc/DfgoHVqqqrEFgx5UxCwt6/vCFXUaGP/AGC+v1Eh5kJ1+mnOwkBL0pgEfwVBO93d3dy3d0CR4JSVrNbwLZ4TgVBC4xAidoJifVf8EIhYJ7FUE86AaCAAAADlBmkAvwCmiECYe8Dr0NygHpGKqMUyfpf8DmePh3wUbVdVcgQ0vrlAm+rQEh6JUEB4RgLUYg8v4BoYAAABKQZpgL8AovoEX4SEKoAhqtB0iQOp+BefyX4I7TVpIiehDwJHq8BIeCTe/QL4hYLfBJ5v0CVYiCjVarlRWBcCCCwaMsdO23ttgFEgAAAAnQZqAL8A+PoMOQC/jESlW9BciQCRehDQEh61ARnrUCVip6/dNwDQQAAAARkGaoC/AMv6BIdcaEFVfbbwEgb/H+infvz540AndZwm/5PUARD4JBm7tAmDEKdiHL4rwSH1XxBMMQw2fgSfOEXfuUzYBKIAAAAAXQZrAL8AJJ+hzwCyjEEF/0sCjSr0Ap8AAAAApQZrgL8Ao4xAgOReApcBAVaBHwEhxiEhdZJEAJf9C2gFmtYGb0FHIBOoAAABTQZsAL8Ap4QQcHvR/pp4kYhC/mGKbHgSfV4ETASWAqsCBgH+9Bd4EEeix2MH61xCPAXIQQYFbfbbzGx/h9AqEmWW2/w76PUCPiaCDwXjEIaeAXKAAAAATQZsgL8AJGVz+hzQCPVwJFcA0EAAAADVBm0AvwCY+FAxaq0UjVVVVVV/AGxehbwIN/fAjp8IUJJMAHEYg4GGWTIghSkEDOMRV/3wDQQAAACVBm2AvwBJnlFLuBIeWBIwD/+iNAg0qFkuuBH72rCPAbjwfeAaCAAAAEUGbgC/ACSfoc8CD6FnoAsWAAAAAGEGboC/ACSfoc0CD6FkoBjAggQV22/AJzAAAAGhBm8AvwCgCEFliFmMMf/6BXKR5FyGiGvwkIQxQXjEe84QUKWvW28ul3AGCeh7wIPoWegLEQgTOB38EQTe/ZCYQUdalUTabSGmGm28GuoJq1TVPeMGKMMuneAkoFSvQkEEMX/bb22wCYQAAAB1Bm+AvwCkCFgDS/Q5oEH0LJQCaegxzoCcIQ5QChwAAAC1BmgAvwCoCEHlAEnHh/FxBuagRzxOfgRz/gJvAyehzwIPoWegE3ELeAgMAxcAAAAAwQZogL8AqIhYEjAQ+AIG8gh3wHb7rWf0ZoEH0LJQCc4CIwI+AlsCR8CR8CR8CR8EsAAAAK0GaQC/AKiIXELAk1oFB0gC+PQbeBB9Cz0Bi+gpmhzxN73vAr4CAwI9cAo0AAAAcQZpgL8AqNeIWBJELAF8ehzQIPoWSgF+wGxgFHgAAABhBmoAvwCo19cAaD6HPAg+hZ6AX0QsApEAAAAA0QZqgL8AqNfXBX6DDwBi3oW0CD6FkoCk9BpoCE8FAk99ppb/nye0bZDXgs8Oarjzbv4BcIAAAABxBmsAvwCo19cAaD6HPAg+hZ6ArwggQPX2+AIWgAAAAMUGa4C/AKjf3xGAkaBAxAkL+Af08EOfgRz+fgRz+fgY/Q5oEH0LJQDLDEHg1lnIBL4AAAAAaQZsAL8AqIheuA4xCDTgCXvQ14EH0LPQBYsAAAAAoQZsgL8AqNAJHiFgDQfQ5oEH0LJQGCIQSFYIPPw/H72kCgQhByQBvIAAAABtBm0AvwDICEHlAGB+gi8CD6FnoBRRCBA0AYCAAAAAUQZtgL8AJJ+hzQIPoWSgLsQsAQVAAAAARQZuAL8AJJ+hzwIPoWegCxYAAAAAXQZugL8AJJ+hzQIPoWSgEDGIND/mIBwoAAAARQZvAL8AJJ+hzwIPoWegCxYAAAAARQZvgL8AJJ+hzQIPoWSgCxYAAAAARQZoAL8AJJ+hzwIPoWegCxYAAAAARQZogL8AJJ+hzQIPoWSgCxYAAAAAWQZpAL8AJJ+hzwIPoWegFMGIEjXQC8wAAABFBmmAvwAkn6HNAg+hZKALFgAAAAB9BmoAvwCuBxB4L2Tbe23/7H008AZv6CLwIPoWegCxYAAAAEUGaoC/ACSfoc0CD6FkoAsWAAAAAHEGawC/AK56DEeAM39C3gQfQs9AKgMQcNiVAF1gAAAAWQZrgL8AJJ+hzQIPoWSgEEEIEDgHBgAAAABFBmwAvwAkn6HPAg+hZ6ALFgAAAABhBmyAvwAkn6HNAg+hZKAvxiBAMsnIAgaAAAAAuQZtAL8Arhhh//QKwkUjyqJDRDWI6I7h/wzqS9firwCv+tQDc+ivAg+hZ6ALFgAAAABFBm2AvwAkn6HNAg+hZKALFgAAAAB1Bm4AvwAkn6HPAg+hZ6AUYQgQNASAgqnX2/gE3gAAAABFBm6AvwAkn6HNAg+hZKALFgAAAABFBm8AvwAkn6HPAg+hZ6ALFgAAAABFBm+AvwAkn6HNAg+hZKALFgAAAABFBmgAvwAkn6HPAg+hZ6ALFgAAAABFBmiAvwAkn6HNAg+hZKALFgAAAABFBmkAvwAkn6HPAg+hZ6ALFgAAAABFBmmAvwAkn6HNAg+hZKALFgAAAABFBmoAvwAkn6HPAg+hZ6ALFgAAAABFBmqAvwAkn6HNAg+hZKALFgAAAABFBmsAvwAkn6HPAg+hZ6ALFgAAAABFBmuAvwAkn6HNAg+hZKALFgAAAABFBmwAvwAkn6HPAg+hZ6ALFgAAAABFBmyAvwAkn6HNAg+hZKALFgAAAABFBm0AvwAkn6HPAg+hZ6ALFgAAAABFBm2AvwAkn6HNAg+hZKALFgAAAABFBm4AvwAkn6HPAg+hZ6ALFgAAAABRBm6AvwAkn6HNAg+hZKA+RCwDmQAAAABFBm8AvwAkn6HPAg+hZ6ALFgAAAABFBm+AvwAkn6HNAg+hZKALFgAAAABFBmgAvwAkn6HPAg+hZ6ALFgAAAABFBmiAvwAkn6HNAg+hZKALFgAAAABFBmkAvwAkn6HPAg+hZ6ALFgAAAABFBmmAvwAkn6HNAg+hZKALFgAAAABFBmoAvwAkn6HPAg+hZ6ALFgAAAABFBmqAvwAkn6HNAg+hZKALFgAAAABFBmsAvwAkn6HPAg+hZ6ALFgAAAABFBmuAvwAkn6HNAg+hZKALFgAAAABFBmwAvwAkn6HPAg+hZ6ALFgAAAABFBmyAvwAkn6HNAg+hZKALFgAAAABFBm0AvwAkn6HPAg+hZ6ALFgAAAABFBm2AvwAkn6HNAg+hZKALFgAAAABFBm4AvwAkn6HPAg+hZ6ALFgAAAABFBm6AvwAkn6HNAg+hZKALFgAAAABFBm8AvwAkn6HPAg+hZ6ALFgAAAABFBm+AvwAkn6HNAg+hZKALFgAAAABFBmgAvwAkn6HPAg+hZ6ALFgAAAABFBmiAvwAkn6HNAg+hZKALFgAAAABFBmkAvwAkn6HPAg+hZ6ALFgAAAABFBmmAvwAkn6HNAg+hZKALFgAAAABFBmoAvwAkn6HPAg+hZ6ALFgAAAABFBmqAvwAkn6HNAg+hZKALFgAAAABFBmsAvwAkn6HPAg+hZ6ALFgAAAABFBmuAvwAkn6HNAg+hZKALFgAAAABFBmwAvwAkn6HPAg+hZ6ALFgAAAABFBmyAvwAkn6HNAg+hZKALFgAAAABFBm0AvwAkn6HPAg+hZ6ALFgAAAABFBm2AvwAkn6HNAg+hZKALFgAAAABFBm4AvwAkn6HPAg+hZ6ALFgAAAABFBm6AvwAkn6HNAg+hZKALFgAAAABFBm8AvwAkn6HPAg+hZ6ALFgAAAABFBm+AvwAkn6HNAg+hZKALFgAAAABFBmgAvwAkn6HPAg+hZ6ALFgAAAABFBmiAvwAkn6HNAg+hZKALFgAAAABFBmkAvwAkn6HPAg+hZ6ALFgAAAABFBmmAvwAkn6HNAg+hZKALFgAAAABFBmoAvwAkn6HPAg+hZ6ALFgAAAABFBmqAvwAkn6HNAg+hZKALFgAAAABFBmsAvwAkn6HPAg+hZ6ALFgAAAABFBmuAvwAkn6HNAg+hZKALFgAAAABFBmwAvwAkn6HPAg+hZ6ALFgAAAABFBmyAvwAkn6HNAg+hZKALFgAAAABFBm0AvwAkn6HPAg+hZ6ALFgAAAABFBm2AvwAkn6HNAg+hZKALFgAAAABFBm4AvwAkn6HPAg+hZ6ALFgAAAABFBm6AvwAkn6HNAg+hZKALFgAAAABFBm8AvwAkn6HPAg+hZ6ALFgAAAABFBm+AvwAkn6HNAg+hZKALFgAAAABFBmgAvwAkn6HPAg+hZ6ALFgAAAABFBmiAvwAkn6HNAg+hZKALFgAAAABFBmkAvwAkn6HPAg+hZ6ALFgAAAABFBmmAvwAkn6HNAg+hZKALFgAAAABFBmoAvwAkn6HPAg+hZ6ALFgAAAABFBmqAvwAkn6HNAg+hZKALFgAAAABFBmsAvwAkn6HPAg+hZ6ALFgAAAABFBmuAvwAkn6HNAg+hZKALFgAAAABFBmwAvwAkn6HPAg+hZ6ALFgAAAABFBmyAvwAkn6HNAg+hZKALFgAAAABFBm0AvwAkn6HPAg+hZ6ALFgAAAABFBm2AvwAkn6HNAg+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type=\"video/mp4\">\n",
+       " Your browser does not support the video tag.\n",
+       "</video>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mask = np.fromfunction(set_obstacle, (domain_size[0], domain_size[1], len(domain_size)))\n",
+    "\n",
+    "def run():\n",
+    "    timeloop(100)\n",
+    "    return np.ma.array(dh.gather_array('velField'), mask=mask)\n",
+    "\n",
+    "animation = plt.vector_field_magnitude_animation(run, frames=1000, rescale=True)\n",
+    "set_display_mode('video')\n",
+    "res = display_animation(animation)\n",
+    "\n",
+    "res"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/lbmpy_tests/test_sparse_lbm.ipynb b/lbmpy_tests/test_sparse_lbm.ipynb
index b6ff4a5ad8146bae17017c41bf44f69497d3e0c7..d6c24c64298c1d7a41b7073390d8e534dcc16638 100644
--- a/lbmpy_tests/test_sparse_lbm.ipynb
+++ b/lbmpy_tests/test_sparse_lbm.ipynb
@@ -8,7 +8,7 @@
     {
      "data": {
       "text/plain": [
-       "<module 'pycuda' from '/home/markus/miniconda3/envs/pystencils/lib/python3.8/site-packages/pycuda/__init__.py'>"
+       "<module 'pycuda' from '/usr/lib/python3/dist-packages/pycuda/__init__.py'>"
       ]
      },
      "execution_count": 1,
@@ -44,11 +44,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [],
    "source": [
-    "domain_size = (20, 20)\n",
+    "domain_size = (400, 100)\n",
     "omega = 1.8\n",
     "target = 'cpu'\n",
     "\n",
@@ -68,7 +68,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -86,12 +86,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x432 with 1 Axes>"
       ]
@@ -108,12 +108,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/latex": [
        "$\\displaystyle \\left( 1, \\  -1\\right)$"
       ],
@@ -121,7 +121,7 @@
        "(1, -1)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -132,12 +132,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "57 345 14 88\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1152x432 with 2 Axes>"
       ]
@@ -151,10 +158,12 @@
    "source": [
     "ubb = UBB( (lid_velocity, 0) )\n",
     "noslip = NoSlip()\n",
+    "density = FixedDensity(1.01)\n",
     "flags = {\n",
     "    'fluid': 1, \n",
     "    noslip: 2,\n",
     "    ubb: 4,\n",
+    "    density: 8,\n",
     "}\n",
     "flag_arr = np.zeros(arr_size, dtype=np.uint16)\n",
     "flag_arr.fill(flags['fluid'])\n",
@@ -165,10 +174,21 @@
     "    flag_arr[:, 0] = flags[noslip]\n",
     "    flag_arr[:, -1] = flags[noslip]\n",
     "else:\n",
-    "    flag_arr[:, -1] = flags[ubb]\n",
+    "    flag_arr[0, :] = flags[ubb]\n",
+    "    flag_arr[-1, :] = flags[density]\n",
+    "    flag_arr[:, -1] = flags[noslip]\n",
     "    flag_arr[:, 0] = flags[noslip]\n",
-    "    flag_arr[0, :] = flags[noslip]\n",
-    "    flag_arr[-1, :] = flags[noslip]\n",
+    "\n",
+    "def set_obstacle(size, obstacle_flag):\n",
+    "    left = domain_size[0] // size\n",
+    "    right = domain_size[0] - domain_size[0] // size + 2\n",
+    "    lower = domain_size[1] // size\n",
+    "    upper = domain_size[1] - domain_size[1] // size +2\n",
+    "    print(left, right, lower, upper)\n",
+    "    flag_arr[left:right, lower:upper] = obstacle_flag\n",
+    "    return #np.logical_not(np.logical_or(np.logical_or(x < left, x > right), np.logical_or(y < lower, y > upper)))\n",
+    "\n",
+    "set_obstacle(7, flags[noslip])\n",
     "\n",
     "plt.scalar_field(flag_arr)\n",
     "plt.colorbar();"
@@ -183,11 +203,151385 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 54,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fuid boundary mask 1\n",
+      "Flag_arr.shape (402, 102)\n",
+      "Direction: 0 (0, 0)\n",
+      "Direction: 1 (0, 1)\n",
+      "[('Zelle', 0), ('Own', 2)]\n",
+      "[('Zelle', 1), ('Neighbor & dir', 0, 1)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 3901), ('Neighbor & dir', 3900, 1)]\n",
+      "[('Zelle', 3902), ('Neighbor & dir', 3901, 1)]\n",
+      "[('Zelle', 3903), ('Neighbor & dir', 3902, 1)]\n",
+      "[('Zelle', 3904), ('Neighbor & dir', 3903, 1)]\n",
+      "[('Zelle', 3905), ('Neighbor & dir', 3904, 1)]\n",
+      "[('Zelle', 3906), ('Neighbor & dir', 3905, 1)]\n",
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+      "[('Zelle', 3919), ('Neighbor & dir', 3918, 1)]\n",
+      "[('Zelle', 3920), ('Neighbor & dir', 3919, 1)]\n",
+      "[('Zelle', 3921), ('Neighbor & dir', 3920, 1)]\n",
+      "[('Zelle', 3922), ('Neighbor & dir', 3921, 1)]\n",
+      "[('Zelle', 3923), ('Neighbor & dir', 3922, 1)]\n",
+      "[('Zelle', 3924), ('Neighbor & dir', 3923, 1)]\n",
+      "[('Zelle', 3925), ('Neighbor & dir', 3924, 1)]\n",
+      "[('Zelle', 3926), ('Neighbor & dir', 3925, 1)]\n",
+      "[('Zelle', 3927), ('Neighbor & dir', 3926, 1)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     "name": "stdout",
+     "output_type": "stream",
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+      "[('Zelle', 6651), ('Neighbor & dir', 6650, 1)]\n",
+      "[('Zelle', 6652), ('Neighbor & dir', 6651, 1)]\n",
+      "[('Zelle', 6653), ('Own', 2)]\n",
+      "[('Zelle', 6654), ('Neighbor & dir', 6653, 1)]\n",
+      "[('Zelle', 6655), ('Neighbor & dir', 6654, 1)]\n",
+      "[('Zelle', 6656), ('Neighbor & dir', 6655, 1)]\n",
+      "[('Zelle', 6657), ('Neighbor & dir', 6656, 1)]\n",
+      "[('Zelle', 6658), ('Neighbor & dir', 6657, 1)]\n",
+      "[('Zelle', 6659), ('Neighbor & dir', 6658, 1)]\n",
+      "[('Zelle', 6660), ('Neighbor & dir', 6659, 1)]\n",
+      "[('Zelle', 6661), ('Neighbor & dir', 6660, 1)]\n",
+      "[('Zelle', 6662), ('Neighbor & dir', 6661, 1)]\n",
+      "[('Zelle', 6663), ('Neighbor & dir', 6662, 1)]\n",
+      "[('Zelle', 6664), ('Neighbor & dir', 6663, 1)]\n",
+      "[('Zelle', 6665), ('Neighbor & dir', 6664, 1)]\n",
+      "[('Zelle', 6666), ('Own', 2)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 6667), ('Neighbor & dir', 6666, 1)]\n",
+      "[('Zelle', 6668), ('Neighbor & dir', 6667, 1)]\n",
+      "[('Zelle', 6669), ('Neighbor & dir', 6668, 1)]\n",
+      "[('Zelle', 6670), ('Neighbor & dir', 6669, 1)]\n",
+      "[('Zelle', 6671), ('Neighbor & dir', 6670, 1)]\n",
+      "[('Zelle', 6672), ('Neighbor & dir', 6671, 1)]\n",
+      "[('Zelle', 6673), ('Neighbor & dir', 6672, 1)]\n",
+      "[('Zelle', 6674), ('Neighbor & dir', 6673, 1)]\n",
+      "[('Zelle', 6675), ('Neighbor & dir', 6674, 1)]\n",
+      "[('Zelle', 6676), ('Neighbor & dir', 6675, 1)]\n",
+      "[('Zelle', 6677), ('Neighbor & dir', 6676, 1)]\n",
+      "[('Zelle', 6678), ('Neighbor & dir', 6677, 1)]\n",
+      "[('Zelle', 6679), ('Own', 2)]\n",
+      "[('Zelle', 6680), ('Neighbor & dir', 6679, 1)]\n",
+      "[('Zelle', 6681), ('Neighbor & dir', 6680, 1)]\n",
+      "[('Zelle', 6682), ('Neighbor & dir', 6681, 1)]\n",
+      "[('Zelle', 6683), ('Neighbor & dir', 6682, 1)]\n",
+      "[('Zelle', 6684), ('Neighbor & dir', 6683, 1)]\n",
+      "[('Zelle', 6685), ('Neighbor & dir', 6684, 1)]\n",
+      "[('Zelle', 6686), ('Neighbor & dir', 6685, 1)]\n",
+      "[('Zelle', 6687), ('Neighbor & dir', 6686, 1)]\n",
+      "[('Zelle', 6688), ('Neighbor & dir', 6687, 1)]\n",
+      "[('Zelle', 6689), ('Neighbor & dir', 6688, 1)]\n",
+      "[('Zelle', 6690), ('Neighbor & dir', 6689, 1)]\n",
+      "[('Zelle', 6691), ('Neighbor & dir', 6690, 1)]\n",
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+      "[('Zelle', 6719), ('Neighbor & dir', 6718, 1)]\n",
+      "[('Zelle', 6720), ('Neighbor & dir', 6719, 1)]\n",
+      "[('Zelle', 6721), ('Neighbor & dir', 6720, 1)]\n",
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+      "[('Zelle', 7922), ('Neighbor & dir', 7921, 1)]\n",
+      "[('Zelle', 7923), ('Neighbor & dir', 7922, 1)]\n",
+      "[('Zelle', 7924), ('Neighbor & dir', 7923, 1)]\n",
+      "[('Zelle', 7925), ('Neighbor & dir', 7924, 1)]\n",
+      "[('Zelle', 7926), ('Neighbor & dir', 7925, 1)]\n",
+      "[('Zelle', 7927), ('Own', 2)]\n",
+      "[('Zelle', 7928), ('Neighbor & dir', 7927, 1)]\n",
+      "[('Zelle', 7929), ('Neighbor & dir', 7928, 1)]\n",
+      "[('Zelle', 7930), ('Neighbor & dir', 7929, 1)]\n",
+      "[('Zelle', 7931), ('Neighbor & dir', 7930, 1)]\n",
+      "[('Zelle', 7932), ('Neighbor & dir', 7931, 1)]\n",
+      "[('Zelle', 7933), ('Neighbor & dir', 7932, 1)]\n",
+      "[('Zelle', 7934), ('Neighbor & dir', 7933, 1)]\n",
+      "[('Zelle', 7935), ('Neighbor & dir', 7934, 1)]\n",
+      "[('Zelle', 7936), ('Neighbor & dir', 7935, 1)]\n",
+      "[('Zelle', 7937), ('Neighbor & dir', 7936, 1)]\n",
+      "[('Zelle', 7938), ('Neighbor & dir', 7937, 1)]\n",
+      "[('Zelle', 7939), ('Neighbor & dir', 7938, 1)]\n",
+      "[('Zelle', 7940), ('Own', 2)]\n",
+      "[('Zelle', 7941), ('Neighbor & dir', 7940, 1)]\n",
+      "[('Zelle', 7942), ('Neighbor & dir', 7941, 1)]\n",
+      "[('Zelle', 7943), ('Neighbor & dir', 7942, 1)]\n",
+      "[('Zelle', 7944), ('Neighbor & dir', 7943, 1)]\n",
+      "[('Zelle', 7945), ('Neighbor & dir', 7944, 1)]\n",
+      "[('Zelle', 7946), ('Neighbor & dir', 7945, 1)]\n",
+      "[('Zelle', 7947), ('Neighbor & dir', 7946, 1)]\n",
+      "[('Zelle', 7948), ('Neighbor & dir', 7947, 1)]\n",
+      "[('Zelle', 7949), ('Neighbor & dir', 7948, 1)]\n",
+      "[('Zelle', 7950), ('Neighbor & dir', 7949, 1)]\n",
+      "[('Zelle', 7951), ('Neighbor & dir', 7950, 1)]\n",
+      "[('Zelle', 7952), ('Neighbor & dir', 7951, 1)]\n",
+      "[('Zelle', 7953), ('Own', 2)]\n",
+      "[('Zelle', 7954), ('Neighbor & dir', 7953, 1)]\n",
+      "[('Zelle', 7955), ('Neighbor & dir', 7954, 1)]\n",
+      "[('Zelle', 7956), ('Neighbor & dir', 7955, 1)]\n",
+      "[('Zelle', 7957), ('Neighbor & dir', 7956, 1)]\n",
+      "[('Zelle', 7958), ('Neighbor & dir', 7957, 1)]\n",
+      "[('Zelle', 7959), ('Neighbor & dir', 7958, 1)]\n",
+      "[('Zelle', 7960), ('Neighbor & dir', 7959, 1)]\n",
+      "[('Zelle', 7961), ('Neighbor & dir', 7960, 1)]\n",
+      "[('Zelle', 7962), ('Neighbor & dir', 7961, 1)]\n",
+      "[('Zelle', 7963), ('Neighbor & dir', 7962, 1)]\n",
+      "[('Zelle', 7964), ('Neighbor & dir', 7963, 1)]\n",
+      "[('Zelle', 7965), ('Neighbor & dir', 7964, 1)]\n",
+      "[('Zelle', 7966), ('Own', 2)]\n",
+      "[('Zelle', 7967), ('Neighbor & dir', 7966, 1)]\n",
+      "[('Zelle', 7968), ('Neighbor & dir', 7967, 1)]\n",
+      "[('Zelle', 7969), ('Neighbor & dir', 7968, 1)]\n",
+      "[('Zelle', 7970), ('Neighbor & dir', 7969, 1)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 7971), ('Neighbor & dir', 7970, 1)]\n",
+      "[('Zelle', 7972), ('Neighbor & dir', 7971, 1)]\n",
+      "[('Zelle', 7973), ('Neighbor & dir', 7972, 1)]\n",
+      "[('Zelle', 7974), ('Neighbor & dir', 7973, 1)]\n",
+      "[('Zelle', 7975), ('Neighbor & dir', 7974, 1)]\n",
+      "[('Zelle', 7976), ('Neighbor & dir', 7975, 1)]\n",
+      "[('Zelle', 7977), ('Neighbor & dir', 7976, 1)]\n",
+      "[('Zelle', 7978), ('Neighbor & dir', 7977, 1)]\n",
+      "[('Zelle', 7979), ('Own', 2)]\n",
+      "[('Zelle', 7980), ('Neighbor & dir', 7979, 1)]\n",
+      "[('Zelle', 7981), ('Neighbor & dir', 7980, 1)]\n",
+      "[('Zelle', 7982), ('Neighbor & dir', 7981, 1)]\n",
+      "[('Zelle', 7983), ('Neighbor & dir', 7982, 1)]\n",
+      "[('Zelle', 7984), ('Neighbor & dir', 7983, 1)]\n",
+      "[('Zelle', 7985), ('Neighbor & dir', 7984, 1)]\n",
+      "[('Zelle', 7986), ('Neighbor & dir', 7985, 1)]\n",
+      "[('Zelle', 7987), ('Neighbor & dir', 7986, 1)]\n",
+      "[('Zelle', 7988), ('Neighbor & dir', 7987, 1)]\n",
+      "[('Zelle', 7989), ('Neighbor & dir', 7988, 1)]\n",
+      "[('Zelle', 7990), ('Neighbor & dir', 7989, 1)]\n",
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+      "[('Zelle', 7994), ('Neighbor & dir', 7993, 1)]\n",
+      "[('Zelle', 7995), ('Neighbor & dir', 7994, 1)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 10578), ('Neighbor & dir', 10577, 1)]\n",
+      "[('Zelle', 10579), ('Own', 2)]\n",
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+      "[('Zelle', 10581), ('Neighbor & dir', 10580, 1)]\n",
+      "[('Zelle', 10582), ('Neighbor & dir', 10581, 1)]\n",
+      "[('Zelle', 10583), ('Neighbor & dir', 10582, 1)]\n",
+      "[('Zelle', 10584), ('Neighbor & dir', 10583, 1)]\n",
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+      "[('Zelle', 10622), ('Neighbor & dir', 10621, 1)]\n",
+      "[('Zelle', 10623), ('Neighbor & dir', 10622, 1)]\n",
+      "[('Zelle', 10624), ('Neighbor & dir', 10623, 1)]\n",
+      "[('Zelle', 10625), ('Neighbor & dir', 10624, 1)]\n",
+      "[('Zelle', 10626), ('Neighbor & dir', 10625, 1)]\n",
+      "[('Zelle', 10627), ('Neighbor & dir', 10626, 1)]\n",
+      "[('Zelle', 10628), ('Neighbor & dir', 10627, 1)]\n",
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+      "[('Zelle', 10637), ('Neighbor & dir', 10636, 1)]\n",
+      "[('Zelle', 10638), ('Neighbor & dir', 10637, 1)]\n",
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+      "[('Zelle', 10641), ('Neighbor & dir', 10640, 1)]\n",
+      "[('Zelle', 10642), ('Neighbor & dir', 10641, 1)]\n",
+      "[('Zelle', 10643), ('Neighbor & dir', 10642, 1)]\n",
+      "[('Zelle', 10644), ('Own', 2)]\n",
+      "[('Zelle', 10645), ('Neighbor & dir', 10644, 1)]\n",
+      "[('Zelle', 10646), ('Neighbor & dir', 10645, 1)]\n",
+      "[('Zelle', 10647), ('Neighbor & dir', 10646, 1)]\n",
+      "[('Zelle', 10648), ('Neighbor & dir', 10647, 1)]\n",
+      "[('Zelle', 10649), ('Neighbor & dir', 10648, 1)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 10650), ('Neighbor & dir', 10649, 1)]\n",
+      "[('Zelle', 10651), ('Neighbor & dir', 10650, 1)]\n",
+      "[('Zelle', 10652), ('Neighbor & dir', 10651, 1)]\n",
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+      "[('Zelle', 10656), ('Neighbor & dir', 10655, 1)]\n",
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+      "[('Zelle', 10659), ('Neighbor & dir', 10658, 1)]\n",
+      "[('Zelle', 10660), ('Neighbor & dir', 10659, 1)]\n",
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+      "[('Zelle', 10664), ('Neighbor & dir', 10663, 1)]\n",
+      "[('Zelle', 10665), ('Neighbor & dir', 10664, 1)]\n",
+      "[('Zelle', 10666), ('Neighbor & dir', 10665, 1)]\n",
+      "[('Zelle', 10667), ('Neighbor & dir', 10666, 1)]\n",
+      "[('Zelle', 10668), ('Neighbor & dir', 10667, 1)]\n",
+      "[('Zelle', 10669), ('Neighbor & dir', 10668, 1)]\n",
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+      "[('Zelle', 10672), ('Neighbor & dir', 10671, 1)]\n",
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+      "[('Zelle', 12068), ('Neighbor & dir', 12067, 1)]\n",
+      "[('Zelle', 12069), ('Neighbor & dir', 12068, 1)]\n",
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+      "[('Zelle', 12130), ('Neighbor & dir', 12129, 1)]\n",
+      "[('Zelle', 12131), ('Neighbor & dir', 12130, 1)]\n",
+      "[('Zelle', 12132), ('Neighbor & dir', 12131, 1)]\n",
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+      "[('Zelle', 12135), ('Neighbor & dir', 12134, 1)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 12137), ('Neighbor & dir', 12136, 1)]\n",
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+      "[('Zelle', 13548), ('Neighbor & dir', 13547, 1)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 13549), ('Neighbor & dir', 13548, 1)]\n",
+      "[('Zelle', 13550), ('Neighbor & dir', 13549, 1)]\n",
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+      "[('Zelle', 14884), ('Neighbor & dir', 14883, 1)]\n",
+      "[('Zelle', 14885), ('Neighbor & dir', 14884, 1)]\n",
+      "[('Zelle', 14886), ('Neighbor & dir', 14885, 1)]\n",
+      "[('Zelle', 14887), ('Neighbor & dir', 14886, 1)]\n",
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+      "[('Zelle', 14889), ('Neighbor & dir', 14888, 1)]\n",
+      "[('Zelle', 14890), ('Neighbor & dir', 14889, 1)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 14892), ('Neighbor & dir', 14891, 1)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 17625), ('Neighbor & dir', 17624, 1)]\n",
+      "[('Zelle', 17626), ('Neighbor & dir', 17625, 1)]\n",
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+      "[('Zelle', 17630), ('Neighbor & dir', 17629, 1)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 18633), ('Neighbor & dir', 18632, 1)]\n",
+      "[('Zelle', 18634), ('Neighbor & dir', 18633, 1)]\n",
+      "[('Zelle', 18635), ('Neighbor & dir', 18634, 1)]\n",
+      "[('Zelle', 18636), ('Neighbor & dir', 18635, 1)]\n",
+      "[('Zelle', 18637), ('Neighbor & dir', 18636, 1)]\n",
+      "[('Zelle', 18638), ('Neighbor & dir', 18637, 1)]\n",
+      "[('Zelle', 18639), ('Neighbor & dir', 18638, 1)]\n",
+      "[('Zelle', 18640), ('Neighbor & dir', 18639, 1)]\n",
+      "[('Zelle', 18641), ('Neighbor & dir', 18640, 1)]\n",
+      "[('Zelle', 18642), ('Neighbor & dir', 18641, 1)]\n",
+      "[('Zelle', 18643), ('Neighbor & dir', 18642, 1)]\n",
+      "[('Zelle', 18644), ('Neighbor & dir', 18643, 1)]\n",
+      "[('Zelle', 18645), ('Neighbor & dir', 18644, 1)]\n",
+      "[('Zelle', 18646), ('Neighbor & dir', 18645, 1)]\n",
+      "[('Zelle', 18647), ('Neighbor & dir', 18646, 1)]\n",
+      "[('Zelle', 18648), ('Neighbor & dir', 18647, 1)]\n",
+      "[('Zelle', 18649), ('Neighbor & dir', 18648, 1)]\n",
+      "[('Zelle', 18650), ('Neighbor & dir', 18649, 1)]\n",
+      "[('Zelle', 18651), ('Neighbor & dir', 18650, 1)]\n",
+      "[('Zelle', 18652), ('Neighbor & dir', 18651, 1)]\n",
+      "[('Zelle', 18653), ('Neighbor & dir', 18652, 1)]\n",
+      "[('Zelle', 18654), ('Neighbor & dir', 18653, 1)]\n",
+      "[('Zelle', 18655), ('Neighbor & dir', 18654, 1)]\n",
+      "[('Zelle', 18656), ('Neighbor & dir', 18655, 1)]\n",
+      "[('Zelle', 18657), ('Neighbor & dir', 18656, 1)]\n",
+      "[('Zelle', 18658), ('Neighbor & dir', 18657, 1)]\n",
+      "[('Zelle', 18659), ('Neighbor & dir', 18658, 1)]\n",
+      "[('Zelle', 18660), ('Neighbor & dir', 18659, 1)]\n",
+      "[('Zelle', 18661), ('Neighbor & dir', 18660, 1)]\n",
+      "[('Zelle', 18662), ('Neighbor & dir', 18661, 1)]\n",
+      "[('Zelle', 18663), ('Neighbor & dir', 18662, 1)]\n",
+      "[('Zelle', 18664), ('Neighbor & dir', 18663, 1)]\n",
+      "[('Zelle', 18665), ('Neighbor & dir', 18664, 1)]\n",
+      "[('Zelle', 18666), ('Neighbor & dir', 18665, 1)]\n",
+      "[('Zelle', 18667), ('Neighbor & dir', 18666, 1)]\n",
+      "[('Zelle', 18668), ('Neighbor & dir', 18667, 1)]\n",
+      "[('Zelle', 18669), ('Neighbor & dir', 18668, 1)]\n",
+      "[('Zelle', 18670), ('Neighbor & dir', 18669, 1)]\n",
+      "[('Zelle', 18671), ('Neighbor & dir', 18670, 1)]\n",
+      "[('Zelle', 18672), ('Neighbor & dir', 18671, 1)]\n",
+      "[('Zelle', 18673), ('Neighbor & dir', 18672, 1)]\n",
+      "[('Zelle', 18674), ('Neighbor & dir', 18673, 1)]\n",
+      "[('Zelle', 18675), ('Neighbor & dir', 18674, 1)]\n",
+      "[('Zelle', 18676), ('Neighbor & dir', 18675, 1)]\n",
+      "[('Zelle', 18677), ('Neighbor & dir', 18676, 1)]\n",
+      "[('Zelle', 18678), ('Neighbor & dir', 18677, 1)]\n",
+      "[('Zelle', 18679), ('Neighbor & dir', 18678, 1)]\n",
+      "[('Zelle', 18680), ('Neighbor & dir', 18679, 1)]\n",
+      "[('Zelle', 18681), ('Neighbor & dir', 18680, 1)]\n",
+      "[('Zelle', 18682), ('Neighbor & dir', 18681, 1)]\n",
+      "[('Zelle', 18683), ('Neighbor & dir', 18682, 1)]\n",
+      "[('Zelle', 18684), ('Neighbor & dir', 18683, 1)]\n",
+      "[('Zelle', 18685), ('Neighbor & dir', 18684, 1)]\n",
+      "[('Zelle', 18686), ('Neighbor & dir', 18685, 1)]\n",
+      "[('Zelle', 18687), ('Neighbor & dir', 18686, 1)]\n",
+      "Direction: 2 (0, -1)\n",
+      "[('Zelle', 0), ('Neighbor & dir', 1, 2)]\n",
+      "[('Zelle', 1), ('Neighbor & dir', 2, 2)]\n",
+      "[('Zelle', 2), ('Neighbor & dir', 3, 2)]\n",
+      "[('Zelle', 3), ('Neighbor & dir', 4, 2)]\n",
+      "[('Zelle', 4), ('Neighbor & dir', 5, 2)]\n",
+      "[('Zelle', 5), ('Neighbor & dir', 6, 2)]\n",
+      "[('Zelle', 6), ('Neighbor & dir', 7, 2)]\n",
+      "[('Zelle', 7), ('Neighbor & dir', 8, 2)]\n",
+      "[('Zelle', 8), ('Neighbor & dir', 9, 2)]\n",
+      "[('Zelle', 9), ('Neighbor & dir', 10, 2)]\n",
+      "[('Zelle', 10), ('Neighbor & dir', 11, 2)]\n",
+      "[('Zelle', 11), ('Neighbor & dir', 12, 2)]\n",
+      "[('Zelle', 12), ('Neighbor & dir', 13, 2)]\n",
+      "[('Zelle', 13), ('Neighbor & dir', 14, 2)]\n",
+      "[('Zelle', 14), ('Neighbor & dir', 15, 2)]\n",
+      "[('Zelle', 15), ('Neighbor & dir', 16, 2)]\n",
+      "[('Zelle', 16), ('Neighbor & dir', 17, 2)]\n",
+      "[('Zelle', 17), ('Neighbor & dir', 18, 2)]\n",
+      "[('Zelle', 18), ('Neighbor & dir', 19, 2)]\n",
+      "[('Zelle', 19), ('Neighbor & dir', 20, 2)]\n",
+      "[('Zelle', 20), ('Neighbor & dir', 21, 2)]\n",
+      "[('Zelle', 21), ('Neighbor & dir', 22, 2)]\n",
+      "[('Zelle', 22), ('Neighbor & dir', 23, 2)]\n",
+      "[('Zelle', 23), ('Neighbor & dir', 24, 2)]\n",
+      "[('Zelle', 24), ('Neighbor & dir', 25, 2)]\n",
+      "[('Zelle', 25), ('Neighbor & dir', 26, 2)]\n",
+      "[('Zelle', 26), ('Neighbor & dir', 27, 2)]\n",
+      "[('Zelle', 27), ('Neighbor & dir', 28, 2)]\n",
+      "[('Zelle', 28), ('Neighbor & dir', 29, 2)]\n",
+      "[('Zelle', 29), ('Neighbor & dir', 30, 2)]\n",
+      "[('Zelle', 30), ('Neighbor & dir', 31, 2)]\n",
+      "[('Zelle', 31), ('Neighbor & dir', 32, 2)]\n",
+      "[('Zelle', 32), ('Neighbor & dir', 33, 2)]\n",
+      "[('Zelle', 33), ('Neighbor & dir', 34, 2)]\n",
+      "[('Zelle', 34), ('Neighbor & dir', 35, 2)]\n",
+      "[('Zelle', 35), ('Neighbor & dir', 36, 2)]\n",
+      "[('Zelle', 36), ('Neighbor & dir', 37, 2)]\n",
+      "[('Zelle', 37), ('Neighbor & dir', 38, 2)]\n",
+      "[('Zelle', 38), ('Neighbor & dir', 39, 2)]\n",
+      "[('Zelle', 39), ('Neighbor & dir', 40, 2)]\n",
+      "[('Zelle', 40), ('Neighbor & dir', 41, 2)]\n",
+      "[('Zelle', 41), ('Neighbor & dir', 42, 2)]\n",
+      "[('Zelle', 42), ('Neighbor & dir', 43, 2)]\n",
+      "[('Zelle', 43), ('Neighbor & dir', 44, 2)]\n",
+      "[('Zelle', 44), ('Neighbor & dir', 45, 2)]\n",
+      "[('Zelle', 45), ('Neighbor & dir', 46, 2)]\n",
+      "[('Zelle', 46), ('Neighbor & dir', 47, 2)]\n",
+      "[('Zelle', 47), ('Neighbor & dir', 48, 2)]\n",
+      "[('Zelle', 48), ('Neighbor & dir', 49, 2)]\n",
+      "[('Zelle', 49), ('Neighbor & dir', 50, 2)]\n",
+      "[('Zelle', 50), ('Neighbor & dir', 51, 2)]\n",
+      "[('Zelle', 51), ('Neighbor & dir', 52, 2)]\n",
+      "[('Zelle', 52), ('Neighbor & dir', 53, 2)]\n",
+      "[('Zelle', 53), ('Neighbor & dir', 54, 2)]\n",
+      "[('Zelle', 54), ('Neighbor & dir', 55, 2)]\n",
+      "[('Zelle', 55), ('Neighbor & dir', 56, 2)]\n",
+      "[('Zelle', 56), ('Neighbor & dir', 57, 2)]\n",
+      "[('Zelle', 57), ('Neighbor & dir', 58, 2)]\n",
+      "[('Zelle', 58), ('Neighbor & dir', 59, 2)]\n",
+      "[('Zelle', 59), ('Neighbor & dir', 60, 2)]\n",
+      "[('Zelle', 60), ('Neighbor & dir', 61, 2)]\n",
+      "[('Zelle', 61), ('Neighbor & dir', 62, 2)]\n",
+      "[('Zelle', 62), ('Neighbor & dir', 63, 2)]\n",
+      "[('Zelle', 63), ('Neighbor & dir', 64, 2)]\n",
+      "[('Zelle', 64), ('Neighbor & dir', 65, 2)]\n",
+      "[('Zelle', 65), ('Neighbor & dir', 66, 2)]\n",
+      "[('Zelle', 66), ('Neighbor & dir', 67, 2)]\n",
+      "[('Zelle', 67), ('Neighbor & dir', 68, 2)]\n",
+      "[('Zelle', 68), ('Neighbor & dir', 69, 2)]\n",
+      "[('Zelle', 69), ('Neighbor & dir', 70, 2)]\n",
+      "[('Zelle', 70), ('Neighbor & dir', 71, 2)]\n",
+      "[('Zelle', 71), ('Neighbor & dir', 72, 2)]\n",
+      "[('Zelle', 72), ('Neighbor & dir', 73, 2)]\n",
+      "[('Zelle', 73), ('Neighbor & dir', 74, 2)]\n",
+      "[('Zelle', 74), ('Neighbor & dir', 75, 2)]\n",
+      "[('Zelle', 75), ('Neighbor & dir', 76, 2)]\n",
+      "[('Zelle', 76), ('Neighbor & dir', 77, 2)]\n",
+      "[('Zelle', 77), ('Neighbor & dir', 78, 2)]\n",
+      "[('Zelle', 78), ('Neighbor & dir', 79, 2)]\n",
+      "[('Zelle', 79), ('Neighbor & dir', 80, 2)]\n",
+      "[('Zelle', 80), ('Neighbor & dir', 81, 2)]\n",
+      "[('Zelle', 81), ('Neighbor & dir', 82, 2)]\n",
+      "[('Zelle', 82), ('Neighbor & dir', 83, 2)]\n",
+      "[('Zelle', 83), ('Neighbor & dir', 84, 2)]\n",
+      "[('Zelle', 84), ('Neighbor & dir', 85, 2)]\n",
+      "[('Zelle', 85), ('Neighbor & dir', 86, 2)]\n",
+      "[('Zelle', 86), ('Neighbor & dir', 87, 2)]\n",
+      "[('Zelle', 87), ('Neighbor & dir', 88, 2)]\n",
+      "[('Zelle', 88), ('Neighbor & dir', 89, 2)]\n",
+      "[('Zelle', 89), ('Neighbor & dir', 90, 2)]\n",
+      "[('Zelle', 90), ('Neighbor & dir', 91, 2)]\n",
+      "[('Zelle', 91), ('Neighbor & dir', 92, 2)]\n",
+      "[('Zelle', 92), ('Neighbor & dir', 93, 2)]\n",
+      "[('Zelle', 93), ('Neighbor & dir', 94, 2)]\n",
+      "[('Zelle', 94), ('Neighbor & dir', 95, 2)]\n",
+      "[('Zelle', 95), ('Neighbor & dir', 96, 2)]\n",
+      "[('Zelle', 96), ('Neighbor & dir', 97, 2)]\n",
+      "[('Zelle', 97), ('Neighbor & dir', 98, 2)]\n",
+      "[('Zelle', 98), ('Neighbor & dir', 99, 2)]\n",
+      "[('Zelle', 99), ('Own', 1)]\n",
+      "[('Zelle', 100), ('Neighbor & dir', 101, 2)]\n",
+      "[('Zelle', 101), ('Neighbor & dir', 102, 2)]\n",
+      "[('Zelle', 102), ('Neighbor & dir', 103, 2)]\n",
+      "[('Zelle', 103), ('Neighbor & dir', 104, 2)]\n",
+      "[('Zelle', 104), ('Neighbor & dir', 105, 2)]\n",
+      "[('Zelle', 105), ('Neighbor & dir', 106, 2)]\n",
+      "[('Zelle', 106), ('Neighbor & dir', 107, 2)]\n",
+      "[('Zelle', 107), ('Neighbor & dir', 108, 2)]\n",
+      "[('Zelle', 108), ('Neighbor & dir', 109, 2)]\n",
+      "[('Zelle', 109), ('Neighbor & dir', 110, 2)]\n",
+      "[('Zelle', 110), ('Neighbor & dir', 111, 2)]\n",
+      "[('Zelle', 111), ('Neighbor & dir', 112, 2)]\n",
+      "[('Zelle', 112), ('Neighbor & dir', 113, 2)]\n",
+      "[('Zelle', 113), ('Neighbor & dir', 114, 2)]\n",
+      "[('Zelle', 114), ('Neighbor & dir', 115, 2)]\n",
+      "[('Zelle', 115), ('Neighbor & dir', 116, 2)]\n",
+      "[('Zelle', 116), ('Neighbor & dir', 117, 2)]\n",
+      "[('Zelle', 117), ('Neighbor & dir', 118, 2)]\n",
+      "[('Zelle', 118), ('Neighbor & dir', 119, 2)]\n",
+      "[('Zelle', 119), ('Neighbor & dir', 120, 2)]\n",
+      "[('Zelle', 120), ('Neighbor & dir', 121, 2)]\n",
+      "[('Zelle', 121), ('Neighbor & dir', 122, 2)]\n",
+      "[('Zelle', 122), ('Neighbor & dir', 123, 2)]\n",
+      "[('Zelle', 123), ('Neighbor & dir', 124, 2)]\n",
+      "[('Zelle', 124), ('Neighbor & dir', 125, 2)]\n",
+      "[('Zelle', 125), ('Neighbor & dir', 126, 2)]\n",
+      "[('Zelle', 126), ('Neighbor & dir', 127, 2)]\n",
+      "[('Zelle', 127), ('Neighbor & dir', 128, 2)]\n",
+      "[('Zelle', 128), ('Neighbor & dir', 129, 2)]\n",
+      "[('Zelle', 129), ('Neighbor & dir', 130, 2)]\n",
+      "[('Zelle', 130), ('Neighbor & dir', 131, 2)]\n",
+      "[('Zelle', 131), ('Neighbor & dir', 132, 2)]\n",
+      "[('Zelle', 132), ('Neighbor & dir', 133, 2)]\n",
+      "[('Zelle', 133), ('Neighbor & dir', 134, 2)]\n",
+      "[('Zelle', 134), ('Neighbor & dir', 135, 2)]\n",
+      "[('Zelle', 135), ('Neighbor & dir', 136, 2)]\n",
+      "[('Zelle', 136), ('Neighbor & dir', 137, 2)]\n",
+      "[('Zelle', 137), ('Neighbor & dir', 138, 2)]\n",
+      "[('Zelle', 138), ('Neighbor & dir', 139, 2)]\n",
+      "[('Zelle', 139), ('Neighbor & dir', 140, 2)]\n",
+      "[('Zelle', 140), ('Neighbor & dir', 141, 2)]\n",
+      "[('Zelle', 141), ('Neighbor & dir', 142, 2)]\n",
+      "[('Zelle', 142), ('Neighbor & dir', 143, 2)]\n",
+      "[('Zelle', 143), ('Neighbor & dir', 144, 2)]\n",
+      "[('Zelle', 144), ('Neighbor & dir', 145, 2)]\n",
+      "[('Zelle', 145), ('Neighbor & dir', 146, 2)]\n",
+      "[('Zelle', 146), ('Neighbor & dir', 147, 2)]\n",
+      "[('Zelle', 147), ('Neighbor & dir', 148, 2)]\n",
+      "[('Zelle', 148), ('Neighbor & dir', 149, 2)]\n",
+      "[('Zelle', 149), ('Neighbor & dir', 150, 2)]\n",
+      "[('Zelle', 150), ('Neighbor & dir', 151, 2)]\n",
+      "[('Zelle', 151), ('Neighbor & dir', 152, 2)]\n",
+      "[('Zelle', 152), ('Neighbor & dir', 153, 2)]\n",
+      "[('Zelle', 153), ('Neighbor & dir', 154, 2)]\n",
+      "[('Zelle', 154), ('Neighbor & dir', 155, 2)]\n",
+      "[('Zelle', 155), ('Neighbor & dir', 156, 2)]\n",
+      "[('Zelle', 156), ('Neighbor & dir', 157, 2)]\n",
+      "[('Zelle', 157), ('Neighbor & dir', 158, 2)]\n",
+      "[('Zelle', 158), ('Neighbor & dir', 159, 2)]\n",
+      "[('Zelle', 159), ('Neighbor & dir', 160, 2)]\n",
+      "[('Zelle', 160), ('Neighbor & dir', 161, 2)]\n",
+      "[('Zelle', 161), ('Neighbor & dir', 162, 2)]\n",
+      "[('Zelle', 162), ('Neighbor & dir', 163, 2)]\n",
+      "[('Zelle', 163), ('Neighbor & dir', 164, 2)]\n",
+      "[('Zelle', 164), ('Neighbor & dir', 165, 2)]\n",
+      "[('Zelle', 165), ('Neighbor & dir', 166, 2)]\n",
+      "[('Zelle', 166), ('Neighbor & dir', 167, 2)]\n",
+      "[('Zelle', 167), ('Neighbor & dir', 168, 2)]\n",
+      "[('Zelle', 168), ('Neighbor & dir', 169, 2)]\n",
+      "[('Zelle', 169), ('Neighbor & dir', 170, 2)]\n",
+      "[('Zelle', 170), ('Neighbor & dir', 171, 2)]\n",
+      "[('Zelle', 171), ('Neighbor & dir', 172, 2)]\n",
+      "[('Zelle', 172), ('Neighbor & dir', 173, 2)]\n",
+      "[('Zelle', 173), ('Neighbor & dir', 174, 2)]\n",
+      "[('Zelle', 174), ('Neighbor & dir', 175, 2)]\n",
+      "[('Zelle', 175), ('Neighbor & dir', 176, 2)]\n",
+      "[('Zelle', 176), ('Neighbor & dir', 177, 2)]\n",
+      "[('Zelle', 177), ('Neighbor & dir', 178, 2)]\n",
+      "[('Zelle', 178), ('Neighbor & dir', 179, 2)]\n",
+      "[('Zelle', 179), ('Neighbor & dir', 180, 2)]\n",
+      "[('Zelle', 180), ('Neighbor & dir', 181, 2)]\n",
+      "[('Zelle', 181), ('Neighbor & dir', 182, 2)]\n",
+      "[('Zelle', 182), ('Neighbor & dir', 183, 2)]\n",
+      "[('Zelle', 183), ('Neighbor & dir', 184, 2)]\n",
+      "[('Zelle', 184), ('Neighbor & dir', 185, 2)]\n",
+      "[('Zelle', 185), ('Neighbor & dir', 186, 2)]\n",
+      "[('Zelle', 186), ('Neighbor & dir', 187, 2)]\n",
+      "[('Zelle', 187), ('Neighbor & dir', 188, 2)]\n",
+      "[('Zelle', 188), ('Neighbor & dir', 189, 2)]\n",
+      "[('Zelle', 189), ('Neighbor & dir', 190, 2)]\n",
+      "[('Zelle', 190), ('Neighbor & dir', 191, 2)]\n",
+      "[('Zelle', 191), ('Neighbor & dir', 192, 2)]\n",
+      "[('Zelle', 192), ('Neighbor & dir', 193, 2)]\n",
+      "[('Zelle', 193), ('Neighbor & dir', 194, 2)]\n",
+      "[('Zelle', 194), ('Neighbor & dir', 195, 2)]\n",
+      "[('Zelle', 195), ('Neighbor & dir', 196, 2)]\n",
+      "[('Zelle', 196), ('Neighbor & dir', 197, 2)]\n",
+      "[('Zelle', 197), ('Neighbor & dir', 198, 2)]\n",
+      "[('Zelle', 198), ('Neighbor & dir', 199, 2)]\n",
+      "[('Zelle', 199), ('Own', 1)]\n",
+      "[('Zelle', 200), ('Neighbor & dir', 201, 2)]\n",
+      "[('Zelle', 201), ('Neighbor & dir', 202, 2)]\n",
+      "[('Zelle', 202), ('Neighbor & dir', 203, 2)]\n",
+      "[('Zelle', 203), ('Neighbor & dir', 204, 2)]\n",
+      "[('Zelle', 204), ('Neighbor & dir', 205, 2)]\n",
+      "[('Zelle', 205), ('Neighbor & dir', 206, 2)]\n",
+      "[('Zelle', 206), ('Neighbor & dir', 207, 2)]\n",
+      "[('Zelle', 207), ('Neighbor & dir', 208, 2)]\n",
+      "[('Zelle', 208), ('Neighbor & dir', 209, 2)]\n",
+      "[('Zelle', 209), ('Neighbor & dir', 210, 2)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 210), ('Neighbor & dir', 211, 2)]\n",
+      "[('Zelle', 211), ('Neighbor & dir', 212, 2)]\n",
+      "[('Zelle', 212), ('Neighbor & dir', 213, 2)]\n",
+      "[('Zelle', 213), ('Neighbor & dir', 214, 2)]\n",
+      "[('Zelle', 214), ('Neighbor & dir', 215, 2)]\n",
+      "[('Zelle', 215), ('Neighbor & dir', 216, 2)]\n",
+      "[('Zelle', 216), ('Neighbor & dir', 217, 2)]\n",
+      "[('Zelle', 217), ('Neighbor & dir', 218, 2)]\n",
+      "[('Zelle', 218), ('Neighbor & dir', 219, 2)]\n",
+      "[('Zelle', 219), ('Neighbor & dir', 220, 2)]\n",
+      "[('Zelle', 220), ('Neighbor & dir', 221, 2)]\n",
+      "[('Zelle', 221), ('Neighbor & dir', 222, 2)]\n",
+      "[('Zelle', 222), ('Neighbor & dir', 223, 2)]\n",
+      "[('Zelle', 223), ('Neighbor & dir', 224, 2)]\n",
+      "[('Zelle', 224), ('Neighbor & dir', 225, 2)]\n",
+      "[('Zelle', 225), ('Neighbor & dir', 226, 2)]\n",
+      "[('Zelle', 226), ('Neighbor & dir', 227, 2)]\n",
+      "[('Zelle', 227), ('Neighbor & dir', 228, 2)]\n",
+      "[('Zelle', 228), ('Neighbor & dir', 229, 2)]\n",
+      "[('Zelle', 229), ('Neighbor & dir', 230, 2)]\n",
+      "[('Zelle', 230), ('Neighbor & dir', 231, 2)]\n",
+      "[('Zelle', 231), ('Neighbor & dir', 232, 2)]\n",
+      "[('Zelle', 232), ('Neighbor & dir', 233, 2)]\n",
+      "[('Zelle', 233), ('Neighbor & dir', 234, 2)]\n",
+      "[('Zelle', 234), ('Neighbor & dir', 235, 2)]\n",
+      "[('Zelle', 235), ('Neighbor & dir', 236, 2)]\n",
+      "[('Zelle', 236), ('Neighbor & dir', 237, 2)]\n",
+      "[('Zelle', 237), ('Neighbor & dir', 238, 2)]\n",
+      "[('Zelle', 238), ('Neighbor & dir', 239, 2)]\n",
+      "[('Zelle', 239), ('Neighbor & dir', 240, 2)]\n",
+      "[('Zelle', 240), ('Neighbor & dir', 241, 2)]\n",
+      "[('Zelle', 241), ('Neighbor & dir', 242, 2)]\n",
+      "[('Zelle', 242), ('Neighbor & dir', 243, 2)]\n",
+      "[('Zelle', 243), ('Neighbor & dir', 244, 2)]\n",
+      "[('Zelle', 244), ('Neighbor & dir', 245, 2)]\n",
+      "[('Zelle', 245), ('Neighbor & dir', 246, 2)]\n",
+      "[('Zelle', 246), ('Neighbor & dir', 247, 2)]\n",
+      "[('Zelle', 247), ('Neighbor & dir', 248, 2)]\n",
+      "[('Zelle', 248), ('Neighbor & dir', 249, 2)]\n",
+      "[('Zelle', 249), ('Neighbor & dir', 250, 2)]\n",
+      "[('Zelle', 250), ('Neighbor & dir', 251, 2)]\n",
+      "[('Zelle', 251), ('Neighbor & dir', 252, 2)]\n",
+      "[('Zelle', 252), ('Neighbor & dir', 253, 2)]\n",
+      "[('Zelle', 253), ('Neighbor & dir', 254, 2)]\n",
+      "[('Zelle', 254), ('Neighbor & dir', 255, 2)]\n",
+      "[('Zelle', 255), ('Neighbor & dir', 256, 2)]\n",
+      "[('Zelle', 256), ('Neighbor & dir', 257, 2)]\n",
+      "[('Zelle', 257), ('Neighbor & dir', 258, 2)]\n",
+      "[('Zelle', 258), ('Neighbor & dir', 259, 2)]\n",
+      "[('Zelle', 259), ('Neighbor & dir', 260, 2)]\n",
+      "[('Zelle', 260), ('Neighbor & dir', 261, 2)]\n",
+      "[('Zelle', 261), ('Neighbor & dir', 262, 2)]\n",
+      "[('Zelle', 262), ('Neighbor & dir', 263, 2)]\n",
+      "[('Zelle', 263), ('Neighbor & dir', 264, 2)]\n",
+      "[('Zelle', 264), ('Neighbor & dir', 265, 2)]\n",
+      "[('Zelle', 265), ('Neighbor & dir', 266, 2)]\n",
+      "[('Zelle', 266), ('Neighbor & dir', 267, 2)]\n",
+      "[('Zelle', 267), ('Neighbor & dir', 268, 2)]\n",
+      "[('Zelle', 268), ('Neighbor & dir', 269, 2)]\n",
+      "[('Zelle', 269), ('Neighbor & dir', 270, 2)]\n",
+      "[('Zelle', 270), ('Neighbor & dir', 271, 2)]\n",
+      "[('Zelle', 271), ('Neighbor & dir', 272, 2)]\n",
+      "[('Zelle', 272), ('Neighbor & dir', 273, 2)]\n",
+      "[('Zelle', 273), ('Neighbor & dir', 274, 2)]\n",
+      "[('Zelle', 274), ('Neighbor & dir', 275, 2)]\n",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     "output_type": "stream",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 6908), ('Neighbor & dir', 6909, 2)]\n",
+      "[('Zelle', 6909), ('Neighbor & dir', 6910, 2)]\n",
+      "[('Zelle', 6910), ('Neighbor & dir', 6911, 2)]\n",
+      "[('Zelle', 6911), ('Neighbor & dir', 6912, 2)]\n",
+      "[('Zelle', 6912), ('Own', 1)]\n",
+      "[('Zelle', 6913), ('Neighbor & dir', 6914, 2)]\n",
+      "[('Zelle', 6914), ('Neighbor & dir', 6915, 2)]\n",
+      "[('Zelle', 6915), ('Neighbor & dir', 6916, 2)]\n",
+      "[('Zelle', 6916), ('Neighbor & dir', 6917, 2)]\n",
+      "[('Zelle', 6917), ('Neighbor & dir', 6918, 2)]\n",
+      "[('Zelle', 6918), ('Neighbor & dir', 6919, 2)]\n",
+      "[('Zelle', 6919), ('Neighbor & dir', 6920, 2)]\n",
+      "[('Zelle', 6920), ('Neighbor & dir', 6921, 2)]\n",
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+      "[('Zelle', 6925), ('Own', 1)]\n",
+      "[('Zelle', 6926), ('Neighbor & dir', 6927, 2)]\n",
+      "[('Zelle', 6927), ('Neighbor & dir', 6928, 2)]\n",
+      "[('Zelle', 6928), ('Neighbor & dir', 6929, 2)]\n",
+      "[('Zelle', 6929), ('Neighbor & dir', 6930, 2)]\n",
+      "[('Zelle', 6930), ('Neighbor & dir', 6931, 2)]\n",
+      "[('Zelle', 6931), ('Neighbor & dir', 6932, 2)]\n",
+      "[('Zelle', 6932), ('Neighbor & dir', 6933, 2)]\n",
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+      "[('Zelle', 6934), ('Neighbor & dir', 6935, 2)]\n",
+      "[('Zelle', 6935), ('Neighbor & dir', 6936, 2)]\n",
+      "[('Zelle', 6936), ('Neighbor & dir', 6937, 2)]\n",
+      "[('Zelle', 6937), ('Neighbor & dir', 6938, 2)]\n",
+      "[('Zelle', 6938), ('Own', 1)]\n",
+      "[('Zelle', 6939), ('Neighbor & dir', 6940, 2)]\n",
+      "[('Zelle', 6940), ('Neighbor & dir', 6941, 2)]\n",
+      "[('Zelle', 6941), ('Neighbor & dir', 6942, 2)]\n",
+      "[('Zelle', 6942), ('Neighbor & dir', 6943, 2)]\n",
+      "[('Zelle', 6943), ('Neighbor & dir', 6944, 2)]\n",
+      "[('Zelle', 6944), ('Neighbor & dir', 6945, 2)]\n",
+      "[('Zelle', 6945), ('Neighbor & dir', 6946, 2)]\n",
+      "[('Zelle', 6946), ('Neighbor & dir', 6947, 2)]\n",
+      "[('Zelle', 6947), ('Neighbor & dir', 6948, 2)]\n",
+      "[('Zelle', 6948), ('Neighbor & dir', 6949, 2)]\n",
+      "[('Zelle', 6949), ('Neighbor & dir', 6950, 2)]\n",
+      "[('Zelle', 6950), ('Neighbor & dir', 6951, 2)]\n",
+      "[('Zelle', 6951), ('Own', 1)]\n",
+      "[('Zelle', 6952), ('Neighbor & dir', 6953, 2)]\n",
+      "[('Zelle', 6953), ('Neighbor & dir', 6954, 2)]\n",
+      "[('Zelle', 6954), ('Neighbor & dir', 6955, 2)]\n",
+      "[('Zelle', 6955), ('Neighbor & dir', 6956, 2)]\n",
+      "[('Zelle', 6956), ('Neighbor & dir', 6957, 2)]\n",
+      "[('Zelle', 6957), ('Neighbor & dir', 6958, 2)]\n",
+      "[('Zelle', 6958), ('Neighbor & dir', 6959, 2)]\n",
+      "[('Zelle', 6959), ('Neighbor & dir', 6960, 2)]\n",
+      "[('Zelle', 6960), ('Neighbor & dir', 6961, 2)]\n",
+      "[('Zelle', 6961), ('Neighbor & dir', 6962, 2)]\n",
+      "[('Zelle', 6962), ('Neighbor & dir', 6963, 2)]\n",
+      "[('Zelle', 6963), ('Neighbor & dir', 6964, 2)]\n",
+      "[('Zelle', 6964), ('Own', 1)]\n",
+      "[('Zelle', 6965), ('Neighbor & dir', 6966, 2)]\n",
+      "[('Zelle', 6966), ('Neighbor & dir', 6967, 2)]\n",
+      "[('Zelle', 6967), ('Neighbor & dir', 6968, 2)]\n",
+      "[('Zelle', 6968), ('Neighbor & dir', 6969, 2)]\n",
+      "[('Zelle', 6969), ('Neighbor & dir', 6970, 2)]\n",
+      "[('Zelle', 6970), ('Neighbor & dir', 6971, 2)]\n",
+      "[('Zelle', 6971), ('Neighbor & dir', 6972, 2)]\n",
+      "[('Zelle', 6972), ('Neighbor & dir', 6973, 2)]\n",
+      "[('Zelle', 6973), ('Neighbor & dir', 6974, 2)]\n",
+      "[('Zelle', 6974), ('Neighbor & dir', 6975, 2)]\n",
+      "[('Zelle', 6975), ('Neighbor & dir', 6976, 2)]\n",
+      "[('Zelle', 6976), ('Neighbor & dir', 6977, 2)]\n",
+      "[('Zelle', 6977), ('Own', 1)]\n",
+      "[('Zelle', 6978), ('Neighbor & dir', 6979, 2)]\n",
+      "[('Zelle', 6979), ('Neighbor & dir', 6980, 2)]\n",
+      "[('Zelle', 6980), ('Neighbor & dir', 6981, 2)]\n",
+      "[('Zelle', 6981), ('Neighbor & dir', 6982, 2)]\n",
+      "[('Zelle', 6982), ('Neighbor & dir', 6983, 2)]\n",
+      "[('Zelle', 6983), ('Neighbor & dir', 6984, 2)]\n",
+      "[('Zelle', 6984), ('Neighbor & dir', 6985, 2)]\n",
+      "[('Zelle', 6985), ('Neighbor & dir', 6986, 2)]\n",
+      "[('Zelle', 6986), ('Neighbor & dir', 6987, 2)]\n",
+      "[('Zelle', 6987), ('Neighbor & dir', 6988, 2)]\n",
+      "[('Zelle', 6988), ('Neighbor & dir', 6989, 2)]\n",
+      "[('Zelle', 6989), ('Neighbor & dir', 6990, 2)]\n",
+      "[('Zelle', 6990), ('Own', 1)]\n",
+      "[('Zelle', 6991), ('Neighbor & dir', 6992, 2)]\n",
+      "[('Zelle', 6992), ('Neighbor & dir', 6993, 2)]\n",
+      "[('Zelle', 6993), ('Neighbor & dir', 6994, 2)]\n",
+      "[('Zelle', 6994), ('Neighbor & dir', 6995, 2)]\n",
+      "[('Zelle', 6995), ('Neighbor & dir', 6996, 2)]\n",
+      "[('Zelle', 6996), ('Neighbor & dir', 6997, 2)]\n",
+      "[('Zelle', 6997), ('Neighbor & dir', 6998, 2)]\n",
+      "[('Zelle', 6998), ('Neighbor & dir', 6999, 2)]\n",
+      "[('Zelle', 6999), ('Neighbor & dir', 7000, 2)]\n",
+      "[('Zelle', 7000), ('Neighbor & dir', 7001, 2)]\n",
+      "[('Zelle', 7001), ('Neighbor & dir', 7002, 2)]\n",
+      "[('Zelle', 7002), ('Neighbor & dir', 7003, 2)]\n",
+      "[('Zelle', 7003), ('Own', 1)]\n",
+      "[('Zelle', 7004), ('Neighbor & dir', 7005, 2)]\n",
+      "[('Zelle', 7005), ('Neighbor & dir', 7006, 2)]\n",
+      "[('Zelle', 7006), ('Neighbor & dir', 7007, 2)]\n",
+      "[('Zelle', 7007), ('Neighbor & dir', 7008, 2)]\n",
+      "[('Zelle', 7008), ('Neighbor & dir', 7009, 2)]\n",
+      "[('Zelle', 7009), ('Neighbor & dir', 7010, 2)]\n",
+      "[('Zelle', 7010), ('Neighbor & dir', 7011, 2)]\n",
+      "[('Zelle', 7011), ('Neighbor & dir', 7012, 2)]\n",
+      "[('Zelle', 7012), ('Neighbor & dir', 7013, 2)]\n",
+      "[('Zelle', 7013), ('Neighbor & dir', 7014, 2)]\n",
+      "[('Zelle', 7014), ('Neighbor & dir', 7015, 2)]\n",
+      "[('Zelle', 7015), ('Neighbor & dir', 7016, 2)]\n",
+      "[('Zelle', 7016), ('Own', 1)]\n",
+      "[('Zelle', 7017), ('Neighbor & dir', 7018, 2)]\n",
+      "[('Zelle', 7018), ('Neighbor & dir', 7019, 2)]\n",
+      "[('Zelle', 7019), ('Neighbor & dir', 7020, 2)]\n",
+      "[('Zelle', 7020), ('Neighbor & dir', 7021, 2)]\n",
+      "[('Zelle', 7021), ('Neighbor & dir', 7022, 2)]\n",
+      "[('Zelle', 7022), ('Neighbor & dir', 7023, 2)]\n",
+      "[('Zelle', 7023), ('Neighbor & dir', 7024, 2)]\n",
+      "[('Zelle', 7024), ('Neighbor & dir', 7025, 2)]\n",
+      "[('Zelle', 7025), ('Neighbor & dir', 7026, 2)]\n",
+      "[('Zelle', 7026), ('Neighbor & dir', 7027, 2)]\n",
+      "[('Zelle', 7027), ('Neighbor & dir', 7028, 2)]\n",
+      "[('Zelle', 7028), ('Neighbor & dir', 7029, 2)]\n",
+      "[('Zelle', 7029), ('Own', 1)]\n",
+      "[('Zelle', 7030), ('Neighbor & dir', 7031, 2)]\n",
+      "[('Zelle', 7031), ('Neighbor & dir', 7032, 2)]\n",
+      "[('Zelle', 7032), ('Neighbor & dir', 7033, 2)]\n",
+      "[('Zelle', 7033), ('Neighbor & dir', 7034, 2)]\n",
+      "[('Zelle', 7034), ('Neighbor & dir', 7035, 2)]\n",
+      "[('Zelle', 7035), ('Neighbor & dir', 7036, 2)]\n",
+      "[('Zelle', 7036), ('Neighbor & dir', 7037, 2)]\n",
+      "[('Zelle', 7037), ('Neighbor & dir', 7038, 2)]\n",
+      "[('Zelle', 7038), ('Neighbor & dir', 7039, 2)]\n",
+      "[('Zelle', 7039), ('Neighbor & dir', 7040, 2)]\n",
+      "[('Zelle', 7040), ('Neighbor & dir', 7041, 2)]\n",
+      "[('Zelle', 7041), ('Neighbor & dir', 7042, 2)]\n",
+      "[('Zelle', 7042), ('Own', 1)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 7043), ('Neighbor & dir', 7044, 2)]\n",
+      "[('Zelle', 7044), ('Neighbor & dir', 7045, 2)]\n",
+      "[('Zelle', 7045), ('Neighbor & dir', 7046, 2)]\n",
+      "[('Zelle', 7046), ('Neighbor & dir', 7047, 2)]\n",
+      "[('Zelle', 7047), ('Neighbor & dir', 7048, 2)]\n",
+      "[('Zelle', 7048), ('Neighbor & dir', 7049, 2)]\n",
+      "[('Zelle', 7049), ('Neighbor & dir', 7050, 2)]\n",
+      "[('Zelle', 7050), ('Neighbor & dir', 7051, 2)]\n",
+      "[('Zelle', 7051), ('Neighbor & dir', 7052, 2)]\n",
+      "[('Zelle', 7052), ('Neighbor & dir', 7053, 2)]\n",
+      "[('Zelle', 7053), ('Neighbor & dir', 7054, 2)]\n",
+      "[('Zelle', 7054), ('Neighbor & dir', 7055, 2)]\n",
+      "[('Zelle', 7055), ('Own', 1)]\n",
+      "[('Zelle', 7056), ('Neighbor & dir', 7057, 2)]\n",
+      "[('Zelle', 7057), ('Neighbor & dir', 7058, 2)]\n",
+      "[('Zelle', 7058), ('Neighbor & dir', 7059, 2)]\n",
+      "[('Zelle', 7059), ('Neighbor & dir', 7060, 2)]\n",
+      "[('Zelle', 7060), ('Neighbor & dir', 7061, 2)]\n",
+      "[('Zelle', 7061), ('Neighbor & dir', 7062, 2)]\n",
+      "[('Zelle', 7062), ('Neighbor & dir', 7063, 2)]\n",
+      "[('Zelle', 7063), ('Neighbor & dir', 7064, 2)]\n",
+      "[('Zelle', 7064), ('Neighbor & dir', 7065, 2)]\n",
+      "[('Zelle', 7065), ('Neighbor & dir', 7066, 2)]\n",
+      "[('Zelle', 7066), ('Neighbor & dir', 7067, 2)]\n",
+      "[('Zelle', 7067), ('Neighbor & dir', 7068, 2)]\n",
+      "[('Zelle', 7068), ('Own', 1)]\n",
+      "[('Zelle', 7069), ('Neighbor & dir', 7070, 2)]\n",
+      "[('Zelle', 7070), ('Neighbor & dir', 7071, 2)]\n",
+      "[('Zelle', 7071), ('Neighbor & dir', 7072, 2)]\n",
+      "[('Zelle', 7072), ('Neighbor & dir', 7073, 2)]\n",
+      "[('Zelle', 7073), ('Neighbor & dir', 7074, 2)]\n",
+      "[('Zelle', 7074), ('Neighbor & dir', 7075, 2)]\n",
+      "[('Zelle', 7075), ('Neighbor & dir', 7076, 2)]\n",
+      "[('Zelle', 7076), ('Neighbor & dir', 7077, 2)]\n",
+      "[('Zelle', 7077), ('Neighbor & dir', 7078, 2)]\n",
+      "[('Zelle', 7078), ('Neighbor & dir', 7079, 2)]\n",
+      "[('Zelle', 7079), ('Neighbor & dir', 7080, 2)]\n",
+      "[('Zelle', 7080), ('Neighbor & dir', 7081, 2)]\n",
+      "[('Zelle', 7081), ('Own', 1)]\n",
+      "[('Zelle', 7082), ('Neighbor & dir', 7083, 2)]\n",
+      "[('Zelle', 7083), ('Neighbor & dir', 7084, 2)]\n",
+      "[('Zelle', 7084), ('Neighbor & dir', 7085, 2)]\n",
+      "[('Zelle', 7085), ('Neighbor & dir', 7086, 2)]\n",
+      "[('Zelle', 7086), ('Neighbor & dir', 7087, 2)]\n",
+      "[('Zelle', 7087), ('Neighbor & dir', 7088, 2)]\n",
+      "[('Zelle', 7088), ('Neighbor & dir', 7089, 2)]\n",
+      "[('Zelle', 7089), ('Neighbor & dir', 7090, 2)]\n",
+      "[('Zelle', 7090), ('Neighbor & dir', 7091, 2)]\n",
+      "[('Zelle', 7091), ('Neighbor & dir', 7092, 2)]\n",
+      "[('Zelle', 7092), ('Neighbor & dir', 7093, 2)]\n",
+      "[('Zelle', 7093), ('Neighbor & dir', 7094, 2)]\n",
+      "[('Zelle', 7094), ('Own', 1)]\n",
+      "[('Zelle', 7095), ('Neighbor & dir', 7096, 2)]\n",
+      "[('Zelle', 7096), ('Neighbor & dir', 7097, 2)]\n",
+      "[('Zelle', 7097), ('Neighbor & dir', 7098, 2)]\n",
+      "[('Zelle', 7098), ('Neighbor & dir', 7099, 2)]\n",
+      "[('Zelle', 7099), ('Neighbor & dir', 7100, 2)]\n",
+      "[('Zelle', 7100), ('Neighbor & dir', 7101, 2)]\n",
+      "[('Zelle', 7101), ('Neighbor & dir', 7102, 2)]\n",
+      "[('Zelle', 7102), ('Neighbor & dir', 7103, 2)]\n",
+      "[('Zelle', 7103), ('Neighbor & dir', 7104, 2)]\n",
+      "[('Zelle', 7104), ('Neighbor & dir', 7105, 2)]\n",
+      "[('Zelle', 7105), ('Neighbor & dir', 7106, 2)]\n",
+      "[('Zelle', 7106), ('Neighbor & dir', 7107, 2)]\n",
+      "[('Zelle', 7107), ('Own', 1)]\n",
+      "[('Zelle', 7108), ('Neighbor & dir', 7109, 2)]\n",
+      "[('Zelle', 7109), ('Neighbor & dir', 7110, 2)]\n",
+      "[('Zelle', 7110), ('Neighbor & dir', 7111, 2)]\n",
+      "[('Zelle', 7111), ('Neighbor & dir', 7112, 2)]\n",
+      "[('Zelle', 7112), ('Neighbor & dir', 7113, 2)]\n",
+      "[('Zelle', 7113), ('Neighbor & dir', 7114, 2)]\n",
+      "[('Zelle', 7114), ('Neighbor & dir', 7115, 2)]\n",
+      "[('Zelle', 7115), ('Neighbor & dir', 7116, 2)]\n",
+      "[('Zelle', 7116), ('Neighbor & dir', 7117, 2)]\n",
+      "[('Zelle', 7117), ('Neighbor & dir', 7118, 2)]\n",
+      "[('Zelle', 7118), ('Neighbor & dir', 7119, 2)]\n",
+      "[('Zelle', 7119), ('Neighbor & dir', 7120, 2)]\n",
+      "[('Zelle', 7120), ('Own', 1)]\n",
+      "[('Zelle', 7121), ('Neighbor & dir', 7122, 2)]\n",
+      "[('Zelle', 7122), ('Neighbor & dir', 7123, 2)]\n",
+      "[('Zelle', 7123), ('Neighbor & dir', 7124, 2)]\n",
+      "[('Zelle', 7124), ('Neighbor & dir', 7125, 2)]\n",
+      "[('Zelle', 7125), ('Neighbor & dir', 7126, 2)]\n",
+      "[('Zelle', 7126), ('Neighbor & dir', 7127, 2)]\n",
+      "[('Zelle', 7127), ('Neighbor & dir', 7128, 2)]\n",
+      "[('Zelle', 7128), ('Neighbor & dir', 7129, 2)]\n",
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+      "[('Zelle', 7130), ('Neighbor & dir', 7131, 2)]\n",
+      "[('Zelle', 7131), ('Neighbor & dir', 7132, 2)]\n",
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+      "[('Zelle', 7135), ('Neighbor & dir', 7136, 2)]\n",
+      "[('Zelle', 7136), ('Neighbor & dir', 7137, 2)]\n",
+      "[('Zelle', 7137), ('Neighbor & dir', 7138, 2)]\n",
+      "[('Zelle', 7138), ('Neighbor & dir', 7139, 2)]\n",
+      "[('Zelle', 7139), ('Neighbor & dir', 7140, 2)]\n",
+      "[('Zelle', 7140), ('Neighbor & dir', 7141, 2)]\n",
+      "[('Zelle', 7141), ('Neighbor & dir', 7142, 2)]\n",
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+      "[('Zelle', 7146), ('Own', 1)]\n",
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+      "[('Zelle', 7151), ('Neighbor & dir', 7152, 2)]\n",
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+      "[('Zelle', 7188), ('Neighbor & dir', 7189, 2)]\n",
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+      "[('Zelle', 7213), ('Neighbor & dir', 7214, 2)]\n",
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+      "[('Zelle', 7215), ('Neighbor & dir', 7216, 2)]\n",
+      "[('Zelle', 7216), ('Neighbor & dir', 7217, 2)]\n",
+      "[('Zelle', 7217), ('Neighbor & dir', 7218, 2)]\n",
+      "[('Zelle', 7218), ('Neighbor & dir', 7219, 2)]\n",
+      "[('Zelle', 7219), ('Neighbor & dir', 7220, 2)]\n",
+      "[('Zelle', 7220), ('Neighbor & dir', 7221, 2)]\n",
+      "[('Zelle', 7221), ('Neighbor & dir', 7222, 2)]\n",
+      "[('Zelle', 7222), ('Neighbor & dir', 7223, 2)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 9767), ('Neighbor & dir', 9768, 2)]\n",
+      "[('Zelle', 9768), ('Neighbor & dir', 9769, 2)]\n",
+      "[('Zelle', 9769), ('Neighbor & dir', 9770, 2)]\n",
+      "[('Zelle', 9770), ('Neighbor & dir', 9771, 2)]\n",
+      "[('Zelle', 9771), ('Neighbor & dir', 9772, 2)]\n",
+      "[('Zelle', 9772), ('Own', 1)]\n",
+      "[('Zelle', 9773), ('Neighbor & dir', 9774, 2)]\n",
+      "[('Zelle', 9774), ('Neighbor & dir', 9775, 2)]\n",
+      "[('Zelle', 9775), ('Neighbor & dir', 9776, 2)]\n",
+      "[('Zelle', 9776), ('Neighbor & dir', 9777, 2)]\n",
+      "[('Zelle', 9777), ('Neighbor & dir', 9778, 2)]\n",
+      "[('Zelle', 9778), ('Neighbor & dir', 9779, 2)]\n",
+      "[('Zelle', 9779), ('Neighbor & dir', 9780, 2)]\n",
+      "[('Zelle', 9780), ('Neighbor & dir', 9781, 2)]\n",
+      "[('Zelle', 9781), ('Neighbor & dir', 9782, 2)]\n",
+      "[('Zelle', 9782), ('Neighbor & dir', 9783, 2)]\n",
+      "[('Zelle', 9783), ('Neighbor & dir', 9784, 2)]\n",
+      "[('Zelle', 9784), ('Neighbor & dir', 9785, 2)]\n",
+      "[('Zelle', 9785), ('Own', 1)]\n",
+      "[('Zelle', 9786), ('Neighbor & dir', 9787, 2)]\n",
+      "[('Zelle', 9787), ('Neighbor & dir', 9788, 2)]\n",
+      "[('Zelle', 9788), ('Neighbor & dir', 9789, 2)]\n",
+      "[('Zelle', 9789), ('Neighbor & dir', 9790, 2)]\n",
+      "[('Zelle', 9790), ('Neighbor & dir', 9791, 2)]\n",
+      "[('Zelle', 9791), ('Neighbor & dir', 9792, 2)]\n",
+      "[('Zelle', 9792), ('Neighbor & dir', 9793, 2)]\n",
+      "[('Zelle', 9793), ('Neighbor & dir', 9794, 2)]\n",
+      "[('Zelle', 9794), ('Neighbor & dir', 9795, 2)]\n",
+      "[('Zelle', 9795), ('Neighbor & dir', 9796, 2)]\n",
+      "[('Zelle', 9796), ('Neighbor & dir', 9797, 2)]\n",
+      "[('Zelle', 9797), ('Neighbor & dir', 9798, 2)]\n",
+      "[('Zelle', 9798), ('Own', 1)]\n",
+      "[('Zelle', 9799), ('Neighbor & dir', 9800, 2)]\n",
+      "[('Zelle', 9800), ('Neighbor & dir', 9801, 2)]\n",
+      "[('Zelle', 9801), ('Neighbor & dir', 9802, 2)]\n",
+      "[('Zelle', 9802), ('Neighbor & dir', 9803, 2)]\n",
+      "[('Zelle', 9803), ('Neighbor & dir', 9804, 2)]\n",
+      "[('Zelle', 9804), ('Neighbor & dir', 9805, 2)]\n",
+      "[('Zelle', 9805), ('Neighbor & dir', 9806, 2)]\n",
+      "[('Zelle', 9806), ('Neighbor & dir', 9807, 2)]\n",
+      "[('Zelle', 9807), ('Neighbor & dir', 9808, 2)]\n",
+      "[('Zelle', 9808), ('Neighbor & dir', 9809, 2)]\n",
+      "[('Zelle', 9809), ('Neighbor & dir', 9810, 2)]\n",
+      "[('Zelle', 9810), ('Neighbor & dir', 9811, 2)]\n",
+      "[('Zelle', 9811), ('Own', 1)]\n",
+      "[('Zelle', 9812), ('Neighbor & dir', 9813, 2)]\n",
+      "[('Zelle', 9813), ('Neighbor & dir', 9814, 2)]\n",
+      "[('Zelle', 9814), ('Neighbor & dir', 9815, 2)]\n",
+      "[('Zelle', 9815), ('Neighbor & dir', 9816, 2)]\n",
+      "[('Zelle', 9816), ('Neighbor & dir', 9817, 2)]\n",
+      "[('Zelle', 9817), ('Neighbor & dir', 9818, 2)]\n",
+      "[('Zelle', 9818), ('Neighbor & dir', 9819, 2)]\n",
+      "[('Zelle', 9819), ('Neighbor & dir', 9820, 2)]\n",
+      "[('Zelle', 9820), ('Neighbor & dir', 9821, 2)]\n",
+      "[('Zelle', 9821), ('Neighbor & dir', 9822, 2)]\n",
+      "[('Zelle', 9822), ('Neighbor & dir', 9823, 2)]\n",
+      "[('Zelle', 9823), ('Neighbor & dir', 9824, 2)]\n",
+      "[('Zelle', 9824), ('Own', 1)]\n",
+      "[('Zelle', 9825), ('Neighbor & dir', 9826, 2)]\n",
+      "[('Zelle', 9826), ('Neighbor & dir', 9827, 2)]\n",
+      "[('Zelle', 9827), ('Neighbor & dir', 9828, 2)]\n",
+      "[('Zelle', 9828), ('Neighbor & dir', 9829, 2)]\n",
+      "[('Zelle', 9829), ('Neighbor & dir', 9830, 2)]\n",
+      "[('Zelle', 9830), ('Neighbor & dir', 9831, 2)]\n",
+      "[('Zelle', 9831), ('Neighbor & dir', 9832, 2)]\n",
+      "[('Zelle', 9832), ('Neighbor & dir', 9833, 2)]\n",
+      "[('Zelle', 9833), ('Neighbor & dir', 9834, 2)]\n",
+      "[('Zelle', 9834), ('Neighbor & dir', 9835, 2)]\n",
+      "[('Zelle', 9835), ('Neighbor & dir', 9836, 2)]\n",
+      "[('Zelle', 9836), ('Neighbor & dir', 9837, 2)]\n",
+      "[('Zelle', 9837), ('Own', 1)]\n",
+      "[('Zelle', 9838), ('Neighbor & dir', 9839, 2)]\n",
+      "[('Zelle', 9839), ('Neighbor & dir', 9840, 2)]\n",
+      "[('Zelle', 9840), ('Neighbor & dir', 9841, 2)]\n",
+      "[('Zelle', 9841), ('Neighbor & dir', 9842, 2)]\n",
+      "[('Zelle', 9842), ('Neighbor & dir', 9843, 2)]\n",
+      "[('Zelle', 9843), ('Neighbor & dir', 9844, 2)]\n",
+      "[('Zelle', 9844), ('Neighbor & dir', 9845, 2)]\n",
+      "[('Zelle', 9845), ('Neighbor & dir', 9846, 2)]\n",
+      "[('Zelle', 9846), ('Neighbor & dir', 9847, 2)]\n",
+      "[('Zelle', 9847), ('Neighbor & dir', 9848, 2)]\n",
+      "[('Zelle', 9848), ('Neighbor & dir', 9849, 2)]\n",
+      "[('Zelle', 9849), ('Neighbor & dir', 9850, 2)]\n",
+      "[('Zelle', 9850), ('Own', 1)]\n",
+      "[('Zelle', 9851), ('Neighbor & dir', 9852, 2)]\n",
+      "[('Zelle', 9852), ('Neighbor & dir', 9853, 2)]\n",
+      "[('Zelle', 9853), ('Neighbor & dir', 9854, 2)]\n",
+      "[('Zelle', 9854), ('Neighbor & dir', 9855, 2)]\n",
+      "[('Zelle', 9855), ('Neighbor & dir', 9856, 2)]\n",
+      "[('Zelle', 9856), ('Neighbor & dir', 9857, 2)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 9857), ('Neighbor & dir', 9858, 2)]\n",
+      "[('Zelle', 9858), ('Neighbor & dir', 9859, 2)]\n",
+      "[('Zelle', 9859), ('Neighbor & dir', 9860, 2)]\n",
+      "[('Zelle', 9860), ('Neighbor & dir', 9861, 2)]\n",
+      "[('Zelle', 9861), ('Neighbor & dir', 9862, 2)]\n",
+      "[('Zelle', 9862), ('Neighbor & dir', 9863, 2)]\n",
+      "[('Zelle', 9863), ('Own', 1)]\n",
+      "[('Zelle', 9864), ('Neighbor & dir', 9865, 2)]\n",
+      "[('Zelle', 9865), ('Neighbor & dir', 9866, 2)]\n",
+      "[('Zelle', 9866), ('Neighbor & dir', 9867, 2)]\n",
+      "[('Zelle', 9867), ('Neighbor & dir', 9868, 2)]\n",
+      "[('Zelle', 9868), ('Neighbor & dir', 9869, 2)]\n",
+      "[('Zelle', 9869), ('Neighbor & dir', 9870, 2)]\n",
+      "[('Zelle', 9870), ('Neighbor & dir', 9871, 2)]\n",
+      "[('Zelle', 9871), ('Neighbor & dir', 9872, 2)]\n",
+      "[('Zelle', 9872), ('Neighbor & dir', 9873, 2)]\n",
+      "[('Zelle', 9873), ('Neighbor & dir', 9874, 2)]\n",
+      "[('Zelle', 9874), ('Neighbor & dir', 9875, 2)]\n",
+      "[('Zelle', 9875), ('Neighbor & dir', 9876, 2)]\n",
+      "[('Zelle', 9876), ('Own', 1)]\n",
+      "[('Zelle', 9877), ('Neighbor & dir', 9878, 2)]\n",
+      "[('Zelle', 9878), ('Neighbor & dir', 9879, 2)]\n",
+      "[('Zelle', 9879), ('Neighbor & dir', 9880, 2)]\n",
+      "[('Zelle', 9880), ('Neighbor & dir', 9881, 2)]\n",
+      "[('Zelle', 9881), ('Neighbor & dir', 9882, 2)]\n",
+      "[('Zelle', 9882), ('Neighbor & dir', 9883, 2)]\n",
+      "[('Zelle', 9883), ('Neighbor & dir', 9884, 2)]\n",
+      "[('Zelle', 9884), ('Neighbor & dir', 9885, 2)]\n",
+      "[('Zelle', 9885), ('Neighbor & dir', 9886, 2)]\n",
+      "[('Zelle', 9886), ('Neighbor & dir', 9887, 2)]\n",
+      "[('Zelle', 9887), ('Neighbor & dir', 9888, 2)]\n",
+      "[('Zelle', 9888), ('Neighbor & dir', 9889, 2)]\n",
+      "[('Zelle', 9889), ('Own', 1)]\n",
+      "[('Zelle', 9890), ('Neighbor & dir', 9891, 2)]\n",
+      "[('Zelle', 9891), ('Neighbor & dir', 9892, 2)]\n",
+      "[('Zelle', 9892), ('Neighbor & dir', 9893, 2)]\n",
+      "[('Zelle', 9893), ('Neighbor & dir', 9894, 2)]\n",
+      "[('Zelle', 9894), ('Neighbor & dir', 9895, 2)]\n",
+      "[('Zelle', 9895), ('Neighbor & dir', 9896, 2)]\n",
+      "[('Zelle', 9896), ('Neighbor & dir', 9897, 2)]\n",
+      "[('Zelle', 9897), ('Neighbor & dir', 9898, 2)]\n",
+      "[('Zelle', 9898), ('Neighbor & dir', 9899, 2)]\n",
+      "[('Zelle', 9899), ('Neighbor & dir', 9900, 2)]\n",
+      "[('Zelle', 9900), ('Neighbor & dir', 9901, 2)]\n",
+      "[('Zelle', 9901), ('Neighbor & dir', 9902, 2)]\n",
+      "[('Zelle', 9902), ('Own', 1)]\n",
+      "[('Zelle', 9903), ('Neighbor & dir', 9904, 2)]\n",
+      "[('Zelle', 9904), ('Neighbor & dir', 9905, 2)]\n",
+      "[('Zelle', 9905), ('Neighbor & dir', 9906, 2)]\n",
+      "[('Zelle', 9906), ('Neighbor & dir', 9907, 2)]\n",
+      "[('Zelle', 9907), ('Neighbor & dir', 9908, 2)]\n",
+      "[('Zelle', 9908), ('Neighbor & dir', 9909, 2)]\n",
+      "[('Zelle', 9909), ('Neighbor & dir', 9910, 2)]\n",
+      "[('Zelle', 9910), ('Neighbor & dir', 9911, 2)]\n",
+      "[('Zelle', 9911), ('Neighbor & dir', 9912, 2)]\n",
+      "[('Zelle', 9912), ('Neighbor & dir', 9913, 2)]\n",
+      "[('Zelle', 9913), ('Neighbor & dir', 9914, 2)]\n",
+      "[('Zelle', 9914), ('Neighbor & dir', 9915, 2)]\n",
+      "[('Zelle', 9915), ('Own', 1)]\n",
+      "[('Zelle', 9916), ('Neighbor & dir', 9917, 2)]\n",
+      "[('Zelle', 9917), ('Neighbor & dir', 9918, 2)]\n",
+      "[('Zelle', 9918), ('Neighbor & dir', 9919, 2)]\n",
+      "[('Zelle', 9919), ('Neighbor & dir', 9920, 2)]\n",
+      "[('Zelle', 9920), ('Neighbor & dir', 9921, 2)]\n",
+      "[('Zelle', 9921), ('Neighbor & dir', 9922, 2)]\n",
+      "[('Zelle', 9922), ('Neighbor & dir', 9923, 2)]\n",
+      "[('Zelle', 9923), ('Neighbor & dir', 9924, 2)]\n",
+      "[('Zelle', 9924), ('Neighbor & dir', 9925, 2)]\n",
+      "[('Zelle', 9925), ('Neighbor & dir', 9926, 2)]\n",
+      "[('Zelle', 9926), ('Neighbor & dir', 9927, 2)]\n",
+      "[('Zelle', 9927), ('Neighbor & dir', 9928, 2)]\n",
+      "[('Zelle', 9928), ('Own', 1)]\n",
+      "[('Zelle', 9929), ('Neighbor & dir', 9930, 2)]\n",
+      "[('Zelle', 9930), ('Neighbor & dir', 9931, 2)]\n",
+      "[('Zelle', 9931), ('Neighbor & dir', 9932, 2)]\n",
+      "[('Zelle', 9932), ('Neighbor & dir', 9933, 2)]\n",
+      "[('Zelle', 9933), ('Neighbor & dir', 9934, 2)]\n",
+      "[('Zelle', 9934), ('Neighbor & dir', 9935, 2)]\n",
+      "[('Zelle', 9935), ('Neighbor & dir', 9936, 2)]\n",
+      "[('Zelle', 9936), ('Neighbor & dir', 9937, 2)]\n",
+      "[('Zelle', 9937), ('Neighbor & dir', 9938, 2)]\n",
+      "[('Zelle', 9938), ('Neighbor & dir', 9939, 2)]\n",
+      "[('Zelle', 9939), ('Neighbor & dir', 9940, 2)]\n",
+      "[('Zelle', 9940), ('Neighbor & dir', 9941, 2)]\n",
+      "[('Zelle', 9941), ('Own', 1)]\n",
+      "[('Zelle', 9942), ('Neighbor & dir', 9943, 2)]\n",
+      "[('Zelle', 9943), ('Neighbor & dir', 9944, 2)]\n",
+      "[('Zelle', 9944), ('Neighbor & dir', 9945, 2)]\n",
+      "[('Zelle', 9945), ('Neighbor & dir', 9946, 2)]\n",
+      "[('Zelle', 9946), ('Neighbor & dir', 9947, 2)]\n",
+      "[('Zelle', 9947), ('Neighbor & dir', 9948, 2)]\n",
+      "[('Zelle', 9948), ('Neighbor & dir', 9949, 2)]\n",
+      "[('Zelle', 9949), ('Neighbor & dir', 9950, 2)]\n",
+      "[('Zelle', 9950), ('Neighbor & dir', 9951, 2)]\n",
+      "[('Zelle', 9951), ('Neighbor & dir', 9952, 2)]\n",
+      "[('Zelle', 9952), ('Neighbor & dir', 9953, 2)]\n",
+      "[('Zelle', 9953), ('Neighbor & dir', 9954, 2)]\n",
+      "[('Zelle', 9954), ('Own', 1)]\n",
+      "[('Zelle', 9955), ('Neighbor & dir', 9956, 2)]\n",
+      "[('Zelle', 9956), ('Neighbor & dir', 9957, 2)]\n",
+      "[('Zelle', 9957), ('Neighbor & dir', 9958, 2)]\n",
+      "[('Zelle', 9958), ('Neighbor & dir', 9959, 2)]\n",
+      "[('Zelle', 9959), ('Neighbor & dir', 9960, 2)]\n",
+      "[('Zelle', 9960), ('Neighbor & dir', 9961, 2)]\n",
+      "[('Zelle', 9961), ('Neighbor & dir', 9962, 2)]\n",
+      "[('Zelle', 9962), ('Neighbor & dir', 9963, 2)]\n",
+      "[('Zelle', 9963), ('Neighbor & dir', 9964, 2)]\n",
+      "[('Zelle', 9964), ('Neighbor & dir', 9965, 2)]\n",
+      "[('Zelle', 9965), ('Neighbor & dir', 9966, 2)]\n",
+      "[('Zelle', 9966), ('Neighbor & dir', 9967, 2)]\n",
+      "[('Zelle', 9967), ('Own', 1)]\n",
+      "[('Zelle', 9968), ('Neighbor & dir', 9969, 2)]\n",
+      "[('Zelle', 9969), ('Neighbor & dir', 9970, 2)]\n",
+      "[('Zelle', 9970), ('Neighbor & dir', 9971, 2)]\n",
+      "[('Zelle', 9971), ('Neighbor & dir', 9972, 2)]\n",
+      "[('Zelle', 9972), ('Neighbor & dir', 9973, 2)]\n",
+      "[('Zelle', 9973), ('Neighbor & dir', 9974, 2)]\n",
+      "[('Zelle', 9974), ('Neighbor & dir', 9975, 2)]\n",
+      "[('Zelle', 9975), ('Neighbor & dir', 9976, 2)]\n",
+      "[('Zelle', 9976), ('Neighbor & dir', 9977, 2)]\n",
+      "[('Zelle', 9977), ('Neighbor & dir', 9978, 2)]\n",
+      "[('Zelle', 9978), ('Neighbor & dir', 9979, 2)]\n",
+      "[('Zelle', 9979), ('Neighbor & dir', 9980, 2)]\n",
+      "[('Zelle', 9980), ('Own', 1)]\n",
+      "[('Zelle', 9981), ('Neighbor & dir', 9982, 2)]\n",
+      "[('Zelle', 9982), ('Neighbor & dir', 9983, 2)]\n",
+      "[('Zelle', 9983), ('Neighbor & dir', 9984, 2)]\n",
+      "[('Zelle', 9984), ('Neighbor & dir', 9985, 2)]\n",
+      "[('Zelle', 9985), ('Neighbor & dir', 9986, 2)]\n",
+      "[('Zelle', 9986), ('Neighbor & dir', 9987, 2)]\n",
+      "[('Zelle', 9987), ('Neighbor & dir', 9988, 2)]\n",
+      "[('Zelle', 9988), ('Neighbor & dir', 9989, 2)]\n",
+      "[('Zelle', 9989), ('Neighbor & dir', 9990, 2)]\n",
+      "[('Zelle', 9990), ('Neighbor & dir', 9991, 2)]\n",
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+      "[('Zelle', 9995), ('Neighbor & dir', 9996, 2)]\n",
+      "[('Zelle', 9996), ('Neighbor & dir', 9997, 2)]\n",
+      "[('Zelle', 9997), ('Neighbor & dir', 9998, 2)]\n",
+      "[('Zelle', 9998), ('Neighbor & dir', 9999, 2)]\n",
+      "[('Zelle', 9999), ('Neighbor & dir', 10000, 2)]\n",
+      "[('Zelle', 10000), ('Neighbor & dir', 10001, 2)]\n",
+      "[('Zelle', 10001), ('Neighbor & dir', 10002, 2)]\n",
+      "[('Zelle', 10002), ('Neighbor & dir', 10003, 2)]\n",
+      "[('Zelle', 10003), ('Neighbor & dir', 10004, 2)]\n",
+      "[('Zelle', 10004), ('Neighbor & dir', 10005, 2)]\n",
+      "[('Zelle', 10005), ('Neighbor & dir', 10006, 2)]\n",
+      "[('Zelle', 10006), ('Own', 1)]\n",
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+      "[('Zelle', 10008), ('Neighbor & dir', 10009, 2)]\n",
+      "[('Zelle', 10009), ('Neighbor & dir', 10010, 2)]\n",
+      "[('Zelle', 10010), ('Neighbor & dir', 10011, 2)]\n",
+      "[('Zelle', 10011), ('Neighbor & dir', 10012, 2)]\n",
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+      "[('Zelle', 10023), ('Neighbor & dir', 10024, 2)]\n",
+      "[('Zelle', 10024), ('Neighbor & dir', 10025, 2)]\n",
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+      "[('Zelle', 10031), ('Neighbor & dir', 10032, 2)]\n",
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+      "[('Zelle', 10037), ('Neighbor & dir', 10038, 2)]\n",
+      "[('Zelle', 10038), ('Neighbor & dir', 10039, 2)]\n",
+      "[('Zelle', 10039), ('Neighbor & dir', 10040, 2)]\n",
+      "[('Zelle', 10040), ('Neighbor & dir', 10041, 2)]\n",
+      "[('Zelle', 10041), ('Neighbor & dir', 10042, 2)]\n",
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+      "[('Zelle', 10044), ('Neighbor & dir', 10045, 2)]\n",
+      "[('Zelle', 10045), ('Own', 1)]\n",
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+      "[('Zelle', 10047), ('Neighbor & dir', 10048, 2)]\n",
+      "[('Zelle', 10048), ('Neighbor & dir', 10049, 2)]\n",
+      "[('Zelle', 10049), ('Neighbor & dir', 10050, 2)]\n",
+      "[('Zelle', 10050), ('Neighbor & dir', 10051, 2)]\n",
+      "[('Zelle', 10051), ('Neighbor & dir', 10052, 2)]\n",
+      "[('Zelle', 10052), ('Neighbor & dir', 10053, 2)]\n",
+      "[('Zelle', 10053), ('Neighbor & dir', 10054, 2)]\n",
+      "[('Zelle', 10054), ('Neighbor & dir', 10055, 2)]\n",
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+      "[('Zelle', 10056), ('Neighbor & dir', 10057, 2)]\n",
+      "[('Zelle', 10057), ('Neighbor & dir', 10058, 2)]\n",
+      "[('Zelle', 10058), ('Own', 1)]\n",
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+      "[('Zelle', 10060), ('Neighbor & dir', 10061, 2)]\n",
+      "[('Zelle', 10061), ('Neighbor & dir', 10062, 2)]\n",
+      "[('Zelle', 10062), ('Neighbor & dir', 10063, 2)]\n",
+      "[('Zelle', 10063), ('Neighbor & dir', 10064, 2)]\n",
+      "[('Zelle', 10064), ('Neighbor & dir', 10065, 2)]\n",
+      "[('Zelle', 10065), ('Neighbor & dir', 10066, 2)]\n",
+      "[('Zelle', 10066), ('Neighbor & dir', 10067, 2)]\n",
+      "[('Zelle', 10067), ('Neighbor & dir', 10068, 2)]\n",
+      "[('Zelle', 10068), ('Neighbor & dir', 10069, 2)]\n",
+      "[('Zelle', 10069), ('Neighbor & dir', 10070, 2)]\n",
+      "[('Zelle', 10070), ('Neighbor & dir', 10071, 2)]\n",
+      "[('Zelle', 10071), ('Own', 1)]\n",
+      "[('Zelle', 10072), ('Neighbor & dir', 10073, 2)]\n",
+      "[('Zelle', 10073), ('Neighbor & dir', 10074, 2)]\n",
+      "[('Zelle', 10074), ('Neighbor & dir', 10075, 2)]\n",
+      "[('Zelle', 10075), ('Neighbor & dir', 10076, 2)]\n",
+      "[('Zelle', 10076), ('Neighbor & dir', 10077, 2)]\n",
+      "[('Zelle', 10077), ('Neighbor & dir', 10078, 2)]\n",
+      "[('Zelle', 10078), ('Neighbor & dir', 10079, 2)]\n",
+      "[('Zelle', 10079), ('Neighbor & dir', 10080, 2)]\n",
+      "[('Zelle', 10080), ('Neighbor & dir', 10081, 2)]\n",
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+      "[('Zelle', 11143), ('Neighbor & dir', 11144, 2)]\n",
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+      "[('Zelle', 11148), ('Neighbor & dir', 11149, 2)]\n",
+      "[('Zelle', 11149), ('Neighbor & dir', 11150, 2)]\n",
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+      "[('Zelle', 11168), ('Neighbor & dir', 11169, 2)]\n",
+      "[('Zelle', 11169), ('Neighbor & dir', 11170, 2)]\n",
+      "[('Zelle', 11170), ('Neighbor & dir', 11171, 2)]\n",
+      "[('Zelle', 11171), ('Neighbor & dir', 11172, 2)]\n",
+      "[('Zelle', 11172), ('Neighbor & dir', 11173, 2)]\n",
+      "[('Zelle', 11173), ('Neighbor & dir', 11174, 2)]\n",
+      "[('Zelle', 11174), ('Neighbor & dir', 11175, 2)]\n",
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+      "[('Zelle', 11188), ('Neighbor & dir', 11189, 2)]\n",
+      "[('Zelle', 11189), ('Own', 1)]\n",
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+      "[('Zelle', 11209), ('Neighbor & dir', 11210, 2)]\n",
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+      "[('Zelle', 11211), ('Neighbor & dir', 11212, 2)]\n",
+      "[('Zelle', 11212), ('Neighbor & dir', 11213, 2)]\n",
+      "[('Zelle', 11213), ('Neighbor & dir', 11214, 2)]\n",
+      "[('Zelle', 11214), ('Neighbor & dir', 11215, 2)]\n",
+      "[('Zelle', 11215), ('Own', 1)]\n",
+      "[('Zelle', 11216), ('Neighbor & dir', 11217, 2)]\n",
+      "[('Zelle', 11217), ('Neighbor & dir', 11218, 2)]\n",
+      "[('Zelle', 11218), ('Neighbor & dir', 11219, 2)]\n",
+      "[('Zelle', 11219), ('Neighbor & dir', 11220, 2)]\n",
+      "[('Zelle', 11220), ('Neighbor & dir', 11221, 2)]\n",
+      "[('Zelle', 11221), ('Neighbor & dir', 11222, 2)]\n",
+      "[('Zelle', 11222), ('Neighbor & dir', 11223, 2)]\n",
+      "[('Zelle', 11223), ('Neighbor & dir', 11224, 2)]\n",
+      "[('Zelle', 11224), ('Neighbor & dir', 11225, 2)]\n",
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+      "[('Zelle', 11226), ('Neighbor & dir', 11227, 2)]\n",
+      "[('Zelle', 11227), ('Neighbor & dir', 11228, 2)]\n",
+      "[('Zelle', 11228), ('Own', 1)]\n",
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+      "[('Zelle', 11230), ('Neighbor & dir', 11231, 2)]\n",
+      "[('Zelle', 11231), ('Neighbor & dir', 11232, 2)]\n",
+      "[('Zelle', 11232), ('Neighbor & dir', 11233, 2)]\n",
+      "[('Zelle', 11233), ('Neighbor & dir', 11234, 2)]\n",
+      "[('Zelle', 11234), ('Neighbor & dir', 11235, 2)]\n",
+      "[('Zelle', 11235), ('Neighbor & dir', 11236, 2)]\n",
+      "[('Zelle', 11236), ('Neighbor & dir', 11237, 2)]\n",
+      "[('Zelle', 11237), ('Neighbor & dir', 11238, 2)]\n",
+      "[('Zelle', 11238), ('Neighbor & dir', 11239, 2)]\n",
+      "[('Zelle', 11239), ('Neighbor & dir', 11240, 2)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 11240), ('Neighbor & dir', 11241, 2)]\n",
+      "[('Zelle', 11241), ('Own', 1)]\n",
+      "[('Zelle', 11242), ('Neighbor & dir', 11243, 2)]\n",
+      "[('Zelle', 11243), ('Neighbor & dir', 11244, 2)]\n",
+      "[('Zelle', 11244), ('Neighbor & dir', 11245, 2)]\n",
+      "[('Zelle', 11245), ('Neighbor & dir', 11246, 2)]\n",
+      "[('Zelle', 11246), ('Neighbor & dir', 11247, 2)]\n",
+      "[('Zelle', 11247), ('Neighbor & dir', 11248, 2)]\n",
+      "[('Zelle', 11248), ('Neighbor & dir', 11249, 2)]\n",
+      "[('Zelle', 11249), ('Neighbor & dir', 11250, 2)]\n",
+      "[('Zelle', 11250), ('Neighbor & dir', 11251, 2)]\n",
+      "[('Zelle', 11251), ('Neighbor & dir', 11252, 2)]\n",
+      "[('Zelle', 11252), ('Neighbor & dir', 11253, 2)]\n",
+      "[('Zelle', 11253), ('Neighbor & dir', 11254, 2)]\n",
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+      "[('Zelle', 11256), ('Neighbor & dir', 11257, 2)]\n",
+      "[('Zelle', 11257), ('Neighbor & dir', 11258, 2)]\n",
+      "[('Zelle', 11258), ('Neighbor & dir', 11259, 2)]\n",
+      "[('Zelle', 11259), ('Neighbor & dir', 11260, 2)]\n",
+      "[('Zelle', 11260), ('Neighbor & dir', 11261, 2)]\n",
+      "[('Zelle', 11261), ('Neighbor & dir', 11262, 2)]\n",
+      "[('Zelle', 11262), ('Neighbor & dir', 11263, 2)]\n",
+      "[('Zelle', 11263), ('Neighbor & dir', 11264, 2)]\n",
+      "[('Zelle', 11264), ('Neighbor & dir', 11265, 2)]\n",
+      "[('Zelle', 11265), ('Neighbor & dir', 11266, 2)]\n",
+      "[('Zelle', 11266), ('Neighbor & dir', 11267, 2)]\n",
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+      "[('Zelle', 11276), ('Neighbor & dir', 11277, 2)]\n",
+      "[('Zelle', 11277), ('Neighbor & dir', 11278, 2)]\n",
+      "[('Zelle', 11278), ('Neighbor & dir', 11279, 2)]\n",
+      "[('Zelle', 11279), ('Neighbor & dir', 11280, 2)]\n",
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+      "[('Zelle', 11283), ('Neighbor & dir', 11284, 2)]\n",
+      "[('Zelle', 11284), ('Neighbor & dir', 11285, 2)]\n",
+      "[('Zelle', 11285), ('Neighbor & dir', 11286, 2)]\n",
+      "[('Zelle', 11286), ('Neighbor & dir', 11287, 2)]\n",
+      "[('Zelle', 11287), ('Neighbor & dir', 11288, 2)]\n",
+      "[('Zelle', 11288), ('Neighbor & dir', 11289, 2)]\n",
+      "[('Zelle', 11289), ('Neighbor & dir', 11290, 2)]\n",
+      "[('Zelle', 11290), ('Neighbor & dir', 11291, 2)]\n",
+      "[('Zelle', 11291), ('Neighbor & dir', 11292, 2)]\n",
+      "[('Zelle', 11292), ('Neighbor & dir', 11293, 2)]\n",
+      "[('Zelle', 11293), ('Own', 1)]\n",
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+      "[('Zelle', 11295), ('Neighbor & dir', 11296, 2)]\n",
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+      "[('Zelle', 11297), ('Neighbor & dir', 11298, 2)]\n",
+      "[('Zelle', 11298), ('Neighbor & dir', 11299, 2)]\n",
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+      "[('Zelle', 11318), ('Neighbor & dir', 11319, 2)]\n",
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+      "[('Zelle', 11334), ('Neighbor & dir', 11335, 2)]\n",
+      "[('Zelle', 11335), ('Neighbor & dir', 11336, 2)]\n",
+      "[('Zelle', 11336), ('Neighbor & dir', 11337, 2)]\n",
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+      "[('Zelle', 11341), ('Neighbor & dir', 11342, 2)]\n",
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+      "[('Zelle', 11348), ('Neighbor & dir', 11349, 2)]\n",
+      "[('Zelle', 11349), ('Neighbor & dir', 11350, 2)]\n",
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+      "[('Zelle', 12625), ('Neighbor & dir', 12626, 2)]\n",
+      "[('Zelle', 12626), ('Neighbor & dir', 12627, 2)]\n",
+      "[('Zelle', 12627), ('Neighbor & dir', 12628, 2)]\n",
+      "[('Zelle', 12628), ('Neighbor & dir', 12629, 2)]\n",
+      "[('Zelle', 12629), ('Neighbor & dir', 12630, 2)]\n",
+      "[('Zelle', 12630), ('Neighbor & dir', 12631, 2)]\n",
+      "[('Zelle', 12631), ('Neighbor & dir', 12632, 2)]\n",
+      "[('Zelle', 12632), ('Own', 1)]\n",
+      "[('Zelle', 12633), ('Neighbor & dir', 12634, 2)]\n",
+      "[('Zelle', 12634), ('Neighbor & dir', 12635, 2)]\n",
+      "[('Zelle', 12635), ('Neighbor & dir', 12636, 2)]\n",
+      "[('Zelle', 12636), ('Neighbor & dir', 12637, 2)]\n",
+      "[('Zelle', 12637), ('Neighbor & dir', 12638, 2)]\n",
+      "[('Zelle', 12638), ('Neighbor & dir', 12639, 2)]\n",
+      "[('Zelle', 12639), ('Neighbor & dir', 12640, 2)]\n",
+      "[('Zelle', 12640), ('Neighbor & dir', 12641, 2)]\n",
+      "[('Zelle', 12641), ('Neighbor & dir', 12642, 2)]\n",
+      "[('Zelle', 12642), ('Neighbor & dir', 12643, 2)]\n",
+      "[('Zelle', 12643), ('Neighbor & dir', 12644, 2)]\n",
+      "[('Zelle', 12644), ('Neighbor & dir', 12645, 2)]\n",
+      "[('Zelle', 12645), ('Own', 1)]\n",
+      "[('Zelle', 12646), ('Neighbor & dir', 12647, 2)]\n",
+      "[('Zelle', 12647), ('Neighbor & dir', 12648, 2)]\n",
+      "[('Zelle', 12648), ('Neighbor & dir', 12649, 2)]\n",
+      "[('Zelle', 12649), ('Neighbor & dir', 12650, 2)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 12650), ('Neighbor & dir', 12651, 2)]\n",
+      "[('Zelle', 12651), ('Neighbor & dir', 12652, 2)]\n",
+      "[('Zelle', 12652), ('Neighbor & dir', 12653, 2)]\n",
+      "[('Zelle', 12653), ('Neighbor & dir', 12654, 2)]\n",
+      "[('Zelle', 12654), ('Neighbor & dir', 12655, 2)]\n",
+      "[('Zelle', 12655), ('Neighbor & dir', 12656, 2)]\n",
+      "[('Zelle', 12656), ('Neighbor & dir', 12657, 2)]\n",
+      "[('Zelle', 12657), ('Neighbor & dir', 12658, 2)]\n",
+      "[('Zelle', 12658), ('Own', 1)]\n",
+      "[('Zelle', 12659), ('Neighbor & dir', 12660, 2)]\n",
+      "[('Zelle', 12660), ('Neighbor & dir', 12661, 2)]\n",
+      "[('Zelle', 12661), ('Neighbor & dir', 12662, 2)]\n",
+      "[('Zelle', 12662), ('Neighbor & dir', 12663, 2)]\n",
+      "[('Zelle', 12663), ('Neighbor & dir', 12664, 2)]\n",
+      "[('Zelle', 12664), ('Neighbor & dir', 12665, 2)]\n",
+      "[('Zelle', 12665), ('Neighbor & dir', 12666, 2)]\n",
+      "[('Zelle', 12666), ('Neighbor & dir', 12667, 2)]\n",
+      "[('Zelle', 12667), ('Neighbor & dir', 12668, 2)]\n",
+      "[('Zelle', 12668), ('Neighbor & dir', 12669, 2)]\n",
+      "[('Zelle', 12669), ('Neighbor & dir', 12670, 2)]\n",
+      "[('Zelle', 12670), ('Neighbor & dir', 12671, 2)]\n",
+      "[('Zelle', 12671), ('Own', 1)]\n",
+      "[('Zelle', 12672), ('Neighbor & dir', 12673, 2)]\n",
+      "[('Zelle', 12673), ('Neighbor & dir', 12674, 2)]\n",
+      "[('Zelle', 12674), ('Neighbor & dir', 12675, 2)]\n",
+      "[('Zelle', 12675), ('Neighbor & dir', 12676, 2)]\n",
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+      "[('Zelle', 12681), ('Neighbor & dir', 12682, 2)]\n",
+      "[('Zelle', 12682), ('Neighbor & dir', 12683, 2)]\n",
+      "[('Zelle', 12683), ('Neighbor & dir', 12684, 2)]\n",
+      "[('Zelle', 12684), ('Own', 1)]\n",
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+      "[('Zelle', 12686), ('Neighbor & dir', 12687, 2)]\n",
+      "[('Zelle', 12687), ('Neighbor & dir', 12688, 2)]\n",
+      "[('Zelle', 12688), ('Neighbor & dir', 12689, 2)]\n",
+      "[('Zelle', 12689), ('Neighbor & dir', 12690, 2)]\n",
+      "[('Zelle', 12690), ('Neighbor & dir', 12691, 2)]\n",
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+      "[('Zelle', 12701), ('Neighbor & dir', 12702, 2)]\n",
+      "[('Zelle', 12702), ('Neighbor & dir', 12703, 2)]\n",
+      "[('Zelle', 12703), ('Neighbor & dir', 12704, 2)]\n",
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+      "[('Zelle', 12716), ('Neighbor & dir', 12717, 2)]\n",
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+      "[('Zelle', 12728), ('Neighbor & dir', 12729, 2)]\n",
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+      "[('Zelle', 12730), ('Neighbor & dir', 12731, 2)]\n",
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+      "[('Zelle', 12732), ('Neighbor & dir', 12733, 2)]\n",
+      "[('Zelle', 12733), ('Neighbor & dir', 12734, 2)]\n",
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+      "[('Zelle', 12735), ('Neighbor & dir', 12736, 2)]\n",
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+      "[('Zelle', 12738), ('Neighbor & dir', 12739, 2)]\n",
+      "[('Zelle', 12739), ('Neighbor & dir', 12740, 2)]\n",
+      "[('Zelle', 12740), ('Neighbor & dir', 12741, 2)]\n",
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+      "[('Zelle', 12745), ('Neighbor & dir', 12746, 2)]\n",
+      "[('Zelle', 12746), ('Neighbor & dir', 12747, 2)]\n",
+      "[('Zelle', 12747), ('Neighbor & dir', 12748, 2)]\n",
+      "[('Zelle', 12748), ('Neighbor & dir', 12749, 2)]\n",
+      "[('Zelle', 12749), ('Own', 1)]\n",
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+      "[('Zelle', 12751), ('Neighbor & dir', 12752, 2)]\n",
+      "[('Zelle', 12752), ('Neighbor & dir', 12753, 2)]\n",
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+      "[('Zelle', 13911), ('Neighbor & dir', 13912, 2)]\n",
+      "[('Zelle', 13912), ('Neighbor & dir', 13913, 2)]\n",
+      "[('Zelle', 13913), ('Neighbor & dir', 13914, 2)]\n",
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+      "[('Zelle', 13929), ('Neighbor & dir', 13930, 2)]\n",
+      "[('Zelle', 13930), ('Neighbor & dir', 13931, 2)]\n",
+      "[('Zelle', 13931), ('Neighbor & dir', 13932, 2)]\n",
+      "[('Zelle', 13932), ('Neighbor & dir', 13933, 2)]\n",
+      "[('Zelle', 13933), ('Neighbor & dir', 13934, 2)]\n",
+      "[('Zelle', 13934), ('Neighbor & dir', 13935, 2)]\n",
+      "[('Zelle', 13935), ('Neighbor & dir', 13936, 2)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 13937), ('Neighbor & dir', 13938, 2)]\n",
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+      "[('Zelle', 15386), ('Neighbor & dir', 15387, 2)]\n",
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+      "[('Zelle', 15389), ('Neighbor & dir', 15390, 2)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 15393), ('Neighbor & dir', 15394, 2)]\n",
+      "[('Zelle', 15394), ('Neighbor & dir', 15395, 2)]\n",
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+      "[('Zelle', 16701), ('Neighbor & dir', 16702, 2)]\n",
+      "[('Zelle', 16702), ('Neighbor & dir', 16703, 2)]\n",
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+      "[('Zelle', 16706), ('Neighbor & dir', 16707, 2)]\n",
+      "[('Zelle', 16707), ('Neighbor & dir', 16708, 2)]\n",
+      "[('Zelle', 16708), ('Neighbor & dir', 16709, 2)]\n",
+      "[('Zelle', 16709), ('Neighbor & dir', 16710, 2)]\n",
+      "[('Zelle', 16710), ('Neighbor & dir', 16711, 2)]\n",
+      "[('Zelle', 16711), ('Neighbor & dir', 16712, 2)]\n",
+      "[('Zelle', 16712), ('Neighbor & dir', 16713, 2)]\n",
+      "[('Zelle', 16713), ('Neighbor & dir', 16714, 2)]\n",
+      "[('Zelle', 16714), ('Neighbor & dir', 16715, 2)]\n",
+      "[('Zelle', 16715), ('Neighbor & dir', 16716, 2)]\n",
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+      "[('Zelle', 16721), ('Neighbor & dir', 16722, 2)]\n",
+      "[('Zelle', 16722), ('Neighbor & dir', 16723, 2)]\n",
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+      "[('Zelle', 16725), ('Neighbor & dir', 16726, 2)]\n",
+      "[('Zelle', 16726), ('Neighbor & dir', 16727, 2)]\n",
+      "[('Zelle', 16727), ('Neighbor & dir', 16728, 2)]\n",
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+      "[('Zelle', 16738), ('Neighbor & dir', 16739, 2)]\n",
+      "[('Zelle', 16739), ('Neighbor & dir', 16740, 2)]\n",
+      "[('Zelle', 16740), ('Neighbor & dir', 16741, 2)]\n",
+      "[('Zelle', 16741), ('Neighbor & dir', 16742, 2)]\n",
+      "[('Zelle', 16742), ('Neighbor & dir', 16743, 2)]\n",
+      "[('Zelle', 16743), ('Neighbor & dir', 16744, 2)]\n",
+      "[('Zelle', 16744), ('Neighbor & dir', 16745, 2)]\n",
+      "[('Zelle', 16745), ('Neighbor & dir', 16746, 2)]\n",
+      "[('Zelle', 16746), ('Neighbor & dir', 16747, 2)]\n",
+      "[('Zelle', 16747), ('Neighbor & dir', 16748, 2)]\n",
+      "[('Zelle', 16748), ('Neighbor & dir', 16749, 2)]\n",
+      "[('Zelle', 16749), ('Neighbor & dir', 16750, 2)]\n",
+      "[('Zelle', 16750), ('Neighbor & dir', 16751, 2)]\n",
+      "[('Zelle', 16751), ('Neighbor & dir', 16752, 2)]\n",
+      "[('Zelle', 16752), ('Neighbor & dir', 16753, 2)]\n",
+      "[('Zelle', 16753), ('Neighbor & dir', 16754, 2)]\n",
+      "[('Zelle', 16754), ('Neighbor & dir', 16755, 2)]\n",
+      "[('Zelle', 16755), ('Neighbor & dir', 16756, 2)]\n",
+      "[('Zelle', 16756), ('Neighbor & dir', 16757, 2)]\n",
+      "[('Zelle', 16757), ('Neighbor & dir', 16758, 2)]\n",
+      "[('Zelle', 16758), ('Neighbor & dir', 16759, 2)]\n",
+      "[('Zelle', 16759), ('Neighbor & dir', 16760, 2)]\n",
+      "[('Zelle', 16760), ('Neighbor & dir', 16761, 2)]\n",
+      "[('Zelle', 16761), ('Neighbor & dir', 16762, 2)]\n",
+      "[('Zelle', 16762), ('Neighbor & dir', 16763, 2)]\n",
+      "[('Zelle', 16763), ('Neighbor & dir', 16764, 2)]\n",
+      "[('Zelle', 16764), ('Neighbor & dir', 16765, 2)]\n",
+      "[('Zelle', 16765), ('Neighbor & dir', 16766, 2)]\n",
+      "[('Zelle', 16766), ('Neighbor & dir', 16767, 2)]\n",
+      "[('Zelle', 16767), ('Neighbor & dir', 16768, 2)]\n",
+      "[('Zelle', 16768), ('Neighbor & dir', 16769, 2)]\n",
+      "[('Zelle', 16769), ('Neighbor & dir', 16770, 2)]\n",
+      "[('Zelle', 16770), ('Neighbor & dir', 16771, 2)]\n",
+      "[('Zelle', 16771), ('Neighbor & dir', 16772, 2)]\n",
+      "[('Zelle', 16772), ('Neighbor & dir', 16773, 2)]\n",
+      "[('Zelle', 16773), ('Neighbor & dir', 16774, 2)]\n",
+      "[('Zelle', 16774), ('Neighbor & dir', 16775, 2)]\n",
+      "[('Zelle', 16775), ('Neighbor & dir', 16776, 2)]\n",
+      "[('Zelle', 16776), ('Neighbor & dir', 16777, 2)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 16777), ('Neighbor & dir', 16778, 2)]\n",
+      "[('Zelle', 16778), ('Neighbor & dir', 16779, 2)]\n",
+      "[('Zelle', 16779), ('Neighbor & dir', 16780, 2)]\n",
+      "[('Zelle', 16780), ('Neighbor & dir', 16781, 2)]\n",
+      "[('Zelle', 16781), ('Neighbor & dir', 16782, 2)]\n",
+      "[('Zelle', 16782), ('Neighbor & dir', 16783, 2)]\n",
+      "[('Zelle', 16783), ('Neighbor & dir', 16784, 2)]\n",
+      "[('Zelle', 16784), ('Neighbor & dir', 16785, 2)]\n",
+      "[('Zelle', 16785), ('Neighbor & dir', 16786, 2)]\n",
+      "[('Zelle', 16786), ('Neighbor & dir', 16787, 2)]\n",
+      "[('Zelle', 16787), ('Own', 1)]\n",
+      "[('Zelle', 16788), ('Neighbor & dir', 16789, 2)]\n",
+      "[('Zelle', 16789), ('Neighbor & dir', 16790, 2)]\n",
+      "[('Zelle', 16790), ('Neighbor & dir', 16791, 2)]\n",
+      "[('Zelle', 16791), ('Neighbor & dir', 16792, 2)]\n",
+      "[('Zelle', 16792), ('Neighbor & dir', 16793, 2)]\n",
+      "[('Zelle', 16793), ('Neighbor & dir', 16794, 2)]\n",
+      "[('Zelle', 16794), ('Neighbor & dir', 16795, 2)]\n",
+      "[('Zelle', 16795), ('Neighbor & dir', 16796, 2)]\n",
+      "[('Zelle', 16796), ('Neighbor & dir', 16797, 2)]\n",
+      "[('Zelle', 16797), ('Neighbor & dir', 16798, 2)]\n",
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+      "[('Zelle', 16800), ('Neighbor & dir', 16801, 2)]\n",
+      "[('Zelle', 16801), ('Neighbor & dir', 16802, 2)]\n",
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+      "[('Zelle', 16815), ('Neighbor & dir', 16816, 2)]\n",
+      "[('Zelle', 16816), ('Neighbor & dir', 16817, 2)]\n",
+      "[('Zelle', 16817), ('Neighbor & dir', 16818, 2)]\n",
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+      "[('Zelle', 16824), ('Neighbor & dir', 16825, 2)]\n",
+      "[('Zelle', 16825), ('Neighbor & dir', 16826, 2)]\n",
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+      "[('Zelle', 16828), ('Neighbor & dir', 16829, 2)]\n",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 18571), ('Neighbor & dir', 18572, 2)]\n",
+      "[('Zelle', 18572), ('Neighbor & dir', 18573, 2)]\n",
+      "[('Zelle', 18573), ('Neighbor & dir', 18574, 2)]\n",
+      "[('Zelle', 18574), ('Neighbor & dir', 18575, 2)]\n",
+      "[('Zelle', 18575), ('Neighbor & dir', 18576, 2)]\n",
+      "[('Zelle', 18576), ('Neighbor & dir', 18577, 2)]\n",
+      "[('Zelle', 18577), ('Neighbor & dir', 18578, 2)]\n",
+      "[('Zelle', 18578), ('Neighbor & dir', 18579, 2)]\n",
+      "[('Zelle', 18579), ('Neighbor & dir', 18580, 2)]\n",
+      "[('Zelle', 18580), ('Neighbor & dir', 18581, 2)]\n",
+      "[('Zelle', 18581), ('Neighbor & dir', 18582, 2)]\n",
+      "[('Zelle', 18582), ('Neighbor & dir', 18583, 2)]\n",
+      "[('Zelle', 18583), ('Neighbor & dir', 18584, 2)]\n",
+      "[('Zelle', 18584), ('Neighbor & dir', 18585, 2)]\n",
+      "[('Zelle', 18585), ('Neighbor & dir', 18586, 2)]\n",
+      "[('Zelle', 18586), ('Neighbor & dir', 18587, 2)]\n",
+      "[('Zelle', 18587), ('Own', 1)]\n",
+      "[('Zelle', 18588), ('Neighbor & dir', 18589, 2)]\n",
+      "[('Zelle', 18589), ('Neighbor & dir', 18590, 2)]\n",
+      "[('Zelle', 18590), ('Neighbor & dir', 18591, 2)]\n",
+      "[('Zelle', 18591), ('Neighbor & dir', 18592, 2)]\n",
+      "[('Zelle', 18592), ('Neighbor & dir', 18593, 2)]\n",
+      "[('Zelle', 18593), ('Neighbor & dir', 18594, 2)]\n",
+      "[('Zelle', 18594), ('Neighbor & dir', 18595, 2)]\n",
+      "[('Zelle', 18595), ('Neighbor & dir', 18596, 2)]\n",
+      "[('Zelle', 18596), ('Neighbor & dir', 18597, 2)]\n",
+      "[('Zelle', 18597), ('Neighbor & dir', 18598, 2)]\n",
+      "[('Zelle', 18598), ('Neighbor & dir', 18599, 2)]\n",
+      "[('Zelle', 18599), ('Neighbor & dir', 18600, 2)]\n",
+      "[('Zelle', 18600), ('Neighbor & dir', 18601, 2)]\n",
+      "[('Zelle', 18601), ('Neighbor & dir', 18602, 2)]\n",
+      "[('Zelle', 18602), ('Neighbor & dir', 18603, 2)]\n",
+      "[('Zelle', 18603), ('Neighbor & dir', 18604, 2)]\n",
+      "[('Zelle', 18604), ('Neighbor & dir', 18605, 2)]\n",
+      "[('Zelle', 18605), ('Neighbor & dir', 18606, 2)]\n",
+      "[('Zelle', 18606), ('Neighbor & dir', 18607, 2)]\n",
+      "[('Zelle', 18607), ('Neighbor & dir', 18608, 2)]\n",
+      "[('Zelle', 18608), ('Neighbor & dir', 18609, 2)]\n",
+      "[('Zelle', 18609), ('Neighbor & dir', 18610, 2)]\n",
+      "[('Zelle', 18610), ('Neighbor & dir', 18611, 2)]\n",
+      "[('Zelle', 18611), ('Neighbor & dir', 18612, 2)]\n",
+      "[('Zelle', 18612), ('Neighbor & dir', 18613, 2)]\n",
+      "[('Zelle', 18613), ('Neighbor & dir', 18614, 2)]\n",
+      "[('Zelle', 18614), ('Neighbor & dir', 18615, 2)]\n",
+      "[('Zelle', 18615), ('Neighbor & dir', 18616, 2)]\n",
+      "[('Zelle', 18616), ('Neighbor & dir', 18617, 2)]\n",
+      "[('Zelle', 18617), ('Neighbor & dir', 18618, 2)]\n",
+      "[('Zelle', 18618), ('Neighbor & dir', 18619, 2)]\n",
+      "[('Zelle', 18619), ('Neighbor & dir', 18620, 2)]\n",
+      "[('Zelle', 18620), ('Neighbor & dir', 18621, 2)]\n",
+      "[('Zelle', 18621), ('Neighbor & dir', 18622, 2)]\n",
+      "[('Zelle', 18622), ('Neighbor & dir', 18623, 2)]\n",
+      "[('Zelle', 18623), ('Neighbor & dir', 18624, 2)]\n",
+      "[('Zelle', 18624), ('Neighbor & dir', 18625, 2)]\n",
+      "[('Zelle', 18625), ('Neighbor & dir', 18626, 2)]\n",
+      "[('Zelle', 18626), ('Neighbor & dir', 18627, 2)]\n",
+      "[('Zelle', 18627), ('Neighbor & dir', 18628, 2)]\n",
+      "[('Zelle', 18628), ('Neighbor & dir', 18629, 2)]\n",
+      "[('Zelle', 18629), ('Neighbor & dir', 18630, 2)]\n",
+      "[('Zelle', 18630), ('Neighbor & dir', 18631, 2)]\n",
+      "[('Zelle', 18631), ('Neighbor & dir', 18632, 2)]\n",
+      "[('Zelle', 18632), ('Neighbor & dir', 18633, 2)]\n",
+      "[('Zelle', 18633), ('Neighbor & dir', 18634, 2)]\n",
+      "[('Zelle', 18634), ('Neighbor & dir', 18635, 2)]\n",
+      "[('Zelle', 18635), ('Neighbor & dir', 18636, 2)]\n",
+      "[('Zelle', 18636), ('Neighbor & dir', 18637, 2)]\n",
+      "[('Zelle', 18637), ('Neighbor & dir', 18638, 2)]\n",
+      "[('Zelle', 18638), ('Neighbor & dir', 18639, 2)]\n",
+      "[('Zelle', 18639), ('Neighbor & dir', 18640, 2)]\n",
+      "[('Zelle', 18640), ('Neighbor & dir', 18641, 2)]\n",
+      "[('Zelle', 18641), ('Neighbor & dir', 18642, 2)]\n",
+      "[('Zelle', 18642), ('Neighbor & dir', 18643, 2)]\n",
+      "[('Zelle', 18643), ('Neighbor & dir', 18644, 2)]\n",
+      "[('Zelle', 18644), ('Neighbor & dir', 18645, 2)]\n",
+      "[('Zelle', 18645), ('Neighbor & dir', 18646, 2)]\n",
+      "[('Zelle', 18646), ('Neighbor & dir', 18647, 2)]\n",
+      "[('Zelle', 18647), ('Neighbor & dir', 18648, 2)]\n",
+      "[('Zelle', 18648), ('Neighbor & dir', 18649, 2)]\n",
+      "[('Zelle', 18649), ('Neighbor & dir', 18650, 2)]\n",
+      "[('Zelle', 18650), ('Neighbor & dir', 18651, 2)]\n",
+      "[('Zelle', 18651), ('Neighbor & dir', 18652, 2)]\n",
+      "[('Zelle', 18652), ('Neighbor & dir', 18653, 2)]\n",
+      "[('Zelle', 18653), ('Neighbor & dir', 18654, 2)]\n",
+      "[('Zelle', 18654), ('Neighbor & dir', 18655, 2)]\n",
+      "[('Zelle', 18655), ('Neighbor & dir', 18656, 2)]\n",
+      "[('Zelle', 18656), ('Neighbor & dir', 18657, 2)]\n",
+      "[('Zelle', 18657), ('Neighbor & dir', 18658, 2)]\n",
+      "[('Zelle', 18658), ('Neighbor & dir', 18659, 2)]\n",
+      "[('Zelle', 18659), ('Neighbor & dir', 18660, 2)]\n",
+      "[('Zelle', 18660), ('Neighbor & dir', 18661, 2)]\n",
+      "[('Zelle', 18661), ('Neighbor & dir', 18662, 2)]\n",
+      "[('Zelle', 18662), ('Neighbor & dir', 18663, 2)]\n",
+      "[('Zelle', 18663), ('Neighbor & dir', 18664, 2)]\n",
+      "[('Zelle', 18664), ('Neighbor & dir', 18665, 2)]\n",
+      "[('Zelle', 18665), ('Neighbor & dir', 18666, 2)]\n",
+      "[('Zelle', 18666), ('Neighbor & dir', 18667, 2)]\n",
+      "[('Zelle', 18667), ('Neighbor & dir', 18668, 2)]\n",
+      "[('Zelle', 18668), ('Neighbor & dir', 18669, 2)]\n",
+      "[('Zelle', 18669), ('Neighbor & dir', 18670, 2)]\n",
+      "[('Zelle', 18670), ('Neighbor & dir', 18671, 2)]\n",
+      "[('Zelle', 18671), ('Neighbor & dir', 18672, 2)]\n",
+      "[('Zelle', 18672), ('Neighbor & dir', 18673, 2)]\n",
+      "[('Zelle', 18673), ('Neighbor & dir', 18674, 2)]\n",
+      "[('Zelle', 18674), ('Neighbor & dir', 18675, 2)]\n",
+      "[('Zelle', 18675), ('Neighbor & dir', 18676, 2)]\n",
+      "[('Zelle', 18676), ('Neighbor & dir', 18677, 2)]\n",
+      "[('Zelle', 18677), ('Neighbor & dir', 18678, 2)]\n",
+      "[('Zelle', 18678), ('Neighbor & dir', 18679, 2)]\n",
+      "[('Zelle', 18679), ('Neighbor & dir', 18680, 2)]\n",
+      "[('Zelle', 18680), ('Neighbor & dir', 18681, 2)]\n",
+      "[('Zelle', 18681), ('Neighbor & dir', 18682, 2)]\n",
+      "[('Zelle', 18682), ('Neighbor & dir', 18683, 2)]\n",
+      "[('Zelle', 18683), ('Neighbor & dir', 18684, 2)]\n",
+      "[('Zelle', 18684), ('Neighbor & dir', 18685, 2)]\n",
+      "[('Zelle', 18685), ('Neighbor & dir', 18686, 2)]\n",
+      "[('Zelle', 18686), ('Neighbor & dir', 18687, 2)]\n",
+      "[('Zelle', 18687), ('Own', 1)]\n",
+      "Direction: 3 (-1, 0)\n",
+      "[('Zelle', 0), ('Neighbor & dir', 100, 3)]\n",
+      "[('Zelle', 1), ('Neighbor & dir', 101, 3)]\n",
+      "[('Zelle', 2), ('Neighbor & dir', 102, 3)]\n",
+      "[('Zelle', 3), ('Neighbor & dir', 103, 3)]\n",
+      "[('Zelle', 4), ('Neighbor & dir', 104, 3)]\n",
+      "[('Zelle', 5), ('Neighbor & dir', 105, 3)]\n",
+      "[('Zelle', 6), ('Neighbor & dir', 106, 3)]\n",
+      "[('Zelle', 7), ('Neighbor & dir', 107, 3)]\n",
+      "[('Zelle', 8), ('Neighbor & dir', 108, 3)]\n",
+      "[('Zelle', 9), ('Neighbor & dir', 109, 3)]\n",
+      "[('Zelle', 10), ('Neighbor & dir', 110, 3)]\n",
+      "[('Zelle', 11), ('Neighbor & dir', 111, 3)]\n",
+      "[('Zelle', 12), ('Neighbor & dir', 112, 3)]\n",
+      "[('Zelle', 13), ('Neighbor & dir', 113, 3)]\n",
+      "[('Zelle', 14), ('Neighbor & dir', 114, 3)]\n",
+      "[('Zelle', 15), ('Neighbor & dir', 115, 3)]\n",
+      "[('Zelle', 16), ('Neighbor & dir', 116, 3)]\n",
+      "[('Zelle', 17), ('Neighbor & dir', 117, 3)]\n",
+      "[('Zelle', 18), ('Neighbor & dir', 118, 3)]\n",
+      "[('Zelle', 19), ('Neighbor & dir', 119, 3)]\n",
+      "[('Zelle', 20), ('Neighbor & dir', 120, 3)]\n",
+      "[('Zelle', 21), ('Neighbor & dir', 121, 3)]\n",
+      "[('Zelle', 22), ('Neighbor & dir', 122, 3)]\n",
+      "[('Zelle', 23), ('Neighbor & dir', 123, 3)]\n",
+      "[('Zelle', 24), ('Neighbor & dir', 124, 3)]\n",
+      "[('Zelle', 25), ('Neighbor & dir', 125, 3)]\n",
+      "[('Zelle', 26), ('Neighbor & dir', 126, 3)]\n",
+      "[('Zelle', 27), ('Neighbor & dir', 127, 3)]\n",
+      "[('Zelle', 28), ('Neighbor & dir', 128, 3)]\n",
+      "[('Zelle', 29), ('Neighbor & dir', 129, 3)]\n",
+      "[('Zelle', 30), ('Neighbor & dir', 130, 3)]\n",
+      "[('Zelle', 31), ('Neighbor & dir', 131, 3)]\n",
+      "[('Zelle', 32), ('Neighbor & dir', 132, 3)]\n",
+      "[('Zelle', 33), ('Neighbor & dir', 133, 3)]\n",
+      "[('Zelle', 34), ('Neighbor & dir', 134, 3)]\n",
+      "[('Zelle', 35), ('Neighbor & dir', 135, 3)]\n",
+      "[('Zelle', 36), ('Neighbor & dir', 136, 3)]\n",
+      "[('Zelle', 37), ('Neighbor & dir', 137, 3)]\n",
+      "[('Zelle', 38), ('Neighbor & dir', 138, 3)]\n",
+      "[('Zelle', 39), ('Neighbor & dir', 139, 3)]\n",
+      "[('Zelle', 40), ('Neighbor & dir', 140, 3)]\n",
+      "[('Zelle', 41), ('Neighbor & dir', 141, 3)]\n",
+      "[('Zelle', 42), ('Neighbor & dir', 142, 3)]\n",
+      "[('Zelle', 43), ('Neighbor & dir', 143, 3)]\n",
+      "[('Zelle', 44), ('Neighbor & dir', 144, 3)]\n",
+      "[('Zelle', 45), ('Neighbor & dir', 145, 3)]\n",
+      "[('Zelle', 46), ('Neighbor & dir', 146, 3)]\n",
+      "[('Zelle', 47), ('Neighbor & dir', 147, 3)]\n",
+      "[('Zelle', 48), ('Neighbor & dir', 148, 3)]\n",
+      "[('Zelle', 49), ('Neighbor & dir', 149, 3)]\n",
+      "[('Zelle', 50), ('Neighbor & dir', 150, 3)]\n",
+      "[('Zelle', 51), ('Neighbor & dir', 151, 3)]\n",
+      "[('Zelle', 52), ('Neighbor & dir', 152, 3)]\n",
+      "[('Zelle', 53), ('Neighbor & dir', 153, 3)]\n",
+      "[('Zelle', 54), ('Neighbor & dir', 154, 3)]\n",
+      "[('Zelle', 55), ('Neighbor & dir', 155, 3)]\n",
+      "[('Zelle', 56), ('Neighbor & dir', 156, 3)]\n",
+      "[('Zelle', 57), ('Neighbor & dir', 157, 3)]\n",
+      "[('Zelle', 58), ('Neighbor & dir', 158, 3)]\n",
+      "[('Zelle', 59), ('Neighbor & dir', 159, 3)]\n",
+      "[('Zelle', 60), ('Neighbor & dir', 160, 3)]\n",
+      "[('Zelle', 61), ('Neighbor & dir', 161, 3)]\n",
+      "[('Zelle', 62), ('Neighbor & dir', 162, 3)]\n",
+      "[('Zelle', 63), ('Neighbor & dir', 163, 3)]\n",
+      "[('Zelle', 64), ('Neighbor & dir', 164, 3)]\n",
+      "[('Zelle', 65), ('Neighbor & dir', 165, 3)]\n",
+      "[('Zelle', 66), ('Neighbor & dir', 166, 3)]\n",
+      "[('Zelle', 67), ('Neighbor & dir', 167, 3)]\n",
+      "[('Zelle', 68), ('Neighbor & dir', 168, 3)]\n",
+      "[('Zelle', 69), ('Neighbor & dir', 169, 3)]\n",
+      "[('Zelle', 70), ('Neighbor & dir', 170, 3)]\n",
+      "[('Zelle', 71), ('Neighbor & dir', 171, 3)]\n",
+      "[('Zelle', 72), ('Neighbor & dir', 172, 3)]\n",
+      "[('Zelle', 73), ('Neighbor & dir', 173, 3)]\n",
+      "[('Zelle', 74), ('Neighbor & dir', 174, 3)]\n",
+      "[('Zelle', 75), ('Neighbor & dir', 175, 3)]\n",
+      "[('Zelle', 76), ('Neighbor & dir', 176, 3)]\n",
+      "[('Zelle', 77), ('Neighbor & dir', 177, 3)]\n",
+      "[('Zelle', 78), ('Neighbor & dir', 178, 3)]\n",
+      "[('Zelle', 79), ('Neighbor & dir', 179, 3)]\n",
+      "[('Zelle', 80), ('Neighbor & dir', 180, 3)]\n",
+      "[('Zelle', 81), ('Neighbor & dir', 181, 3)]\n",
+      "[('Zelle', 82), ('Neighbor & dir', 182, 3)]\n",
+      "[('Zelle', 83), ('Neighbor & dir', 183, 3)]\n",
+      "[('Zelle', 84), ('Neighbor & dir', 184, 3)]\n",
+      "[('Zelle', 85), ('Neighbor & dir', 185, 3)]\n",
+      "[('Zelle', 86), ('Neighbor & dir', 186, 3)]\n",
+      "[('Zelle', 87), ('Neighbor & dir', 187, 3)]\n",
+      "[('Zelle', 88), ('Neighbor & dir', 188, 3)]\n",
+      "[('Zelle', 89), ('Neighbor & dir', 189, 3)]\n",
+      "[('Zelle', 90), ('Neighbor & dir', 190, 3)]\n",
+      "[('Zelle', 91), ('Neighbor & dir', 191, 3)]\n",
+      "[('Zelle', 92), ('Neighbor & dir', 192, 3)]\n",
+      "[('Zelle', 93), ('Neighbor & dir', 193, 3)]\n",
+      "[('Zelle', 94), ('Neighbor & dir', 194, 3)]\n",
+      "[('Zelle', 95), ('Neighbor & dir', 195, 3)]\n",
+      "[('Zelle', 96), ('Neighbor & dir', 196, 3)]\n",
+      "[('Zelle', 97), ('Neighbor & dir', 197, 3)]\n",
+      "[('Zelle', 98), ('Neighbor & dir', 198, 3)]\n",
+      "[('Zelle', 99), ('Neighbor & dir', 199, 3)]\n",
+      "[('Zelle', 100), ('Neighbor & dir', 200, 3)]\n",
+      "[('Zelle', 101), ('Neighbor & dir', 201, 3)]\n",
+      "[('Zelle', 102), ('Neighbor & dir', 202, 3)]\n",
+      "[('Zelle', 103), ('Neighbor & dir', 203, 3)]\n",
+      "[('Zelle', 104), ('Neighbor & dir', 204, 3)]\n",
+      "[('Zelle', 105), ('Neighbor & dir', 205, 3)]\n",
+      "[('Zelle', 106), ('Neighbor & dir', 206, 3)]\n",
+      "[('Zelle', 107), ('Neighbor & dir', 207, 3)]\n",
+      "[('Zelle', 108), ('Neighbor & dir', 208, 3)]\n",
+      "[('Zelle', 109), ('Neighbor & dir', 209, 3)]\n",
+      "[('Zelle', 110), ('Neighbor & dir', 210, 3)]\n",
+      "[('Zelle', 111), ('Neighbor & dir', 211, 3)]\n",
+      "[('Zelle', 112), ('Neighbor & dir', 212, 3)]\n",
+      "[('Zelle', 113), ('Neighbor & dir', 213, 3)]\n",
+      "[('Zelle', 114), ('Neighbor & dir', 214, 3)]\n",
+      "[('Zelle', 115), ('Neighbor & dir', 215, 3)]\n",
+      "[('Zelle', 116), ('Neighbor & dir', 216, 3)]\n",
+      "[('Zelle', 117), ('Neighbor & dir', 217, 3)]\n",
+      "[('Zelle', 118), ('Neighbor & dir', 218, 3)]\n",
+      "[('Zelle', 119), ('Neighbor & dir', 219, 3)]\n",
+      "[('Zelle', 120), ('Neighbor & dir', 220, 3)]\n",
+      "[('Zelle', 121), ('Neighbor & dir', 221, 3)]\n",
+      "[('Zelle', 122), ('Neighbor & dir', 222, 3)]\n",
+      "[('Zelle', 123), ('Neighbor & dir', 223, 3)]\n",
+      "[('Zelle', 124), ('Neighbor & dir', 224, 3)]\n",
+      "[('Zelle', 125), ('Neighbor & dir', 225, 3)]\n",
+      "[('Zelle', 126), ('Neighbor & dir', 226, 3)]\n",
+      "[('Zelle', 127), ('Neighbor & dir', 227, 3)]\n",
+      "[('Zelle', 128), ('Neighbor & dir', 228, 3)]\n",
+      "[('Zelle', 129), ('Neighbor & dir', 229, 3)]\n",
+      "[('Zelle', 130), ('Neighbor & dir', 230, 3)]\n",
+      "[('Zelle', 131), ('Neighbor & dir', 231, 3)]\n",
+      "[('Zelle', 132), ('Neighbor & dir', 232, 3)]\n",
+      "[('Zelle', 133), ('Neighbor & dir', 233, 3)]\n",
+      "[('Zelle', 134), ('Neighbor & dir', 234, 3)]\n",
+      "[('Zelle', 135), ('Neighbor & dir', 235, 3)]\n",
+      "[('Zelle', 136), ('Neighbor & dir', 236, 3)]\n",
+      "[('Zelle', 137), ('Neighbor & dir', 237, 3)]\n",
+      "[('Zelle', 138), ('Neighbor & dir', 238, 3)]\n",
+      "[('Zelle', 139), ('Neighbor & dir', 239, 3)]\n",
+      "[('Zelle', 140), ('Neighbor & dir', 240, 3)]\n",
+      "[('Zelle', 141), ('Neighbor & dir', 241, 3)]\n",
+      "[('Zelle', 142), ('Neighbor & dir', 242, 3)]\n",
+      "[('Zelle', 143), ('Neighbor & dir', 243, 3)]\n",
+      "[('Zelle', 144), ('Neighbor & dir', 244, 3)]\n",
+      "[('Zelle', 145), ('Neighbor & dir', 245, 3)]\n",
+      "[('Zelle', 146), ('Neighbor & dir', 246, 3)]\n",
+      "[('Zelle', 147), ('Neighbor & dir', 247, 3)]\n",
+      "[('Zelle', 148), ('Neighbor & dir', 248, 3)]\n",
+      "[('Zelle', 149), ('Neighbor & dir', 249, 3)]\n",
+      "[('Zelle', 150), ('Neighbor & dir', 250, 3)]\n",
+      "[('Zelle', 151), ('Neighbor & dir', 251, 3)]\n",
+      "[('Zelle', 152), ('Neighbor & dir', 252, 3)]\n",
+      "[('Zelle', 153), ('Neighbor & dir', 253, 3)]\n",
+      "[('Zelle', 154), ('Neighbor & dir', 254, 3)]\n",
+      "[('Zelle', 155), ('Neighbor & dir', 255, 3)]\n",
+      "[('Zelle', 156), ('Neighbor & dir', 256, 3)]\n",
+      "[('Zelle', 157), ('Neighbor & dir', 257, 3)]\n",
+      "[('Zelle', 158), ('Neighbor & dir', 258, 3)]\n",
+      "[('Zelle', 159), ('Neighbor & dir', 259, 3)]\n",
+      "[('Zelle', 160), ('Neighbor & dir', 260, 3)]\n",
+      "[('Zelle', 161), ('Neighbor & dir', 261, 3)]\n",
+      "[('Zelle', 162), ('Neighbor & dir', 262, 3)]\n",
+      "[('Zelle', 163), ('Neighbor & dir', 263, 3)]\n",
+      "[('Zelle', 164), ('Neighbor & dir', 264, 3)]\n",
+      "[('Zelle', 165), ('Neighbor & dir', 265, 3)]\n",
+      "[('Zelle', 166), ('Neighbor & dir', 266, 3)]\n",
+      "[('Zelle', 167), ('Neighbor & dir', 267, 3)]\n",
+      "[('Zelle', 168), ('Neighbor & dir', 268, 3)]\n",
+      "[('Zelle', 169), ('Neighbor & dir', 269, 3)]\n",
+      "[('Zelle', 170), ('Neighbor & dir', 270, 3)]\n",
+      "[('Zelle', 171), ('Neighbor & dir', 271, 3)]\n",
+      "[('Zelle', 172), ('Neighbor & dir', 272, 3)]\n",
+      "[('Zelle', 173), ('Neighbor & dir', 273, 3)]\n",
+      "[('Zelle', 174), ('Neighbor & dir', 274, 3)]\n",
+      "[('Zelle', 175), ('Neighbor & dir', 275, 3)]\n",
+      "[('Zelle', 176), ('Neighbor & dir', 276, 3)]\n",
+      "[('Zelle', 177), ('Neighbor & dir', 277, 3)]\n",
+      "[('Zelle', 178), ('Neighbor & dir', 278, 3)]\n",
+      "[('Zelle', 179), ('Neighbor & dir', 279, 3)]\n",
+      "[('Zelle', 180), ('Neighbor & dir', 280, 3)]\n",
+      "[('Zelle', 181), ('Neighbor & dir', 281, 3)]\n",
+      "[('Zelle', 182), ('Neighbor & dir', 282, 3)]\n",
+      "[('Zelle', 183), ('Neighbor & dir', 283, 3)]\n",
+      "[('Zelle', 184), ('Neighbor & dir', 284, 3)]\n",
+      "[('Zelle', 185), ('Neighbor & dir', 285, 3)]\n",
+      "[('Zelle', 186), ('Neighbor & dir', 286, 3)]\n",
+      "[('Zelle', 187), ('Neighbor & dir', 287, 3)]\n",
+      "[('Zelle', 188), ('Neighbor & dir', 288, 3)]\n",
+      "[('Zelle', 189), ('Neighbor & dir', 289, 3)]\n",
+      "[('Zelle', 190), ('Neighbor & dir', 290, 3)]\n",
+      "[('Zelle', 191), ('Neighbor & dir', 291, 3)]\n",
+      "[('Zelle', 192), ('Neighbor & dir', 292, 3)]\n",
+      "[('Zelle', 193), ('Neighbor & dir', 293, 3)]\n",
+      "[('Zelle', 194), ('Neighbor & dir', 294, 3)]\n",
+      "[('Zelle', 195), ('Neighbor & dir', 295, 3)]\n",
+      "[('Zelle', 196), ('Neighbor & dir', 296, 3)]\n",
+      "[('Zelle', 197), ('Neighbor & dir', 297, 3)]\n",
+      "[('Zelle', 198), ('Neighbor & dir', 298, 3)]\n",
+      "[('Zelle', 199), ('Neighbor & dir', 299, 3)]\n",
+      "[('Zelle', 200), ('Neighbor & dir', 300, 3)]\n",
+      "[('Zelle', 201), ('Neighbor & dir', 301, 3)]\n",
+      "[('Zelle', 202), ('Neighbor & dir', 302, 3)]\n",
+      "[('Zelle', 203), ('Neighbor & dir', 303, 3)]\n",
+      "[('Zelle', 204), ('Neighbor & dir', 304, 3)]\n",
+      "[('Zelle', 205), ('Neighbor & dir', 305, 3)]\n",
+      "[('Zelle', 206), ('Neighbor & dir', 306, 3)]\n",
+      "[('Zelle', 207), ('Neighbor & dir', 307, 3)]\n",
+      "[('Zelle', 208), ('Neighbor & dir', 308, 3)]\n",
+      "[('Zelle', 209), ('Neighbor & dir', 309, 3)]\n",
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+     "name": "stdout",
+     "output_type": "stream",
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+      "[('Zelle', 1655), ('Neighbor & dir', 1755, 3)]\n",
+      "[('Zelle', 1656), ('Neighbor & dir', 1756, 3)]\n",
+      "[('Zelle', 1657), ('Neighbor & dir', 1757, 3)]\n",
+      "[('Zelle', 1658), ('Neighbor & dir', 1758, 3)]\n",
+      "[('Zelle', 1659), ('Neighbor & dir', 1759, 3)]\n",
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+      "[('Zelle', 1697), ('Neighbor & dir', 1797, 3)]\n",
+      "[('Zelle', 1698), ('Neighbor & dir', 1798, 3)]\n",
+      "[('Zelle', 1699), ('Neighbor & dir', 1799, 3)]\n",
+      "[('Zelle', 1700), ('Neighbor & dir', 1800, 3)]\n",
+      "[('Zelle', 1701), ('Neighbor & dir', 1801, 3)]\n",
+      "[('Zelle', 1702), ('Neighbor & dir', 1802, 3)]\n",
+      "[('Zelle', 1703), ('Neighbor & dir', 1803, 3)]\n",
+      "[('Zelle', 1704), ('Neighbor & dir', 1804, 3)]\n",
+      "[('Zelle', 1705), ('Neighbor & dir', 1805, 3)]\n",
+      "[('Zelle', 1706), ('Neighbor & dir', 1806, 3)]\n",
+      "[('Zelle', 1707), ('Neighbor & dir', 1807, 3)]\n",
+      "[('Zelle', 1708), ('Neighbor & dir', 1808, 3)]\n",
+      "[('Zelle', 1709), ('Neighbor & dir', 1809, 3)]\n",
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+      "[('Zelle', 1711), ('Neighbor & dir', 1811, 3)]\n",
+      "[('Zelle', 1712), ('Neighbor & dir', 1812, 3)]\n",
+      "[('Zelle', 1713), ('Neighbor & dir', 1813, 3)]\n",
+      "[('Zelle', 1714), ('Neighbor & dir', 1814, 3)]\n",
+      "[('Zelle', 1715), ('Neighbor & dir', 1815, 3)]\n",
+      "[('Zelle', 1716), ('Neighbor & dir', 1816, 3)]\n",
+      "[('Zelle', 1717), ('Neighbor & dir', 1817, 3)]\n",
+      "[('Zelle', 1718), ('Neighbor & dir', 1818, 3)]\n",
+      "[('Zelle', 1719), ('Neighbor & dir', 1819, 3)]\n",
+      "[('Zelle', 1720), ('Neighbor & dir', 1820, 3)]\n",
+      "[('Zelle', 1721), ('Neighbor & dir', 1821, 3)]\n",
+      "[('Zelle', 1722), ('Neighbor & dir', 1822, 3)]\n",
+      "[('Zelle', 1723), ('Neighbor & dir', 1823, 3)]\n",
+      "[('Zelle', 1724), ('Neighbor & dir', 1824, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 1725), ('Neighbor & dir', 1825, 3)]\n",
+      "[('Zelle', 1726), ('Neighbor & dir', 1826, 3)]\n",
+      "[('Zelle', 1727), ('Neighbor & dir', 1827, 3)]\n",
+      "[('Zelle', 1728), ('Neighbor & dir', 1828, 3)]\n",
+      "[('Zelle', 1729), ('Neighbor & dir', 1829, 3)]\n",
+      "[('Zelle', 1730), ('Neighbor & dir', 1830, 3)]\n",
+      "[('Zelle', 1731), ('Neighbor & dir', 1831, 3)]\n",
+      "[('Zelle', 1732), ('Neighbor & dir', 1832, 3)]\n",
+      "[('Zelle', 1733), ('Neighbor & dir', 1833, 3)]\n",
+      "[('Zelle', 1734), ('Neighbor & dir', 1834, 3)]\n",
+      "[('Zelle', 1735), ('Neighbor & dir', 1835, 3)]\n",
+      "[('Zelle', 1736), ('Neighbor & dir', 1836, 3)]\n",
+      "[('Zelle', 1737), ('Neighbor & dir', 1837, 3)]\n",
+      "[('Zelle', 1738), ('Neighbor & dir', 1838, 3)]\n",
+      "[('Zelle', 1739), ('Neighbor & dir', 1839, 3)]\n",
+      "[('Zelle', 1740), ('Neighbor & dir', 1840, 3)]\n",
+      "[('Zelle', 1741), ('Neighbor & dir', 1841, 3)]\n",
+      "[('Zelle', 1742), ('Neighbor & dir', 1842, 3)]\n",
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+      "[('Zelle', 1745), ('Neighbor & dir', 1845, 3)]\n",
+      "[('Zelle', 1746), ('Neighbor & dir', 1846, 3)]\n",
+      "[('Zelle', 1747), ('Neighbor & dir', 1847, 3)]\n",
+      "[('Zelle', 1748), ('Neighbor & dir', 1848, 3)]\n",
+      "[('Zelle', 1749), ('Neighbor & dir', 1849, 3)]\n",
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+      "[('Zelle', 1773), ('Neighbor & dir', 1873, 3)]\n",
+      "[('Zelle', 1774), ('Neighbor & dir', 1874, 3)]\n",
+      "[('Zelle', 1775), ('Neighbor & dir', 1875, 3)]\n",
+      "[('Zelle', 1776), ('Neighbor & dir', 1876, 3)]\n",
+      "[('Zelle', 1777), ('Neighbor & dir', 1877, 3)]\n",
+      "[('Zelle', 1778), ('Neighbor & dir', 1878, 3)]\n",
+      "[('Zelle', 1779), ('Neighbor & dir', 1879, 3)]\n",
+      "[('Zelle', 1780), ('Neighbor & dir', 1880, 3)]\n",
+      "[('Zelle', 1781), ('Neighbor & dir', 1881, 3)]\n",
+      "[('Zelle', 1782), ('Neighbor & dir', 1882, 3)]\n",
+      "[('Zelle', 1783), ('Neighbor & dir', 1883, 3)]\n",
+      "[('Zelle', 1784), ('Neighbor & dir', 1884, 3)]\n",
+      "[('Zelle', 1785), ('Neighbor & dir', 1885, 3)]\n",
+      "[('Zelle', 1786), ('Neighbor & dir', 1886, 3)]\n",
+      "[('Zelle', 1787), ('Neighbor & dir', 1887, 3)]\n",
+      "[('Zelle', 1788), ('Neighbor & dir', 1888, 3)]\n",
+      "[('Zelle', 1789), ('Neighbor & dir', 1889, 3)]\n",
+      "[('Zelle', 1790), ('Neighbor & dir', 1890, 3)]\n",
+      "[('Zelle', 1791), ('Neighbor & dir', 1891, 3)]\n",
+      "[('Zelle', 1792), ('Neighbor & dir', 1892, 3)]\n",
+      "[('Zelle', 1793), ('Neighbor & dir', 1893, 3)]\n",
+      "[('Zelle', 1794), ('Neighbor & dir', 1894, 3)]\n",
+      "[('Zelle', 1795), ('Neighbor & dir', 1895, 3)]\n",
+      "[('Zelle', 1796), ('Neighbor & dir', 1896, 3)]\n",
+      "[('Zelle', 1797), ('Neighbor & dir', 1897, 3)]\n",
+      "[('Zelle', 1798), ('Neighbor & dir', 1898, 3)]\n",
+      "[('Zelle', 1799), ('Neighbor & dir', 1899, 3)]\n",
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+      "[('Zelle', 3162), ('Neighbor & dir', 3262, 3)]\n",
+      "[('Zelle', 3163), ('Neighbor & dir', 3263, 3)]\n",
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+      "[('Zelle', 3166), ('Neighbor & dir', 3266, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 4454), ('Neighbor & dir', 4554, 3)]\n",
+      "[('Zelle', 4455), ('Neighbor & dir', 4555, 3)]\n",
+      "[('Zelle', 4456), ('Neighbor & dir', 4556, 3)]\n",
+      "[('Zelle', 4457), ('Neighbor & dir', 4557, 3)]\n",
+      "[('Zelle', 4458), ('Neighbor & dir', 4558, 3)]\n",
+      "[('Zelle', 4459), ('Neighbor & dir', 4559, 3)]\n",
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+      "[('Zelle', 4474), ('Neighbor & dir', 4574, 3)]\n",
+      "[('Zelle', 4475), ('Neighbor & dir', 4575, 3)]\n",
+      "[('Zelle', 4476), ('Neighbor & dir', 4576, 3)]\n",
+      "[('Zelle', 4477), ('Neighbor & dir', 4577, 3)]\n",
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+      "[('Zelle', 4479), ('Neighbor & dir', 4579, 3)]\n",
+      "[('Zelle', 4480), ('Neighbor & dir', 4580, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 4482), ('Neighbor & dir', 4582, 3)]\n",
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+      "[('Zelle', 5688), ('Neighbor & dir', 5714, 3)]\n",
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+      "[('Zelle', 5693), ('Neighbor & dir', 5719, 3)]\n",
+      "[('Zelle', 5694), ('Neighbor & dir', 5720, 3)]\n",
+      "[('Zelle', 5695), ('Neighbor & dir', 5721, 3)]\n",
+      "[('Zelle', 5696), ('Neighbor & dir', 5722, 3)]\n",
+      "[('Zelle', 5697), ('Neighbor & dir', 5723, 3)]\n",
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+      "[('Zelle', 5735), ('Neighbor & dir', 5761, 3)]\n",
+      "[('Zelle', 5736), ('Neighbor & dir', 5762, 3)]\n",
+      "[('Zelle', 5737), ('Neighbor & dir', 5763, 3)]\n",
+      "[('Zelle', 5738), ('Neighbor & dir', 5764, 3)]\n",
+      "[('Zelle', 5739), ('Neighbor & dir', 5765, 3)]\n",
+      "[('Zelle', 5740), ('Neighbor & dir', 5766, 3)]\n",
+      "[('Zelle', 5741), ('Neighbor & dir', 5767, 3)]\n",
+      "[('Zelle', 5742), ('Neighbor & dir', 5768, 3)]\n",
+      "[('Zelle', 5743), ('Neighbor & dir', 5769, 3)]\n",
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+      "[('Zelle', 5745), ('Neighbor & dir', 5771, 3)]\n",
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+      "[('Zelle', 5749), ('Neighbor & dir', 5775, 3)]\n",
+      "[('Zelle', 5750), ('Neighbor & dir', 5776, 3)]\n",
+      "[('Zelle', 5751), ('Neighbor & dir', 5777, 3)]\n",
+      "[('Zelle', 5752), ('Neighbor & dir', 5778, 3)]\n",
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+      "[('Zelle', 5755), ('Neighbor & dir', 5781, 3)]\n",
+      "[('Zelle', 5756), ('Neighbor & dir', 5782, 3)]\n",
+      "[('Zelle', 5757), ('Neighbor & dir', 5783, 3)]\n",
+      "[('Zelle', 5758), ('Neighbor & dir', 5784, 3)]\n",
+      "[('Zelle', 5759), ('Neighbor & dir', 5785, 3)]\n",
+      "[('Zelle', 5760), ('Neighbor & dir', 5786, 3)]\n",
+      "[('Zelle', 5761), ('Neighbor & dir', 5787, 3)]\n",
+      "[('Zelle', 5762), ('Neighbor & dir', 5788, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 5763), ('Neighbor & dir', 5789, 3)]\n",
+      "[('Zelle', 5764), ('Neighbor & dir', 5790, 3)]\n",
+      "[('Zelle', 5765), ('Neighbor & dir', 5791, 3)]\n",
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+      "[('Zelle', 7144), ('Neighbor & dir', 7170, 3)]\n",
+      "[('Zelle', 7145), ('Neighbor & dir', 7171, 3)]\n",
+      "[('Zelle', 7146), ('Neighbor & dir', 7172, 3)]\n",
+      "[('Zelle', 7147), ('Neighbor & dir', 7173, 3)]\n",
+      "[('Zelle', 7148), ('Neighbor & dir', 7174, 3)]\n",
+      "[('Zelle', 7149), ('Neighbor & dir', 7175, 3)]\n",
+      "[('Zelle', 7150), ('Neighbor & dir', 7176, 3)]\n",
+      "[('Zelle', 7151), ('Neighbor & dir', 7177, 3)]\n",
+      "[('Zelle', 7152), ('Neighbor & dir', 7178, 3)]\n",
+      "[('Zelle', 7153), ('Neighbor & dir', 7179, 3)]\n",
+      "[('Zelle', 7154), ('Neighbor & dir', 7180, 3)]\n",
+      "[('Zelle', 7155), ('Neighbor & dir', 7181, 3)]\n",
+      "[('Zelle', 7156), ('Neighbor & dir', 7182, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 7157), ('Neighbor & dir', 7183, 3)]\n",
+      "[('Zelle', 7158), ('Neighbor & dir', 7184, 3)]\n",
+      "[('Zelle', 7159), ('Neighbor & dir', 7185, 3)]\n",
+      "[('Zelle', 7160), ('Neighbor & dir', 7186, 3)]\n",
+      "[('Zelle', 7161), ('Neighbor & dir', 7187, 3)]\n",
+      "[('Zelle', 7162), ('Neighbor & dir', 7188, 3)]\n",
+      "[('Zelle', 7163), ('Neighbor & dir', 7189, 3)]\n",
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+      "[('Zelle', 7166), ('Neighbor & dir', 7192, 3)]\n",
+      "[('Zelle', 7167), ('Neighbor & dir', 7193, 3)]\n",
+      "[('Zelle', 7168), ('Neighbor & dir', 7194, 3)]\n",
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+      "[('Zelle', 7170), ('Neighbor & dir', 7196, 3)]\n",
+      "[('Zelle', 7171), ('Neighbor & dir', 7197, 3)]\n",
+      "[('Zelle', 7172), ('Neighbor & dir', 7198, 3)]\n",
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+      "[('Zelle', 7440), ('Neighbor & dir', 7466, 3)]\n",
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+      "[('Zelle', 7443), ('Neighbor & dir', 7469, 3)]\n",
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+      "[('Zelle', 7446), ('Neighbor & dir', 7472, 3)]\n",
+      "[('Zelle', 7447), ('Neighbor & dir', 7473, 3)]\n",
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+      "[('Zelle', 8446), ('Neighbor & dir', 8472, 3)]\n",
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+      "[('Zelle', 8450), ('Neighbor & dir', 8476, 3)]\n",
+      "[('Zelle', 8451), ('Neighbor & dir', 8477, 3)]\n",
+      "[('Zelle', 8452), ('Neighbor & dir', 8478, 3)]\n",
+      "[('Zelle', 8453), ('Neighbor & dir', 8479, 3)]\n",
+      "[('Zelle', 8454), ('Neighbor & dir', 8480, 3)]\n",
+      "[('Zelle', 8455), ('Neighbor & dir', 8481, 3)]\n",
+      "[('Zelle', 8456), ('Neighbor & dir', 8482, 3)]\n",
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+      "[('Zelle', 8486), ('Neighbor & dir', 8512, 3)]\n",
+      "[('Zelle', 8487), ('Neighbor & dir', 8513, 3)]\n",
+      "[('Zelle', 8488), ('Neighbor & dir', 8514, 3)]\n",
+      "[('Zelle', 8489), ('Neighbor & dir', 8515, 3)]\n",
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+      "[('Zelle', 8491), ('Neighbor & dir', 8517, 3)]\n",
+      "[('Zelle', 8492), ('Neighbor & dir', 8518, 3)]\n",
+      "[('Zelle', 8493), ('Neighbor & dir', 8519, 3)]\n",
+      "[('Zelle', 8494), ('Neighbor & dir', 8520, 3)]\n",
+      "[('Zelle', 8495), ('Neighbor & dir', 8521, 3)]\n",
+      "[('Zelle', 8496), ('Neighbor & dir', 8522, 3)]\n",
+      "[('Zelle', 8497), ('Neighbor & dir', 8523, 3)]\n",
+      "[('Zelle', 8498), ('Neighbor & dir', 8524, 3)]\n",
+      "[('Zelle', 8499), ('Neighbor & dir', 8525, 3)]\n",
+      "[('Zelle', 8500), ('Neighbor & dir', 8526, 3)]\n",
+      "[('Zelle', 8501), ('Neighbor & dir', 8527, 3)]\n",
+      "[('Zelle', 8502), ('Neighbor & dir', 8528, 3)]\n",
+      "[('Zelle', 8503), ('Neighbor & dir', 8529, 3)]\n",
+      "[('Zelle', 8504), ('Neighbor & dir', 8530, 3)]\n",
+      "[('Zelle', 8505), ('Neighbor & dir', 8531, 3)]\n",
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+      "[('Zelle', 8507), ('Neighbor & dir', 8533, 3)]\n",
+      "[('Zelle', 8508), ('Neighbor & dir', 8534, 3)]\n",
+      "[('Zelle', 8509), ('Neighbor & dir', 8535, 3)]\n",
+      "[('Zelle', 8510), ('Neighbor & dir', 8536, 3)]\n",
+      "[('Zelle', 8511), ('Neighbor & dir', 8537, 3)]\n",
+      "[('Zelle', 8512), ('Neighbor & dir', 8538, 3)]\n",
+      "[('Zelle', 8513), ('Neighbor & dir', 8539, 3)]\n",
+      "[('Zelle', 8514), ('Neighbor & dir', 8540, 3)]\n",
+      "[('Zelle', 8515), ('Neighbor & dir', 8541, 3)]\n",
+      "[('Zelle', 8516), ('Neighbor & dir', 8542, 3)]\n",
+      "[('Zelle', 8517), ('Neighbor & dir', 8543, 3)]\n",
+      "[('Zelle', 8518), ('Neighbor & dir', 8544, 3)]\n",
+      "[('Zelle', 8519), ('Neighbor & dir', 8545, 3)]\n",
+      "[('Zelle', 8520), ('Neighbor & dir', 8546, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 8521), ('Neighbor & dir', 8547, 3)]\n",
+      "[('Zelle', 8522), ('Neighbor & dir', 8548, 3)]\n",
+      "[('Zelle', 8523), ('Neighbor & dir', 8549, 3)]\n",
+      "[('Zelle', 8524), ('Neighbor & dir', 8550, 3)]\n",
+      "[('Zelle', 8525), ('Neighbor & dir', 8551, 3)]\n",
+      "[('Zelle', 8526), ('Neighbor & dir', 8552, 3)]\n",
+      "[('Zelle', 8527), ('Neighbor & dir', 8553, 3)]\n",
+      "[('Zelle', 8528), ('Neighbor & dir', 8554, 3)]\n",
+      "[('Zelle', 8529), ('Neighbor & dir', 8555, 3)]\n",
+      "[('Zelle', 8530), ('Neighbor & dir', 8556, 3)]\n",
+      "[('Zelle', 8531), ('Neighbor & dir', 8557, 3)]\n",
+      "[('Zelle', 8532), ('Neighbor & dir', 8558, 3)]\n",
+      "[('Zelle', 8533), ('Neighbor & dir', 8559, 3)]\n",
+      "[('Zelle', 8534), ('Neighbor & dir', 8560, 3)]\n",
+      "[('Zelle', 8535), ('Neighbor & dir', 8561, 3)]\n",
+      "[('Zelle', 8536), ('Neighbor & dir', 8562, 3)]\n",
+      "[('Zelle', 8537), ('Neighbor & dir', 8563, 3)]\n",
+      "[('Zelle', 8538), ('Neighbor & dir', 8564, 3)]\n",
+      "[('Zelle', 8539), ('Neighbor & dir', 8565, 3)]\n",
+      "[('Zelle', 8540), ('Neighbor & dir', 8566, 3)]\n",
+      "[('Zelle', 8541), ('Neighbor & dir', 8567, 3)]\n",
+      "[('Zelle', 8542), ('Neighbor & dir', 8568, 3)]\n",
+      "[('Zelle', 8543), ('Neighbor & dir', 8569, 3)]\n",
+      "[('Zelle', 8544), ('Neighbor & dir', 8570, 3)]\n",
+      "[('Zelle', 8545), ('Neighbor & dir', 8571, 3)]\n",
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+      "[('Zelle', 8554), ('Neighbor & dir', 8580, 3)]\n",
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+      "[('Zelle', 9750), ('Neighbor & dir', 9776, 3)]\n",
+      "[('Zelle', 9751), ('Neighbor & dir', 9777, 3)]\n",
+      "[('Zelle', 9752), ('Neighbor & dir', 9778, 3)]\n",
+      "[('Zelle', 9753), ('Neighbor & dir', 9779, 3)]\n",
+      "[('Zelle', 9754), ('Neighbor & dir', 9780, 3)]\n",
+      "[('Zelle', 9755), ('Neighbor & dir', 9781, 3)]\n",
+      "[('Zelle', 9756), ('Neighbor & dir', 9782, 3)]\n",
+      "[('Zelle', 9757), ('Neighbor & dir', 9783, 3)]\n",
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+      "[('Zelle', 9759), ('Neighbor & dir', 9785, 3)]\n",
+      "[('Zelle', 9760), ('Neighbor & dir', 9786, 3)]\n",
+      "[('Zelle', 9761), ('Neighbor & dir', 9787, 3)]\n",
+      "[('Zelle', 9762), ('Neighbor & dir', 9788, 3)]\n",
+      "[('Zelle', 9763), ('Neighbor & dir', 9789, 3)]\n",
+      "[('Zelle', 9764), ('Neighbor & dir', 9790, 3)]\n",
+      "[('Zelle', 9765), ('Neighbor & dir', 9791, 3)]\n",
+      "[('Zelle', 9766), ('Neighbor & dir', 9792, 3)]\n",
+      "[('Zelle', 9767), ('Neighbor & dir', 9793, 3)]\n",
+      "[('Zelle', 9768), ('Neighbor & dir', 9794, 3)]\n",
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+      "[('Zelle', 9773), ('Neighbor & dir', 9799, 3)]\n",
+      "[('Zelle', 9774), ('Neighbor & dir', 9800, 3)]\n",
+      "[('Zelle', 9775), ('Neighbor & dir', 9801, 3)]\n",
+      "[('Zelle', 9776), ('Neighbor & dir', 9802, 3)]\n",
+      "[('Zelle', 9777), ('Neighbor & dir', 9803, 3)]\n",
+      "[('Zelle', 9778), ('Neighbor & dir', 9804, 3)]\n",
+      "[('Zelle', 9779), ('Neighbor & dir', 9805, 3)]\n",
+      "[('Zelle', 9780), ('Neighbor & dir', 9806, 3)]\n",
+      "[('Zelle', 9781), ('Neighbor & dir', 9807, 3)]\n",
+      "[('Zelle', 9782), ('Neighbor & dir', 9808, 3)]\n",
+      "[('Zelle', 9783), ('Neighbor & dir', 9809, 3)]\n",
+      "[('Zelle', 9784), ('Neighbor & dir', 9810, 3)]\n",
+      "[('Zelle', 9785), ('Neighbor & dir', 9811, 3)]\n",
+      "[('Zelle', 9786), ('Neighbor & dir', 9812, 3)]\n",
+      "[('Zelle', 9787), ('Neighbor & dir', 9813, 3)]\n",
+      "[('Zelle', 9788), ('Neighbor & dir', 9814, 3)]\n",
+      "[('Zelle', 9789), ('Neighbor & dir', 9815, 3)]\n",
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+      "[('Zelle', 9793), ('Neighbor & dir', 9819, 3)]\n",
+      "[('Zelle', 9794), ('Neighbor & dir', 9820, 3)]\n",
+      "[('Zelle', 9795), ('Neighbor & dir', 9821, 3)]\n",
+      "[('Zelle', 9796), ('Neighbor & dir', 9822, 3)]\n",
+      "[('Zelle', 9797), ('Neighbor & dir', 9823, 3)]\n",
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+      "[('Zelle', 9799), ('Neighbor & dir', 9825, 3)]\n",
+      "[('Zelle', 9800), ('Neighbor & dir', 9826, 3)]\n",
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+      "[('Zelle', 9802), ('Neighbor & dir', 9828, 3)]\n",
+      "[('Zelle', 9803), ('Neighbor & dir', 9829, 3)]\n",
+      "[('Zelle', 9804), ('Neighbor & dir', 9830, 3)]\n",
+      "[('Zelle', 9805), ('Neighbor & dir', 9831, 3)]\n",
+      "[('Zelle', 9806), ('Neighbor & dir', 9832, 3)]\n",
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+      "[('Zelle', 9809), ('Neighbor & dir', 9835, 3)]\n",
+      "[('Zelle', 9810), ('Neighbor & dir', 9836, 3)]\n",
+      "[('Zelle', 9811), ('Neighbor & dir', 9837, 3)]\n",
+      "[('Zelle', 9812), ('Neighbor & dir', 9838, 3)]\n",
+      "[('Zelle', 9813), ('Neighbor & dir', 9839, 3)]\n",
+      "[('Zelle', 9814), ('Neighbor & dir', 9840, 3)]\n",
+      "[('Zelle', 9815), ('Neighbor & dir', 9841, 3)]\n",
+      "[('Zelle', 9816), ('Neighbor & dir', 9842, 3)]\n",
+      "[('Zelle', 9817), ('Neighbor & dir', 9843, 3)]\n",
+      "[('Zelle', 9818), ('Neighbor & dir', 9844, 3)]\n",
+      "[('Zelle', 9819), ('Neighbor & dir', 9845, 3)]\n",
+      "[('Zelle', 9820), ('Neighbor & dir', 9846, 3)]\n",
+      "[('Zelle', 9821), ('Neighbor & dir', 9847, 3)]\n",
+      "[('Zelle', 9822), ('Neighbor & dir', 9848, 3)]\n",
+      "[('Zelle', 9823), ('Neighbor & dir', 9849, 3)]\n",
+      "[('Zelle', 9824), ('Neighbor & dir', 9850, 3)]\n",
+      "[('Zelle', 9825), ('Neighbor & dir', 9851, 3)]\n",
+      "[('Zelle', 9826), ('Neighbor & dir', 9852, 3)]\n",
+      "[('Zelle', 9827), ('Neighbor & dir', 9853, 3)]\n",
+      "[('Zelle', 9828), ('Neighbor & dir', 9854, 3)]\n",
+      "[('Zelle', 9829), ('Neighbor & dir', 9855, 3)]\n",
+      "[('Zelle', 9830), ('Neighbor & dir', 9856, 3)]\n",
+      "[('Zelle', 9831), ('Neighbor & dir', 9857, 3)]\n",
+      "[('Zelle', 9832), ('Neighbor & dir', 9858, 3)]\n",
+      "[('Zelle', 9833), ('Neighbor & dir', 9859, 3)]\n",
+      "[('Zelle', 9834), ('Neighbor & dir', 9860, 3)]\n",
+      "[('Zelle', 9835), ('Neighbor & dir', 9861, 3)]\n",
+      "[('Zelle', 9836), ('Neighbor & dir', 9862, 3)]\n",
+      "[('Zelle', 9837), ('Neighbor & dir', 9863, 3)]\n",
+      "[('Zelle', 9838), ('Neighbor & dir', 9864, 3)]\n",
+      "[('Zelle', 9839), ('Neighbor & dir', 9865, 3)]\n",
+      "[('Zelle', 9840), ('Neighbor & dir', 9866, 3)]\n",
+      "[('Zelle', 9841), ('Neighbor & dir', 9867, 3)]\n",
+      "[('Zelle', 9842), ('Neighbor & dir', 9868, 3)]\n",
+      "[('Zelle', 9843), ('Neighbor & dir', 9869, 3)]\n",
+      "[('Zelle', 9844), ('Neighbor & dir', 9870, 3)]\n",
+      "[('Zelle', 9845), ('Neighbor & dir', 9871, 3)]\n",
+      "[('Zelle', 9846), ('Neighbor & dir', 9872, 3)]\n",
+      "[('Zelle', 9847), ('Neighbor & dir', 9873, 3)]\n",
+      "[('Zelle', 9848), ('Neighbor & dir', 9874, 3)]\n",
+      "[('Zelle', 9849), ('Neighbor & dir', 9875, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 9850), ('Neighbor & dir', 9876, 3)]\n",
+      "[('Zelle', 9851), ('Neighbor & dir', 9877, 3)]\n",
+      "[('Zelle', 9852), ('Neighbor & dir', 9878, 3)]\n",
+      "[('Zelle', 9853), ('Neighbor & dir', 9879, 3)]\n",
+      "[('Zelle', 9854), ('Neighbor & dir', 9880, 3)]\n",
+      "[('Zelle', 9855), ('Neighbor & dir', 9881, 3)]\n",
+      "[('Zelle', 9856), ('Neighbor & dir', 9882, 3)]\n",
+      "[('Zelle', 9857), ('Neighbor & dir', 9883, 3)]\n",
+      "[('Zelle', 9858), ('Neighbor & dir', 9884, 3)]\n",
+      "[('Zelle', 9859), ('Neighbor & dir', 9885, 3)]\n",
+      "[('Zelle', 9860), ('Neighbor & dir', 9886, 3)]\n",
+      "[('Zelle', 9861), ('Neighbor & dir', 9887, 3)]\n",
+      "[('Zelle', 9862), ('Neighbor & dir', 9888, 3)]\n",
+      "[('Zelle', 9863), ('Neighbor & dir', 9889, 3)]\n",
+      "[('Zelle', 9864), ('Neighbor & dir', 9890, 3)]\n",
+      "[('Zelle', 9865), ('Neighbor & dir', 9891, 3)]\n",
+      "[('Zelle', 9866), ('Neighbor & dir', 9892, 3)]\n",
+      "[('Zelle', 9867), ('Neighbor & dir', 9893, 3)]\n",
+      "[('Zelle', 9868), ('Neighbor & dir', 9894, 3)]\n",
+      "[('Zelle', 9869), ('Neighbor & dir', 9895, 3)]\n",
+      "[('Zelle', 9870), ('Neighbor & dir', 9896, 3)]\n",
+      "[('Zelle', 9871), ('Neighbor & dir', 9897, 3)]\n",
+      "[('Zelle', 9872), ('Neighbor & dir', 9898, 3)]\n",
+      "[('Zelle', 9873), ('Neighbor & dir', 9899, 3)]\n",
+      "[('Zelle', 9874), ('Neighbor & dir', 9900, 3)]\n",
+      "[('Zelle', 9875), ('Neighbor & dir', 9901, 3)]\n",
+      "[('Zelle', 9876), ('Neighbor & dir', 9902, 3)]\n",
+      "[('Zelle', 9877), ('Neighbor & dir', 9903, 3)]\n",
+      "[('Zelle', 9878), ('Neighbor & dir', 9904, 3)]\n",
+      "[('Zelle', 9879), ('Neighbor & dir', 9905, 3)]\n",
+      "[('Zelle', 9880), ('Neighbor & dir', 9906, 3)]\n",
+      "[('Zelle', 9881), ('Neighbor & dir', 9907, 3)]\n",
+      "[('Zelle', 9882), ('Neighbor & dir', 9908, 3)]\n",
+      "[('Zelle', 9883), ('Neighbor & dir', 9909, 3)]\n",
+      "[('Zelle', 9884), ('Neighbor & dir', 9910, 3)]\n",
+      "[('Zelle', 9885), ('Neighbor & dir', 9911, 3)]\n",
+      "[('Zelle', 9886), ('Neighbor & dir', 9912, 3)]\n",
+      "[('Zelle', 9887), ('Neighbor & dir', 9913, 3)]\n",
+      "[('Zelle', 9888), ('Neighbor & dir', 9914, 3)]\n",
+      "[('Zelle', 9889), ('Neighbor & dir', 9915, 3)]\n",
+      "[('Zelle', 9890), ('Neighbor & dir', 9916, 3)]\n",
+      "[('Zelle', 9891), ('Neighbor & dir', 9917, 3)]\n",
+      "[('Zelle', 9892), ('Neighbor & dir', 9918, 3)]\n",
+      "[('Zelle', 9893), ('Neighbor & dir', 9919, 3)]\n",
+      "[('Zelle', 9894), ('Neighbor & dir', 9920, 3)]\n",
+      "[('Zelle', 9895), ('Neighbor & dir', 9921, 3)]\n",
+      "[('Zelle', 9896), ('Neighbor & dir', 9922, 3)]\n",
+      "[('Zelle', 9897), ('Neighbor & dir', 9923, 3)]\n",
+      "[('Zelle', 9898), ('Neighbor & dir', 9924, 3)]\n",
+      "[('Zelle', 9899), ('Neighbor & dir', 9925, 3)]\n",
+      "[('Zelle', 9900), ('Neighbor & dir', 9926, 3)]\n",
+      "[('Zelle', 9901), ('Neighbor & dir', 9927, 3)]\n",
+      "[('Zelle', 9902), ('Neighbor & dir', 9928, 3)]\n",
+      "[('Zelle', 9903), ('Neighbor & dir', 9929, 3)]\n",
+      "[('Zelle', 9904), ('Neighbor & dir', 9930, 3)]\n",
+      "[('Zelle', 9905), ('Neighbor & dir', 9931, 3)]\n",
+      "[('Zelle', 9906), ('Neighbor & dir', 9932, 3)]\n",
+      "[('Zelle', 9907), ('Neighbor & dir', 9933, 3)]\n",
+      "[('Zelle', 9908), ('Neighbor & dir', 9934, 3)]\n",
+      "[('Zelle', 9909), ('Neighbor & dir', 9935, 3)]\n",
+      "[('Zelle', 9910), ('Neighbor & dir', 9936, 3)]\n",
+      "[('Zelle', 9911), ('Neighbor & dir', 9937, 3)]\n",
+      "[('Zelle', 9912), ('Neighbor & dir', 9938, 3)]\n",
+      "[('Zelle', 9913), ('Neighbor & dir', 9939, 3)]\n",
+      "[('Zelle', 9914), ('Neighbor & dir', 9940, 3)]\n",
+      "[('Zelle', 9915), ('Neighbor & dir', 9941, 3)]\n",
+      "[('Zelle', 9916), ('Neighbor & dir', 9942, 3)]\n",
+      "[('Zelle', 9917), ('Neighbor & dir', 9943, 3)]\n",
+      "[('Zelle', 9918), ('Neighbor & dir', 9944, 3)]\n",
+      "[('Zelle', 9919), ('Neighbor & dir', 9945, 3)]\n",
+      "[('Zelle', 9920), ('Neighbor & dir', 9946, 3)]\n",
+      "[('Zelle', 9921), ('Neighbor & dir', 9947, 3)]\n",
+      "[('Zelle', 9922), ('Neighbor & dir', 9948, 3)]\n",
+      "[('Zelle', 9923), ('Neighbor & dir', 9949, 3)]\n",
+      "[('Zelle', 9924), ('Neighbor & dir', 9950, 3)]\n",
+      "[('Zelle', 9925), ('Neighbor & dir', 9951, 3)]\n",
+      "[('Zelle', 9926), ('Neighbor & dir', 9952, 3)]\n",
+      "[('Zelle', 9927), ('Neighbor & dir', 9953, 3)]\n",
+      "[('Zelle', 9928), ('Neighbor & dir', 9954, 3)]\n",
+      "[('Zelle', 9929), ('Neighbor & dir', 9955, 3)]\n",
+      "[('Zelle', 9930), ('Neighbor & dir', 9956, 3)]\n",
+      "[('Zelle', 9931), ('Neighbor & dir', 9957, 3)]\n",
+      "[('Zelle', 9932), ('Neighbor & dir', 9958, 3)]\n",
+      "[('Zelle', 9933), ('Neighbor & dir', 9959, 3)]\n",
+      "[('Zelle', 9934), ('Neighbor & dir', 9960, 3)]\n",
+      "[('Zelle', 9935), ('Neighbor & dir', 9961, 3)]\n",
+      "[('Zelle', 9936), ('Neighbor & dir', 9962, 3)]\n",
+      "[('Zelle', 9937), ('Neighbor & dir', 9963, 3)]\n",
+      "[('Zelle', 9938), ('Neighbor & dir', 9964, 3)]\n",
+      "[('Zelle', 9939), ('Neighbor & dir', 9965, 3)]\n",
+      "[('Zelle', 9940), ('Neighbor & dir', 9966, 3)]\n",
+      "[('Zelle', 9941), ('Neighbor & dir', 9967, 3)]\n",
+      "[('Zelle', 9942), ('Neighbor & dir', 9968, 3)]\n",
+      "[('Zelle', 9943), ('Neighbor & dir', 9969, 3)]\n",
+      "[('Zelle', 9944), ('Neighbor & dir', 9970, 3)]\n",
+      "[('Zelle', 9945), ('Neighbor & dir', 9971, 3)]\n",
+      "[('Zelle', 9946), ('Neighbor & dir', 9972, 3)]\n",
+      "[('Zelle', 9947), ('Neighbor & dir', 9973, 3)]\n",
+      "[('Zelle', 9948), ('Neighbor & dir', 9974, 3)]\n",
+      "[('Zelle', 9949), ('Neighbor & dir', 9975, 3)]\n",
+      "[('Zelle', 9950), ('Neighbor & dir', 9976, 3)]\n",
+      "[('Zelle', 9951), ('Neighbor & dir', 9977, 3)]\n",
+      "[('Zelle', 9952), ('Neighbor & dir', 9978, 3)]\n",
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+      "[('Zelle', 10894), ('Neighbor & dir', 10920, 3)]\n",
+      "[('Zelle', 10895), ('Neighbor & dir', 10921, 3)]\n",
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+      "[('Zelle', 10907), ('Neighbor & dir', 10933, 3)]\n",
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+      "[('Zelle', 11075), ('Neighbor & dir', 11101, 3)]\n",
+      "[('Zelle', 11076), ('Neighbor & dir', 11102, 3)]\n",
+      "[('Zelle', 11077), ('Neighbor & dir', 11103, 3)]\n",
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+      "[('Zelle', 11080), ('Neighbor & dir', 11106, 3)]\n",
+      "[('Zelle', 11081), ('Neighbor & dir', 11107, 3)]\n",
+      "[('Zelle', 11082), ('Neighbor & dir', 11108, 3)]\n",
+      "[('Zelle', 11083), ('Neighbor & dir', 11109, 3)]\n",
+      "[('Zelle', 11084), ('Neighbor & dir', 11110, 3)]\n",
+      "[('Zelle', 11085), ('Neighbor & dir', 11111, 3)]\n",
+      "[('Zelle', 11086), ('Neighbor & dir', 11112, 3)]\n",
+      "[('Zelle', 11087), ('Neighbor & dir', 11113, 3)]\n",
+      "[('Zelle', 11088), ('Neighbor & dir', 11114, 3)]\n",
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+      "[('Zelle', 11094), ('Neighbor & dir', 11120, 3)]\n",
+      "[('Zelle', 11095), ('Neighbor & dir', 11121, 3)]\n",
+      "[('Zelle', 11096), ('Neighbor & dir', 11122, 3)]\n",
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+      "[('Zelle', 11099), ('Neighbor & dir', 11125, 3)]\n",
+      "[('Zelle', 11100), ('Neighbor & dir', 11126, 3)]\n",
+      "[('Zelle', 11101), ('Neighbor & dir', 11127, 3)]\n",
+      "[('Zelle', 11102), ('Neighbor & dir', 11128, 3)]\n",
+      "[('Zelle', 11103), ('Neighbor & dir', 11129, 3)]\n",
+      "[('Zelle', 11104), ('Neighbor & dir', 11130, 3)]\n",
+      "[('Zelle', 11105), ('Neighbor & dir', 11131, 3)]\n",
+      "[('Zelle', 11106), ('Neighbor & dir', 11132, 3)]\n",
+      "[('Zelle', 11107), ('Neighbor & dir', 11133, 3)]\n",
+      "[('Zelle', 11108), ('Neighbor & dir', 11134, 3)]\n",
+      "[('Zelle', 11109), ('Neighbor & dir', 11135, 3)]\n",
+      "[('Zelle', 11110), ('Neighbor & dir', 11136, 3)]\n",
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+      "[('Zelle', 11115), ('Neighbor & dir', 11141, 3)]\n",
+      "[('Zelle', 11116), ('Neighbor & dir', 11142, 3)]\n",
+      "[('Zelle', 11117), ('Neighbor & dir', 11143, 3)]\n",
+      "[('Zelle', 11118), ('Neighbor & dir', 11144, 3)]\n",
+      "[('Zelle', 11119), ('Neighbor & dir', 11145, 3)]\n",
+      "[('Zelle', 11120), ('Neighbor & dir', 11146, 3)]\n",
+      "[('Zelle', 11121), ('Neighbor & dir', 11147, 3)]\n",
+      "[('Zelle', 11122), ('Neighbor & dir', 11148, 3)]\n",
+      "[('Zelle', 11123), ('Neighbor & dir', 11149, 3)]\n",
+      "[('Zelle', 11124), ('Neighbor & dir', 11150, 3)]\n",
+      "[('Zelle', 11125), ('Neighbor & dir', 11151, 3)]\n",
+      "[('Zelle', 11126), ('Neighbor & dir', 11152, 3)]\n",
+      "[('Zelle', 11127), ('Neighbor & dir', 11153, 3)]\n",
+      "[('Zelle', 11128), ('Neighbor & dir', 11154, 3)]\n",
+      "[('Zelle', 11129), ('Neighbor & dir', 11155, 3)]\n",
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+      "[('Zelle', 11131), ('Neighbor & dir', 11157, 3)]\n",
+      "[('Zelle', 11132), ('Neighbor & dir', 11158, 3)]\n",
+      "[('Zelle', 11133), ('Neighbor & dir', 11159, 3)]\n",
+      "[('Zelle', 11134), ('Neighbor & dir', 11160, 3)]\n",
+      "[('Zelle', 11135), ('Neighbor & dir', 11161, 3)]\n",
+      "[('Zelle', 11136), ('Neighbor & dir', 11162, 3)]\n",
+      "[('Zelle', 11137), ('Neighbor & dir', 11163, 3)]\n",
+      "[('Zelle', 11138), ('Neighbor & dir', 11164, 3)]\n",
+      "[('Zelle', 11139), ('Neighbor & dir', 11165, 3)]\n",
+      "[('Zelle', 11140), ('Neighbor & dir', 11166, 3)]\n",
+      "[('Zelle', 11141), ('Neighbor & dir', 11167, 3)]\n",
+      "[('Zelle', 11142), ('Neighbor & dir', 11168, 3)]\n",
+      "[('Zelle', 11143), ('Neighbor & dir', 11169, 3)]\n",
+      "[('Zelle', 11144), ('Neighbor & dir', 11170, 3)]\n",
+      "[('Zelle', 11145), ('Neighbor & dir', 11171, 3)]\n",
+      "[('Zelle', 11146), ('Neighbor & dir', 11172, 3)]\n",
+      "[('Zelle', 11147), ('Neighbor & dir', 11173, 3)]\n",
+      "[('Zelle', 11148), ('Neighbor & dir', 11174, 3)]\n",
+      "[('Zelle', 11149), ('Neighbor & dir', 11175, 3)]\n",
+      "[('Zelle', 11150), ('Neighbor & dir', 11176, 3)]\n",
+      "[('Zelle', 11151), ('Neighbor & dir', 11177, 3)]\n",
+      "[('Zelle', 11152), ('Neighbor & dir', 11178, 3)]\n",
+      "[('Zelle', 11153), ('Neighbor & dir', 11179, 3)]\n",
+      "[('Zelle', 11154), ('Neighbor & dir', 11180, 3)]\n",
+      "[('Zelle', 11155), ('Neighbor & dir', 11181, 3)]\n",
+      "[('Zelle', 11156), ('Neighbor & dir', 11182, 3)]\n",
+      "[('Zelle', 11157), ('Neighbor & dir', 11183, 3)]\n",
+      "[('Zelle', 11158), ('Neighbor & dir', 11184, 3)]\n",
+      "[('Zelle', 11159), ('Neighbor & dir', 11185, 3)]\n",
+      "[('Zelle', 11160), ('Neighbor & dir', 11186, 3)]\n",
+      "[('Zelle', 11161), ('Neighbor & dir', 11187, 3)]\n",
+      "[('Zelle', 11162), ('Neighbor & dir', 11188, 3)]\n",
+      "[('Zelle', 11163), ('Neighbor & dir', 11189, 3)]\n",
+      "[('Zelle', 11164), ('Neighbor & dir', 11190, 3)]\n",
+      "[('Zelle', 11165), ('Neighbor & dir', 11191, 3)]\n",
+      "[('Zelle', 11166), ('Neighbor & dir', 11192, 3)]\n",
+      "[('Zelle', 11167), ('Neighbor & dir', 11193, 3)]\n",
+      "[('Zelle', 11168), ('Neighbor & dir', 11194, 3)]\n",
+      "[('Zelle', 11169), ('Neighbor & dir', 11195, 3)]\n",
+      "[('Zelle', 11170), ('Neighbor & dir', 11196, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 11171), ('Neighbor & dir', 11197, 3)]\n",
+      "[('Zelle', 11172), ('Neighbor & dir', 11198, 3)]\n",
+      "[('Zelle', 11173), ('Neighbor & dir', 11199, 3)]\n",
+      "[('Zelle', 11174), ('Neighbor & dir', 11200, 3)]\n",
+      "[('Zelle', 11175), ('Neighbor & dir', 11201, 3)]\n",
+      "[('Zelle', 11176), ('Neighbor & dir', 11202, 3)]\n",
+      "[('Zelle', 11177), ('Neighbor & dir', 11203, 3)]\n",
+      "[('Zelle', 11178), ('Neighbor & dir', 11204, 3)]\n",
+      "[('Zelle', 11179), ('Neighbor & dir', 11205, 3)]\n",
+      "[('Zelle', 11180), ('Neighbor & dir', 11206, 3)]\n",
+      "[('Zelle', 11181), ('Neighbor & dir', 11207, 3)]\n",
+      "[('Zelle', 11182), ('Neighbor & dir', 11208, 3)]\n",
+      "[('Zelle', 11183), ('Neighbor & dir', 11209, 3)]\n",
+      "[('Zelle', 11184), ('Neighbor & dir', 11210, 3)]\n",
+      "[('Zelle', 11185), ('Neighbor & dir', 11211, 3)]\n",
+      "[('Zelle', 11186), ('Neighbor & dir', 11212, 3)]\n",
+      "[('Zelle', 11187), ('Neighbor & dir', 11213, 3)]\n",
+      "[('Zelle', 11188), ('Neighbor & dir', 11214, 3)]\n",
+      "[('Zelle', 11189), ('Neighbor & dir', 11215, 3)]\n",
+      "[('Zelle', 11190), ('Neighbor & dir', 11216, 3)]\n",
+      "[('Zelle', 11191), ('Neighbor & dir', 11217, 3)]\n",
+      "[('Zelle', 11192), ('Neighbor & dir', 11218, 3)]\n",
+      "[('Zelle', 11193), ('Neighbor & dir', 11219, 3)]\n",
+      "[('Zelle', 11194), ('Neighbor & dir', 11220, 3)]\n",
+      "[('Zelle', 11195), ('Neighbor & dir', 11221, 3)]\n",
+      "[('Zelle', 11196), ('Neighbor & dir', 11222, 3)]\n",
+      "[('Zelle', 11197), ('Neighbor & dir', 11223, 3)]\n",
+      "[('Zelle', 11198), ('Neighbor & dir', 11224, 3)]\n",
+      "[('Zelle', 11199), ('Neighbor & dir', 11225, 3)]\n",
+      "[('Zelle', 11200), ('Neighbor & dir', 11226, 3)]\n",
+      "[('Zelle', 11201), ('Neighbor & dir', 11227, 3)]\n",
+      "[('Zelle', 11202), ('Neighbor & dir', 11228, 3)]\n",
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+      "[('Zelle', 12457), ('Neighbor & dir', 12483, 3)]\n",
+      "[('Zelle', 12458), ('Neighbor & dir', 12484, 3)]\n",
+      "[('Zelle', 12459), ('Neighbor & dir', 12485, 3)]\n",
+      "[('Zelle', 12460), ('Neighbor & dir', 12486, 3)]\n",
+      "[('Zelle', 12461), ('Neighbor & dir', 12487, 3)]\n",
+      "[('Zelle', 12462), ('Neighbor & dir', 12488, 3)]\n",
+      "[('Zelle', 12463), ('Neighbor & dir', 12489, 3)]\n",
+      "[('Zelle', 12464), ('Neighbor & dir', 12490, 3)]\n",
+      "[('Zelle', 12465), ('Neighbor & dir', 12491, 3)]\n",
+      "[('Zelle', 12466), ('Neighbor & dir', 12492, 3)]\n",
+      "[('Zelle', 12467), ('Neighbor & dir', 12493, 3)]\n",
+      "[('Zelle', 12468), ('Neighbor & dir', 12494, 3)]\n",
+      "[('Zelle', 12469), ('Neighbor & dir', 12495, 3)]\n",
+      "[('Zelle', 12470), ('Neighbor & dir', 12496, 3)]\n",
+      "[('Zelle', 12471), ('Neighbor & dir', 12497, 3)]\n",
+      "[('Zelle', 12472), ('Neighbor & dir', 12498, 3)]\n",
+      "[('Zelle', 12473), ('Neighbor & dir', 12499, 3)]\n",
+      "[('Zelle', 12474), ('Neighbor & dir', 12500, 3)]\n",
+      "[('Zelle', 12475), ('Neighbor & dir', 12501, 3)]\n",
+      "[('Zelle', 12476), ('Neighbor & dir', 12502, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 12477), ('Neighbor & dir', 12503, 3)]\n",
+      "[('Zelle', 12478), ('Neighbor & dir', 12504, 3)]\n",
+      "[('Zelle', 12479), ('Neighbor & dir', 12505, 3)]\n",
+      "[('Zelle', 12480), ('Neighbor & dir', 12506, 3)]\n",
+      "[('Zelle', 12481), ('Neighbor & dir', 12507, 3)]\n",
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+      "[('Zelle', 12483), ('Neighbor & dir', 12509, 3)]\n",
+      "[('Zelle', 12484), ('Neighbor & dir', 12510, 3)]\n",
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+      "[('Zelle', 12486), ('Neighbor & dir', 12512, 3)]\n",
+      "[('Zelle', 12487), ('Neighbor & dir', 12513, 3)]\n",
+      "[('Zelle', 12488), ('Neighbor & dir', 12514, 3)]\n",
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+      "[('Zelle', 12491), ('Neighbor & dir', 12517, 3)]\n",
+      "[('Zelle', 12492), ('Neighbor & dir', 12518, 3)]\n",
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+      "[('Zelle', 13707), ('Neighbor & dir', 13807, 3)]\n",
+      "[('Zelle', 13708), ('Neighbor & dir', 13808, 3)]\n",
+      "[('Zelle', 13709), ('Neighbor & dir', 13809, 3)]\n",
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+      "[('Zelle', 13713), ('Neighbor & dir', 13813, 3)]\n",
+      "[('Zelle', 13714), ('Neighbor & dir', 13814, 3)]\n",
+      "[('Zelle', 13715), ('Neighbor & dir', 13815, 3)]\n",
+      "[('Zelle', 13716), ('Neighbor & dir', 13816, 3)]\n",
+      "[('Zelle', 13717), ('Neighbor & dir', 13817, 3)]\n",
+      "[('Zelle', 13718), ('Neighbor & dir', 13818, 3)]\n",
+      "[('Zelle', 13719), ('Neighbor & dir', 13819, 3)]\n",
+      "[('Zelle', 13720), ('Neighbor & dir', 13820, 3)]\n",
+      "[('Zelle', 13721), ('Neighbor & dir', 13821, 3)]\n",
+      "[('Zelle', 13722), ('Neighbor & dir', 13822, 3)]\n",
+      "[('Zelle', 13723), ('Neighbor & dir', 13823, 3)]\n",
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+      "[('Zelle', 13729), ('Neighbor & dir', 13829, 3)]\n",
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+      "[('Zelle', 13736), ('Neighbor & dir', 13836, 3)]\n",
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+      "[('Zelle', 13738), ('Neighbor & dir', 13838, 3)]\n",
+      "[('Zelle', 13739), ('Neighbor & dir', 13839, 3)]\n",
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+      "[('Zelle', 13747), ('Neighbor & dir', 13847, 3)]\n",
+      "[('Zelle', 13748), ('Neighbor & dir', 13848, 3)]\n",
+      "[('Zelle', 13749), ('Neighbor & dir', 13849, 3)]\n",
+      "[('Zelle', 13750), ('Neighbor & dir', 13850, 3)]\n",
+      "[('Zelle', 13751), ('Neighbor & dir', 13851, 3)]\n",
+      "[('Zelle', 13752), ('Neighbor & dir', 13852, 3)]\n",
+      "[('Zelle', 13753), ('Neighbor & dir', 13853, 3)]\n",
+      "[('Zelle', 13754), ('Neighbor & dir', 13854, 3)]\n",
+      "[('Zelle', 13755), ('Neighbor & dir', 13855, 3)]\n",
+      "[('Zelle', 13756), ('Neighbor & dir', 13856, 3)]\n",
+      "[('Zelle', 13757), ('Neighbor & dir', 13857, 3)]\n",
+      "[('Zelle', 13758), ('Neighbor & dir', 13858, 3)]\n",
+      "[('Zelle', 13759), ('Neighbor & dir', 13859, 3)]\n",
+      "[('Zelle', 13760), ('Neighbor & dir', 13860, 3)]\n",
+      "[('Zelle', 13761), ('Neighbor & dir', 13861, 3)]\n",
+      "[('Zelle', 13762), ('Neighbor & dir', 13862, 3)]\n",
+      "[('Zelle', 13763), ('Neighbor & dir', 13863, 3)]\n",
+      "[('Zelle', 13764), ('Neighbor & dir', 13864, 3)]\n",
+      "[('Zelle', 13765), ('Neighbor & dir', 13865, 3)]\n",
+      "[('Zelle', 13766), ('Neighbor & dir', 13866, 3)]\n",
+      "[('Zelle', 13767), ('Neighbor & dir', 13867, 3)]\n",
+      "[('Zelle', 13768), ('Neighbor & dir', 13868, 3)]\n",
+      "[('Zelle', 13769), ('Neighbor & dir', 13869, 3)]\n",
+      "[('Zelle', 13770), ('Neighbor & dir', 13870, 3)]\n",
+      "[('Zelle', 13771), ('Neighbor & dir', 13871, 3)]\n",
+      "[('Zelle', 13772), ('Neighbor & dir', 13872, 3)]\n",
+      "[('Zelle', 13773), ('Neighbor & dir', 13873, 3)]\n",
+      "[('Zelle', 13774), ('Neighbor & dir', 13874, 3)]\n",
+      "[('Zelle', 13775), ('Neighbor & dir', 13875, 3)]\n",
+      "[('Zelle', 13776), ('Neighbor & dir', 13876, 3)]\n",
+      "[('Zelle', 13777), ('Neighbor & dir', 13877, 3)]\n",
+      "[('Zelle', 13778), ('Neighbor & dir', 13878, 3)]\n",
+      "[('Zelle', 13779), ('Neighbor & dir', 13879, 3)]\n",
+      "[('Zelle', 13780), ('Neighbor & dir', 13880, 3)]\n",
+      "[('Zelle', 13781), ('Neighbor & dir', 13881, 3)]\n",
+      "[('Zelle', 13782), ('Neighbor & dir', 13882, 3)]\n",
+      "[('Zelle', 13783), ('Neighbor & dir', 13883, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 13784), ('Neighbor & dir', 13884, 3)]\n",
+      "[('Zelle', 13785), ('Neighbor & dir', 13885, 3)]\n",
+      "[('Zelle', 13786), ('Neighbor & dir', 13886, 3)]\n",
+      "[('Zelle', 13787), ('Neighbor & dir', 13887, 3)]\n",
+      "[('Zelle', 13788), ('Neighbor & dir', 13888, 3)]\n",
+      "[('Zelle', 13789), ('Neighbor & dir', 13889, 3)]\n",
+      "[('Zelle', 13790), ('Neighbor & dir', 13890, 3)]\n",
+      "[('Zelle', 13791), ('Neighbor & dir', 13891, 3)]\n",
+      "[('Zelle', 13792), ('Neighbor & dir', 13892, 3)]\n",
+      "[('Zelle', 13793), ('Neighbor & dir', 13893, 3)]\n",
+      "[('Zelle', 13794), ('Neighbor & dir', 13894, 3)]\n",
+      "[('Zelle', 13795), ('Neighbor & dir', 13895, 3)]\n",
+      "[('Zelle', 13796), ('Neighbor & dir', 13896, 3)]\n",
+      "[('Zelle', 13797), ('Neighbor & dir', 13897, 3)]\n",
+      "[('Zelle', 13798), ('Neighbor & dir', 13898, 3)]\n",
+      "[('Zelle', 13799), ('Neighbor & dir', 13899, 3)]\n",
+      "[('Zelle', 13800), ('Neighbor & dir', 13900, 3)]\n",
+      "[('Zelle', 13801), ('Neighbor & dir', 13901, 3)]\n",
+      "[('Zelle', 13802), ('Neighbor & dir', 13902, 3)]\n",
+      "[('Zelle', 13803), ('Neighbor & dir', 13903, 3)]\n",
+      "[('Zelle', 13804), ('Neighbor & dir', 13904, 3)]\n",
+      "[('Zelle', 13805), ('Neighbor & dir', 13905, 3)]\n",
+      "[('Zelle', 13806), ('Neighbor & dir', 13906, 3)]\n",
+      "[('Zelle', 13807), ('Neighbor & dir', 13907, 3)]\n",
+      "[('Zelle', 13808), ('Neighbor & dir', 13908, 3)]\n",
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+      "[('Zelle', 13821), ('Neighbor & dir', 13921, 3)]\n",
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+      "[('Zelle', 13864), ('Neighbor & dir', 13964, 3)]\n",
+      "[('Zelle', 13865), ('Neighbor & dir', 13965, 3)]\n",
+      "[('Zelle', 13866), ('Neighbor & dir', 13966, 3)]\n",
+      "[('Zelle', 13867), ('Neighbor & dir', 13967, 3)]\n",
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+      "[('Zelle', 14791), ('Neighbor & dir', 14891, 3)]\n",
+      "[('Zelle', 14792), ('Neighbor & dir', 14892, 3)]\n",
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+      "[('Zelle', 14798), ('Neighbor & dir', 14898, 3)]\n",
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+      "[('Zelle', 14817), ('Neighbor & dir', 14917, 3)]\n",
+      "[('Zelle', 14818), ('Neighbor & dir', 14918, 3)]\n",
+      "[('Zelle', 14819), ('Neighbor & dir', 14919, 3)]\n",
+      "[('Zelle', 14820), ('Neighbor & dir', 14920, 3)]\n",
+      "[('Zelle', 14821), ('Neighbor & dir', 14921, 3)]\n",
+      "[('Zelle', 14822), ('Neighbor & dir', 14922, 3)]\n",
+      "[('Zelle', 14823), ('Neighbor & dir', 14923, 3)]\n",
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+      "[('Zelle', 14854), ('Neighbor & dir', 14954, 3)]\n",
+      "[('Zelle', 14855), ('Neighbor & dir', 14955, 3)]\n",
+      "[('Zelle', 14856), ('Neighbor & dir', 14956, 3)]\n",
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+      "[('Zelle', 14858), ('Neighbor & dir', 14958, 3)]\n",
+      "[('Zelle', 14859), ('Neighbor & dir', 14959, 3)]\n",
+      "[('Zelle', 14860), ('Neighbor & dir', 14960, 3)]\n",
+      "[('Zelle', 14861), ('Neighbor & dir', 14961, 3)]\n",
+      "[('Zelle', 14862), ('Neighbor & dir', 14962, 3)]\n",
+      "[('Zelle', 14863), ('Neighbor & dir', 14963, 3)]\n",
+      "[('Zelle', 14864), ('Neighbor & dir', 14964, 3)]\n",
+      "[('Zelle', 14865), ('Neighbor & dir', 14965, 3)]\n",
+      "[('Zelle', 14866), ('Neighbor & dir', 14966, 3)]\n",
+      "[('Zelle', 14867), ('Neighbor & dir', 14967, 3)]\n",
+      "[('Zelle', 14868), ('Neighbor & dir', 14968, 3)]\n",
+      "[('Zelle', 14869), ('Neighbor & dir', 14969, 3)]\n",
+      "[('Zelle', 14870), ('Neighbor & dir', 14970, 3)]\n",
+      "[('Zelle', 14871), ('Neighbor & dir', 14971, 3)]\n",
+      "[('Zelle', 14872), ('Neighbor & dir', 14972, 3)]\n",
+      "[('Zelle', 14873), ('Neighbor & dir', 14973, 3)]\n",
+      "[('Zelle', 14874), ('Neighbor & dir', 14974, 3)]\n",
+      "[('Zelle', 14875), ('Neighbor & dir', 14975, 3)]\n",
+      "[('Zelle', 14876), ('Neighbor & dir', 14976, 3)]\n",
+      "[('Zelle', 14877), ('Neighbor & dir', 14977, 3)]\n",
+      "[('Zelle', 14878), ('Neighbor & dir', 14978, 3)]\n",
+      "[('Zelle', 14879), ('Neighbor & dir', 14979, 3)]\n",
+      "[('Zelle', 14880), ('Neighbor & dir', 14980, 3)]\n",
+      "[('Zelle', 14881), ('Neighbor & dir', 14981, 3)]\n",
+      "[('Zelle', 14882), ('Neighbor & dir', 14982, 3)]\n",
+      "[('Zelle', 14883), ('Neighbor & dir', 14983, 3)]\n",
+      "[('Zelle', 14884), ('Neighbor & dir', 14984, 3)]\n",
+      "[('Zelle', 14885), ('Neighbor & dir', 14985, 3)]\n",
+      "[('Zelle', 14886), ('Neighbor & dir', 14986, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 14887), ('Neighbor & dir', 14987, 3)]\n",
+      "[('Zelle', 14888), ('Neighbor & dir', 14988, 3)]\n",
+      "[('Zelle', 14889), ('Neighbor & dir', 14989, 3)]\n",
+      "[('Zelle', 14890), ('Neighbor & dir', 14990, 3)]\n",
+      "[('Zelle', 14891), ('Neighbor & dir', 14991, 3)]\n",
+      "[('Zelle', 14892), ('Neighbor & dir', 14992, 3)]\n",
+      "[('Zelle', 14893), ('Neighbor & dir', 14993, 3)]\n",
+      "[('Zelle', 14894), ('Neighbor & dir', 14994, 3)]\n",
+      "[('Zelle', 14895), ('Neighbor & dir', 14995, 3)]\n",
+      "[('Zelle', 14896), ('Neighbor & dir', 14996, 3)]\n",
+      "[('Zelle', 14897), ('Neighbor & dir', 14997, 3)]\n",
+      "[('Zelle', 14898), ('Neighbor & dir', 14998, 3)]\n",
+      "[('Zelle', 14899), ('Neighbor & dir', 14999, 3)]\n",
+      "[('Zelle', 14900), ('Neighbor & dir', 15000, 3)]\n",
+      "[('Zelle', 14901), ('Neighbor & dir', 15001, 3)]\n",
+      "[('Zelle', 14902), ('Neighbor & dir', 15002, 3)]\n",
+      "[('Zelle', 14903), ('Neighbor & dir', 15003, 3)]\n",
+      "[('Zelle', 14904), ('Neighbor & dir', 15004, 3)]\n",
+      "[('Zelle', 14905), ('Neighbor & dir', 15005, 3)]\n",
+      "[('Zelle', 14906), ('Neighbor & dir', 15006, 3)]\n",
+      "[('Zelle', 14907), ('Neighbor & dir', 15007, 3)]\n",
+      "[('Zelle', 14908), ('Neighbor & dir', 15008, 3)]\n",
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+      "[('Zelle', 14910), ('Neighbor & dir', 15010, 3)]\n",
+      "[('Zelle', 14911), ('Neighbor & dir', 15011, 3)]\n",
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+      "[('Zelle', 14918), ('Neighbor & dir', 15018, 3)]\n",
+      "[('Zelle', 14919), ('Neighbor & dir', 15019, 3)]\n",
+      "[('Zelle', 14920), ('Neighbor & dir', 15020, 3)]\n",
+      "[('Zelle', 14921), ('Neighbor & dir', 15021, 3)]\n",
+      "[('Zelle', 14922), ('Neighbor & dir', 15022, 3)]\n",
+      "[('Zelle', 14923), ('Neighbor & dir', 15023, 3)]\n",
+      "[('Zelle', 14924), ('Neighbor & dir', 15024, 3)]\n",
+      "[('Zelle', 14925), ('Neighbor & dir', 15025, 3)]\n",
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+      "[('Zelle', 14931), ('Neighbor & dir', 15031, 3)]\n",
+      "[('Zelle', 14932), ('Neighbor & dir', 15032, 3)]\n",
+      "[('Zelle', 14933), ('Neighbor & dir', 15033, 3)]\n",
+      "[('Zelle', 14934), ('Neighbor & dir', 15034, 3)]\n",
+      "[('Zelle', 14935), ('Neighbor & dir', 15035, 3)]\n",
+      "[('Zelle', 14936), ('Neighbor & dir', 15036, 3)]\n",
+      "[('Zelle', 14937), ('Neighbor & dir', 15037, 3)]\n",
+      "[('Zelle', 14938), ('Neighbor & dir', 15038, 3)]\n",
+      "[('Zelle', 14939), ('Neighbor & dir', 15039, 3)]\n",
+      "[('Zelle', 14940), ('Neighbor & dir', 15040, 3)]\n",
+      "[('Zelle', 14941), ('Neighbor & dir', 15041, 3)]\n",
+      "[('Zelle', 14942), ('Neighbor & dir', 15042, 3)]\n",
+      "[('Zelle', 14943), ('Neighbor & dir', 15043, 3)]\n",
+      "[('Zelle', 14944), ('Neighbor & dir', 15044, 3)]\n",
+      "[('Zelle', 14945), ('Neighbor & dir', 15045, 3)]\n",
+      "[('Zelle', 14946), ('Neighbor & dir', 15046, 3)]\n",
+      "[('Zelle', 14947), ('Neighbor & dir', 15047, 3)]\n",
+      "[('Zelle', 14948), ('Neighbor & dir', 15048, 3)]\n",
+      "[('Zelle', 14949), ('Neighbor & dir', 15049, 3)]\n",
+      "[('Zelle', 14950), ('Neighbor & dir', 15050, 3)]\n",
+      "[('Zelle', 14951), ('Neighbor & dir', 15051, 3)]\n",
+      "[('Zelle', 14952), ('Neighbor & dir', 15052, 3)]\n",
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+      "[('Zelle', 16214), ('Neighbor & dir', 16314, 3)]\n",
+      "[('Zelle', 16215), ('Neighbor & dir', 16315, 3)]\n",
+      "[('Zelle', 16216), ('Neighbor & dir', 16316, 3)]\n",
+      "[('Zelle', 16217), ('Neighbor & dir', 16317, 3)]\n",
+      "[('Zelle', 16218), ('Neighbor & dir', 16318, 3)]\n",
+      "[('Zelle', 16219), ('Neighbor & dir', 16319, 3)]\n",
+      "[('Zelle', 16220), ('Neighbor & dir', 16320, 3)]\n",
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+      "[('Zelle', 16222), ('Neighbor & dir', 16322, 3)]\n",
+      "[('Zelle', 16223), ('Neighbor & dir', 16323, 3)]\n",
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+      "[('Zelle', 16228), ('Neighbor & dir', 16328, 3)]\n",
+      "[('Zelle', 16229), ('Neighbor & dir', 16329, 3)]\n",
+      "[('Zelle', 16230), ('Neighbor & dir', 16330, 3)]\n",
+      "[('Zelle', 16231), ('Neighbor & dir', 16331, 3)]\n",
+      "[('Zelle', 16232), ('Neighbor & dir', 16332, 3)]\n",
+      "[('Zelle', 16233), ('Neighbor & dir', 16333, 3)]\n",
+      "[('Zelle', 16234), ('Neighbor & dir', 16334, 3)]\n",
+      "[('Zelle', 16235), ('Neighbor & dir', 16335, 3)]\n",
+      "[('Zelle', 16236), ('Neighbor & dir', 16336, 3)]\n",
+      "[('Zelle', 16237), ('Neighbor & dir', 16337, 3)]\n",
+      "[('Zelle', 16238), ('Neighbor & dir', 16338, 3)]\n",
+      "[('Zelle', 16239), ('Neighbor & dir', 16339, 3)]\n",
+      "[('Zelle', 16240), ('Neighbor & dir', 16340, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 16241), ('Neighbor & dir', 16341, 3)]\n",
+      "[('Zelle', 16242), ('Neighbor & dir', 16342, 3)]\n",
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+      "[('Zelle', 17508), ('Neighbor & dir', 17608, 3)]\n",
+      "[('Zelle', 17509), ('Neighbor & dir', 17609, 3)]\n",
+      "[('Zelle', 17510), ('Neighbor & dir', 17610, 3)]\n",
+      "[('Zelle', 17511), ('Neighbor & dir', 17611, 3)]\n",
+      "[('Zelle', 17512), ('Neighbor & dir', 17612, 3)]\n",
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+      "[('Zelle', 17544), ('Neighbor & dir', 17644, 3)]\n",
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+      "[('Zelle', 17546), ('Neighbor & dir', 17646, 3)]\n",
+      "[('Zelle', 17547), ('Neighbor & dir', 17647, 3)]\n",
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+      "[('Zelle', 17549), ('Neighbor & dir', 17649, 3)]\n",
+      "[('Zelle', 17550), ('Neighbor & dir', 17650, 3)]\n",
+      "[('Zelle', 17551), ('Neighbor & dir', 17651, 3)]\n",
+      "[('Zelle', 17552), ('Neighbor & dir', 17652, 3)]\n",
+      "[('Zelle', 17553), ('Neighbor & dir', 17653, 3)]\n",
+      "[('Zelle', 17554), ('Neighbor & dir', 17654, 3)]\n",
+      "[('Zelle', 17555), ('Neighbor & dir', 17655, 3)]\n",
+      "[('Zelle', 17556), ('Neighbor & dir', 17656, 3)]\n",
+      "[('Zelle', 17557), ('Neighbor & dir', 17657, 3)]\n",
+      "[('Zelle', 17558), ('Neighbor & dir', 17658, 3)]\n",
+      "[('Zelle', 17559), ('Neighbor & dir', 17659, 3)]\n",
+      "[('Zelle', 17560), ('Neighbor & dir', 17660, 3)]\n",
+      "[('Zelle', 17561), ('Neighbor & dir', 17661, 3)]\n",
+      "[('Zelle', 17562), ('Neighbor & dir', 17662, 3)]\n",
+      "[('Zelle', 17563), ('Neighbor & dir', 17663, 3)]\n",
+      "[('Zelle', 17564), ('Neighbor & dir', 17664, 3)]\n",
+      "[('Zelle', 17565), ('Neighbor & dir', 17665, 3)]\n",
+      "[('Zelle', 17566), ('Neighbor & dir', 17666, 3)]\n",
+      "[('Zelle', 17567), ('Neighbor & dir', 17667, 3)]\n",
+      "[('Zelle', 17568), ('Neighbor & dir', 17668, 3)]\n",
+      "[('Zelle', 17569), ('Neighbor & dir', 17669, 3)]\n",
+      "[('Zelle', 17570), ('Neighbor & dir', 17670, 3)]\n",
+      "[('Zelle', 17571), ('Neighbor & dir', 17671, 3)]\n",
+      "[('Zelle', 17572), ('Neighbor & dir', 17672, 3)]\n",
+      "[('Zelle', 17573), ('Neighbor & dir', 17673, 3)]\n",
+      "[('Zelle', 17574), ('Neighbor & dir', 17674, 3)]\n",
+      "[('Zelle', 17575), ('Neighbor & dir', 17675, 3)]\n",
+      "[('Zelle', 17576), ('Neighbor & dir', 17676, 3)]\n",
+      "[('Zelle', 17577), ('Neighbor & dir', 17677, 3)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 17578), ('Neighbor & dir', 17678, 3)]\n",
+      "[('Zelle', 17579), ('Neighbor & dir', 17679, 3)]\n",
+      "[('Zelle', 17580), ('Neighbor & dir', 17680, 3)]\n",
+      "[('Zelle', 17581), ('Neighbor & dir', 17681, 3)]\n",
+      "[('Zelle', 17582), ('Neighbor & dir', 17682, 3)]\n",
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+      "[('Zelle', 17584), ('Neighbor & dir', 17684, 3)]\n",
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+      "[('Zelle', 17588), ('Neighbor & dir', 17688, 3)]\n",
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+      "[('Zelle', 17590), ('Neighbor & dir', 17690, 3)]\n",
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+      "[('Zelle', 17594), ('Neighbor & dir', 17694, 3)]\n",
+      "[('Zelle', 17595), ('Neighbor & dir', 17695, 3)]\n",
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+      "[('Zelle', 18394), ('Neighbor & dir', 18494, 3)]\n",
+      "[('Zelle', 18395), ('Neighbor & dir', 18495, 3)]\n",
+      "[('Zelle', 18396), ('Neighbor & dir', 18496, 3)]\n",
+      "[('Zelle', 18397), ('Neighbor & dir', 18497, 3)]\n",
+      "[('Zelle', 18398), ('Neighbor & dir', 18498, 3)]\n",
+      "[('Zelle', 18399), ('Neighbor & dir', 18499, 3)]\n",
+      "[('Zelle', 18400), ('Neighbor & dir', 18500, 3)]\n",
+      "[('Zelle', 18401), ('Neighbor & dir', 18501, 3)]\n",
+      "[('Zelle', 18402), ('Neighbor & dir', 18502, 3)]\n",
+      "[('Zelle', 18403), ('Neighbor & dir', 18503, 3)]\n",
+      "[('Zelle', 18404), ('Neighbor & dir', 18504, 3)]\n",
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+      "[('Zelle', 18406), ('Neighbor & dir', 18506, 3)]\n",
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+      "[('Zelle', 18408), ('Neighbor & dir', 18508, 3)]\n",
+      "[('Zelle', 18409), ('Neighbor & dir', 18509, 3)]\n",
+      "[('Zelle', 18410), ('Neighbor & dir', 18510, 3)]\n",
+      "[('Zelle', 18411), ('Neighbor & dir', 18511, 3)]\n",
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+      "[('Zelle', 18413), ('Neighbor & dir', 18513, 3)]\n",
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+      "[('Zelle', 18417), ('Neighbor & dir', 18517, 3)]\n",
+      "[('Zelle', 18418), ('Neighbor & dir', 18518, 3)]\n",
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+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18656), ('At Border Else', 67, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18657), ('At Border Else', 68, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18658), ('At Border Else', 69, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18659), ('At Border Else', 70, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18660), ('At Border Else', 71, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18661), ('At Border Else', 72, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18662), ('At Border Else', 73, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18663), ('At Border Else', 74, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18664), ('At Border Else', 75, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18665), ('At Border Else', 76, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18666), ('At Border Else', 77, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18667), ('At Border Else', 78, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18668), ('At Border Else', 79, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18669), ('At Border Else', 80, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18670), ('At Border Else', 81, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18671), ('At Border Else', 82, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18672), ('At Border Else', 83, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18673), ('At Border Else', 84, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18674), ('At Border Else', 85, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18675), ('At Border Else', 86, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18676), ('At Border Else', 87, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18677), ('At Border Else', 88, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18678), ('At Border Else', 89, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18679), ('At Border Else', 90, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18680), ('At Border Else', 91, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18681), ('At Border Else', 92, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18682), ('At Border Else', 93, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18683), ('At Border Else', 94, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18684), ('At Border Else', 95, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18685), ('At Border Else', 96, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18686), ('At Border Else', 97, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18687), ('At Border Else', 98, 'Second')]\n",
+      "Direction: 4 (1, 0)\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 0), ('At Border Else', 99, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 1), ('At Border Else', 18588, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 2), ('At Border Else', 18589, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 3), ('At Border Else', 18590, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 4), ('At Border Else', 18591, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 5), ('At Border Else', 18592, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 6), ('At Border Else', 18593, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 7), ('At Border Else', 18594, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 8), ('At Border Else', 18595, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 9), ('At Border Else', 18596, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 10), ('At Border Else', 18597, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 11), ('At Border Else', 18598, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 12), ('At Border Else', 18599, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 13), ('At Border Else', 18600, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 14), ('At Border Else', 18601, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 15), ('At Border Else', 18602, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 16), ('At Border Else', 18603, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 17), ('At Border Else', 18604, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 18), ('At Border Else', 18605, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 19), ('At Border Else', 18606, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 20), ('At Border Else', 18607, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 21), ('At Border Else', 18608, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 22), ('At Border Else', 18609, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 23), ('At Border Else', 18610, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 24), ('At Border Else', 18611, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 25), ('At Border Else', 18612, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 26), ('At Border Else', 18613, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 27), ('At Border Else', 18614, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 28), ('At Border Else', 18615, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 29), ('At Border Else', 18616, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 30), ('At Border Else', 18617, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 31), ('At Border Else', 18618, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 32), ('At Border Else', 18619, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 33), ('At Border Else', 18620, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 34), ('At Border Else', 18621, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 35), ('At Border Else', 18622, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 36), ('At Border Else', 18623, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 37), ('At Border Else', 18624, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 38), ('At Border Else', 18625, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 39), ('At Border Else', 18626, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 40), ('At Border Else', 18627, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 41), ('At Border Else', 18628, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 42), ('At Border Else', 18629, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 43), ('At Border Else', 18630, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 44), ('At Border Else', 18631, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 45), ('At Border Else', 18632, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 46), ('At Border Else', 18633, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 47), ('At Border Else', 18634, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 48), ('At Border Else', 18635, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 49), ('At Border Else', 18636, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 50), ('At Border Else', 18637, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 51), ('At Border Else', 18638, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 52), ('At Border Else', 18639, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 53), ('At Border Else', 18640, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 54), ('At Border Else', 18641, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 55), ('At Border Else', 18642, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 56), ('At Border Else', 18643, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 57), ('At Border Else', 18644, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 58), ('At Border Else', 18645, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 59), ('At Border Else', 18646, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 60), ('At Border Else', 18647, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 61), ('At Border Else', 18648, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 62), ('At Border Else', 18649, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 63), ('At Border Else', 18650, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 64), ('At Border Else', 18651, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 65), ('At Border Else', 18652, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 66), ('At Border Else', 18653, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 67), ('At Border Else', 18654, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 68), ('At Border Else', 18655, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 69), ('At Border Else', 18656, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 70), ('At Border Else', 18657, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 71), ('At Border Else', 18658, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 72), ('At Border Else', 18659, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 73), ('At Border Else', 18660, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 74), ('At Border Else', 18661, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 75), ('At Border Else', 18662, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 76), ('At Border Else', 18663, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 77), ('At Border Else', 18664, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 78), ('At Border Else', 18665, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 79), ('At Border Else', 18666, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 80), ('At Border Else', 18667, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 81), ('At Border Else', 18668, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 82), ('At Border Else', 18669, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 83), ('At Border Else', 18670, 'First')]\n",
+      "before 0\n",
+      "after 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 84), ('At Border Else', 18671, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 85), ('At Border Else', 18672, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 86), ('At Border Else', 18673, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 87), ('At Border Else', 18674, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 88), ('At Border Else', 18675, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 89), ('At Border Else', 18676, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 90), ('At Border Else', 18677, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 91), ('At Border Else', 18678, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 92), ('At Border Else', 18679, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 93), ('At Border Else', 18680, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 94), ('At Border Else', 18681, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 95), ('At Border Else', 18682, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 96), ('At Border Else', 18683, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 97), ('At Border Else', 18684, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 98), ('At Border Else', 18685, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 99), ('At Border Else', 18686, 'First')]\n",
+      "[('Zelle', 100), ('Neighbor & dir', 0, 4)]\n",
+      "[('Zelle', 101), ('Neighbor & dir', 1, 4)]\n",
+      "[('Zelle', 102), ('Neighbor & dir', 2, 4)]\n",
+      "[('Zelle', 103), ('Neighbor & dir', 3, 4)]\n",
+      "[('Zelle', 104), ('Neighbor & dir', 4, 4)]\n",
+      "[('Zelle', 105), ('Neighbor & dir', 5, 4)]\n",
+      "[('Zelle', 106), ('Neighbor & dir', 6, 4)]\n",
+      "[('Zelle', 107), ('Neighbor & dir', 7, 4)]\n",
+      "[('Zelle', 108), ('Neighbor & dir', 8, 4)]\n",
+      "[('Zelle', 109), ('Neighbor & dir', 9, 4)]\n",
+      "[('Zelle', 110), ('Neighbor & dir', 10, 4)]\n",
+      "[('Zelle', 111), ('Neighbor & dir', 11, 4)]\n",
+      "[('Zelle', 112), ('Neighbor & dir', 12, 4)]\n",
+      "[('Zelle', 113), ('Neighbor & dir', 13, 4)]\n",
+      "[('Zelle', 114), ('Neighbor & dir', 14, 4)]\n",
+      "[('Zelle', 115), ('Neighbor & dir', 15, 4)]\n",
+      "[('Zelle', 116), ('Neighbor & dir', 16, 4)]\n",
+      "[('Zelle', 117), ('Neighbor & dir', 17, 4)]\n",
+      "[('Zelle', 118), ('Neighbor & dir', 18, 4)]\n",
+      "[('Zelle', 119), ('Neighbor & dir', 19, 4)]\n",
+      "[('Zelle', 120), ('Neighbor & dir', 20, 4)]\n",
+      "[('Zelle', 121), ('Neighbor & dir', 21, 4)]\n",
+      "[('Zelle', 122), ('Neighbor & dir', 22, 4)]\n",
+      "[('Zelle', 123), ('Neighbor & dir', 23, 4)]\n",
+      "[('Zelle', 124), ('Neighbor & dir', 24, 4)]\n",
+      "[('Zelle', 125), ('Neighbor & dir', 25, 4)]\n",
+      "[('Zelle', 126), ('Neighbor & dir', 26, 4)]\n",
+      "[('Zelle', 127), ('Neighbor & dir', 27, 4)]\n",
+      "[('Zelle', 128), ('Neighbor & dir', 28, 4)]\n",
+      "[('Zelle', 129), ('Neighbor & dir', 29, 4)]\n",
+      "[('Zelle', 130), ('Neighbor & dir', 30, 4)]\n",
+      "[('Zelle', 131), ('Neighbor & dir', 31, 4)]\n",
+      "[('Zelle', 132), ('Neighbor & dir', 32, 4)]\n",
+      "[('Zelle', 133), ('Neighbor & dir', 33, 4)]\n",
+      "[('Zelle', 134), ('Neighbor & dir', 34, 4)]\n",
+      "[('Zelle', 135), ('Neighbor & dir', 35, 4)]\n",
+      "[('Zelle', 136), ('Neighbor & dir', 36, 4)]\n",
+      "[('Zelle', 137), ('Neighbor & dir', 37, 4)]\n",
+      "[('Zelle', 138), ('Neighbor & dir', 38, 4)]\n",
+      "[('Zelle', 139), ('Neighbor & dir', 39, 4)]\n",
+      "[('Zelle', 140), ('Neighbor & dir', 40, 4)]\n",
+      "[('Zelle', 141), ('Neighbor & dir', 41, 4)]\n",
+      "[('Zelle', 142), ('Neighbor & dir', 42, 4)]\n",
+      "[('Zelle', 143), ('Neighbor & dir', 43, 4)]\n",
+      "[('Zelle', 144), ('Neighbor & dir', 44, 4)]\n",
+      "[('Zelle', 145), ('Neighbor & dir', 45, 4)]\n",
+      "[('Zelle', 146), ('Neighbor & dir', 46, 4)]\n",
+      "[('Zelle', 147), ('Neighbor & dir', 47, 4)]\n",
+      "[('Zelle', 148), ('Neighbor & dir', 48, 4)]\n",
+      "[('Zelle', 149), ('Neighbor & dir', 49, 4)]\n",
+      "[('Zelle', 150), ('Neighbor & dir', 50, 4)]\n",
+      "[('Zelle', 151), ('Neighbor & dir', 51, 4)]\n",
+      "[('Zelle', 152), ('Neighbor & dir', 52, 4)]\n",
+      "[('Zelle', 153), ('Neighbor & dir', 53, 4)]\n",
+      "[('Zelle', 154), ('Neighbor & dir', 54, 4)]\n",
+      "[('Zelle', 155), ('Neighbor & dir', 55, 4)]\n",
+      "[('Zelle', 156), ('Neighbor & dir', 56, 4)]\n",
+      "[('Zelle', 157), ('Neighbor & dir', 57, 4)]\n",
+      "[('Zelle', 158), ('Neighbor & dir', 58, 4)]\n",
+      "[('Zelle', 159), ('Neighbor & dir', 59, 4)]\n",
+      "[('Zelle', 160), ('Neighbor & dir', 60, 4)]\n",
+      "[('Zelle', 161), ('Neighbor & dir', 61, 4)]\n",
+      "[('Zelle', 162), ('Neighbor & dir', 62, 4)]\n",
+      "[('Zelle', 163), ('Neighbor & dir', 63, 4)]\n",
+      "[('Zelle', 164), ('Neighbor & dir', 64, 4)]\n",
+      "[('Zelle', 165), ('Neighbor & dir', 65, 4)]\n",
+      "[('Zelle', 166), ('Neighbor & dir', 66, 4)]\n",
+      "[('Zelle', 167), ('Neighbor & dir', 67, 4)]\n",
+      "[('Zelle', 168), ('Neighbor & dir', 68, 4)]\n",
+      "[('Zelle', 169), ('Neighbor & dir', 69, 4)]\n",
+      "[('Zelle', 170), ('Neighbor & dir', 70, 4)]\n",
+      "[('Zelle', 171), ('Neighbor & dir', 71, 4)]\n",
+      "[('Zelle', 172), ('Neighbor & dir', 72, 4)]\n",
+      "[('Zelle', 173), ('Neighbor & dir', 73, 4)]\n",
+      "[('Zelle', 174), ('Neighbor & dir', 74, 4)]\n",
+      "[('Zelle', 175), ('Neighbor & dir', 75, 4)]\n",
+      "[('Zelle', 176), ('Neighbor & dir', 76, 4)]\n",
+      "[('Zelle', 177), ('Neighbor & dir', 77, 4)]\n",
+      "[('Zelle', 178), ('Neighbor & dir', 78, 4)]\n",
+      "[('Zelle', 179), ('Neighbor & dir', 79, 4)]\n",
+      "[('Zelle', 180), ('Neighbor & dir', 80, 4)]\n",
+      "[('Zelle', 181), ('Neighbor & dir', 81, 4)]\n",
+      "[('Zelle', 182), ('Neighbor & dir', 82, 4)]\n",
+      "[('Zelle', 183), ('Neighbor & dir', 83, 4)]\n",
+      "[('Zelle', 184), ('Neighbor & dir', 84, 4)]\n",
+      "[('Zelle', 185), ('Neighbor & dir', 85, 4)]\n",
+      "[('Zelle', 186), ('Neighbor & dir', 86, 4)]\n",
+      "[('Zelle', 187), ('Neighbor & dir', 87, 4)]\n",
+      "[('Zelle', 188), ('Neighbor & dir', 88, 4)]\n",
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 2722), ('Neighbor & dir', 2622, 4)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 2728), ('Neighbor & dir', 2628, 4)]\n",
+      "[('Zelle', 2729), ('Neighbor & dir', 2629, 4)]\n",
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+      "[('Zelle', 4082), ('Neighbor & dir', 3982, 4)]\n",
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+      "[('Zelle', 4084), ('Neighbor & dir', 3984, 4)]\n",
+      "[('Zelle', 4085), ('Neighbor & dir', 3985, 4)]\n",
+      "[('Zelle', 4086), ('Neighbor & dir', 3986, 4)]\n",
+      "[('Zelle', 4087), ('Neighbor & dir', 3987, 4)]\n",
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+      "[('Zelle', 4097), ('Neighbor & dir', 3997, 4)]\n",
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+      "[('Zelle', 4100), ('Neighbor & dir', 4000, 4)]\n",
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+      "[('Zelle', 4102), ('Neighbor & dir', 4002, 4)]\n",
+      "[('Zelle', 4103), ('Neighbor & dir', 4003, 4)]\n",
+      "[('Zelle', 4104), ('Neighbor & dir', 4004, 4)]\n",
+      "[('Zelle', 4105), ('Neighbor & dir', 4005, 4)]\n",
+      "[('Zelle', 4106), ('Neighbor & dir', 4006, 4)]\n",
+      "[('Zelle', 4107), ('Neighbor & dir', 4007, 4)]\n",
+      "[('Zelle', 4108), ('Neighbor & dir', 4008, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 5291), ('Neighbor & dir', 5191, 4)]\n",
+      "[('Zelle', 5292), ('Neighbor & dir', 5192, 4)]\n",
+      "[('Zelle', 5293), ('Neighbor & dir', 5193, 4)]\n",
+      "[('Zelle', 5294), ('Neighbor & dir', 5194, 4)]\n",
+      "[('Zelle', 5295), ('Neighbor & dir', 5195, 4)]\n",
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+      "[('Zelle', 5310), ('Neighbor & dir', 5210, 4)]\n",
+      "[('Zelle', 5311), ('Neighbor & dir', 5211, 4)]\n",
+      "[('Zelle', 5312), ('Neighbor & dir', 5212, 4)]\n",
+      "[('Zelle', 5313), ('Neighbor & dir', 5213, 4)]\n",
+      "[('Zelle', 5314), ('Neighbor & dir', 5214, 4)]\n",
+      "[('Zelle', 5315), ('Neighbor & dir', 5215, 4)]\n",
+      "[('Zelle', 5316), ('Neighbor & dir', 5216, 4)]\n",
+      "[('Zelle', 5317), ('Neighbor & dir', 5217, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 5319), ('Neighbor & dir', 5219, 4)]\n",
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+      "[('Zelle', 6492), ('Neighbor & dir', 6466, 4)]\n",
+      "[('Zelle', 6493), ('Neighbor & dir', 6467, 4)]\n",
+      "[('Zelle', 6494), ('Neighbor & dir', 6468, 4)]\n",
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+      "[('Zelle', 6548), ('Neighbor & dir', 6522, 4)]\n",
+      "[('Zelle', 6549), ('Neighbor & dir', 6523, 4)]\n",
+      "[('Zelle', 6550), ('Neighbor & dir', 6524, 4)]\n",
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+      "[('Zelle', 6557), ('Neighbor & dir', 6531, 4)]\n",
+      "[('Zelle', 6558), ('Neighbor & dir', 6532, 4)]\n",
+      "[('Zelle', 6559), ('Neighbor & dir', 6533, 4)]\n",
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+      "[('Zelle', 6561), ('Neighbor & dir', 6535, 4)]\n",
+      "[('Zelle', 6562), ('Neighbor & dir', 6536, 4)]\n",
+      "[('Zelle', 6563), ('Neighbor & dir', 6537, 4)]\n",
+      "[('Zelle', 6564), ('Neighbor & dir', 6538, 4)]\n",
+      "[('Zelle', 6565), ('Neighbor & dir', 6539, 4)]\n",
+      "[('Zelle', 6566), ('Neighbor & dir', 6540, 4)]\n",
+      "[('Zelle', 6567), ('Neighbor & dir', 6541, 4)]\n",
+      "[('Zelle', 6568), ('Neighbor & dir', 6542, 4)]\n",
+      "[('Zelle', 6569), ('Neighbor & dir', 6543, 4)]\n",
+      "[('Zelle', 6570), ('Neighbor & dir', 6544, 4)]\n",
+      "[('Zelle', 6571), ('Neighbor & dir', 6545, 4)]\n",
+      "[('Zelle', 6572), ('Neighbor & dir', 6546, 4)]\n",
+      "[('Zelle', 6573), ('Neighbor & dir', 6547, 4)]\n",
+      "[('Zelle', 6574), ('Neighbor & dir', 6548, 4)]\n",
+      "[('Zelle', 6575), ('Neighbor & dir', 6549, 4)]\n",
+      "[('Zelle', 6576), ('Neighbor & dir', 6550, 4)]\n",
+      "[('Zelle', 6577), ('Neighbor & dir', 6551, 4)]\n",
+      "[('Zelle', 6578), ('Neighbor & dir', 6552, 4)]\n",
+      "[('Zelle', 6579), ('Neighbor & dir', 6553, 4)]\n",
+      "[('Zelle', 6580), ('Neighbor & dir', 6554, 4)]\n",
+      "[('Zelle', 6581), ('Neighbor & dir', 6555, 4)]\n",
+      "[('Zelle', 6582), ('Neighbor & dir', 6556, 4)]\n",
+      "[('Zelle', 6583), ('Neighbor & dir', 6557, 4)]\n",
+      "[('Zelle', 6584), ('Neighbor & dir', 6558, 4)]\n",
+      "[('Zelle', 6585), ('Neighbor & dir', 6559, 4)]\n",
+      "[('Zelle', 6586), ('Neighbor & dir', 6560, 4)]\n",
+      "[('Zelle', 6587), ('Neighbor & dir', 6561, 4)]\n",
+      "[('Zelle', 6588), ('Neighbor & dir', 6562, 4)]\n",
+      "[('Zelle', 6589), ('Neighbor & dir', 6563, 4)]\n",
+      "[('Zelle', 6590), ('Neighbor & dir', 6564, 4)]\n",
+      "[('Zelle', 6591), ('Neighbor & dir', 6565, 4)]\n",
+      "[('Zelle', 6592), ('Neighbor & dir', 6566, 4)]\n",
+      "[('Zelle', 6593), ('Neighbor & dir', 6567, 4)]\n",
+      "[('Zelle', 6594), ('Neighbor & dir', 6568, 4)]\n",
+      "[('Zelle', 6595), ('Neighbor & dir', 6569, 4)]\n",
+      "[('Zelle', 6596), ('Neighbor & dir', 6570, 4)]\n",
+      "[('Zelle', 6597), ('Neighbor & dir', 6571, 4)]\n",
+      "[('Zelle', 6598), ('Neighbor & dir', 6572, 4)]\n",
+      "[('Zelle', 6599), ('Neighbor & dir', 6573, 4)]\n",
+      "[('Zelle', 6600), ('Neighbor & dir', 6574, 4)]\n",
+      "[('Zelle', 6601), ('Neighbor & dir', 6575, 4)]\n",
+      "[('Zelle', 6602), ('Neighbor & dir', 6576, 4)]\n",
+      "[('Zelle', 6603), ('Neighbor & dir', 6577, 4)]\n",
+      "[('Zelle', 6604), ('Neighbor & dir', 6578, 4)]\n",
+      "[('Zelle', 6605), ('Neighbor & dir', 6579, 4)]\n",
+      "[('Zelle', 6606), ('Neighbor & dir', 6580, 4)]\n",
+      "[('Zelle', 6607), ('Neighbor & dir', 6581, 4)]\n",
+      "[('Zelle', 6608), ('Neighbor & dir', 6582, 4)]\n",
+      "[('Zelle', 6609), ('Neighbor & dir', 6583, 4)]\n",
+      "[('Zelle', 6610), ('Neighbor & dir', 6584, 4)]\n",
+      "[('Zelle', 6611), ('Neighbor & dir', 6585, 4)]\n",
+      "[('Zelle', 6612), ('Neighbor & dir', 6586, 4)]\n",
+      "[('Zelle', 6613), ('Neighbor & dir', 6587, 4)]\n",
+      "[('Zelle', 6614), ('Neighbor & dir', 6588, 4)]\n",
+      "[('Zelle', 6615), ('Neighbor & dir', 6589, 4)]\n",
+      "[('Zelle', 6616), ('Neighbor & dir', 6590, 4)]\n",
+      "[('Zelle', 6617), ('Neighbor & dir', 6591, 4)]\n",
+      "[('Zelle', 6618), ('Neighbor & dir', 6592, 4)]\n",
+      "[('Zelle', 6619), ('Neighbor & dir', 6593, 4)]\n",
+      "[('Zelle', 6620), ('Neighbor & dir', 6594, 4)]\n",
+      "[('Zelle', 6621), ('Neighbor & dir', 6595, 4)]\n",
+      "[('Zelle', 6622), ('Neighbor & dir', 6596, 4)]\n",
+      "[('Zelle', 6623), ('Neighbor & dir', 6597, 4)]\n",
+      "[('Zelle', 6624), ('Neighbor & dir', 6598, 4)]\n",
+      "[('Zelle', 6625), ('Neighbor & dir', 6599, 4)]\n",
+      "[('Zelle', 6626), ('Neighbor & dir', 6600, 4)]\n",
+      "[('Zelle', 6627), ('Neighbor & dir', 6601, 4)]\n",
+      "[('Zelle', 6628), ('Neighbor & dir', 6602, 4)]\n",
+      "[('Zelle', 6629), ('Neighbor & dir', 6603, 4)]\n",
+      "[('Zelle', 6630), ('Neighbor & dir', 6604, 4)]\n",
+      "[('Zelle', 6631), ('Neighbor & dir', 6605, 4)]\n",
+      "[('Zelle', 6632), ('Neighbor & dir', 6606, 4)]\n",
+      "[('Zelle', 6633), ('Neighbor & dir', 6607, 4)]\n",
+      "[('Zelle', 6634), ('Neighbor & dir', 6608, 4)]\n",
+      "[('Zelle', 6635), ('Neighbor & dir', 6609, 4)]\n",
+      "[('Zelle', 6636), ('Neighbor & dir', 6610, 4)]\n",
+      "[('Zelle', 6637), ('Neighbor & dir', 6611, 4)]\n",
+      "[('Zelle', 6638), ('Neighbor & dir', 6612, 4)]\n",
+      "[('Zelle', 6639), ('Neighbor & dir', 6613, 4)]\n",
+      "[('Zelle', 6640), ('Neighbor & dir', 6614, 4)]\n",
+      "[('Zelle', 6641), ('Neighbor & dir', 6615, 4)]\n",
+      "[('Zelle', 6642), ('Neighbor & dir', 6616, 4)]\n",
+      "[('Zelle', 6643), ('Neighbor & dir', 6617, 4)]\n",
+      "[('Zelle', 6644), ('Neighbor & dir', 6618, 4)]\n",
+      "[('Zelle', 6645), ('Neighbor & dir', 6619, 4)]\n",
+      "[('Zelle', 6646), ('Neighbor & dir', 6620, 4)]\n",
+      "[('Zelle', 6647), ('Neighbor & dir', 6621, 4)]\n",
+      "[('Zelle', 6648), ('Neighbor & dir', 6622, 4)]\n",
+      "[('Zelle', 6649), ('Neighbor & dir', 6623, 4)]\n",
+      "[('Zelle', 6650), ('Neighbor & dir', 6624, 4)]\n",
+      "[('Zelle', 6651), ('Neighbor & dir', 6625, 4)]\n",
+      "[('Zelle', 6652), ('Neighbor & dir', 6626, 4)]\n",
+      "[('Zelle', 6653), ('Neighbor & dir', 6627, 4)]\n",
+      "[('Zelle', 6654), ('Neighbor & dir', 6628, 4)]\n",
+      "[('Zelle', 6655), ('Neighbor & dir', 6629, 4)]\n",
+      "[('Zelle', 6656), ('Neighbor & dir', 6630, 4)]\n",
+      "[('Zelle', 6657), ('Neighbor & dir', 6631, 4)]\n",
+      "[('Zelle', 6658), ('Neighbor & dir', 6632, 4)]\n",
+      "[('Zelle', 6659), ('Neighbor & dir', 6633, 4)]\n",
+      "[('Zelle', 6660), ('Neighbor & dir', 6634, 4)]\n",
+      "[('Zelle', 6661), ('Neighbor & dir', 6635, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 6662), ('Neighbor & dir', 6636, 4)]\n",
+      "[('Zelle', 6663), ('Neighbor & dir', 6637, 4)]\n",
+      "[('Zelle', 6664), ('Neighbor & dir', 6638, 4)]\n",
+      "[('Zelle', 6665), ('Neighbor & dir', 6639, 4)]\n",
+      "[('Zelle', 6666), ('Neighbor & dir', 6640, 4)]\n",
+      "[('Zelle', 6667), ('Neighbor & dir', 6641, 4)]\n",
+      "[('Zelle', 6668), ('Neighbor & dir', 6642, 4)]\n",
+      "[('Zelle', 6669), ('Neighbor & dir', 6643, 4)]\n",
+      "[('Zelle', 6670), ('Neighbor & dir', 6644, 4)]\n",
+      "[('Zelle', 6671), ('Neighbor & dir', 6645, 4)]\n",
+      "[('Zelle', 6672), ('Neighbor & dir', 6646, 4)]\n",
+      "[('Zelle', 6673), ('Neighbor & dir', 6647, 4)]\n",
+      "[('Zelle', 6674), ('Neighbor & dir', 6648, 4)]\n",
+      "[('Zelle', 6675), ('Neighbor & dir', 6649, 4)]\n",
+      "[('Zelle', 6676), ('Neighbor & dir', 6650, 4)]\n",
+      "[('Zelle', 6677), ('Neighbor & dir', 6651, 4)]\n",
+      "[('Zelle', 6678), ('Neighbor & dir', 6652, 4)]\n",
+      "[('Zelle', 6679), ('Neighbor & dir', 6653, 4)]\n",
+      "[('Zelle', 6680), ('Neighbor & dir', 6654, 4)]\n",
+      "[('Zelle', 6681), ('Neighbor & dir', 6655, 4)]\n",
+      "[('Zelle', 6682), ('Neighbor & dir', 6656, 4)]\n",
+      "[('Zelle', 6683), ('Neighbor & dir', 6657, 4)]\n",
+      "[('Zelle', 6684), ('Neighbor & dir', 6658, 4)]\n",
+      "[('Zelle', 6685), ('Neighbor & dir', 6659, 4)]\n",
+      "[('Zelle', 6686), ('Neighbor & dir', 6660, 4)]\n",
+      "[('Zelle', 6687), ('Neighbor & dir', 6661, 4)]\n",
+      "[('Zelle', 6688), ('Neighbor & dir', 6662, 4)]\n",
+      "[('Zelle', 6689), ('Neighbor & dir', 6663, 4)]\n",
+      "[('Zelle', 6690), ('Neighbor & dir', 6664, 4)]\n",
+      "[('Zelle', 6691), ('Neighbor & dir', 6665, 4)]\n",
+      "[('Zelle', 6692), ('Neighbor & dir', 6666, 4)]\n",
+      "[('Zelle', 6693), ('Neighbor & dir', 6667, 4)]\n",
+      "[('Zelle', 6694), ('Neighbor & dir', 6668, 4)]\n",
+      "[('Zelle', 6695), ('Neighbor & dir', 6669, 4)]\n",
+      "[('Zelle', 6696), ('Neighbor & dir', 6670, 4)]\n",
+      "[('Zelle', 6697), ('Neighbor & dir', 6671, 4)]\n",
+      "[('Zelle', 6698), ('Neighbor & dir', 6672, 4)]\n",
+      "[('Zelle', 6699), ('Neighbor & dir', 6673, 4)]\n",
+      "[('Zelle', 6700), ('Neighbor & dir', 6674, 4)]\n",
+      "[('Zelle', 6701), ('Neighbor & dir', 6675, 4)]\n",
+      "[('Zelle', 6702), ('Neighbor & dir', 6676, 4)]\n",
+      "[('Zelle', 6703), ('Neighbor & dir', 6677, 4)]\n",
+      "[('Zelle', 6704), ('Neighbor & dir', 6678, 4)]\n",
+      "[('Zelle', 6705), ('Neighbor & dir', 6679, 4)]\n",
+      "[('Zelle', 6706), ('Neighbor & dir', 6680, 4)]\n",
+      "[('Zelle', 6707), ('Neighbor & dir', 6681, 4)]\n",
+      "[('Zelle', 6708), ('Neighbor & dir', 6682, 4)]\n",
+      "[('Zelle', 6709), ('Neighbor & dir', 6683, 4)]\n",
+      "[('Zelle', 6710), ('Neighbor & dir', 6684, 4)]\n",
+      "[('Zelle', 6711), ('Neighbor & dir', 6685, 4)]\n",
+      "[('Zelle', 6712), ('Neighbor & dir', 6686, 4)]\n",
+      "[('Zelle', 6713), ('Neighbor & dir', 6687, 4)]\n",
+      "[('Zelle', 6714), ('Neighbor & dir', 6688, 4)]\n",
+      "[('Zelle', 6715), ('Neighbor & dir', 6689, 4)]\n",
+      "[('Zelle', 6716), ('Neighbor & dir', 6690, 4)]\n",
+      "[('Zelle', 6717), ('Neighbor & dir', 6691, 4)]\n",
+      "[('Zelle', 6718), ('Neighbor & dir', 6692, 4)]\n",
+      "[('Zelle', 6719), ('Neighbor & dir', 6693, 4)]\n",
+      "[('Zelle', 6720), ('Neighbor & dir', 6694, 4)]\n",
+      "[('Zelle', 6721), ('Neighbor & dir', 6695, 4)]\n",
+      "[('Zelle', 6722), ('Neighbor & dir', 6696, 4)]\n",
+      "[('Zelle', 6723), ('Neighbor & dir', 6697, 4)]\n",
+      "[('Zelle', 6724), ('Neighbor & dir', 6698, 4)]\n",
+      "[('Zelle', 6725), ('Neighbor & dir', 6699, 4)]\n",
+      "[('Zelle', 6726), ('Neighbor & dir', 6700, 4)]\n",
+      "[('Zelle', 6727), ('Neighbor & dir', 6701, 4)]\n",
+      "[('Zelle', 6728), ('Neighbor & dir', 6702, 4)]\n",
+      "[('Zelle', 6729), ('Neighbor & dir', 6703, 4)]\n",
+      "[('Zelle', 6730), ('Neighbor & dir', 6704, 4)]\n",
+      "[('Zelle', 6731), ('Neighbor & dir', 6705, 4)]\n",
+      "[('Zelle', 6732), ('Neighbor & dir', 6706, 4)]\n",
+      "[('Zelle', 6733), ('Neighbor & dir', 6707, 4)]\n",
+      "[('Zelle', 6734), ('Neighbor & dir', 6708, 4)]\n",
+      "[('Zelle', 6735), ('Neighbor & dir', 6709, 4)]\n",
+      "[('Zelle', 6736), ('Neighbor & dir', 6710, 4)]\n",
+      "[('Zelle', 6737), ('Neighbor & dir', 6711, 4)]\n",
+      "[('Zelle', 6738), ('Neighbor & dir', 6712, 4)]\n",
+      "[('Zelle', 6739), ('Neighbor & dir', 6713, 4)]\n",
+      "[('Zelle', 6740), ('Neighbor & dir', 6714, 4)]\n",
+      "[('Zelle', 6741), ('Neighbor & dir', 6715, 4)]\n",
+      "[('Zelle', 6742), ('Neighbor & dir', 6716, 4)]\n",
+      "[('Zelle', 6743), ('Neighbor & dir', 6717, 4)]\n",
+      "[('Zelle', 6744), ('Neighbor & dir', 6718, 4)]\n",
+      "[('Zelle', 6745), ('Neighbor & dir', 6719, 4)]\n",
+      "[('Zelle', 6746), ('Neighbor & dir', 6720, 4)]\n",
+      "[('Zelle', 6747), ('Neighbor & dir', 6721, 4)]\n",
+      "[('Zelle', 6748), ('Neighbor & dir', 6722, 4)]\n",
+      "[('Zelle', 6749), ('Neighbor & dir', 6723, 4)]\n",
+      "[('Zelle', 6750), ('Neighbor & dir', 6724, 4)]\n",
+      "[('Zelle', 6751), ('Neighbor & dir', 6725, 4)]\n",
+      "[('Zelle', 6752), ('Neighbor & dir', 6726, 4)]\n",
+      "[('Zelle', 6753), ('Neighbor & dir', 6727, 4)]\n",
+      "[('Zelle', 6754), ('Neighbor & dir', 6728, 4)]\n",
+      "[('Zelle', 6755), ('Neighbor & dir', 6729, 4)]\n",
+      "[('Zelle', 6756), ('Neighbor & dir', 6730, 4)]\n",
+      "[('Zelle', 6757), ('Neighbor & dir', 6731, 4)]\n",
+      "[('Zelle', 6758), ('Neighbor & dir', 6732, 4)]\n",
+      "[('Zelle', 6759), ('Neighbor & dir', 6733, 4)]\n",
+      "[('Zelle', 6760), ('Neighbor & dir', 6734, 4)]\n",
+      "[('Zelle', 6761), ('Neighbor & dir', 6735, 4)]\n",
+      "[('Zelle', 6762), ('Neighbor & dir', 6736, 4)]\n",
+      "[('Zelle', 6763), ('Neighbor & dir', 6737, 4)]\n",
+      "[('Zelle', 6764), ('Neighbor & dir', 6738, 4)]\n",
+      "[('Zelle', 6765), ('Neighbor & dir', 6739, 4)]\n",
+      "[('Zelle', 6766), ('Neighbor & dir', 6740, 4)]\n",
+      "[('Zelle', 6767), ('Neighbor & dir', 6741, 4)]\n",
+      "[('Zelle', 6768), ('Neighbor & dir', 6742, 4)]\n",
+      "[('Zelle', 6769), ('Neighbor & dir', 6743, 4)]\n",
+      "[('Zelle', 6770), ('Neighbor & dir', 6744, 4)]\n",
+      "[('Zelle', 6771), ('Neighbor & dir', 6745, 4)]\n",
+      "[('Zelle', 6772), ('Neighbor & dir', 6746, 4)]\n",
+      "[('Zelle', 6773), ('Neighbor & dir', 6747, 4)]\n",
+      "[('Zelle', 6774), ('Neighbor & dir', 6748, 4)]\n",
+      "[('Zelle', 6775), ('Neighbor & dir', 6749, 4)]\n",
+      "[('Zelle', 6776), ('Neighbor & dir', 6750, 4)]\n",
+      "[('Zelle', 6777), ('Neighbor & dir', 6751, 4)]\n",
+      "[('Zelle', 6778), ('Neighbor & dir', 6752, 4)]\n",
+      "[('Zelle', 6779), ('Neighbor & dir', 6753, 4)]\n",
+      "[('Zelle', 6780), ('Neighbor & dir', 6754, 4)]\n",
+      "[('Zelle', 6781), ('Neighbor & dir', 6755, 4)]\n",
+      "[('Zelle', 6782), ('Neighbor & dir', 6756, 4)]\n",
+      "[('Zelle', 6783), ('Neighbor & dir', 6757, 4)]\n",
+      "[('Zelle', 6784), ('Neighbor & dir', 6758, 4)]\n",
+      "[('Zelle', 6785), ('Neighbor & dir', 6759, 4)]\n",
+      "[('Zelle', 6786), ('Neighbor & dir', 6760, 4)]\n",
+      "[('Zelle', 6787), ('Neighbor & dir', 6761, 4)]\n",
+      "[('Zelle', 6788), ('Neighbor & dir', 6762, 4)]\n",
+      "[('Zelle', 6789), ('Neighbor & dir', 6763, 4)]\n",
+      "[('Zelle', 6790), ('Neighbor & dir', 6764, 4)]\n",
+      "[('Zelle', 6791), ('Neighbor & dir', 6765, 4)]\n",
+      "[('Zelle', 6792), ('Neighbor & dir', 6766, 4)]\n",
+      "[('Zelle', 6793), ('Neighbor & dir', 6767, 4)]\n",
+      "[('Zelle', 6794), ('Neighbor & dir', 6768, 4)]\n",
+      "[('Zelle', 6795), ('Neighbor & dir', 6769, 4)]\n",
+      "[('Zelle', 6796), ('Neighbor & dir', 6770, 4)]\n",
+      "[('Zelle', 6797), ('Neighbor & dir', 6771, 4)]\n",
+      "[('Zelle', 6798), ('Neighbor & dir', 6772, 4)]\n",
+      "[('Zelle', 6799), ('Neighbor & dir', 6773, 4)]\n",
+      "[('Zelle', 6800), ('Neighbor & dir', 6774, 4)]\n",
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+      "[('Zelle', 7742), ('Neighbor & dir', 7716, 4)]\n",
+      "[('Zelle', 7743), ('Neighbor & dir', 7717, 4)]\n",
+      "[('Zelle', 7744), ('Neighbor & dir', 7718, 4)]\n",
+      "[('Zelle', 7745), ('Neighbor & dir', 7719, 4)]\n",
+      "[('Zelle', 7746), ('Neighbor & dir', 7720, 4)]\n",
+      "[('Zelle', 7747), ('Neighbor & dir', 7721, 4)]\n",
+      "[('Zelle', 7748), ('Neighbor & dir', 7722, 4)]\n",
+      "[('Zelle', 7749), ('Neighbor & dir', 7723, 4)]\n",
+      "[('Zelle', 7750), ('Neighbor & dir', 7724, 4)]\n",
+      "[('Zelle', 7751), ('Neighbor & dir', 7725, 4)]\n",
+      "[('Zelle', 7752), ('Neighbor & dir', 7726, 4)]\n",
+      "[('Zelle', 7753), ('Neighbor & dir', 7727, 4)]\n",
+      "[('Zelle', 7754), ('Neighbor & dir', 7728, 4)]\n",
+      "[('Zelle', 7755), ('Neighbor & dir', 7729, 4)]\n",
+      "[('Zelle', 7756), ('Neighbor & dir', 7730, 4)]\n",
+      "[('Zelle', 7757), ('Neighbor & dir', 7731, 4)]\n",
+      "[('Zelle', 7758), ('Neighbor & dir', 7732, 4)]\n",
+      "[('Zelle', 7759), ('Neighbor & dir', 7733, 4)]\n",
+      "[('Zelle', 7760), ('Neighbor & dir', 7734, 4)]\n",
+      "[('Zelle', 7761), ('Neighbor & dir', 7735, 4)]\n",
+      "[('Zelle', 7762), ('Neighbor & dir', 7736, 4)]\n",
+      "[('Zelle', 7763), ('Neighbor & dir', 7737, 4)]\n",
+      "[('Zelle', 7764), ('Neighbor & dir', 7738, 4)]\n",
+      "[('Zelle', 7765), ('Neighbor & dir', 7739, 4)]\n",
+      "[('Zelle', 7766), ('Neighbor & dir', 7740, 4)]\n",
+      "[('Zelle', 7767), ('Neighbor & dir', 7741, 4)]\n",
+      "[('Zelle', 7768), ('Neighbor & dir', 7742, 4)]\n",
+      "[('Zelle', 7769), ('Neighbor & dir', 7743, 4)]\n",
+      "[('Zelle', 7770), ('Neighbor & dir', 7744, 4)]\n",
+      "[('Zelle', 7771), ('Neighbor & dir', 7745, 4)]\n",
+      "[('Zelle', 7772), ('Neighbor & dir', 7746, 4)]\n",
+      "[('Zelle', 7773), ('Neighbor & dir', 7747, 4)]\n",
+      "[('Zelle', 7774), ('Neighbor & dir', 7748, 4)]\n",
+      "[('Zelle', 7775), ('Neighbor & dir', 7749, 4)]\n",
+      "[('Zelle', 7776), ('Neighbor & dir', 7750, 4)]\n",
+      "[('Zelle', 7777), ('Neighbor & dir', 7751, 4)]\n",
+      "[('Zelle', 7778), ('Neighbor & dir', 7752, 4)]\n",
+      "[('Zelle', 7779), ('Neighbor & dir', 7753, 4)]\n",
+      "[('Zelle', 7780), ('Neighbor & dir', 7754, 4)]\n",
+      "[('Zelle', 7781), ('Neighbor & dir', 7755, 4)]\n",
+      "[('Zelle', 7782), ('Neighbor & dir', 7756, 4)]\n",
+      "[('Zelle', 7783), ('Neighbor & dir', 7757, 4)]\n",
+      "[('Zelle', 7784), ('Neighbor & dir', 7758, 4)]\n",
+      "[('Zelle', 7785), ('Neighbor & dir', 7759, 4)]\n",
+      "[('Zelle', 7786), ('Neighbor & dir', 7760, 4)]\n",
+      "[('Zelle', 7787), ('Neighbor & dir', 7761, 4)]\n",
+      "[('Zelle', 7788), ('Neighbor & dir', 7762, 4)]\n",
+      "[('Zelle', 7789), ('Neighbor & dir', 7763, 4)]\n",
+      "[('Zelle', 7790), ('Neighbor & dir', 7764, 4)]\n",
+      "[('Zelle', 7791), ('Neighbor & dir', 7765, 4)]\n",
+      "[('Zelle', 7792), ('Neighbor & dir', 7766, 4)]\n",
+      "[('Zelle', 7793), ('Neighbor & dir', 7767, 4)]\n",
+      "[('Zelle', 7794), ('Neighbor & dir', 7768, 4)]\n",
+      "[('Zelle', 7795), ('Neighbor & dir', 7769, 4)]\n",
+      "[('Zelle', 7796), ('Neighbor & dir', 7770, 4)]\n",
+      "[('Zelle', 7797), ('Neighbor & dir', 7771, 4)]\n",
+      "[('Zelle', 7798), ('Neighbor & dir', 7772, 4)]\n",
+      "[('Zelle', 7799), ('Neighbor & dir', 7773, 4)]\n",
+      "[('Zelle', 7800), ('Neighbor & dir', 7774, 4)]\n",
+      "[('Zelle', 7801), ('Neighbor & dir', 7775, 4)]\n",
+      "[('Zelle', 7802), ('Neighbor & dir', 7776, 4)]\n",
+      "[('Zelle', 7803), ('Neighbor & dir', 7777, 4)]\n",
+      "[('Zelle', 7804), ('Neighbor & dir', 7778, 4)]\n",
+      "[('Zelle', 7805), ('Neighbor & dir', 7779, 4)]\n",
+      "[('Zelle', 7806), ('Neighbor & dir', 7780, 4)]\n",
+      "[('Zelle', 7807), ('Neighbor & dir', 7781, 4)]\n",
+      "[('Zelle', 7808), ('Neighbor & dir', 7782, 4)]\n",
+      "[('Zelle', 7809), ('Neighbor & dir', 7783, 4)]\n",
+      "[('Zelle', 7810), ('Neighbor & dir', 7784, 4)]\n",
+      "[('Zelle', 7811), ('Neighbor & dir', 7785, 4)]\n",
+      "[('Zelle', 7812), ('Neighbor & dir', 7786, 4)]\n",
+      "[('Zelle', 7813), ('Neighbor & dir', 7787, 4)]\n",
+      "[('Zelle', 7814), ('Neighbor & dir', 7788, 4)]\n",
+      "[('Zelle', 7815), ('Neighbor & dir', 7789, 4)]\n",
+      "[('Zelle', 7816), ('Neighbor & dir', 7790, 4)]\n",
+      "[('Zelle', 7817), ('Neighbor & dir', 7791, 4)]\n",
+      "[('Zelle', 7818), ('Neighbor & dir', 7792, 4)]\n",
+      "[('Zelle', 7819), ('Neighbor & dir', 7793, 4)]\n",
+      "[('Zelle', 7820), ('Neighbor & dir', 7794, 4)]\n",
+      "[('Zelle', 7821), ('Neighbor & dir', 7795, 4)]\n",
+      "[('Zelle', 7822), ('Neighbor & dir', 7796, 4)]\n",
+      "[('Zelle', 7823), ('Neighbor & dir', 7797, 4)]\n",
+      "[('Zelle', 7824), ('Neighbor & dir', 7798, 4)]\n",
+      "[('Zelle', 7825), ('Neighbor & dir', 7799, 4)]\n",
+      "[('Zelle', 7826), ('Neighbor & dir', 7800, 4)]\n",
+      "[('Zelle', 7827), ('Neighbor & dir', 7801, 4)]\n",
+      "[('Zelle', 7828), ('Neighbor & dir', 7802, 4)]\n",
+      "[('Zelle', 7829), ('Neighbor & dir', 7803, 4)]\n",
+      "[('Zelle', 7830), ('Neighbor & dir', 7804, 4)]\n",
+      "[('Zelle', 7831), ('Neighbor & dir', 7805, 4)]\n",
+      "[('Zelle', 7832), ('Neighbor & dir', 7806, 4)]\n",
+      "[('Zelle', 7833), ('Neighbor & dir', 7807, 4)]\n",
+      "[('Zelle', 7834), ('Neighbor & dir', 7808, 4)]\n",
+      "[('Zelle', 7835), ('Neighbor & dir', 7809, 4)]\n",
+      "[('Zelle', 7836), ('Neighbor & dir', 7810, 4)]\n",
+      "[('Zelle', 7837), ('Neighbor & dir', 7811, 4)]\n",
+      "[('Zelle', 7838), ('Neighbor & dir', 7812, 4)]\n",
+      "[('Zelle', 7839), ('Neighbor & dir', 7813, 4)]\n",
+      "[('Zelle', 7840), ('Neighbor & dir', 7814, 4)]\n",
+      "[('Zelle', 7841), ('Neighbor & dir', 7815, 4)]\n",
+      "[('Zelle', 7842), ('Neighbor & dir', 7816, 4)]\n",
+      "[('Zelle', 7843), ('Neighbor & dir', 7817, 4)]\n",
+      "[('Zelle', 7844), ('Neighbor & dir', 7818, 4)]\n",
+      "[('Zelle', 7845), ('Neighbor & dir', 7819, 4)]\n",
+      "[('Zelle', 7846), ('Neighbor & dir', 7820, 4)]\n",
+      "[('Zelle', 7847), ('Neighbor & dir', 7821, 4)]\n",
+      "[('Zelle', 7848), ('Neighbor & dir', 7822, 4)]\n",
+      "[('Zelle', 7849), ('Neighbor & dir', 7823, 4)]\n",
+      "[('Zelle', 7850), ('Neighbor & dir', 7824, 4)]\n",
+      "[('Zelle', 7851), ('Neighbor & dir', 7825, 4)]\n",
+      "[('Zelle', 7852), ('Neighbor & dir', 7826, 4)]\n",
+      "[('Zelle', 7853), ('Neighbor & dir', 7827, 4)]\n",
+      "[('Zelle', 7854), ('Neighbor & dir', 7828, 4)]\n",
+      "[('Zelle', 7855), ('Neighbor & dir', 7829, 4)]\n",
+      "[('Zelle', 7856), ('Neighbor & dir', 7830, 4)]\n",
+      "[('Zelle', 7857), ('Neighbor & dir', 7831, 4)]\n",
+      "[('Zelle', 7858), ('Neighbor & dir', 7832, 4)]\n",
+      "[('Zelle', 7859), ('Neighbor & dir', 7833, 4)]\n",
+      "[('Zelle', 7860), ('Neighbor & dir', 7834, 4)]\n",
+      "[('Zelle', 7861), ('Neighbor & dir', 7835, 4)]\n",
+      "[('Zelle', 7862), ('Neighbor & dir', 7836, 4)]\n",
+      "[('Zelle', 7863), ('Neighbor & dir', 7837, 4)]\n",
+      "[('Zelle', 7864), ('Neighbor & dir', 7838, 4)]\n",
+      "[('Zelle', 7865), ('Neighbor & dir', 7839, 4)]\n",
+      "[('Zelle', 7866), ('Neighbor & dir', 7840, 4)]\n",
+      "[('Zelle', 7867), ('Neighbor & dir', 7841, 4)]\n",
+      "[('Zelle', 7868), ('Neighbor & dir', 7842, 4)]\n",
+      "[('Zelle', 7869), ('Neighbor & dir', 7843, 4)]\n",
+      "[('Zelle', 7870), ('Neighbor & dir', 7844, 4)]\n",
+      "[('Zelle', 7871), ('Neighbor & dir', 7845, 4)]\n",
+      "[('Zelle', 7872), ('Neighbor & dir', 7846, 4)]\n",
+      "[('Zelle', 7873), ('Neighbor & dir', 7847, 4)]\n",
+      "[('Zelle', 7874), ('Neighbor & dir', 7848, 4)]\n",
+      "[('Zelle', 7875), ('Neighbor & dir', 7849, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 7876), ('Neighbor & dir', 7850, 4)]\n",
+      "[('Zelle', 7877), ('Neighbor & dir', 7851, 4)]\n",
+      "[('Zelle', 7878), ('Neighbor & dir', 7852, 4)]\n",
+      "[('Zelle', 7879), ('Neighbor & dir', 7853, 4)]\n",
+      "[('Zelle', 7880), ('Neighbor & dir', 7854, 4)]\n",
+      "[('Zelle', 7881), ('Neighbor & dir', 7855, 4)]\n",
+      "[('Zelle', 7882), ('Neighbor & dir', 7856, 4)]\n",
+      "[('Zelle', 7883), ('Neighbor & dir', 7857, 4)]\n",
+      "[('Zelle', 7884), ('Neighbor & dir', 7858, 4)]\n",
+      "[('Zelle', 7885), ('Neighbor & dir', 7859, 4)]\n",
+      "[('Zelle', 7886), ('Neighbor & dir', 7860, 4)]\n",
+      "[('Zelle', 7887), ('Neighbor & dir', 7861, 4)]\n",
+      "[('Zelle', 7888), ('Neighbor & dir', 7862, 4)]\n",
+      "[('Zelle', 7889), ('Neighbor & dir', 7863, 4)]\n",
+      "[('Zelle', 7890), ('Neighbor & dir', 7864, 4)]\n",
+      "[('Zelle', 7891), ('Neighbor & dir', 7865, 4)]\n",
+      "[('Zelle', 7892), ('Neighbor & dir', 7866, 4)]\n",
+      "[('Zelle', 7893), ('Neighbor & dir', 7867, 4)]\n",
+      "[('Zelle', 7894), ('Neighbor & dir', 7868, 4)]\n",
+      "[('Zelle', 7895), ('Neighbor & dir', 7869, 4)]\n",
+      "[('Zelle', 7896), ('Neighbor & dir', 7870, 4)]\n",
+      "[('Zelle', 7897), ('Neighbor & dir', 7871, 4)]\n",
+      "[('Zelle', 7898), ('Neighbor & dir', 7872, 4)]\n",
+      "[('Zelle', 7899), ('Neighbor & dir', 7873, 4)]\n",
+      "[('Zelle', 7900), ('Neighbor & dir', 7874, 4)]\n",
+      "[('Zelle', 7901), ('Neighbor & dir', 7875, 4)]\n",
+      "[('Zelle', 7902), ('Neighbor & dir', 7876, 4)]\n",
+      "[('Zelle', 7903), ('Neighbor & dir', 7877, 4)]\n",
+      "[('Zelle', 7904), ('Neighbor & dir', 7878, 4)]\n",
+      "[('Zelle', 7905), ('Neighbor & dir', 7879, 4)]\n",
+      "[('Zelle', 7906), ('Neighbor & dir', 7880, 4)]\n",
+      "[('Zelle', 7907), ('Neighbor & dir', 7881, 4)]\n",
+      "[('Zelle', 7908), ('Neighbor & dir', 7882, 4)]\n",
+      "[('Zelle', 7909), ('Neighbor & dir', 7883, 4)]\n",
+      "[('Zelle', 7910), ('Neighbor & dir', 7884, 4)]\n",
+      "[('Zelle', 7911), ('Neighbor & dir', 7885, 4)]\n",
+      "[('Zelle', 7912), ('Neighbor & dir', 7886, 4)]\n",
+      "[('Zelle', 7913), ('Neighbor & dir', 7887, 4)]\n",
+      "[('Zelle', 7914), ('Neighbor & dir', 7888, 4)]\n",
+      "[('Zelle', 7915), ('Neighbor & dir', 7889, 4)]\n",
+      "[('Zelle', 7916), ('Neighbor & dir', 7890, 4)]\n",
+      "[('Zelle', 7917), ('Neighbor & dir', 7891, 4)]\n",
+      "[('Zelle', 7918), ('Neighbor & dir', 7892, 4)]\n",
+      "[('Zelle', 7919), ('Neighbor & dir', 7893, 4)]\n",
+      "[('Zelle', 7920), ('Neighbor & dir', 7894, 4)]\n",
+      "[('Zelle', 7921), ('Neighbor & dir', 7895, 4)]\n",
+      "[('Zelle', 7922), ('Neighbor & dir', 7896, 4)]\n",
+      "[('Zelle', 7923), ('Neighbor & dir', 7897, 4)]\n",
+      "[('Zelle', 7924), ('Neighbor & dir', 7898, 4)]\n",
+      "[('Zelle', 7925), ('Neighbor & dir', 7899, 4)]\n",
+      "[('Zelle', 7926), ('Neighbor & dir', 7900, 4)]\n",
+      "[('Zelle', 7927), ('Neighbor & dir', 7901, 4)]\n",
+      "[('Zelle', 7928), ('Neighbor & dir', 7902, 4)]\n",
+      "[('Zelle', 7929), ('Neighbor & dir', 7903, 4)]\n",
+      "[('Zelle', 7930), ('Neighbor & dir', 7904, 4)]\n",
+      "[('Zelle', 7931), ('Neighbor & dir', 7905, 4)]\n",
+      "[('Zelle', 7932), ('Neighbor & dir', 7906, 4)]\n",
+      "[('Zelle', 7933), ('Neighbor & dir', 7907, 4)]\n",
+      "[('Zelle', 7934), ('Neighbor & dir', 7908, 4)]\n",
+      "[('Zelle', 7935), ('Neighbor & dir', 7909, 4)]\n",
+      "[('Zelle', 7936), ('Neighbor & dir', 7910, 4)]\n",
+      "[('Zelle', 7937), ('Neighbor & dir', 7911, 4)]\n",
+      "[('Zelle', 7938), ('Neighbor & dir', 7912, 4)]\n",
+      "[('Zelle', 7939), ('Neighbor & dir', 7913, 4)]\n",
+      "[('Zelle', 7940), ('Neighbor & dir', 7914, 4)]\n",
+      "[('Zelle', 7941), ('Neighbor & dir', 7915, 4)]\n",
+      "[('Zelle', 7942), ('Neighbor & dir', 7916, 4)]\n",
+      "[('Zelle', 7943), ('Neighbor & dir', 7917, 4)]\n",
+      "[('Zelle', 7944), ('Neighbor & dir', 7918, 4)]\n",
+      "[('Zelle', 7945), ('Neighbor & dir', 7919, 4)]\n",
+      "[('Zelle', 7946), ('Neighbor & dir', 7920, 4)]\n",
+      "[('Zelle', 7947), ('Neighbor & dir', 7921, 4)]\n",
+      "[('Zelle', 7948), ('Neighbor & dir', 7922, 4)]\n",
+      "[('Zelle', 7949), ('Neighbor & dir', 7923, 4)]\n",
+      "[('Zelle', 7950), ('Neighbor & dir', 7924, 4)]\n",
+      "[('Zelle', 7951), ('Neighbor & dir', 7925, 4)]\n",
+      "[('Zelle', 7952), ('Neighbor & dir', 7926, 4)]\n",
+      "[('Zelle', 7953), ('Neighbor & dir', 7927, 4)]\n",
+      "[('Zelle', 7954), ('Neighbor & dir', 7928, 4)]\n",
+      "[('Zelle', 7955), ('Neighbor & dir', 7929, 4)]\n",
+      "[('Zelle', 7956), ('Neighbor & dir', 7930, 4)]\n",
+      "[('Zelle', 7957), ('Neighbor & dir', 7931, 4)]\n",
+      "[('Zelle', 7958), ('Neighbor & dir', 7932, 4)]\n",
+      "[('Zelle', 7959), ('Neighbor & dir', 7933, 4)]\n",
+      "[('Zelle', 7960), ('Neighbor & dir', 7934, 4)]\n",
+      "[('Zelle', 7961), ('Neighbor & dir', 7935, 4)]\n",
+      "[('Zelle', 7962), ('Neighbor & dir', 7936, 4)]\n",
+      "[('Zelle', 7963), ('Neighbor & dir', 7937, 4)]\n",
+      "[('Zelle', 7964), ('Neighbor & dir', 7938, 4)]\n",
+      "[('Zelle', 7965), ('Neighbor & dir', 7939, 4)]\n",
+      "[('Zelle', 7966), ('Neighbor & dir', 7940, 4)]\n",
+      "[('Zelle', 7967), ('Neighbor & dir', 7941, 4)]\n",
+      "[('Zelle', 7968), ('Neighbor & dir', 7942, 4)]\n",
+      "[('Zelle', 7969), ('Neighbor & dir', 7943, 4)]\n",
+      "[('Zelle', 7970), ('Neighbor & dir', 7944, 4)]\n",
+      "[('Zelle', 7971), ('Neighbor & dir', 7945, 4)]\n",
+      "[('Zelle', 7972), ('Neighbor & dir', 7946, 4)]\n",
+      "[('Zelle', 7973), ('Neighbor & dir', 7947, 4)]\n",
+      "[('Zelle', 7974), ('Neighbor & dir', 7948, 4)]\n",
+      "[('Zelle', 7975), ('Neighbor & dir', 7949, 4)]\n",
+      "[('Zelle', 7976), ('Neighbor & dir', 7950, 4)]\n",
+      "[('Zelle', 7977), ('Neighbor & dir', 7951, 4)]\n",
+      "[('Zelle', 7978), ('Neighbor & dir', 7952, 4)]\n",
+      "[('Zelle', 7979), ('Neighbor & dir', 7953, 4)]\n",
+      "[('Zelle', 7980), ('Neighbor & dir', 7954, 4)]\n",
+      "[('Zelle', 7981), ('Neighbor & dir', 7955, 4)]\n",
+      "[('Zelle', 7982), ('Neighbor & dir', 7956, 4)]\n",
+      "[('Zelle', 7983), ('Neighbor & dir', 7957, 4)]\n",
+      "[('Zelle', 7984), ('Neighbor & dir', 7958, 4)]\n",
+      "[('Zelle', 7985), ('Neighbor & dir', 7959, 4)]\n",
+      "[('Zelle', 7986), ('Neighbor & dir', 7960, 4)]\n",
+      "[('Zelle', 7987), ('Neighbor & dir', 7961, 4)]\n",
+      "[('Zelle', 7988), ('Neighbor & dir', 7962, 4)]\n",
+      "[('Zelle', 7989), ('Neighbor & dir', 7963, 4)]\n",
+      "[('Zelle', 7990), ('Neighbor & dir', 7964, 4)]\n",
+      "[('Zelle', 7991), ('Neighbor & dir', 7965, 4)]\n",
+      "[('Zelle', 7992), ('Neighbor & dir', 7966, 4)]\n",
+      "[('Zelle', 7993), ('Neighbor & dir', 7967, 4)]\n",
+      "[('Zelle', 7994), ('Neighbor & dir', 7968, 4)]\n",
+      "[('Zelle', 7995), ('Neighbor & dir', 7969, 4)]\n",
+      "[('Zelle', 7996), ('Neighbor & dir', 7970, 4)]\n",
+      "[('Zelle', 7997), ('Neighbor & dir', 7971, 4)]\n",
+      "[('Zelle', 7998), ('Neighbor & dir', 7972, 4)]\n",
+      "[('Zelle', 7999), ('Neighbor & dir', 7973, 4)]\n",
+      "[('Zelle', 8000), ('Neighbor & dir', 7974, 4)]\n",
+      "[('Zelle', 8001), ('Neighbor & dir', 7975, 4)]\n",
+      "[('Zelle', 8002), ('Neighbor & dir', 7976, 4)]\n",
+      "[('Zelle', 8003), ('Neighbor & dir', 7977, 4)]\n",
+      "[('Zelle', 8004), ('Neighbor & dir', 7978, 4)]\n",
+      "[('Zelle', 8005), ('Neighbor & dir', 7979, 4)]\n",
+      "[('Zelle', 8006), ('Neighbor & dir', 7980, 4)]\n",
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+      "[('Zelle', 8008), ('Neighbor & dir', 7982, 4)]\n",
+      "[('Zelle', 8009), ('Neighbor & dir', 7983, 4)]\n",
+      "[('Zelle', 8010), ('Neighbor & dir', 7984, 4)]\n",
+      "[('Zelle', 8011), ('Neighbor & dir', 7985, 4)]\n",
+      "[('Zelle', 8012), ('Neighbor & dir', 7986, 4)]\n",
+      "[('Zelle', 8013), ('Neighbor & dir', 7987, 4)]\n",
+      "[('Zelle', 8014), ('Neighbor & dir', 7988, 4)]\n",
+      "[('Zelle', 8015), ('Neighbor & dir', 7989, 4)]\n",
+      "[('Zelle', 8016), ('Neighbor & dir', 7990, 4)]\n",
+      "[('Zelle', 8017), ('Neighbor & dir', 7991, 4)]\n",
+      "[('Zelle', 8018), ('Neighbor & dir', 7992, 4)]\n",
+      "[('Zelle', 8019), ('Neighbor & dir', 7993, 4)]\n",
+      "[('Zelle', 8020), ('Neighbor & dir', 7994, 4)]\n",
+      "[('Zelle', 8021), ('Neighbor & dir', 7995, 4)]\n",
+      "[('Zelle', 8022), ('Neighbor & dir', 7996, 4)]\n",
+      "[('Zelle', 8023), ('Neighbor & dir', 7997, 4)]\n",
+      "[('Zelle', 8024), ('Neighbor & dir', 7998, 4)]\n",
+      "[('Zelle', 8025), ('Neighbor & dir', 7999, 4)]\n",
+      "[('Zelle', 8026), ('Neighbor & dir', 8000, 4)]\n",
+      "[('Zelle', 8027), ('Neighbor & dir', 8001, 4)]\n",
+      "[('Zelle', 8028), ('Neighbor & dir', 8002, 4)]\n",
+      "[('Zelle', 8029), ('Neighbor & dir', 8003, 4)]\n",
+      "[('Zelle', 8030), ('Neighbor & dir', 8004, 4)]\n",
+      "[('Zelle', 8031), ('Neighbor & dir', 8005, 4)]\n",
+      "[('Zelle', 8032), ('Neighbor & dir', 8006, 4)]\n",
+      "[('Zelle', 8033), ('Neighbor & dir', 8007, 4)]\n",
+      "[('Zelle', 8034), ('Neighbor & dir', 8008, 4)]\n",
+      "[('Zelle', 8035), ('Neighbor & dir', 8009, 4)]\n",
+      "[('Zelle', 8036), ('Neighbor & dir', 8010, 4)]\n",
+      "[('Zelle', 8037), ('Neighbor & dir', 8011, 4)]\n",
+      "[('Zelle', 8038), ('Neighbor & dir', 8012, 4)]\n",
+      "[('Zelle', 8039), ('Neighbor & dir', 8013, 4)]\n",
+      "[('Zelle', 8040), ('Neighbor & dir', 8014, 4)]\n",
+      "[('Zelle', 8041), ('Neighbor & dir', 8015, 4)]\n",
+      "[('Zelle', 8042), ('Neighbor & dir', 8016, 4)]\n",
+      "[('Zelle', 8043), ('Neighbor & dir', 8017, 4)]\n",
+      "[('Zelle', 8044), ('Neighbor & dir', 8018, 4)]\n",
+      "[('Zelle', 8045), ('Neighbor & dir', 8019, 4)]\n",
+      "[('Zelle', 8046), ('Neighbor & dir', 8020, 4)]\n",
+      "[('Zelle', 8047), ('Neighbor & dir', 8021, 4)]\n",
+      "[('Zelle', 8048), ('Neighbor & dir', 8022, 4)]\n",
+      "[('Zelle', 8049), ('Neighbor & dir', 8023, 4)]\n",
+      "[('Zelle', 8050), ('Neighbor & dir', 8024, 4)]\n",
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+      "[('Zelle', 9189), ('Neighbor & dir', 9163, 4)]\n",
+      "[('Zelle', 9190), ('Neighbor & dir', 9164, 4)]\n",
+      "[('Zelle', 9191), ('Neighbor & dir', 9165, 4)]\n",
+      "[('Zelle', 9192), ('Neighbor & dir', 9166, 4)]\n",
+      "[('Zelle', 9193), ('Neighbor & dir', 9167, 4)]\n",
+      "[('Zelle', 9194), ('Neighbor & dir', 9168, 4)]\n",
+      "[('Zelle', 9195), ('Neighbor & dir', 9169, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 9197), ('Neighbor & dir', 9171, 4)]\n",
+      "[('Zelle', 9198), ('Neighbor & dir', 9172, 4)]\n",
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+      "[('Zelle', 10242), ('Neighbor & dir', 10216, 4)]\n",
+      "[('Zelle', 10243), ('Neighbor & dir', 10217, 4)]\n",
+      "[('Zelle', 10244), ('Neighbor & dir', 10218, 4)]\n",
+      "[('Zelle', 10245), ('Neighbor & dir', 10219, 4)]\n",
+      "[('Zelle', 10246), ('Neighbor & dir', 10220, 4)]\n",
+      "[('Zelle', 10247), ('Neighbor & dir', 10221, 4)]\n",
+      "[('Zelle', 10248), ('Neighbor & dir', 10222, 4)]\n",
+      "[('Zelle', 10249), ('Neighbor & dir', 10223, 4)]\n",
+      "[('Zelle', 10250), ('Neighbor & dir', 10224, 4)]\n",
+      "[('Zelle', 10251), ('Neighbor & dir', 10225, 4)]\n",
+      "[('Zelle', 10252), ('Neighbor & dir', 10226, 4)]\n",
+      "[('Zelle', 10253), ('Neighbor & dir', 10227, 4)]\n",
+      "[('Zelle', 10254), ('Neighbor & dir', 10228, 4)]\n",
+      "[('Zelle', 10255), ('Neighbor & dir', 10229, 4)]\n",
+      "[('Zelle', 10256), ('Neighbor & dir', 10230, 4)]\n",
+      "[('Zelle', 10257), ('Neighbor & dir', 10231, 4)]\n",
+      "[('Zelle', 10258), ('Neighbor & dir', 10232, 4)]\n",
+      "[('Zelle', 10259), ('Neighbor & dir', 10233, 4)]\n",
+      "[('Zelle', 10260), ('Neighbor & dir', 10234, 4)]\n",
+      "[('Zelle', 10261), ('Neighbor & dir', 10235, 4)]\n",
+      "[('Zelle', 10262), ('Neighbor & dir', 10236, 4)]\n",
+      "[('Zelle', 10263), ('Neighbor & dir', 10237, 4)]\n",
+      "[('Zelle', 10264), ('Neighbor & dir', 10238, 4)]\n",
+      "[('Zelle', 10265), ('Neighbor & dir', 10239, 4)]\n",
+      "[('Zelle', 10266), ('Neighbor & dir', 10240, 4)]\n",
+      "[('Zelle', 10267), ('Neighbor & dir', 10241, 4)]\n",
+      "[('Zelle', 10268), ('Neighbor & dir', 10242, 4)]\n",
+      "[('Zelle', 10269), ('Neighbor & dir', 10243, 4)]\n",
+      "[('Zelle', 10270), ('Neighbor & dir', 10244, 4)]\n",
+      "[('Zelle', 10271), ('Neighbor & dir', 10245, 4)]\n",
+      "[('Zelle', 10272), ('Neighbor & dir', 10246, 4)]\n",
+      "[('Zelle', 10273), ('Neighbor & dir', 10247, 4)]\n",
+      "[('Zelle', 10274), ('Neighbor & dir', 10248, 4)]\n",
+      "[('Zelle', 10275), ('Neighbor & dir', 10249, 4)]\n",
+      "[('Zelle', 10276), ('Neighbor & dir', 10250, 4)]\n",
+      "[('Zelle', 10277), ('Neighbor & dir', 10251, 4)]\n",
+      "[('Zelle', 10278), ('Neighbor & dir', 10252, 4)]\n",
+      "[('Zelle', 10279), ('Neighbor & dir', 10253, 4)]\n",
+      "[('Zelle', 10280), ('Neighbor & dir', 10254, 4)]\n",
+      "[('Zelle', 10281), ('Neighbor & dir', 10255, 4)]\n",
+      "[('Zelle', 10282), ('Neighbor & dir', 10256, 4)]\n",
+      "[('Zelle', 10283), ('Neighbor & dir', 10257, 4)]\n",
+      "[('Zelle', 10284), ('Neighbor & dir', 10258, 4)]\n",
+      "[('Zelle', 10285), ('Neighbor & dir', 10259, 4)]\n",
+      "[('Zelle', 10286), ('Neighbor & dir', 10260, 4)]\n",
+      "[('Zelle', 10287), ('Neighbor & dir', 10261, 4)]\n",
+      "[('Zelle', 10288), ('Neighbor & dir', 10262, 4)]\n",
+      "[('Zelle', 10289), ('Neighbor & dir', 10263, 4)]\n",
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+      "[('Zelle', 10291), ('Neighbor & dir', 10265, 4)]\n",
+      "[('Zelle', 10292), ('Neighbor & dir', 10266, 4)]\n",
+      "[('Zelle', 10293), ('Neighbor & dir', 10267, 4)]\n",
+      "[('Zelle', 10294), ('Neighbor & dir', 10268, 4)]\n",
+      "[('Zelle', 10295), ('Neighbor & dir', 10269, 4)]\n",
+      "[('Zelle', 10296), ('Neighbor & dir', 10270, 4)]\n",
+      "[('Zelle', 10297), ('Neighbor & dir', 10271, 4)]\n",
+      "[('Zelle', 10298), ('Neighbor & dir', 10272, 4)]\n",
+      "[('Zelle', 10299), ('Neighbor & dir', 10273, 4)]\n",
+      "[('Zelle', 10300), ('Neighbor & dir', 10274, 4)]\n",
+      "[('Zelle', 10301), ('Neighbor & dir', 10275, 4)]\n",
+      "[('Zelle', 10302), ('Neighbor & dir', 10276, 4)]\n",
+      "[('Zelle', 10303), ('Neighbor & dir', 10277, 4)]\n",
+      "[('Zelle', 10304), ('Neighbor & dir', 10278, 4)]\n",
+      "[('Zelle', 10305), ('Neighbor & dir', 10279, 4)]\n",
+      "[('Zelle', 10306), ('Neighbor & dir', 10280, 4)]\n",
+      "[('Zelle', 10307), ('Neighbor & dir', 10281, 4)]\n",
+      "[('Zelle', 10308), ('Neighbor & dir', 10282, 4)]\n",
+      "[('Zelle', 10309), ('Neighbor & dir', 10283, 4)]\n",
+      "[('Zelle', 10310), ('Neighbor & dir', 10284, 4)]\n",
+      "[('Zelle', 10311), ('Neighbor & dir', 10285, 4)]\n",
+      "[('Zelle', 10312), ('Neighbor & dir', 10286, 4)]\n",
+      "[('Zelle', 10313), ('Neighbor & dir', 10287, 4)]\n",
+      "[('Zelle', 10314), ('Neighbor & dir', 10288, 4)]\n",
+      "[('Zelle', 10315), ('Neighbor & dir', 10289, 4)]\n",
+      "[('Zelle', 10316), ('Neighbor & dir', 10290, 4)]\n",
+      "[('Zelle', 10317), ('Neighbor & dir', 10291, 4)]\n",
+      "[('Zelle', 10318), ('Neighbor & dir', 10292, 4)]\n",
+      "[('Zelle', 10319), ('Neighbor & dir', 10293, 4)]\n",
+      "[('Zelle', 10320), ('Neighbor & dir', 10294, 4)]\n",
+      "[('Zelle', 10321), ('Neighbor & dir', 10295, 4)]\n",
+      "[('Zelle', 10322), ('Neighbor & dir', 10296, 4)]\n",
+      "[('Zelle', 10323), ('Neighbor & dir', 10297, 4)]\n",
+      "[('Zelle', 10324), ('Neighbor & dir', 10298, 4)]\n",
+      "[('Zelle', 10325), ('Neighbor & dir', 10299, 4)]\n",
+      "[('Zelle', 10326), ('Neighbor & dir', 10300, 4)]\n",
+      "[('Zelle', 10327), ('Neighbor & dir', 10301, 4)]\n",
+      "[('Zelle', 10328), ('Neighbor & dir', 10302, 4)]\n",
+      "[('Zelle', 10329), ('Neighbor & dir', 10303, 4)]\n",
+      "[('Zelle', 10330), ('Neighbor & dir', 10304, 4)]\n",
+      "[('Zelle', 10331), ('Neighbor & dir', 10305, 4)]\n",
+      "[('Zelle', 10332), ('Neighbor & dir', 10306, 4)]\n",
+      "[('Zelle', 10333), ('Neighbor & dir', 10307, 4)]\n",
+      "[('Zelle', 10334), ('Neighbor & dir', 10308, 4)]\n",
+      "[('Zelle', 10335), ('Neighbor & dir', 10309, 4)]\n",
+      "[('Zelle', 10336), ('Neighbor & dir', 10310, 4)]\n",
+      "[('Zelle', 10337), ('Neighbor & dir', 10311, 4)]\n",
+      "[('Zelle', 10338), ('Neighbor & dir', 10312, 4)]\n",
+      "[('Zelle', 10339), ('Neighbor & dir', 10313, 4)]\n",
+      "[('Zelle', 10340), ('Neighbor & dir', 10314, 4)]\n",
+      "[('Zelle', 10341), ('Neighbor & dir', 10315, 4)]\n",
+      "[('Zelle', 10342), ('Neighbor & dir', 10316, 4)]\n",
+      "[('Zelle', 10343), ('Neighbor & dir', 10317, 4)]\n",
+      "[('Zelle', 10344), ('Neighbor & dir', 10318, 4)]\n",
+      "[('Zelle', 10345), ('Neighbor & dir', 10319, 4)]\n",
+      "[('Zelle', 10346), ('Neighbor & dir', 10320, 4)]\n",
+      "[('Zelle', 10347), ('Neighbor & dir', 10321, 4)]\n",
+      "[('Zelle', 10348), ('Neighbor & dir', 10322, 4)]\n",
+      "[('Zelle', 10349), ('Neighbor & dir', 10323, 4)]\n",
+      "[('Zelle', 10350), ('Neighbor & dir', 10324, 4)]\n",
+      "[('Zelle', 10351), ('Neighbor & dir', 10325, 4)]\n",
+      "[('Zelle', 10352), ('Neighbor & dir', 10326, 4)]\n",
+      "[('Zelle', 10353), ('Neighbor & dir', 10327, 4)]\n",
+      "[('Zelle', 10354), ('Neighbor & dir', 10328, 4)]\n",
+      "[('Zelle', 10355), ('Neighbor & dir', 10329, 4)]\n",
+      "[('Zelle', 10356), ('Neighbor & dir', 10330, 4)]\n",
+      "[('Zelle', 10357), ('Neighbor & dir', 10331, 4)]\n",
+      "[('Zelle', 10358), ('Neighbor & dir', 10332, 4)]\n",
+      "[('Zelle', 10359), ('Neighbor & dir', 10333, 4)]\n",
+      "[('Zelle', 10360), ('Neighbor & dir', 10334, 4)]\n",
+      "[('Zelle', 10361), ('Neighbor & dir', 10335, 4)]\n",
+      "[('Zelle', 10362), ('Neighbor & dir', 10336, 4)]\n",
+      "[('Zelle', 10363), ('Neighbor & dir', 10337, 4)]\n",
+      "[('Zelle', 10364), ('Neighbor & dir', 10338, 4)]\n",
+      "[('Zelle', 10365), ('Neighbor & dir', 10339, 4)]\n",
+      "[('Zelle', 10366), ('Neighbor & dir', 10340, 4)]\n",
+      "[('Zelle', 10367), ('Neighbor & dir', 10341, 4)]\n",
+      "[('Zelle', 10368), ('Neighbor & dir', 10342, 4)]\n",
+      "[('Zelle', 10369), ('Neighbor & dir', 10343, 4)]\n",
+      "[('Zelle', 10370), ('Neighbor & dir', 10344, 4)]\n",
+      "[('Zelle', 10371), ('Neighbor & dir', 10345, 4)]\n",
+      "[('Zelle', 10372), ('Neighbor & dir', 10346, 4)]\n",
+      "[('Zelle', 10373), ('Neighbor & dir', 10347, 4)]\n",
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+      "[('Zelle', 10379), ('Neighbor & dir', 10353, 4)]\n",
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+      "[('Zelle', 10384), ('Neighbor & dir', 10358, 4)]\n",
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+      "[('Zelle', 10397), ('Neighbor & dir', 10371, 4)]\n",
+      "[('Zelle', 10398), ('Neighbor & dir', 10372, 4)]\n",
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+      "[('Zelle', 10400), ('Neighbor & dir', 10374, 4)]\n",
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+      "[('Zelle', 10402), ('Neighbor & dir', 10376, 4)]\n",
+      "[('Zelle', 10403), ('Neighbor & dir', 10377, 4)]\n",
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+      "[('Zelle', 10406), ('Neighbor & dir', 10380, 4)]\n",
+      "[('Zelle', 10407), ('Neighbor & dir', 10381, 4)]\n",
+      "[('Zelle', 10408), ('Neighbor & dir', 10382, 4)]\n",
+      "[('Zelle', 10409), ('Neighbor & dir', 10383, 4)]\n",
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+      "[('Zelle', 10412), ('Neighbor & dir', 10386, 4)]\n",
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+      "[('Zelle', 10414), ('Neighbor & dir', 10388, 4)]\n",
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+      "[('Zelle', 10418), ('Neighbor & dir', 10392, 4)]\n",
+      "[('Zelle', 10419), ('Neighbor & dir', 10393, 4)]\n",
+      "[('Zelle', 10420), ('Neighbor & dir', 10394, 4)]\n",
+      "[('Zelle', 10421), ('Neighbor & dir', 10395, 4)]\n",
+      "[('Zelle', 10422), ('Neighbor & dir', 10396, 4)]\n",
+      "[('Zelle', 10423), ('Neighbor & dir', 10397, 4)]\n",
+      "[('Zelle', 10424), ('Neighbor & dir', 10398, 4)]\n",
+      "[('Zelle', 10425), ('Neighbor & dir', 10399, 4)]\n",
+      "[('Zelle', 10426), ('Neighbor & dir', 10400, 4)]\n",
+      "[('Zelle', 10427), ('Neighbor & dir', 10401, 4)]\n",
+      "[('Zelle', 10428), ('Neighbor & dir', 10402, 4)]\n",
+      "[('Zelle', 10429), ('Neighbor & dir', 10403, 4)]\n",
+      "[('Zelle', 10430), ('Neighbor & dir', 10404, 4)]\n",
+      "[('Zelle', 10431), ('Neighbor & dir', 10405, 4)]\n",
+      "[('Zelle', 10432), ('Neighbor & dir', 10406, 4)]\n",
+      "[('Zelle', 10433), ('Neighbor & dir', 10407, 4)]\n",
+      "[('Zelle', 10434), ('Neighbor & dir', 10408, 4)]\n",
+      "[('Zelle', 10435), ('Neighbor & dir', 10409, 4)]\n",
+      "[('Zelle', 10436), ('Neighbor & dir', 10410, 4)]\n",
+      "[('Zelle', 10437), ('Neighbor & dir', 10411, 4)]\n",
+      "[('Zelle', 10438), ('Neighbor & dir', 10412, 4)]\n",
+      "[('Zelle', 10439), ('Neighbor & dir', 10413, 4)]\n",
+      "[('Zelle', 10440), ('Neighbor & dir', 10414, 4)]\n",
+      "[('Zelle', 10441), ('Neighbor & dir', 10415, 4)]\n",
+      "[('Zelle', 10442), ('Neighbor & dir', 10416, 4)]\n",
+      "[('Zelle', 10443), ('Neighbor & dir', 10417, 4)]\n",
+      "[('Zelle', 10444), ('Neighbor & dir', 10418, 4)]\n",
+      "[('Zelle', 10445), ('Neighbor & dir', 10419, 4)]\n",
+      "[('Zelle', 10446), ('Neighbor & dir', 10420, 4)]\n",
+      "[('Zelle', 10447), ('Neighbor & dir', 10421, 4)]\n",
+      "[('Zelle', 10448), ('Neighbor & dir', 10422, 4)]\n",
+      "[('Zelle', 10449), ('Neighbor & dir', 10423, 4)]\n",
+      "[('Zelle', 10450), ('Neighbor & dir', 10424, 4)]\n",
+      "[('Zelle', 10451), ('Neighbor & dir', 10425, 4)]\n",
+      "[('Zelle', 10452), ('Neighbor & dir', 10426, 4)]\n",
+      "[('Zelle', 10453), ('Neighbor & dir', 10427, 4)]\n",
+      "[('Zelle', 10454), ('Neighbor & dir', 10428, 4)]\n",
+      "[('Zelle', 10455), ('Neighbor & dir', 10429, 4)]\n",
+      "[('Zelle', 10456), ('Neighbor & dir', 10430, 4)]\n",
+      "[('Zelle', 10457), ('Neighbor & dir', 10431, 4)]\n",
+      "[('Zelle', 10458), ('Neighbor & dir', 10432, 4)]\n",
+      "[('Zelle', 10459), ('Neighbor & dir', 10433, 4)]\n",
+      "[('Zelle', 10460), ('Neighbor & dir', 10434, 4)]\n",
+      "[('Zelle', 10461), ('Neighbor & dir', 10435, 4)]\n",
+      "[('Zelle', 10462), ('Neighbor & dir', 10436, 4)]\n",
+      "[('Zelle', 10463), ('Neighbor & dir', 10437, 4)]\n",
+      "[('Zelle', 10464), ('Neighbor & dir', 10438, 4)]\n",
+      "[('Zelle', 10465), ('Neighbor & dir', 10439, 4)]\n",
+      "[('Zelle', 10466), ('Neighbor & dir', 10440, 4)]\n",
+      "[('Zelle', 10467), ('Neighbor & dir', 10441, 4)]\n",
+      "[('Zelle', 10468), ('Neighbor & dir', 10442, 4)]\n",
+      "[('Zelle', 10469), ('Neighbor & dir', 10443, 4)]\n",
+      "[('Zelle', 10470), ('Neighbor & dir', 10444, 4)]\n",
+      "[('Zelle', 10471), ('Neighbor & dir', 10445, 4)]\n",
+      "[('Zelle', 10472), ('Neighbor & dir', 10446, 4)]\n",
+      "[('Zelle', 10473), ('Neighbor & dir', 10447, 4)]\n",
+      "[('Zelle', 10474), ('Neighbor & dir', 10448, 4)]\n",
+      "[('Zelle', 10475), ('Neighbor & dir', 10449, 4)]\n",
+      "[('Zelle', 10476), ('Neighbor & dir', 10450, 4)]\n",
+      "[('Zelle', 10477), ('Neighbor & dir', 10451, 4)]\n",
+      "[('Zelle', 10478), ('Neighbor & dir', 10452, 4)]\n",
+      "[('Zelle', 10479), ('Neighbor & dir', 10453, 4)]\n",
+      "[('Zelle', 10480), ('Neighbor & dir', 10454, 4)]\n",
+      "[('Zelle', 10481), ('Neighbor & dir', 10455, 4)]\n",
+      "[('Zelle', 10482), ('Neighbor & dir', 10456, 4)]\n",
+      "[('Zelle', 10483), ('Neighbor & dir', 10457, 4)]\n",
+      "[('Zelle', 10484), ('Neighbor & dir', 10458, 4)]\n",
+      "[('Zelle', 10485), ('Neighbor & dir', 10459, 4)]\n",
+      "[('Zelle', 10486), ('Neighbor & dir', 10460, 4)]\n",
+      "[('Zelle', 10487), ('Neighbor & dir', 10461, 4)]\n",
+      "[('Zelle', 10488), ('Neighbor & dir', 10462, 4)]\n",
+      "[('Zelle', 10489), ('Neighbor & dir', 10463, 4)]\n",
+      "[('Zelle', 10490), ('Neighbor & dir', 10464, 4)]\n",
+      "[('Zelle', 10491), ('Neighbor & dir', 10465, 4)]\n",
+      "[('Zelle', 10492), ('Neighbor & dir', 10466, 4)]\n",
+      "[('Zelle', 10493), ('Neighbor & dir', 10467, 4)]\n",
+      "[('Zelle', 10494), ('Neighbor & dir', 10468, 4)]\n",
+      "[('Zelle', 10495), ('Neighbor & dir', 10469, 4)]\n",
+      "[('Zelle', 10496), ('Neighbor & dir', 10470, 4)]\n",
+      "[('Zelle', 10497), ('Neighbor & dir', 10471, 4)]\n",
+      "[('Zelle', 10498), ('Neighbor & dir', 10472, 4)]\n",
+      "[('Zelle', 10499), ('Neighbor & dir', 10473, 4)]\n",
+      "[('Zelle', 10500), ('Neighbor & dir', 10474, 4)]\n",
+      "[('Zelle', 10501), ('Neighbor & dir', 10475, 4)]\n",
+      "[('Zelle', 10502), ('Neighbor & dir', 10476, 4)]\n",
+      "[('Zelle', 10503), ('Neighbor & dir', 10477, 4)]\n",
+      "[('Zelle', 10504), ('Neighbor & dir', 10478, 4)]\n",
+      "[('Zelle', 10505), ('Neighbor & dir', 10479, 4)]\n",
+      "[('Zelle', 10506), ('Neighbor & dir', 10480, 4)]\n",
+      "[('Zelle', 10507), ('Neighbor & dir', 10481, 4)]\n",
+      "[('Zelle', 10508), ('Neighbor & dir', 10482, 4)]\n",
+      "[('Zelle', 10509), ('Neighbor & dir', 10483, 4)]\n",
+      "[('Zelle', 10510), ('Neighbor & dir', 10484, 4)]\n",
+      "[('Zelle', 10511), ('Neighbor & dir', 10485, 4)]\n",
+      "[('Zelle', 10512), ('Neighbor & dir', 10486, 4)]\n",
+      "[('Zelle', 10513), ('Neighbor & dir', 10487, 4)]\n",
+      "[('Zelle', 10514), ('Neighbor & dir', 10488, 4)]\n",
+      "[('Zelle', 10515), ('Neighbor & dir', 10489, 4)]\n",
+      "[('Zelle', 10516), ('Neighbor & dir', 10490, 4)]\n",
+      "[('Zelle', 10517), ('Neighbor & dir', 10491, 4)]\n",
+      "[('Zelle', 10518), ('Neighbor & dir', 10492, 4)]\n",
+      "[('Zelle', 10519), ('Neighbor & dir', 10493, 4)]\n",
+      "[('Zelle', 10520), ('Neighbor & dir', 10494, 4)]\n",
+      "[('Zelle', 10521), ('Neighbor & dir', 10495, 4)]\n",
+      "[('Zelle', 10522), ('Neighbor & dir', 10496, 4)]\n",
+      "[('Zelle', 10523), ('Neighbor & dir', 10497, 4)]\n",
+      "[('Zelle', 10524), ('Neighbor & dir', 10498, 4)]\n",
+      "[('Zelle', 10525), ('Neighbor & dir', 10499, 4)]\n",
+      "[('Zelle', 10526), ('Neighbor & dir', 10500, 4)]\n",
+      "[('Zelle', 10527), ('Neighbor & dir', 10501, 4)]\n",
+      "[('Zelle', 10528), ('Neighbor & dir', 10502, 4)]\n",
+      "[('Zelle', 10529), ('Neighbor & dir', 10503, 4)]\n",
+      "[('Zelle', 10530), ('Neighbor & dir', 10504, 4)]\n",
+      "[('Zelle', 10531), ('Neighbor & dir', 10505, 4)]\n",
+      "[('Zelle', 10532), ('Neighbor & dir', 10506, 4)]\n",
+      "[('Zelle', 10533), ('Neighbor & dir', 10507, 4)]\n",
+      "[('Zelle', 10534), ('Neighbor & dir', 10508, 4)]\n",
+      "[('Zelle', 10535), ('Neighbor & dir', 10509, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 10536), ('Neighbor & dir', 10510, 4)]\n",
+      "[('Zelle', 10537), ('Neighbor & dir', 10511, 4)]\n",
+      "[('Zelle', 10538), ('Neighbor & dir', 10512, 4)]\n",
+      "[('Zelle', 10539), ('Neighbor & dir', 10513, 4)]\n",
+      "[('Zelle', 10540), ('Neighbor & dir', 10514, 4)]\n",
+      "[('Zelle', 10541), ('Neighbor & dir', 10515, 4)]\n",
+      "[('Zelle', 10542), ('Neighbor & dir', 10516, 4)]\n",
+      "[('Zelle', 10543), ('Neighbor & dir', 10517, 4)]\n",
+      "[('Zelle', 10544), ('Neighbor & dir', 10518, 4)]\n",
+      "[('Zelle', 10545), ('Neighbor & dir', 10519, 4)]\n",
+      "[('Zelle', 10546), ('Neighbor & dir', 10520, 4)]\n",
+      "[('Zelle', 10547), ('Neighbor & dir', 10521, 4)]\n",
+      "[('Zelle', 10548), ('Neighbor & dir', 10522, 4)]\n",
+      "[('Zelle', 10549), ('Neighbor & dir', 10523, 4)]\n",
+      "[('Zelle', 10550), ('Neighbor & dir', 10524, 4)]\n",
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+      "[('Zelle', 11805), ('Neighbor & dir', 11779, 4)]\n",
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+      "[('Zelle', 11813), ('Neighbor & dir', 11787, 4)]\n",
+      "[('Zelle', 11814), ('Neighbor & dir', 11788, 4)]\n",
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+      "[('Zelle', 11819), ('Neighbor & dir', 11793, 4)]\n",
+      "[('Zelle', 11820), ('Neighbor & dir', 11794, 4)]\n",
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+      "[('Zelle', 11824), ('Neighbor & dir', 11798, 4)]\n",
+      "[('Zelle', 11825), ('Neighbor & dir', 11799, 4)]\n",
+      "[('Zelle', 11826), ('Neighbor & dir', 11800, 4)]\n",
+      "[('Zelle', 11827), ('Neighbor & dir', 11801, 4)]\n",
+      "[('Zelle', 11828), ('Neighbor & dir', 11802, 4)]\n",
+      "[('Zelle', 11829), ('Neighbor & dir', 11803, 4)]\n",
+      "[('Zelle', 11830), ('Neighbor & dir', 11804, 4)]\n",
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+      "[('Zelle', 11832), ('Neighbor & dir', 11806, 4)]\n",
+      "[('Zelle', 11833), ('Neighbor & dir', 11807, 4)]\n",
+      "[('Zelle', 11834), ('Neighbor & dir', 11808, 4)]\n",
+      "[('Zelle', 11835), ('Neighbor & dir', 11809, 4)]\n",
+      "[('Zelle', 11836), ('Neighbor & dir', 11810, 4)]\n",
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+      "[('Zelle', 11838), ('Neighbor & dir', 11812, 4)]\n",
+      "[('Zelle', 11839), ('Neighbor & dir', 11813, 4)]\n",
+      "[('Zelle', 11840), ('Neighbor & dir', 11814, 4)]\n",
+      "[('Zelle', 11841), ('Neighbor & dir', 11815, 4)]\n",
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+      "[('Zelle', 11847), ('Neighbor & dir', 11821, 4)]\n",
+      "[('Zelle', 11848), ('Neighbor & dir', 11822, 4)]\n",
+      "[('Zelle', 11849), ('Neighbor & dir', 11823, 4)]\n",
+      "[('Zelle', 11850), ('Neighbor & dir', 11824, 4)]\n",
+      "[('Zelle', 11851), ('Neighbor & dir', 11825, 4)]\n",
+      "[('Zelle', 11852), ('Neighbor & dir', 11826, 4)]\n",
+      "[('Zelle', 11853), ('Neighbor & dir', 11827, 4)]\n",
+      "[('Zelle', 11854), ('Neighbor & dir', 11828, 4)]\n",
+      "[('Zelle', 11855), ('Neighbor & dir', 11829, 4)]\n",
+      "[('Zelle', 11856), ('Neighbor & dir', 11830, 4)]\n",
+      "[('Zelle', 11857), ('Neighbor & dir', 11831, 4)]\n",
+      "[('Zelle', 11858), ('Neighbor & dir', 11832, 4)]\n",
+      "[('Zelle', 11859), ('Neighbor & dir', 11833, 4)]\n",
+      "[('Zelle', 11860), ('Neighbor & dir', 11834, 4)]\n",
+      "[('Zelle', 11861), ('Neighbor & dir', 11835, 4)]\n",
+      "[('Zelle', 11862), ('Neighbor & dir', 11836, 4)]\n",
+      "[('Zelle', 11863), ('Neighbor & dir', 11837, 4)]\n",
+      "[('Zelle', 11864), ('Neighbor & dir', 11838, 4)]\n",
+      "[('Zelle', 11865), ('Neighbor & dir', 11839, 4)]\n",
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+      "[('Zelle', 11867), ('Neighbor & dir', 11841, 4)]\n",
+      "[('Zelle', 11868), ('Neighbor & dir', 11842, 4)]\n",
+      "[('Zelle', 11869), ('Neighbor & dir', 11843, 4)]\n",
+      "[('Zelle', 11870), ('Neighbor & dir', 11844, 4)]\n",
+      "[('Zelle', 11871), ('Neighbor & dir', 11845, 4)]\n",
+      "[('Zelle', 11872), ('Neighbor & dir', 11846, 4)]\n",
+      "[('Zelle', 11873), ('Neighbor & dir', 11847, 4)]\n",
+      "[('Zelle', 11874), ('Neighbor & dir', 11848, 4)]\n",
+      "[('Zelle', 11875), ('Neighbor & dir', 11849, 4)]\n",
+      "[('Zelle', 11876), ('Neighbor & dir', 11850, 4)]\n",
+      "[('Zelle', 11877), ('Neighbor & dir', 11851, 4)]\n",
+      "[('Zelle', 11878), ('Neighbor & dir', 11852, 4)]\n",
+      "[('Zelle', 11879), ('Neighbor & dir', 11853, 4)]\n",
+      "[('Zelle', 11880), ('Neighbor & dir', 11854, 4)]\n",
+      "[('Zelle', 11881), ('Neighbor & dir', 11855, 4)]\n",
+      "[('Zelle', 11882), ('Neighbor & dir', 11856, 4)]\n",
+      "[('Zelle', 11883), ('Neighbor & dir', 11857, 4)]\n",
+      "[('Zelle', 11884), ('Neighbor & dir', 11858, 4)]\n",
+      "[('Zelle', 11885), ('Neighbor & dir', 11859, 4)]\n",
+      "[('Zelle', 11886), ('Neighbor & dir', 11860, 4)]\n",
+      "[('Zelle', 11887), ('Neighbor & dir', 11861, 4)]\n",
+      "[('Zelle', 11888), ('Neighbor & dir', 11862, 4)]\n",
+      "[('Zelle', 11889), ('Neighbor & dir', 11863, 4)]\n",
+      "[('Zelle', 11890), ('Neighbor & dir', 11864, 4)]\n",
+      "[('Zelle', 11891), ('Neighbor & dir', 11865, 4)]\n",
+      "[('Zelle', 11892), ('Neighbor & dir', 11866, 4)]\n",
+      "[('Zelle', 11893), ('Neighbor & dir', 11867, 4)]\n",
+      "[('Zelle', 11894), ('Neighbor & dir', 11868, 4)]\n",
+      "[('Zelle', 11895), ('Neighbor & dir', 11869, 4)]\n",
+      "[('Zelle', 11896), ('Neighbor & dir', 11870, 4)]\n",
+      "[('Zelle', 11897), ('Neighbor & dir', 11871, 4)]\n",
+      "[('Zelle', 11898), ('Neighbor & dir', 11872, 4)]\n",
+      "[('Zelle', 11899), ('Neighbor & dir', 11873, 4)]\n",
+      "[('Zelle', 11900), ('Neighbor & dir', 11874, 4)]\n",
+      "[('Zelle', 11901), ('Neighbor & dir', 11875, 4)]\n",
+      "[('Zelle', 11902), ('Neighbor & dir', 11876, 4)]\n",
+      "[('Zelle', 11903), ('Neighbor & dir', 11877, 4)]\n",
+      "[('Zelle', 11904), ('Neighbor & dir', 11878, 4)]\n",
+      "[('Zelle', 11905), ('Neighbor & dir', 11879, 4)]\n",
+      "[('Zelle', 11906), ('Neighbor & dir', 11880, 4)]\n",
+      "[('Zelle', 11907), ('Neighbor & dir', 11881, 4)]\n",
+      "[('Zelle', 11908), ('Neighbor & dir', 11882, 4)]\n",
+      "[('Zelle', 11909), ('Neighbor & dir', 11883, 4)]\n",
+      "[('Zelle', 11910), ('Neighbor & dir', 11884, 4)]\n",
+      "[('Zelle', 11911), ('Neighbor & dir', 11885, 4)]\n",
+      "[('Zelle', 11912), ('Neighbor & dir', 11886, 4)]\n",
+      "[('Zelle', 11913), ('Neighbor & dir', 11887, 4)]\n",
+      "[('Zelle', 11914), ('Neighbor & dir', 11888, 4)]\n",
+      "[('Zelle', 11915), ('Neighbor & dir', 11889, 4)]\n",
+      "[('Zelle', 11916), ('Neighbor & dir', 11890, 4)]\n",
+      "[('Zelle', 11917), ('Neighbor & dir', 11891, 4)]\n",
+      "[('Zelle', 11918), ('Neighbor & dir', 11892, 4)]\n",
+      "[('Zelle', 11919), ('Neighbor & dir', 11893, 4)]\n",
+      "[('Zelle', 11920), ('Neighbor & dir', 11894, 4)]\n",
+      "[('Zelle', 11921), ('Neighbor & dir', 11895, 4)]\n",
+      "[('Zelle', 11922), ('Neighbor & dir', 11896, 4)]\n",
+      "[('Zelle', 11923), ('Neighbor & dir', 11897, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 11924), ('Neighbor & dir', 11898, 4)]\n",
+      "[('Zelle', 11925), ('Neighbor & dir', 11899, 4)]\n",
+      "[('Zelle', 11926), ('Neighbor & dir', 11900, 4)]\n",
+      "[('Zelle', 11927), ('Neighbor & dir', 11901, 4)]\n",
+      "[('Zelle', 11928), ('Neighbor & dir', 11902, 4)]\n",
+      "[('Zelle', 11929), ('Neighbor & dir', 11903, 4)]\n",
+      "[('Zelle', 11930), ('Neighbor & dir', 11904, 4)]\n",
+      "[('Zelle', 11931), ('Neighbor & dir', 11905, 4)]\n",
+      "[('Zelle', 11932), ('Neighbor & dir', 11906, 4)]\n",
+      "[('Zelle', 11933), ('Neighbor & dir', 11907, 4)]\n",
+      "[('Zelle', 11934), ('Neighbor & dir', 11908, 4)]\n",
+      "[('Zelle', 11935), ('Neighbor & dir', 11909, 4)]\n",
+      "[('Zelle', 11936), ('Neighbor & dir', 11910, 4)]\n",
+      "[('Zelle', 11937), ('Neighbor & dir', 11911, 4)]\n",
+      "[('Zelle', 11938), ('Neighbor & dir', 11912, 4)]\n",
+      "[('Zelle', 11939), ('Neighbor & dir', 11913, 4)]\n",
+      "[('Zelle', 11940), ('Neighbor & dir', 11914, 4)]\n",
+      "[('Zelle', 11941), ('Neighbor & dir', 11915, 4)]\n",
+      "[('Zelle', 11942), ('Neighbor & dir', 11916, 4)]\n",
+      "[('Zelle', 11943), ('Neighbor & dir', 11917, 4)]\n",
+      "[('Zelle', 11944), ('Neighbor & dir', 11918, 4)]\n",
+      "[('Zelle', 11945), ('Neighbor & dir', 11919, 4)]\n",
+      "[('Zelle', 11946), ('Neighbor & dir', 11920, 4)]\n",
+      "[('Zelle', 11947), ('Neighbor & dir', 11921, 4)]\n",
+      "[('Zelle', 11948), ('Neighbor & dir', 11922, 4)]\n",
+      "[('Zelle', 11949), ('Neighbor & dir', 11923, 4)]\n",
+      "[('Zelle', 11950), ('Neighbor & dir', 11924, 4)]\n",
+      "[('Zelle', 11951), ('Neighbor & dir', 11925, 4)]\n",
+      "[('Zelle', 11952), ('Neighbor & dir', 11926, 4)]\n",
+      "[('Zelle', 11953), ('Neighbor & dir', 11927, 4)]\n",
+      "[('Zelle', 11954), ('Neighbor & dir', 11928, 4)]\n",
+      "[('Zelle', 11955), ('Neighbor & dir', 11929, 4)]\n",
+      "[('Zelle', 11956), ('Neighbor & dir', 11930, 4)]\n",
+      "[('Zelle', 11957), ('Neighbor & dir', 11931, 4)]\n",
+      "[('Zelle', 11958), ('Neighbor & dir', 11932, 4)]\n",
+      "[('Zelle', 11959), ('Neighbor & dir', 11933, 4)]\n",
+      "[('Zelle', 11960), ('Neighbor & dir', 11934, 4)]\n",
+      "[('Zelle', 11961), ('Neighbor & dir', 11935, 4)]\n",
+      "[('Zelle', 11962), ('Neighbor & dir', 11936, 4)]\n",
+      "[('Zelle', 11963), ('Neighbor & dir', 11937, 4)]\n",
+      "[('Zelle', 11964), ('Neighbor & dir', 11938, 4)]\n",
+      "[('Zelle', 11965), ('Neighbor & dir', 11939, 4)]\n",
+      "[('Zelle', 11966), ('Neighbor & dir', 11940, 4)]\n",
+      "[('Zelle', 11967), ('Neighbor & dir', 11941, 4)]\n",
+      "[('Zelle', 11968), ('Neighbor & dir', 11942, 4)]\n",
+      "[('Zelle', 11969), ('Neighbor & dir', 11943, 4)]\n",
+      "[('Zelle', 11970), ('Neighbor & dir', 11944, 4)]\n",
+      "[('Zelle', 11971), ('Neighbor & dir', 11945, 4)]\n",
+      "[('Zelle', 11972), ('Neighbor & dir', 11946, 4)]\n",
+      "[('Zelle', 11973), ('Neighbor & dir', 11947, 4)]\n",
+      "[('Zelle', 11974), ('Neighbor & dir', 11948, 4)]\n",
+      "[('Zelle', 11975), ('Neighbor & dir', 11949, 4)]\n",
+      "[('Zelle', 11976), ('Neighbor & dir', 11950, 4)]\n",
+      "[('Zelle', 11977), ('Neighbor & dir', 11951, 4)]\n",
+      "[('Zelle', 11978), ('Neighbor & dir', 11952, 4)]\n",
+      "[('Zelle', 11979), ('Neighbor & dir', 11953, 4)]\n",
+      "[('Zelle', 11980), ('Neighbor & dir', 11954, 4)]\n",
+      "[('Zelle', 11981), ('Neighbor & dir', 11955, 4)]\n",
+      "[('Zelle', 11982), ('Neighbor & dir', 11956, 4)]\n",
+      "[('Zelle', 11983), ('Neighbor & dir', 11957, 4)]\n",
+      "[('Zelle', 11984), ('Neighbor & dir', 11958, 4)]\n",
+      "[('Zelle', 11985), ('Neighbor & dir', 11959, 4)]\n",
+      "[('Zelle', 11986), ('Neighbor & dir', 11960, 4)]\n",
+      "[('Zelle', 11987), ('Neighbor & dir', 11961, 4)]\n",
+      "[('Zelle', 11988), ('Neighbor & dir', 11962, 4)]\n",
+      "[('Zelle', 11989), ('Neighbor & dir', 11963, 4)]\n",
+      "[('Zelle', 11990), ('Neighbor & dir', 11964, 4)]\n",
+      "[('Zelle', 11991), ('Neighbor & dir', 11965, 4)]\n",
+      "[('Zelle', 11992), ('Neighbor & dir', 11966, 4)]\n",
+      "[('Zelle', 11993), ('Neighbor & dir', 11967, 4)]\n",
+      "[('Zelle', 11994), ('Neighbor & dir', 11968, 4)]\n",
+      "[('Zelle', 11995), ('Neighbor & dir', 11969, 4)]\n",
+      "[('Zelle', 11996), ('Neighbor & dir', 11970, 4)]\n",
+      "[('Zelle', 11997), ('Neighbor & dir', 11971, 4)]\n",
+      "[('Zelle', 11998), ('Neighbor & dir', 11972, 4)]\n",
+      "[('Zelle', 11999), ('Neighbor & dir', 11973, 4)]\n",
+      "[('Zelle', 12000), ('Neighbor & dir', 11974, 4)]\n",
+      "[('Zelle', 12001), ('Neighbor & dir', 11975, 4)]\n",
+      "[('Zelle', 12002), ('Neighbor & dir', 11976, 4)]\n",
+      "[('Zelle', 12003), ('Neighbor & dir', 11977, 4)]\n",
+      "[('Zelle', 12004), ('Neighbor & dir', 11978, 4)]\n",
+      "[('Zelle', 12005), ('Neighbor & dir', 11979, 4)]\n",
+      "[('Zelle', 12006), ('Neighbor & dir', 11980, 4)]\n",
+      "[('Zelle', 12007), ('Neighbor & dir', 11981, 4)]\n",
+      "[('Zelle', 12008), ('Neighbor & dir', 11982, 4)]\n",
+      "[('Zelle', 12009), ('Neighbor & dir', 11983, 4)]\n",
+      "[('Zelle', 12010), ('Neighbor & dir', 11984, 4)]\n",
+      "[('Zelle', 12011), ('Neighbor & dir', 11985, 4)]\n",
+      "[('Zelle', 12012), ('Neighbor & dir', 11986, 4)]\n",
+      "[('Zelle', 12013), ('Neighbor & dir', 11987, 4)]\n",
+      "[('Zelle', 12014), ('Neighbor & dir', 11988, 4)]\n",
+      "[('Zelle', 12015), ('Neighbor & dir', 11989, 4)]\n",
+      "[('Zelle', 12016), ('Neighbor & dir', 11990, 4)]\n",
+      "[('Zelle', 12017), ('Neighbor & dir', 11991, 4)]\n",
+      "[('Zelle', 12018), ('Neighbor & dir', 11992, 4)]\n",
+      "[('Zelle', 12019), ('Neighbor & dir', 11993, 4)]\n",
+      "[('Zelle', 12020), ('Neighbor & dir', 11994, 4)]\n",
+      "[('Zelle', 12021), ('Neighbor & dir', 11995, 4)]\n",
+      "[('Zelle', 12022), ('Neighbor & dir', 11996, 4)]\n",
+      "[('Zelle', 12023), ('Neighbor & dir', 11997, 4)]\n",
+      "[('Zelle', 12024), ('Neighbor & dir', 11998, 4)]\n",
+      "[('Zelle', 12025), ('Neighbor & dir', 11999, 4)]\n",
+      "[('Zelle', 12026), ('Neighbor & dir', 12000, 4)]\n",
+      "[('Zelle', 12027), ('Neighbor & dir', 12001, 4)]\n",
+      "[('Zelle', 12028), ('Neighbor & dir', 12002, 4)]\n",
+      "[('Zelle', 12029), ('Neighbor & dir', 12003, 4)]\n",
+      "[('Zelle', 12030), ('Neighbor & dir', 12004, 4)]\n",
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+      "[('Zelle', 12036), ('Neighbor & dir', 12010, 4)]\n",
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+      "[('Zelle', 12041), ('Neighbor & dir', 12015, 4)]\n",
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+      "[('Zelle', 12043), ('Neighbor & dir', 12017, 4)]\n",
+      "[('Zelle', 12044), ('Neighbor & dir', 12018, 4)]\n",
+      "[('Zelle', 12045), ('Neighbor & dir', 12019, 4)]\n",
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+      "[('Zelle', 12050), ('Neighbor & dir', 12024, 4)]\n",
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+      "[('Zelle', 12065), ('Neighbor & dir', 12039, 4)]\n",
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+      "[('Zelle', 12068), ('Neighbor & dir', 12042, 4)]\n",
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+      "[('Zelle', 12073), ('Neighbor & dir', 12047, 4)]\n",
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+      "[('Zelle', 12082), ('Neighbor & dir', 12056, 4)]\n",
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+      "[('Zelle', 12086), ('Neighbor & dir', 12060, 4)]\n",
+      "[('Zelle', 12087), ('Neighbor & dir', 12061, 4)]\n",
+      "[('Zelle', 12088), ('Neighbor & dir', 12062, 4)]\n",
+      "[('Zelle', 12089), ('Neighbor & dir', 12063, 4)]\n",
+      "[('Zelle', 12090), ('Neighbor & dir', 12064, 4)]\n",
+      "[('Zelle', 12091), ('Neighbor & dir', 12065, 4)]\n",
+      "[('Zelle', 12092), ('Neighbor & dir', 12066, 4)]\n",
+      "[('Zelle', 12093), ('Neighbor & dir', 12067, 4)]\n",
+      "[('Zelle', 12094), ('Neighbor & dir', 12068, 4)]\n",
+      "[('Zelle', 12095), ('Neighbor & dir', 12069, 4)]\n",
+      "[('Zelle', 12096), ('Neighbor & dir', 12070, 4)]\n",
+      "[('Zelle', 12097), ('Neighbor & dir', 12071, 4)]\n",
+      "[('Zelle', 12098), ('Neighbor & dir', 12072, 4)]\n",
+      "[('Zelle', 12099), ('Neighbor & dir', 12073, 4)]\n",
+      "[('Zelle', 12100), ('Neighbor & dir', 12074, 4)]\n",
+      "[('Zelle', 12101), ('Neighbor & dir', 12075, 4)]\n",
+      "[('Zelle', 12102), ('Neighbor & dir', 12076, 4)]\n",
+      "[('Zelle', 12103), ('Neighbor & dir', 12077, 4)]\n",
+      "[('Zelle', 12104), ('Neighbor & dir', 12078, 4)]\n",
+      "[('Zelle', 12105), ('Neighbor & dir', 12079, 4)]\n",
+      "[('Zelle', 12106), ('Neighbor & dir', 12080, 4)]\n",
+      "[('Zelle', 12107), ('Neighbor & dir', 12081, 4)]\n",
+      "[('Zelle', 12108), ('Neighbor & dir', 12082, 4)]\n",
+      "[('Zelle', 12109), ('Neighbor & dir', 12083, 4)]\n",
+      "[('Zelle', 12110), ('Neighbor & dir', 12084, 4)]\n",
+      "[('Zelle', 12111), ('Neighbor & dir', 12085, 4)]\n",
+      "[('Zelle', 12112), ('Neighbor & dir', 12086, 4)]\n",
+      "[('Zelle', 12113), ('Neighbor & dir', 12087, 4)]\n",
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+      "[('Zelle', 13229), ('Neighbor & dir', 13129, 4)]\n",
+      "[('Zelle', 13230), ('Neighbor & dir', 13130, 4)]\n",
+      "[('Zelle', 13231), ('Neighbor & dir', 13131, 4)]\n",
+      "[('Zelle', 13232), ('Neighbor & dir', 13132, 4)]\n",
+      "[('Zelle', 13233), ('Neighbor & dir', 13133, 4)]\n",
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+      "[('Zelle', 13249), ('Neighbor & dir', 13149, 4)]\n",
+      "[('Zelle', 13250), ('Neighbor & dir', 13150, 4)]\n",
+      "[('Zelle', 13251), ('Neighbor & dir', 13151, 4)]\n",
+      "[('Zelle', 13252), ('Neighbor & dir', 13152, 4)]\n",
+      "[('Zelle', 13253), ('Neighbor & dir', 13153, 4)]\n",
+      "[('Zelle', 13254), ('Neighbor & dir', 13154, 4)]\n",
+      "[('Zelle', 13255), ('Neighbor & dir', 13155, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 13256), ('Neighbor & dir', 13156, 4)]\n",
+      "[('Zelle', 13257), ('Neighbor & dir', 13157, 4)]\n",
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+      "[('Zelle', 14635), ('Neighbor & dir', 14535, 4)]\n",
+      "[('Zelle', 14636), ('Neighbor & dir', 14536, 4)]\n",
+      "[('Zelle', 14637), ('Neighbor & dir', 14537, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 14638), ('Neighbor & dir', 14538, 4)]\n",
+      "[('Zelle', 14639), ('Neighbor & dir', 14539, 4)]\n",
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+      "[('Zelle', 15885), ('Neighbor & dir', 15785, 4)]\n",
+      "[('Zelle', 15886), ('Neighbor & dir', 15786, 4)]\n",
+      "[('Zelle', 15887), ('Neighbor & dir', 15787, 4)]\n",
+      "[('Zelle', 15888), ('Neighbor & dir', 15788, 4)]\n",
+      "[('Zelle', 15889), ('Neighbor & dir', 15789, 4)]\n",
+      "[('Zelle', 15890), ('Neighbor & dir', 15790, 4)]\n",
+      "[('Zelle', 15891), ('Neighbor & dir', 15791, 4)]\n",
+      "[('Zelle', 15892), ('Neighbor & dir', 15792, 4)]\n",
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+      "[('Zelle', 15894), ('Neighbor & dir', 15794, 4)]\n",
+      "[('Zelle', 15895), ('Neighbor & dir', 15795, 4)]\n",
+      "[('Zelle', 15896), ('Neighbor & dir', 15796, 4)]\n",
+      "[('Zelle', 15897), ('Neighbor & dir', 15797, 4)]\n",
+      "[('Zelle', 15898), ('Neighbor & dir', 15798, 4)]\n",
+      "[('Zelle', 15899), ('Neighbor & dir', 15799, 4)]\n",
+      "[('Zelle', 15900), ('Neighbor & dir', 15800, 4)]\n",
+      "[('Zelle', 15901), ('Neighbor & dir', 15801, 4)]\n",
+      "[('Zelle', 15902), ('Neighbor & dir', 15802, 4)]\n",
+      "[('Zelle', 15903), ('Neighbor & dir', 15803, 4)]\n",
+      "[('Zelle', 15904), ('Neighbor & dir', 15804, 4)]\n",
+      "[('Zelle', 15905), ('Neighbor & dir', 15805, 4)]\n",
+      "[('Zelle', 15906), ('Neighbor & dir', 15806, 4)]\n",
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+      "[('Zelle', 15911), ('Neighbor & dir', 15811, 4)]\n",
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+      "[('Zelle', 15914), ('Neighbor & dir', 15814, 4)]\n",
+      "[('Zelle', 15915), ('Neighbor & dir', 15815, 4)]\n",
+      "[('Zelle', 15916), ('Neighbor & dir', 15816, 4)]\n",
+      "[('Zelle', 15917), ('Neighbor & dir', 15817, 4)]\n",
+      "[('Zelle', 15918), ('Neighbor & dir', 15818, 4)]\n",
+      "[('Zelle', 15919), ('Neighbor & dir', 15819, 4)]\n",
+      "[('Zelle', 15920), ('Neighbor & dir', 15820, 4)]\n",
+      "[('Zelle', 15921), ('Neighbor & dir', 15821, 4)]\n",
+      "[('Zelle', 15922), ('Neighbor & dir', 15822, 4)]\n",
+      "[('Zelle', 15923), ('Neighbor & dir', 15823, 4)]\n",
+      "[('Zelle', 15924), ('Neighbor & dir', 15824, 4)]\n",
+      "[('Zelle', 15925), ('Neighbor & dir', 15825, 4)]\n",
+      "[('Zelle', 15926), ('Neighbor & dir', 15826, 4)]\n",
+      "[('Zelle', 15927), ('Neighbor & dir', 15827, 4)]\n",
+      "[('Zelle', 15928), ('Neighbor & dir', 15828, 4)]\n",
+      "[('Zelle', 15929), ('Neighbor & dir', 15829, 4)]\n",
+      "[('Zelle', 15930), ('Neighbor & dir', 15830, 4)]\n",
+      "[('Zelle', 15931), ('Neighbor & dir', 15831, 4)]\n",
+      "[('Zelle', 15932), ('Neighbor & dir', 15832, 4)]\n",
+      "[('Zelle', 15933), ('Neighbor & dir', 15833, 4)]\n",
+      "[('Zelle', 15934), ('Neighbor & dir', 15834, 4)]\n",
+      "[('Zelle', 15935), ('Neighbor & dir', 15835, 4)]\n",
+      "[('Zelle', 15936), ('Neighbor & dir', 15836, 4)]\n",
+      "[('Zelle', 15937), ('Neighbor & dir', 15837, 4)]\n",
+      "[('Zelle', 15938), ('Neighbor & dir', 15838, 4)]\n",
+      "[('Zelle', 15939), ('Neighbor & dir', 15839, 4)]\n",
+      "[('Zelle', 15940), ('Neighbor & dir', 15840, 4)]\n",
+      "[('Zelle', 15941), ('Neighbor & dir', 15841, 4)]\n",
+      "[('Zelle', 15942), ('Neighbor & dir', 15842, 4)]\n",
+      "[('Zelle', 15943), ('Neighbor & dir', 15843, 4)]\n",
+      "[('Zelle', 15944), ('Neighbor & dir', 15844, 4)]\n",
+      "[('Zelle', 15945), ('Neighbor & dir', 15845, 4)]\n",
+      "[('Zelle', 15946), ('Neighbor & dir', 15846, 4)]\n",
+      "[('Zelle', 15947), ('Neighbor & dir', 15847, 4)]\n",
+      "[('Zelle', 15948), ('Neighbor & dir', 15848, 4)]\n",
+      "[('Zelle', 15949), ('Neighbor & dir', 15849, 4)]\n",
+      "[('Zelle', 15950), ('Neighbor & dir', 15850, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 15951), ('Neighbor & dir', 15851, 4)]\n",
+      "[('Zelle', 15952), ('Neighbor & dir', 15852, 4)]\n",
+      "[('Zelle', 15953), ('Neighbor & dir', 15853, 4)]\n",
+      "[('Zelle', 15954), ('Neighbor & dir', 15854, 4)]\n",
+      "[('Zelle', 15955), ('Neighbor & dir', 15855, 4)]\n",
+      "[('Zelle', 15956), ('Neighbor & dir', 15856, 4)]\n",
+      "[('Zelle', 15957), ('Neighbor & dir', 15857, 4)]\n",
+      "[('Zelle', 15958), ('Neighbor & dir', 15858, 4)]\n",
+      "[('Zelle', 15959), ('Neighbor & dir', 15859, 4)]\n",
+      "[('Zelle', 15960), ('Neighbor & dir', 15860, 4)]\n",
+      "[('Zelle', 15961), ('Neighbor & dir', 15861, 4)]\n",
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+      "[('Zelle', 15966), ('Neighbor & dir', 15866, 4)]\n",
+      "[('Zelle', 15967), ('Neighbor & dir', 15867, 4)]\n",
+      "[('Zelle', 15968), ('Neighbor & dir', 15868, 4)]\n",
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+      "[('Zelle', 17319), ('Neighbor & dir', 17219, 4)]\n",
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+      "[('Zelle', 17323), ('Neighbor & dir', 17223, 4)]\n",
+      "[('Zelle', 17324), ('Neighbor & dir', 17224, 4)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 17325), ('Neighbor & dir', 17225, 4)]\n",
+      "[('Zelle', 17326), ('Neighbor & dir', 17226, 4)]\n",
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+      "[('Zelle', 18385), ('Neighbor & dir', 18285, 4)]\n",
+      "[('Zelle', 18386), ('Neighbor & dir', 18286, 4)]\n",
+      "[('Zelle', 18387), ('Neighbor & dir', 18287, 4)]\n",
+      "[('Zelle', 18388), ('Neighbor & dir', 18288, 4)]\n",
+      "[('Zelle', 18389), ('Neighbor & dir', 18289, 4)]\n",
+      "[('Zelle', 18390), ('Neighbor & dir', 18290, 4)]\n",
+      "[('Zelle', 18391), ('Neighbor & dir', 18291, 4)]\n",
+      "[('Zelle', 18392), ('Neighbor & dir', 18292, 4)]\n",
+      "[('Zelle', 18393), ('Neighbor & dir', 18293, 4)]\n",
+      "[('Zelle', 18394), ('Neighbor & dir', 18294, 4)]\n",
+      "[('Zelle', 18395), ('Neighbor & dir', 18295, 4)]\n",
+      "[('Zelle', 18396), ('Neighbor & dir', 18296, 4)]\n",
+      "[('Zelle', 18397), ('Neighbor & dir', 18297, 4)]\n",
+      "[('Zelle', 18398), ('Neighbor & dir', 18298, 4)]\n",
+      "[('Zelle', 18399), ('Neighbor & dir', 18299, 4)]\n",
+      "[('Zelle', 18400), ('Neighbor & dir', 18300, 4)]\n",
+      "[('Zelle', 18401), ('Neighbor & dir', 18301, 4)]\n",
+      "[('Zelle', 18402), ('Neighbor & dir', 18302, 4)]\n",
+      "[('Zelle', 18403), ('Neighbor & dir', 18303, 4)]\n",
+      "[('Zelle', 18404), ('Neighbor & dir', 18304, 4)]\n",
+      "[('Zelle', 18405), ('Neighbor & dir', 18305, 4)]\n",
+      "[('Zelle', 18406), ('Neighbor & dir', 18306, 4)]\n",
+      "[('Zelle', 18407), ('Neighbor & dir', 18307, 4)]\n",
+      "[('Zelle', 18408), ('Neighbor & dir', 18308, 4)]\n",
+      "[('Zelle', 18409), ('Neighbor & dir', 18309, 4)]\n",
+      "[('Zelle', 18410), ('Neighbor & dir', 18310, 4)]\n",
+      "[('Zelle', 18411), ('Neighbor & dir', 18311, 4)]\n",
+      "[('Zelle', 18412), ('Neighbor & dir', 18312, 4)]\n",
+      "[('Zelle', 18413), ('Neighbor & dir', 18313, 4)]\n",
+      "[('Zelle', 18414), ('Neighbor & dir', 18314, 4)]\n",
+      "[('Zelle', 18415), ('Neighbor & dir', 18315, 4)]\n",
+      "[('Zelle', 18416), ('Neighbor & dir', 18316, 4)]\n",
+      "[('Zelle', 18417), ('Neighbor & dir', 18317, 4)]\n",
+      "[('Zelle', 18418), ('Neighbor & dir', 18318, 4)]\n",
+      "[('Zelle', 18419), ('Neighbor & dir', 18319, 4)]\n",
+      "[('Zelle', 18420), ('Neighbor & dir', 18320, 4)]\n",
+      "[('Zelle', 18421), ('Neighbor & dir', 18321, 4)]\n",
+      "[('Zelle', 18422), ('Neighbor & dir', 18322, 4)]\n",
+      "[('Zelle', 18423), ('Neighbor & dir', 18323, 4)]\n",
+      "[('Zelle', 18424), ('Neighbor & dir', 18324, 4)]\n",
+      "[('Zelle', 18425), ('Neighbor & dir', 18325, 4)]\n",
+      "[('Zelle', 18426), ('Neighbor & dir', 18326, 4)]\n",
+      "[('Zelle', 18427), ('Neighbor & dir', 18327, 4)]\n",
+      "[('Zelle', 18428), ('Neighbor & dir', 18328, 4)]\n",
+      "[('Zelle', 18429), ('Neighbor & dir', 18329, 4)]\n",
+      "[('Zelle', 18430), ('Neighbor & dir', 18330, 4)]\n",
+      "[('Zelle', 18431), ('Neighbor & dir', 18331, 4)]\n",
+      "[('Zelle', 18432), ('Neighbor & dir', 18332, 4)]\n",
+      "[('Zelle', 18433), ('Neighbor & dir', 18333, 4)]\n",
+      "[('Zelle', 18434), ('Neighbor & dir', 18334, 4)]\n",
+      "[('Zelle', 18435), ('Neighbor & dir', 18335, 4)]\n",
+      "[('Zelle', 18436), ('Neighbor & dir', 18336, 4)]\n",
+      "[('Zelle', 18437), ('Neighbor & dir', 18337, 4)]\n",
+      "[('Zelle', 18438), ('Neighbor & dir', 18338, 4)]\n",
+      "[('Zelle', 18439), ('Neighbor & dir', 18339, 4)]\n",
+      "[('Zelle', 18440), ('Neighbor & dir', 18340, 4)]\n",
+      "[('Zelle', 18441), ('Neighbor & dir', 18341, 4)]\n",
+      "[('Zelle', 18442), ('Neighbor & dir', 18342, 4)]\n",
+      "[('Zelle', 18443), ('Neighbor & dir', 18343, 4)]\n",
+      "[('Zelle', 18444), ('Neighbor & dir', 18344, 4)]\n",
+      "[('Zelle', 18445), ('Neighbor & dir', 18345, 4)]\n",
+      "[('Zelle', 18446), ('Neighbor & dir', 18346, 4)]\n",
+      "[('Zelle', 18447), ('Neighbor & dir', 18347, 4)]\n",
+      "[('Zelle', 18448), ('Neighbor & dir', 18348, 4)]\n",
+      "[('Zelle', 18449), ('Neighbor & dir', 18349, 4)]\n",
+      "[('Zelle', 18450), ('Neighbor & dir', 18350, 4)]\n",
+      "[('Zelle', 18451), ('Neighbor & dir', 18351, 4)]\n",
+      "[('Zelle', 18452), ('Neighbor & dir', 18352, 4)]\n",
+      "[('Zelle', 18453), ('Neighbor & dir', 18353, 4)]\n",
+      "[('Zelle', 18454), ('Neighbor & dir', 18354, 4)]\n",
+      "[('Zelle', 18455), ('Neighbor & dir', 18355, 4)]\n",
+      "[('Zelle', 18456), ('Neighbor & dir', 18356, 4)]\n",
+      "[('Zelle', 18457), ('Neighbor & dir', 18357, 4)]\n",
+      "[('Zelle', 18458), ('Neighbor & dir', 18358, 4)]\n",
+      "[('Zelle', 18459), ('Neighbor & dir', 18359, 4)]\n",
+      "[('Zelle', 18460), ('Neighbor & dir', 18360, 4)]\n",
+      "[('Zelle', 18461), ('Neighbor & dir', 18361, 4)]\n",
+      "[('Zelle', 18462), ('Neighbor & dir', 18362, 4)]\n",
+      "[('Zelle', 18463), ('Neighbor & dir', 18363, 4)]\n",
+      "[('Zelle', 18464), ('Neighbor & dir', 18364, 4)]\n",
+      "[('Zelle', 18465), ('Neighbor & dir', 18365, 4)]\n",
+      "[('Zelle', 18466), ('Neighbor & dir', 18366, 4)]\n",
+      "[('Zelle', 18467), ('Neighbor & dir', 18367, 4)]\n",
+      "[('Zelle', 18468), ('Neighbor & dir', 18368, 4)]\n",
+      "[('Zelle', 18469), ('Neighbor & dir', 18369, 4)]\n",
+      "[('Zelle', 18470), ('Neighbor & dir', 18370, 4)]\n",
+      "[('Zelle', 18471), ('Neighbor & dir', 18371, 4)]\n",
+      "[('Zelle', 18472), ('Neighbor & dir', 18372, 4)]\n",
+      "[('Zelle', 18473), ('Neighbor & dir', 18373, 4)]\n",
+      "[('Zelle', 18474), ('Neighbor & dir', 18374, 4)]\n",
+      "[('Zelle', 18475), ('Neighbor & dir', 18375, 4)]\n",
+      "[('Zelle', 18476), ('Neighbor & dir', 18376, 4)]\n",
+      "[('Zelle', 18477), ('Neighbor & dir', 18377, 4)]\n",
+      "[('Zelle', 18478), ('Neighbor & dir', 18378, 4)]\n",
+      "[('Zelle', 18479), ('Neighbor & dir', 18379, 4)]\n",
+      "[('Zelle', 18480), ('Neighbor & dir', 18380, 4)]\n",
+      "[('Zelle', 18481), ('Neighbor & dir', 18381, 4)]\n",
+      "[('Zelle', 18482), ('Neighbor & dir', 18382, 4)]\n",
+      "[('Zelle', 18483), ('Neighbor & dir', 18383, 4)]\n",
+      "[('Zelle', 18484), ('Neighbor & dir', 18384, 4)]\n",
+      "[('Zelle', 18485), ('Neighbor & dir', 18385, 4)]\n",
+      "[('Zelle', 18486), ('Neighbor & dir', 18386, 4)]\n",
+      "[('Zelle', 18487), ('Neighbor & dir', 18387, 4)]\n",
+      "[('Zelle', 18488), ('Neighbor & dir', 18388, 4)]\n",
+      "[('Zelle', 18489), ('Neighbor & dir', 18389, 4)]\n",
+      "[('Zelle', 18490), ('Neighbor & dir', 18390, 4)]\n",
+      "[('Zelle', 18491), ('Neighbor & dir', 18391, 4)]\n",
+      "[('Zelle', 18492), ('Neighbor & dir', 18392, 4)]\n",
+      "[('Zelle', 18493), ('Neighbor & dir', 18393, 4)]\n",
+      "[('Zelle', 18494), ('Neighbor & dir', 18394, 4)]\n",
+      "[('Zelle', 18495), ('Neighbor & dir', 18395, 4)]\n",
+      "[('Zelle', 18496), ('Neighbor & dir', 18396, 4)]\n",
+      "[('Zelle', 18497), ('Neighbor & dir', 18397, 4)]\n",
+      "[('Zelle', 18498), ('Neighbor & dir', 18398, 4)]\n",
+      "[('Zelle', 18499), ('Neighbor & dir', 18399, 4)]\n",
+      "[('Zelle', 18500), ('Neighbor & dir', 18400, 4)]\n",
+      "[('Zelle', 18501), ('Neighbor & dir', 18401, 4)]\n",
+      "[('Zelle', 18502), ('Neighbor & dir', 18402, 4)]\n",
+      "[('Zelle', 18503), ('Neighbor & dir', 18403, 4)]\n",
+      "[('Zelle', 18504), ('Neighbor & dir', 18404, 4)]\n",
+      "[('Zelle', 18505), ('Neighbor & dir', 18405, 4)]\n",
+      "[('Zelle', 18506), ('Neighbor & dir', 18406, 4)]\n",
+      "[('Zelle', 18507), ('Neighbor & dir', 18407, 4)]\n",
+      "[('Zelle', 18508), ('Neighbor & dir', 18408, 4)]\n",
+      "[('Zelle', 18509), ('Neighbor & dir', 18409, 4)]\n",
+      "[('Zelle', 18510), ('Neighbor & dir', 18410, 4)]\n",
+      "[('Zelle', 18511), ('Neighbor & dir', 18411, 4)]\n",
+      "[('Zelle', 18512), ('Neighbor & dir', 18412, 4)]\n",
+      "[('Zelle', 18513), ('Neighbor & dir', 18413, 4)]\n",
+      "[('Zelle', 18514), ('Neighbor & dir', 18414, 4)]\n",
+      "[('Zelle', 18515), ('Neighbor & dir', 18415, 4)]\n",
+      "[('Zelle', 18516), ('Neighbor & dir', 18416, 4)]\n",
+      "[('Zelle', 18517), ('Neighbor & dir', 18417, 4)]\n",
+      "[('Zelle', 18518), ('Neighbor & dir', 18418, 4)]\n",
+      "[('Zelle', 18519), ('Neighbor & dir', 18419, 4)]\n",
+      "[('Zelle', 18520), ('Neighbor & dir', 18420, 4)]\n",
+      "[('Zelle', 18521), ('Neighbor & dir', 18421, 4)]\n",
+      "[('Zelle', 18522), ('Neighbor & dir', 18422, 4)]\n",
+      "[('Zelle', 18523), ('Neighbor & dir', 18423, 4)]\n",
+      "[('Zelle', 18524), ('Neighbor & dir', 18424, 4)]\n",
+      "[('Zelle', 18525), ('Neighbor & dir', 18425, 4)]\n",
+      "[('Zelle', 18526), ('Neighbor & dir', 18426, 4)]\n",
+      "[('Zelle', 18527), ('Neighbor & dir', 18427, 4)]\n",
+      "[('Zelle', 18528), ('Neighbor & dir', 18428, 4)]\n",
+      "[('Zelle', 18529), ('Neighbor & dir', 18429, 4)]\n",
+      "[('Zelle', 18530), ('Neighbor & dir', 18430, 4)]\n",
+      "[('Zelle', 18531), ('Neighbor & dir', 18431, 4)]\n",
+      "[('Zelle', 18532), ('Neighbor & dir', 18432, 4)]\n",
+      "[('Zelle', 18533), ('Neighbor & dir', 18433, 4)]\n",
+      "[('Zelle', 18534), ('Neighbor & dir', 18434, 4)]\n",
+      "[('Zelle', 18535), ('Neighbor & dir', 18435, 4)]\n",
+      "[('Zelle', 18536), ('Neighbor & dir', 18436, 4)]\n",
+      "[('Zelle', 18537), ('Neighbor & dir', 18437, 4)]\n",
+      "[('Zelle', 18538), ('Neighbor & dir', 18438, 4)]\n",
+      "[('Zelle', 18539), ('Neighbor & dir', 18439, 4)]\n",
+      "[('Zelle', 18540), ('Neighbor & dir', 18440, 4)]\n",
+      "[('Zelle', 18541), ('Neighbor & dir', 18441, 4)]\n",
+      "[('Zelle', 18542), ('Neighbor & dir', 18442, 4)]\n",
+      "[('Zelle', 18543), ('Neighbor & dir', 18443, 4)]\n",
+      "[('Zelle', 18544), ('Neighbor & dir', 18444, 4)]\n",
+      "[('Zelle', 18545), ('Neighbor & dir', 18445, 4)]\n",
+      "[('Zelle', 18546), ('Neighbor & dir', 18446, 4)]\n",
+      "[('Zelle', 18547), ('Neighbor & dir', 18447, 4)]\n",
+      "[('Zelle', 18548), ('Neighbor & dir', 18448, 4)]\n",
+      "[('Zelle', 18549), ('Neighbor & dir', 18449, 4)]\n",
+      "[('Zelle', 18550), ('Neighbor & dir', 18450, 4)]\n",
+      "[('Zelle', 18551), ('Neighbor & dir', 18451, 4)]\n",
+      "[('Zelle', 18552), ('Neighbor & dir', 18452, 4)]\n",
+      "[('Zelle', 18553), ('Neighbor & dir', 18453, 4)]\n",
+      "[('Zelle', 18554), ('Neighbor & dir', 18454, 4)]\n",
+      "[('Zelle', 18555), ('Neighbor & dir', 18455, 4)]\n",
+      "[('Zelle', 18556), ('Neighbor & dir', 18456, 4)]\n",
+      "[('Zelle', 18557), ('Neighbor & dir', 18457, 4)]\n",
+      "[('Zelle', 18558), ('Neighbor & dir', 18458, 4)]\n",
+      "[('Zelle', 18559), ('Neighbor & dir', 18459, 4)]\n",
+      "[('Zelle', 18560), ('Neighbor & dir', 18460, 4)]\n",
+      "[('Zelle', 18561), ('Neighbor & dir', 18461, 4)]\n",
+      "[('Zelle', 18562), ('Neighbor & dir', 18462, 4)]\n",
+      "[('Zelle', 18563), ('Neighbor & dir', 18463, 4)]\n",
+      "[('Zelle', 18564), ('Neighbor & dir', 18464, 4)]\n",
+      "[('Zelle', 18565), ('Neighbor & dir', 18465, 4)]\n",
+      "[('Zelle', 18566), ('Neighbor & dir', 18466, 4)]\n",
+      "[('Zelle', 18567), ('Neighbor & dir', 18467, 4)]\n",
+      "[('Zelle', 18568), ('Neighbor & dir', 18468, 4)]\n",
+      "[('Zelle', 18569), ('Neighbor & dir', 18469, 4)]\n",
+      "[('Zelle', 18570), ('Neighbor & dir', 18470, 4)]\n",
+      "[('Zelle', 18571), ('Neighbor & dir', 18471, 4)]\n",
+      "[('Zelle', 18572), ('Neighbor & dir', 18472, 4)]\n",
+      "[('Zelle', 18573), ('Neighbor & dir', 18473, 4)]\n",
+      "[('Zelle', 18574), ('Neighbor & dir', 18474, 4)]\n",
+      "[('Zelle', 18575), ('Neighbor & dir', 18475, 4)]\n",
+      "[('Zelle', 18576), ('Neighbor & dir', 18476, 4)]\n",
+      "[('Zelle', 18577), ('Neighbor & dir', 18477, 4)]\n",
+      "[('Zelle', 18578), ('Neighbor & dir', 18478, 4)]\n",
+      "[('Zelle', 18579), ('Neighbor & dir', 18479, 4)]\n",
+      "[('Zelle', 18580), ('Neighbor & dir', 18480, 4)]\n",
+      "[('Zelle', 18581), ('Neighbor & dir', 18481, 4)]\n",
+      "[('Zelle', 18582), ('Neighbor & dir', 18482, 4)]\n",
+      "[('Zelle', 18583), ('Neighbor & dir', 18483, 4)]\n",
+      "[('Zelle', 18584), ('Neighbor & dir', 18484, 4)]\n",
+      "[('Zelle', 18585), ('Neighbor & dir', 18485, 4)]\n",
+      "[('Zelle', 18586), ('Neighbor & dir', 18486, 4)]\n",
+      "[('Zelle', 18587), ('Neighbor & dir', 18487, 4)]\n",
+      "[('Zelle', 18588), ('Neighbor & dir', 18488, 4)]\n",
+      "[('Zelle', 18589), ('Neighbor & dir', 18489, 4)]\n",
+      "[('Zelle', 18590), ('Neighbor & dir', 18490, 4)]\n",
+      "[('Zelle', 18591), ('Neighbor & dir', 18491, 4)]\n",
+      "[('Zelle', 18592), ('Neighbor & dir', 18492, 4)]\n",
+      "[('Zelle', 18593), ('Neighbor & dir', 18493, 4)]\n",
+      "[('Zelle', 18594), ('Neighbor & dir', 18494, 4)]\n",
+      "[('Zelle', 18595), ('Neighbor & dir', 18495, 4)]\n",
+      "[('Zelle', 18596), ('Neighbor & dir', 18496, 4)]\n",
+      "[('Zelle', 18597), ('Neighbor & dir', 18497, 4)]\n",
+      "[('Zelle', 18598), ('Neighbor & dir', 18498, 4)]\n",
+      "[('Zelle', 18599), ('Neighbor & dir', 18499, 4)]\n",
+      "[('Zelle', 18600), ('Neighbor & dir', 18500, 4)]\n",
+      "[('Zelle', 18601), ('Neighbor & dir', 18501, 4)]\n",
+      "[('Zelle', 18602), ('Neighbor & dir', 18502, 4)]\n",
+      "[('Zelle', 18603), ('Neighbor & dir', 18503, 4)]\n",
+      "[('Zelle', 18604), ('Neighbor & dir', 18504, 4)]\n",
+      "[('Zelle', 18605), ('Neighbor & dir', 18505, 4)]\n",
+      "[('Zelle', 18606), ('Neighbor & dir', 18506, 4)]\n",
+      "[('Zelle', 18607), ('Neighbor & dir', 18507, 4)]\n",
+      "[('Zelle', 18608), ('Neighbor & dir', 18508, 4)]\n",
+      "[('Zelle', 18609), ('Neighbor & dir', 18509, 4)]\n",
+      "[('Zelle', 18610), ('Neighbor & dir', 18510, 4)]\n",
+      "[('Zelle', 18611), ('Neighbor & dir', 18511, 4)]\n",
+      "[('Zelle', 18612), ('Neighbor & dir', 18512, 4)]\n",
+      "[('Zelle', 18613), ('Neighbor & dir', 18513, 4)]\n",
+      "[('Zelle', 18614), ('Neighbor & dir', 18514, 4)]\n",
+      "[('Zelle', 18615), ('Neighbor & dir', 18515, 4)]\n",
+      "[('Zelle', 18616), ('Neighbor & dir', 18516, 4)]\n",
+      "[('Zelle', 18617), ('Neighbor & dir', 18517, 4)]\n",
+      "[('Zelle', 18618), ('Neighbor & dir', 18518, 4)]\n",
+      "[('Zelle', 18619), ('Neighbor & dir', 18519, 4)]\n",
+      "[('Zelle', 18620), ('Neighbor & dir', 18520, 4)]\n",
+      "[('Zelle', 18621), ('Neighbor & dir', 18521, 4)]\n",
+      "[('Zelle', 18622), ('Neighbor & dir', 18522, 4)]\n",
+      "[('Zelle', 18623), ('Neighbor & dir', 18523, 4)]\n",
+      "[('Zelle', 18624), ('Neighbor & dir', 18524, 4)]\n",
+      "[('Zelle', 18625), ('Neighbor & dir', 18525, 4)]\n",
+      "[('Zelle', 18626), ('Neighbor & dir', 18526, 4)]\n",
+      "[('Zelle', 18627), ('Neighbor & dir', 18527, 4)]\n",
+      "[('Zelle', 18628), ('Neighbor & dir', 18528, 4)]\n",
+      "[('Zelle', 18629), ('Neighbor & dir', 18529, 4)]\n",
+      "[('Zelle', 18630), ('Neighbor & dir', 18530, 4)]\n",
+      "[('Zelle', 18631), ('Neighbor & dir', 18531, 4)]\n",
+      "[('Zelle', 18632), ('Neighbor & dir', 18532, 4)]\n",
+      "[('Zelle', 18633), ('Neighbor & dir', 18533, 4)]\n",
+      "[('Zelle', 18634), ('Neighbor & dir', 18534, 4)]\n",
+      "[('Zelle', 18635), ('Neighbor & dir', 18535, 4)]\n",
+      "[('Zelle', 18636), ('Neighbor & dir', 18536, 4)]\n",
+      "[('Zelle', 18637), ('Neighbor & dir', 18537, 4)]\n",
+      "[('Zelle', 18638), ('Neighbor & dir', 18538, 4)]\n",
+      "[('Zelle', 18639), ('Neighbor & dir', 18539, 4)]\n",
+      "[('Zelle', 18640), ('Neighbor & dir', 18540, 4)]\n",
+      "[('Zelle', 18641), ('Neighbor & dir', 18541, 4)]\n",
+      "[('Zelle', 18642), ('Neighbor & dir', 18542, 4)]\n",
+      "[('Zelle', 18643), ('Neighbor & dir', 18543, 4)]\n",
+      "[('Zelle', 18644), ('Neighbor & dir', 18544, 4)]\n",
+      "[('Zelle', 18645), ('Neighbor & dir', 18545, 4)]\n",
+      "[('Zelle', 18646), ('Neighbor & dir', 18546, 4)]\n",
+      "[('Zelle', 18647), ('Neighbor & dir', 18547, 4)]\n",
+      "[('Zelle', 18648), ('Neighbor & dir', 18548, 4)]\n",
+      "[('Zelle', 18649), ('Neighbor & dir', 18549, 4)]\n",
+      "[('Zelle', 18650), ('Neighbor & dir', 18550, 4)]\n",
+      "[('Zelle', 18651), ('Neighbor & dir', 18551, 4)]\n",
+      "[('Zelle', 18652), ('Neighbor & dir', 18552, 4)]\n",
+      "[('Zelle', 18653), ('Neighbor & dir', 18553, 4)]\n",
+      "[('Zelle', 18654), ('Neighbor & dir', 18554, 4)]\n",
+      "[('Zelle', 18655), ('Neighbor & dir', 18555, 4)]\n",
+      "[('Zelle', 18656), ('Neighbor & dir', 18556, 4)]\n",
+      "[('Zelle', 18657), ('Neighbor & dir', 18557, 4)]\n",
+      "[('Zelle', 18658), ('Neighbor & dir', 18558, 4)]\n",
+      "[('Zelle', 18659), ('Neighbor & dir', 18559, 4)]\n",
+      "[('Zelle', 18660), ('Neighbor & dir', 18560, 4)]\n",
+      "[('Zelle', 18661), ('Neighbor & dir', 18561, 4)]\n",
+      "[('Zelle', 18662), ('Neighbor & dir', 18562, 4)]\n",
+      "[('Zelle', 18663), ('Neighbor & dir', 18563, 4)]\n",
+      "[('Zelle', 18664), ('Neighbor & dir', 18564, 4)]\n",
+      "[('Zelle', 18665), ('Neighbor & dir', 18565, 4)]\n",
+      "[('Zelle', 18666), ('Neighbor & dir', 18566, 4)]\n",
+      "[('Zelle', 18667), ('Neighbor & dir', 18567, 4)]\n",
+      "[('Zelle', 18668), ('Neighbor & dir', 18568, 4)]\n",
+      "[('Zelle', 18669), ('Neighbor & dir', 18569, 4)]\n",
+      "[('Zelle', 18670), ('Neighbor & dir', 18570, 4)]\n",
+      "[('Zelle', 18671), ('Neighbor & dir', 18571, 4)]\n",
+      "[('Zelle', 18672), ('Neighbor & dir', 18572, 4)]\n",
+      "[('Zelle', 18673), ('Neighbor & dir', 18573, 4)]\n",
+      "[('Zelle', 18674), ('Neighbor & dir', 18574, 4)]\n",
+      "[('Zelle', 18675), ('Neighbor & dir', 18575, 4)]\n",
+      "[('Zelle', 18676), ('Neighbor & dir', 18576, 4)]\n",
+      "[('Zelle', 18677), ('Neighbor & dir', 18577, 4)]\n",
+      "[('Zelle', 18678), ('Neighbor & dir', 18578, 4)]\n",
+      "[('Zelle', 18679), ('Neighbor & dir', 18579, 4)]\n",
+      "[('Zelle', 18680), ('Neighbor & dir', 18580, 4)]\n",
+      "[('Zelle', 18681), ('Neighbor & dir', 18581, 4)]\n",
+      "[('Zelle', 18682), ('Neighbor & dir', 18582, 4)]\n",
+      "[('Zelle', 18683), ('Neighbor & dir', 18583, 4)]\n",
+      "[('Zelle', 18684), ('Neighbor & dir', 18584, 4)]\n",
+      "[('Zelle', 18685), ('Neighbor & dir', 18585, 4)]\n",
+      "[('Zelle', 18686), ('Neighbor & dir', 18586, 4)]\n",
+      "[('Zelle', 18687), ('Neighbor & dir', 18587, 4)]\n",
+      "Direction: 5 (-1, 1)\n",
+      "[('Zelle', 0), ('Own', 8)]\n",
+      "[('Zelle', 1), ('Neighbor & dir', 100, 5)]\n",
+      "[('Zelle', 2), ('Neighbor & dir', 101, 5)]\n",
+      "[('Zelle', 3), ('Neighbor & dir', 102, 5)]\n",
+      "[('Zelle', 4), ('Neighbor & dir', 103, 5)]\n",
+      "[('Zelle', 5), ('Neighbor & dir', 104, 5)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 2686), ('Neighbor & dir', 2785, 5)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 2688), ('Neighbor & dir', 2787, 5)]\n",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     "name": "stdout",
+     "output_type": "stream",
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+      "[('Zelle', 6668), ('Neighbor & dir', 6693, 5)]\n",
+      "[('Zelle', 6669), ('Neighbor & dir', 6694, 5)]\n",
+      "[('Zelle', 6670), ('Neighbor & dir', 6695, 5)]\n",
+      "[('Zelle', 6671), ('Neighbor & dir', 6696, 5)]\n",
+      "[('Zelle', 6672), ('Neighbor & dir', 6697, 5)]\n",
+      "[('Zelle', 6673), ('Neighbor & dir', 6698, 5)]\n",
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+      "[('Zelle', 6684), ('Neighbor & dir', 6709, 5)]\n",
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+      "[('Zelle', 6686), ('Neighbor & dir', 6711, 5)]\n",
+      "[('Zelle', 6687), ('Neighbor & dir', 6712, 5)]\n",
+      "[('Zelle', 6688), ('Neighbor & dir', 6713, 5)]\n",
+      "[('Zelle', 6689), ('Neighbor & dir', 6714, 5)]\n",
+      "[('Zelle', 6690), ('Neighbor & dir', 6715, 5)]\n",
+      "[('Zelle', 6691), ('Neighbor & dir', 6716, 5)]\n",
+      "[('Zelle', 6692), ('Own', 8)]\n",
+      "[('Zelle', 6693), ('Neighbor & dir', 6718, 5)]\n",
+      "[('Zelle', 6694), ('Neighbor & dir', 6719, 5)]\n",
+      "[('Zelle', 6695), ('Neighbor & dir', 6720, 5)]\n",
+      "[('Zelle', 6696), ('Neighbor & dir', 6721, 5)]\n",
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+      "[('Zelle', 6709), ('Neighbor & dir', 6734, 5)]\n",
+      "[('Zelle', 6710), ('Neighbor & dir', 6735, 5)]\n",
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+      "[('Zelle', 6712), ('Neighbor & dir', 6737, 5)]\n",
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+      "[('Zelle', 6717), ('Neighbor & dir', 6742, 5)]\n",
+      "[('Zelle', 6718), ('Own', 8)]\n",
+      "[('Zelle', 6719), ('Neighbor & dir', 6744, 5)]\n",
+      "[('Zelle', 6720), ('Neighbor & dir', 6745, 5)]\n",
+      "[('Zelle', 6721), ('Neighbor & dir', 6746, 5)]\n",
+      "[('Zelle', 6722), ('Neighbor & dir', 6747, 5)]\n",
+      "[('Zelle', 6723), ('Neighbor & dir', 6748, 5)]\n",
+      "[('Zelle', 6724), ('Neighbor & dir', 6749, 5)]\n",
+      "[('Zelle', 6725), ('Neighbor & dir', 6750, 5)]\n",
+      "[('Zelle', 6726), ('Neighbor & dir', 6751, 5)]\n",
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+      "[('Zelle', 6728), ('Neighbor & dir', 6753, 5)]\n",
+      "[('Zelle', 6729), ('Neighbor & dir', 6754, 5)]\n",
+      "[('Zelle', 6730), ('Neighbor & dir', 6755, 5)]\n",
+      "[('Zelle', 6731), ('Own', 8)]\n",
+      "[('Zelle', 6732), ('Neighbor & dir', 6757, 5)]\n",
+      "[('Zelle', 6733), ('Neighbor & dir', 6758, 5)]\n",
+      "[('Zelle', 6734), ('Neighbor & dir', 6759, 5)]\n",
+      "[('Zelle', 6735), ('Neighbor & dir', 6760, 5)]\n",
+      "[('Zelle', 6736), ('Neighbor & dir', 6761, 5)]\n",
+      "[('Zelle', 6737), ('Neighbor & dir', 6762, 5)]\n",
+      "[('Zelle', 6738), ('Neighbor & dir', 6763, 5)]\n",
+      "[('Zelle', 6739), ('Neighbor & dir', 6764, 5)]\n",
+      "[('Zelle', 6740), ('Neighbor & dir', 6765, 5)]\n",
+      "[('Zelle', 6741), ('Neighbor & dir', 6766, 5)]\n",
+      "[('Zelle', 6742), ('Neighbor & dir', 6767, 5)]\n",
+      "[('Zelle', 6743), ('Neighbor & dir', 6768, 5)]\n",
+      "[('Zelle', 6744), ('Own', 8)]\n",
+      "[('Zelle', 6745), ('Neighbor & dir', 6770, 5)]\n",
+      "[('Zelle', 6746), ('Neighbor & dir', 6771, 5)]\n",
+      "[('Zelle', 6747), ('Neighbor & dir', 6772, 5)]\n",
+      "[('Zelle', 6748), ('Neighbor & dir', 6773, 5)]\n",
+      "[('Zelle', 6749), ('Neighbor & dir', 6774, 5)]\n",
+      "[('Zelle', 6750), ('Neighbor & dir', 6775, 5)]\n",
+      "[('Zelle', 6751), ('Neighbor & dir', 6776, 5)]\n",
+      "[('Zelle', 6752), ('Neighbor & dir', 6777, 5)]\n",
+      "[('Zelle', 6753), ('Neighbor & dir', 6778, 5)]\n",
+      "[('Zelle', 6754), ('Neighbor & dir', 6779, 5)]\n",
+      "[('Zelle', 6755), ('Neighbor & dir', 6780, 5)]\n",
+      "[('Zelle', 6756), ('Neighbor & dir', 6781, 5)]\n",
+      "[('Zelle', 6757), ('Own', 8)]\n",
+      "[('Zelle', 6758), ('Neighbor & dir', 6783, 5)]\n",
+      "[('Zelle', 6759), ('Neighbor & dir', 6784, 5)]\n",
+      "[('Zelle', 6760), ('Neighbor & dir', 6785, 5)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 6761), ('Neighbor & dir', 6786, 5)]\n",
+      "[('Zelle', 6762), ('Neighbor & dir', 6787, 5)]\n",
+      "[('Zelle', 6763), ('Neighbor & dir', 6788, 5)]\n",
+      "[('Zelle', 6764), ('Neighbor & dir', 6789, 5)]\n",
+      "[('Zelle', 6765), ('Neighbor & dir', 6790, 5)]\n",
+      "[('Zelle', 6766), ('Neighbor & dir', 6791, 5)]\n",
+      "[('Zelle', 6767), ('Neighbor & dir', 6792, 5)]\n",
+      "[('Zelle', 6768), ('Neighbor & dir', 6793, 5)]\n",
+      "[('Zelle', 6769), ('Neighbor & dir', 6794, 5)]\n",
+      "[('Zelle', 6770), ('Own', 8)]\n",
+      "[('Zelle', 6771), ('Neighbor & dir', 6796, 5)]\n",
+      "[('Zelle', 6772), ('Neighbor & dir', 6797, 5)]\n",
+      "[('Zelle', 6773), ('Neighbor & dir', 6798, 5)]\n",
+      "[('Zelle', 6774), ('Neighbor & dir', 6799, 5)]\n",
+      "[('Zelle', 6775), ('Neighbor & dir', 6800, 5)]\n",
+      "[('Zelle', 6776), ('Neighbor & dir', 6801, 5)]\n",
+      "[('Zelle', 6777), ('Neighbor & dir', 6802, 5)]\n",
+      "[('Zelle', 6778), ('Neighbor & dir', 6803, 5)]\n",
+      "[('Zelle', 6779), ('Neighbor & dir', 6804, 5)]\n",
+      "[('Zelle', 6780), ('Neighbor & dir', 6805, 5)]\n",
+      "[('Zelle', 6781), ('Neighbor & dir', 6806, 5)]\n",
+      "[('Zelle', 6782), ('Neighbor & dir', 6807, 5)]\n",
+      "[('Zelle', 6783), ('Own', 8)]\n",
+      "[('Zelle', 6784), ('Neighbor & dir', 6809, 5)]\n",
+      "[('Zelle', 6785), ('Neighbor & dir', 6810, 5)]\n",
+      "[('Zelle', 6786), ('Neighbor & dir', 6811, 5)]\n",
+      "[('Zelle', 6787), ('Neighbor & dir', 6812, 5)]\n",
+      "[('Zelle', 6788), ('Neighbor & dir', 6813, 5)]\n",
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+      "[('Zelle', 6793), ('Neighbor & dir', 6818, 5)]\n",
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+      "[('Zelle', 6800), ('Neighbor & dir', 6825, 5)]\n",
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+      "[('Zelle', 6813), ('Neighbor & dir', 6838, 5)]\n",
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+      "[('Zelle', 8230), ('Neighbor & dir', 8255, 5)]\n",
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+      "[('Zelle', 8248), ('Neighbor & dir', 8273, 5)]\n",
+      "[('Zelle', 8249), ('Neighbor & dir', 8274, 5)]\n",
+      "[('Zelle', 8250), ('Neighbor & dir', 8275, 5)]\n",
+      "[('Zelle', 8251), ('Neighbor & dir', 8276, 5)]\n",
+      "[('Zelle', 8252), ('Own', 8)]\n",
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+      "[('Zelle', 8254), ('Neighbor & dir', 8279, 5)]\n",
+      "[('Zelle', 8255), ('Neighbor & dir', 8280, 5)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 9619), ('Neighbor & dir', 9644, 5)]\n",
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+      "[('Zelle', 9644), ('Neighbor & dir', 9669, 5)]\n",
+      "[('Zelle', 9645), ('Neighbor & dir', 9670, 5)]\n",
+      "[('Zelle', 9646), ('Neighbor & dir', 9671, 5)]\n",
+      "[('Zelle', 9647), ('Neighbor & dir', 9672, 5)]\n",
+      "[('Zelle', 9648), ('Neighbor & dir', 9673, 5)]\n",
+      "[('Zelle', 9649), ('Neighbor & dir', 9674, 5)]\n",
+      "[('Zelle', 9650), ('Neighbor & dir', 9675, 5)]\n",
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+      "[('Zelle', 9688), ('Neighbor & dir', 9713, 5)]\n",
+      "[('Zelle', 9689), ('Neighbor & dir', 9714, 5)]\n",
+      "[('Zelle', 9690), ('Neighbor & dir', 9715, 5)]\n",
+      "[('Zelle', 9691), ('Neighbor & dir', 9716, 5)]\n",
+      "[('Zelle', 9692), ('Neighbor & dir', 9717, 5)]\n",
+      "[('Zelle', 9693), ('Neighbor & dir', 9718, 5)]\n",
+      "[('Zelle', 9694), ('Neighbor & dir', 9719, 5)]\n",
+      "[('Zelle', 9695), ('Own', 8)]\n",
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+      "[('Zelle', 9697), ('Neighbor & dir', 9722, 5)]\n",
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+      "[('Zelle', 9702), ('Neighbor & dir', 9727, 5)]\n",
+      "[('Zelle', 9703), ('Neighbor & dir', 9728, 5)]\n",
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+      "[('Zelle', 9708), ('Own', 8)]\n",
+      "[('Zelle', 9709), ('Neighbor & dir', 9734, 5)]\n",
+      "[('Zelle', 9710), ('Neighbor & dir', 9735, 5)]\n",
+      "[('Zelle', 9711), ('Neighbor & dir', 9736, 5)]\n",
+      "[('Zelle', 9712), ('Neighbor & dir', 9737, 5)]\n",
+      "[('Zelle', 9713), ('Neighbor & dir', 9738, 5)]\n",
+      "[('Zelle', 9714), ('Neighbor & dir', 9739, 5)]\n",
+      "[('Zelle', 9715), ('Neighbor & dir', 9740, 5)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 9716), ('Neighbor & dir', 9741, 5)]\n",
+      "[('Zelle', 9717), ('Neighbor & dir', 9742, 5)]\n",
+      "[('Zelle', 9718), ('Neighbor & dir', 9743, 5)]\n",
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+      "[('Zelle', 9720), ('Neighbor & dir', 9745, 5)]\n",
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+      "[('Zelle', 9724), ('Neighbor & dir', 9749, 5)]\n",
+      "[('Zelle', 9725), ('Neighbor & dir', 9750, 5)]\n",
+      "[('Zelle', 9726), ('Neighbor & dir', 9751, 5)]\n",
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+      "[('Zelle', 9840), ('Neighbor & dir', 9865, 5)]\n",
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+      "[('Zelle', 11140), ('Neighbor & dir', 11165, 5)]\n",
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+      "[('Zelle', 11159), ('Neighbor & dir', 11184, 5)]\n",
+      "[('Zelle', 11160), ('Neighbor & dir', 11185, 5)]\n",
+      "[('Zelle', 11161), ('Neighbor & dir', 11186, 5)]\n",
+      "[('Zelle', 11162), ('Neighbor & dir', 11187, 5)]\n",
+      "[('Zelle', 11163), ('Neighbor & dir', 11188, 5)]\n",
+      "[('Zelle', 11164), ('Own', 8)]\n",
+      "[('Zelle', 11165), ('Neighbor & dir', 11190, 5)]\n",
+      "[('Zelle', 11166), ('Neighbor & dir', 11191, 5)]\n",
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+      "[('Zelle', 11179), ('Neighbor & dir', 11204, 5)]\n",
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+      "[('Zelle', 11183), ('Neighbor & dir', 11208, 5)]\n",
+      "[('Zelle', 11184), ('Neighbor & dir', 11209, 5)]\n",
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+      "[('Zelle', 11188), ('Neighbor & dir', 11213, 5)]\n",
+      "[('Zelle', 11189), ('Neighbor & dir', 11214, 5)]\n",
+      "[('Zelle', 11190), ('Own', 8)]\n",
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+      "[('Zelle', 11192), ('Neighbor & dir', 11217, 5)]\n",
+      "[('Zelle', 11193), ('Neighbor & dir', 11218, 5)]\n",
+      "[('Zelle', 11194), ('Neighbor & dir', 11219, 5)]\n",
+      "[('Zelle', 11195), ('Neighbor & dir', 11220, 5)]\n",
+      "[('Zelle', 11196), ('Neighbor & dir', 11221, 5)]\n",
+      "[('Zelle', 11197), ('Neighbor & dir', 11222, 5)]\n",
+      "[('Zelle', 11198), ('Neighbor & dir', 11223, 5)]\n",
+      "[('Zelle', 11199), ('Neighbor & dir', 11224, 5)]\n",
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+      "[('Zelle', 11202), ('Neighbor & dir', 11227, 5)]\n",
+      "[('Zelle', 11203), ('Own', 8)]\n",
+      "[('Zelle', 11204), ('Neighbor & dir', 11229, 5)]\n",
+      "[('Zelle', 11205), ('Neighbor & dir', 11230, 5)]\n",
+      "[('Zelle', 11206), ('Neighbor & dir', 11231, 5)]\n",
+      "[('Zelle', 11207), ('Neighbor & dir', 11232, 5)]\n",
+      "[('Zelle', 11208), ('Neighbor & dir', 11233, 5)]\n",
+      "[('Zelle', 11209), ('Neighbor & dir', 11234, 5)]\n",
+      "[('Zelle', 11210), ('Neighbor & dir', 11235, 5)]\n",
+      "[('Zelle', 11211), ('Neighbor & dir', 11236, 5)]\n",
+      "[('Zelle', 11212), ('Neighbor & dir', 11237, 5)]\n",
+      "[('Zelle', 11213), ('Neighbor & dir', 11238, 5)]\n",
+      "[('Zelle', 11214), ('Neighbor & dir', 11239, 5)]\n",
+      "[('Zelle', 11215), ('Neighbor & dir', 11240, 5)]\n",
+      "[('Zelle', 11216), ('Own', 8)]\n",
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+      "[('Zelle', 11218), ('Neighbor & dir', 11243, 5)]\n",
+      "[('Zelle', 11219), ('Neighbor & dir', 11244, 5)]\n",
+      "[('Zelle', 11220), ('Neighbor & dir', 11245, 5)]\n",
+      "[('Zelle', 11221), ('Neighbor & dir', 11246, 5)]\n",
+      "[('Zelle', 11222), ('Neighbor & dir', 11247, 5)]\n",
+      "[('Zelle', 11223), ('Neighbor & dir', 11248, 5)]\n",
+      "[('Zelle', 11224), ('Neighbor & dir', 11249, 5)]\n",
+      "[('Zelle', 11225), ('Neighbor & dir', 11250, 5)]\n",
+      "[('Zelle', 11226), ('Neighbor & dir', 11251, 5)]\n",
+      "[('Zelle', 11227), ('Neighbor & dir', 11252, 5)]\n",
+      "[('Zelle', 11228), ('Neighbor & dir', 11253, 5)]\n",
+      "[('Zelle', 11229), ('Own', 8)]\n",
+      "[('Zelle', 11230), ('Neighbor & dir', 11255, 5)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 11231), ('Neighbor & dir', 11256, 5)]\n",
+      "[('Zelle', 11232), ('Neighbor & dir', 11257, 5)]\n",
+      "[('Zelle', 11233), ('Neighbor & dir', 11258, 5)]\n",
+      "[('Zelle', 11234), ('Neighbor & dir', 11259, 5)]\n",
+      "[('Zelle', 11235), ('Neighbor & dir', 11260, 5)]\n",
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+      "[('Zelle', 11239), ('Neighbor & dir', 11264, 5)]\n",
+      "[('Zelle', 11240), ('Neighbor & dir', 11265, 5)]\n",
+      "[('Zelle', 11241), ('Neighbor & dir', 11266, 5)]\n",
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+      "[('Zelle', 11244), ('Neighbor & dir', 11269, 5)]\n",
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+      "[('Zelle', 11246), ('Neighbor & dir', 11271, 5)]\n",
+      "[('Zelle', 11247), ('Neighbor & dir', 11272, 5)]\n",
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+      "[('Zelle', 12655), ('Neighbor & dir', 12680, 5)]\n",
+      "[('Zelle', 12656), ('Neighbor & dir', 12681, 5)]\n",
+      "[('Zelle', 12657), ('Neighbor & dir', 12682, 5)]\n",
+      "[('Zelle', 12658), ('Neighbor & dir', 12683, 5)]\n",
+      "[('Zelle', 12659), ('Own', 8)]\n",
+      "[('Zelle', 12660), ('Neighbor & dir', 12685, 5)]\n",
+      "[('Zelle', 12661), ('Neighbor & dir', 12686, 5)]\n",
+      "[('Zelle', 12662), ('Neighbor & dir', 12687, 5)]\n",
+      "[('Zelle', 12663), ('Neighbor & dir', 12688, 5)]\n",
+      "[('Zelle', 12664), ('Neighbor & dir', 12689, 5)]\n",
+      "[('Zelle', 12665), ('Neighbor & dir', 12690, 5)]\n",
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+      "[('Zelle', 12670), ('Neighbor & dir', 12695, 5)]\n",
+      "[('Zelle', 12671), ('Neighbor & dir', 12696, 5)]\n",
+      "[('Zelle', 12672), ('Own', 8)]\n",
+      "[('Zelle', 12673), ('Neighbor & dir', 12698, 5)]\n",
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+      "[('Zelle', 12675), ('Neighbor & dir', 12700, 5)]\n",
+      "[('Zelle', 12676), ('Neighbor & dir', 12701, 5)]\n",
+      "[('Zelle', 12677), ('Neighbor & dir', 12702, 5)]\n",
+      "[('Zelle', 12678), ('Neighbor & dir', 12703, 5)]\n",
+      "[('Zelle', 12679), ('Neighbor & dir', 12704, 5)]\n",
+      "[('Zelle', 12680), ('Neighbor & dir', 12705, 5)]\n",
+      "[('Zelle', 12681), ('Neighbor & dir', 12706, 5)]\n",
+      "[('Zelle', 12682), ('Neighbor & dir', 12707, 5)]\n",
+      "[('Zelle', 12683), ('Neighbor & dir', 12708, 5)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 12684), ('Neighbor & dir', 12709, 5)]\n",
+      "[('Zelle', 12685), ('Own', 8)]\n",
+      "[('Zelle', 12686), ('Neighbor & dir', 12711, 5)]\n",
+      "[('Zelle', 12687), ('Neighbor & dir', 12712, 5)]\n",
+      "[('Zelle', 12688), ('Neighbor & dir', 12713, 5)]\n",
+      "[('Zelle', 12689), ('Neighbor & dir', 12714, 5)]\n",
+      "[('Zelle', 12690), ('Neighbor & dir', 12715, 5)]\n",
+      "[('Zelle', 12691), ('Neighbor & dir', 12716, 5)]\n",
+      "[('Zelle', 12692), ('Neighbor & dir', 12717, 5)]\n",
+      "[('Zelle', 12693), ('Neighbor & dir', 12718, 5)]\n",
+      "[('Zelle', 12694), ('Neighbor & dir', 12719, 5)]\n",
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+      "[('Zelle', 12697), ('Neighbor & dir', 12722, 5)]\n",
+      "[('Zelle', 12698), ('Own', 8)]\n",
+      "[('Zelle', 12699), ('Neighbor & dir', 12724, 5)]\n",
+      "[('Zelle', 12700), ('Neighbor & dir', 12725, 5)]\n",
+      "[('Zelle', 12701), ('Neighbor & dir', 12726, 5)]\n",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 15369), ('Neighbor & dir', 15468, 5)]\n",
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+      "[('Zelle', 15390), ('Neighbor & dir', 15489, 5)]\n",
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+      "[('Zelle', 15392), ('Neighbor & dir', 15491, 5)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 16745), ('Neighbor & dir', 16844, 5)]\n",
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+      "[('Zelle', 16762), ('Neighbor & dir', 16861, 5)]\n",
+      "[('Zelle', 16763), ('Neighbor & dir', 16862, 5)]\n",
+      "[('Zelle', 16764), ('Neighbor & dir', 16863, 5)]\n",
+      "[('Zelle', 16765), ('Neighbor & dir', 16864, 5)]\n",
+      "[('Zelle', 16766), ('Neighbor & dir', 16865, 5)]\n",
+      "[('Zelle', 16767), ('Neighbor & dir', 16866, 5)]\n",
+      "[('Zelle', 16768), ('Neighbor & dir', 16867, 5)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 16769), ('Neighbor & dir', 16868, 5)]\n",
+      "[('Zelle', 16770), ('Neighbor & dir', 16869, 5)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 18384), ('Neighbor & dir', 18483, 5)]\n",
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+      "[('Zelle', 18386), ('Neighbor & dir', 18485, 5)]\n",
+      "[('Zelle', 18387), ('Neighbor & dir', 18486, 5)]\n",
+      "[('Zelle', 18388), ('Own', 8)]\n",
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+      "[('Zelle', 18390), ('Neighbor & dir', 18489, 5)]\n",
+      "[('Zelle', 18391), ('Neighbor & dir', 18490, 5)]\n",
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+      "[('Zelle', 18396), ('Neighbor & dir', 18495, 5)]\n",
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+      "[('Zelle', 18398), ('Neighbor & dir', 18497, 5)]\n",
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+      "[('Zelle', 18400), ('Neighbor & dir', 18499, 5)]\n",
+      "[('Zelle', 18401), ('Neighbor & dir', 18500, 5)]\n",
+      "[('Zelle', 18402), ('Neighbor & dir', 18501, 5)]\n",
+      "[('Zelle', 18403), ('Neighbor & dir', 18502, 5)]\n",
+      "[('Zelle', 18404), ('Neighbor & dir', 18503, 5)]\n",
+      "[('Zelle', 18405), ('Neighbor & dir', 18504, 5)]\n",
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+      "[('Zelle', 18407), ('Neighbor & dir', 18506, 5)]\n",
+      "[('Zelle', 18408), ('Neighbor & dir', 18507, 5)]\n",
+      "[('Zelle', 18409), ('Neighbor & dir', 18508, 5)]\n",
+      "[('Zelle', 18410), ('Neighbor & dir', 18509, 5)]\n",
+      "[('Zelle', 18411), ('Neighbor & dir', 18510, 5)]\n",
+      "[('Zelle', 18412), ('Neighbor & dir', 18511, 5)]\n",
+      "[('Zelle', 18413), ('Neighbor & dir', 18512, 5)]\n",
+      "[('Zelle', 18414), ('Neighbor & dir', 18513, 5)]\n",
+      "[('Zelle', 18415), ('Neighbor & dir', 18514, 5)]\n",
+      "[('Zelle', 18416), ('Neighbor & dir', 18515, 5)]\n",
+      "[('Zelle', 18417), ('Neighbor & dir', 18516, 5)]\n",
+      "[('Zelle', 18418), ('Neighbor & dir', 18517, 5)]\n",
+      "[('Zelle', 18419), ('Neighbor & dir', 18518, 5)]\n",
+      "[('Zelle', 18420), ('Neighbor & dir', 18519, 5)]\n",
+      "[('Zelle', 18421), ('Neighbor & dir', 18520, 5)]\n",
+      "[('Zelle', 18422), ('Neighbor & dir', 18521, 5)]\n",
+      "[('Zelle', 18423), ('Neighbor & dir', 18522, 5)]\n",
+      "[('Zelle', 18424), ('Neighbor & dir', 18523, 5)]\n",
+      "[('Zelle', 18425), ('Neighbor & dir', 18524, 5)]\n",
+      "[('Zelle', 18426), ('Neighbor & dir', 18525, 5)]\n",
+      "[('Zelle', 18427), ('Neighbor & dir', 18526, 5)]\n",
+      "[('Zelle', 18428), ('Neighbor & dir', 18527, 5)]\n",
+      "[('Zelle', 18429), ('Neighbor & dir', 18528, 5)]\n",
+      "[('Zelle', 18430), ('Neighbor & dir', 18529, 5)]\n",
+      "[('Zelle', 18431), ('Neighbor & dir', 18530, 5)]\n",
+      "[('Zelle', 18432), ('Neighbor & dir', 18531, 5)]\n",
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+      "[('Zelle', 18437), ('Neighbor & dir', 18536, 5)]\n",
+      "[('Zelle', 18438), ('Neighbor & dir', 18537, 5)]\n",
+      "[('Zelle', 18439), ('Neighbor & dir', 18538, 5)]\n",
+      "[('Zelle', 18440), ('Neighbor & dir', 18539, 5)]\n",
+      "[('Zelle', 18441), ('Neighbor & dir', 18540, 5)]\n",
+      "[('Zelle', 18442), ('Neighbor & dir', 18541, 5)]\n",
+      "[('Zelle', 18443), ('Neighbor & dir', 18542, 5)]\n",
+      "[('Zelle', 18444), ('Neighbor & dir', 18543, 5)]\n",
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+      "[('Zelle', 18446), ('Neighbor & dir', 18545, 5)]\n",
+      "[('Zelle', 18447), ('Neighbor & dir', 18546, 5)]\n",
+      "[('Zelle', 18448), ('Neighbor & dir', 18547, 5)]\n",
+      "[('Zelle', 18449), ('Neighbor & dir', 18548, 5)]\n",
+      "[('Zelle', 18450), ('Neighbor & dir', 18549, 5)]\n",
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+      "[('Zelle', 18452), ('Neighbor & dir', 18551, 5)]\n",
+      "[('Zelle', 18453), ('Neighbor & dir', 18552, 5)]\n",
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+      "[('Zelle', 18457), ('Neighbor & dir', 18556, 5)]\n",
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+      "[('Zelle', 18459), ('Neighbor & dir', 18558, 5)]\n",
+      "[('Zelle', 18460), ('Neighbor & dir', 18559, 5)]\n",
+      "[('Zelle', 18461), ('Neighbor & dir', 18560, 5)]\n",
+      "[('Zelle', 18462), ('Neighbor & dir', 18561, 5)]\n",
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+      "[('Zelle', 18467), ('Neighbor & dir', 18566, 5)]\n",
+      "[('Zelle', 18468), ('Neighbor & dir', 18567, 5)]\n",
+      "[('Zelle', 18469), ('Neighbor & dir', 18568, 5)]\n",
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+      "[('Zelle', 18472), ('Neighbor & dir', 18571, 5)]\n",
+      "[('Zelle', 18473), ('Neighbor & dir', 18572, 5)]\n",
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+      "[('Zelle', 18475), ('Neighbor & dir', 18574, 5)]\n",
+      "[('Zelle', 18476), ('Neighbor & dir', 18575, 5)]\n",
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+      "[('Zelle', 18480), ('Neighbor & dir', 18579, 5)]\n",
+      "[('Zelle', 18481), ('Neighbor & dir', 18580, 5)]\n",
+      "[('Zelle', 18482), ('Neighbor & dir', 18581, 5)]\n",
+      "[('Zelle', 18483), ('Neighbor & dir', 18582, 5)]\n",
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+      "[('Zelle', 18487), ('Neighbor & dir', 18586, 5)]\n",
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+      "[('Zelle', 18490), ('Neighbor & dir', 18589, 5)]\n",
+      "[('Zelle', 18491), ('Neighbor & dir', 18590, 5)]\n",
+      "[('Zelle', 18492), ('Neighbor & dir', 18591, 5)]\n",
+      "[('Zelle', 18493), ('Neighbor & dir', 18592, 5)]\n",
+      "[('Zelle', 18494), ('Neighbor & dir', 18593, 5)]\n",
+      "[('Zelle', 18495), ('Neighbor & dir', 18594, 5)]\n",
+      "[('Zelle', 18496), ('Neighbor & dir', 18595, 5)]\n",
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+      "[('Zelle', 18500), ('Neighbor & dir', 18599, 5)]\n",
+      "[('Zelle', 18501), ('Neighbor & dir', 18600, 5)]\n",
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+      "[('Zelle', 18503), ('Neighbor & dir', 18602, 5)]\n",
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+      "[('Zelle', 18505), ('Neighbor & dir', 18604, 5)]\n",
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+      "[('Zelle', 18508), ('Neighbor & dir', 18607, 5)]\n",
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+      "[('Zelle', 18520), ('Neighbor & dir', 18619, 5)]\n",
+      "[('Zelle', 18521), ('Neighbor & dir', 18620, 5)]\n",
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+      "[('Zelle', 18562), ('Neighbor & dir', 18661, 5)]\n",
+      "[('Zelle', 18563), ('Neighbor & dir', 18662, 5)]\n",
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+      "[('Zelle', 18609), ('At Border Else', 19, 'Second')]\n",
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+      "[('Zelle', 18610), ('At Border Else', 20, 'Second')]\n",
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+      "before 401\n",
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+      "before 401\n",
+      "after 1\n",
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+      "after 1\n",
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+      "before 401\n",
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+      "before 401\n",
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+      "[('Zelle', 18620), ('At Border Else', 30, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18621), ('At Border Else', 31, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18622), ('At Border Else', 32, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18623), ('At Border Else', 33, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18624), ('At Border Else', 34, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18625), ('At Border Else', 35, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18626), ('At Border Else', 36, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18627), ('At Border Else', 37, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18628), ('At Border Else', 38, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18629), ('At Border Else', 39, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18630), ('At Border Else', 40, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18631), ('At Border Else', 41, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18632), ('At Border Else', 42, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18633), ('At Border Else', 43, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18634), ('At Border Else', 44, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18635), ('At Border Else', 45, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18636), ('At Border Else', 46, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18637), ('At Border Else', 47, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18638), ('At Border Else', 48, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18639), ('At Border Else', 49, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18640), ('At Border Else', 50, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18641), ('At Border Else', 51, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18642), ('At Border Else', 52, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18643), ('At Border Else', 53, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18644), ('At Border Else', 54, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18645), ('At Border Else', 55, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18646), ('At Border Else', 56, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18647), ('At Border Else', 57, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18648), ('At Border Else', 58, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18649), ('At Border Else', 59, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18650), ('At Border Else', 60, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18651), ('At Border Else', 61, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18652), ('At Border Else', 62, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18653), ('At Border Else', 63, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18654), ('At Border Else', 64, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18655), ('At Border Else', 65, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18656), ('At Border Else', 66, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18657), ('At Border Else', 67, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18658), ('At Border Else', 68, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18659), ('At Border Else', 69, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18660), ('At Border Else', 70, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18661), ('At Border Else', 71, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18662), ('At Border Else', 72, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18663), ('At Border Else', 73, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18664), ('At Border Else', 74, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18665), ('At Border Else', 75, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18666), ('At Border Else', 76, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18667), ('At Border Else', 77, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18668), ('At Border Else', 78, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18669), ('At Border Else', 79, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18670), ('At Border Else', 80, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18671), ('At Border Else', 81, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18672), ('At Border Else', 82, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18673), ('At Border Else', 83, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18674), ('At Border Else', 84, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18675), ('At Border Else', 85, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18676), ('At Border Else', 86, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18677), ('At Border Else', 87, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18678), ('At Border Else', 88, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18679), ('At Border Else', 89, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18680), ('At Border Else', 90, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18681), ('At Border Else', 91, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18682), ('At Border Else', 92, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18683), ('At Border Else', 93, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18684), ('At Border Else', 94, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18685), ('At Border Else', 95, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18686), ('At Border Else', 96, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18687), ('At Border Else', 97, 'Second')]\n",
+      "Direction: 6 (1, 1)\n",
+      "[('Zelle', 0), ('Own', 7)]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 1), ('At Border Else', 98, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 2), ('At Border Else', 18588, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 3), ('At Border Else', 18589, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 4), ('At Border Else', 18590, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 5), ('At Border Else', 18591, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 6), ('At Border Else', 18592, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 7), ('At Border Else', 18593, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 8), ('At Border Else', 18594, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 9), ('At Border Else', 18595, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 10), ('At Border Else', 18596, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 11), ('At Border Else', 18597, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 12), ('At Border Else', 18598, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 13), ('At Border Else', 18599, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 14), ('At Border Else', 18600, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 15), ('At Border Else', 18601, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 16), ('At Border Else', 18602, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 17), ('At Border Else', 18603, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 18), ('At Border Else', 18604, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 19), ('At Border Else', 18605, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 20), ('At Border Else', 18606, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 21), ('At Border Else', 18607, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 22), ('At Border Else', 18608, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 23), ('At Border Else', 18609, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 24), ('At Border Else', 18610, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 25), ('At Border Else', 18611, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 26), ('At Border Else', 18612, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 27), ('At Border Else', 18613, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 28), ('At Border Else', 18614, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 29), ('At Border Else', 18615, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 30), ('At Border Else', 18616, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 31), ('At Border Else', 18617, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 32), ('At Border Else', 18618, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 33), ('At Border Else', 18619, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 34), ('At Border Else', 18620, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 35), ('At Border Else', 18621, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 36), ('At Border Else', 18622, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 37), ('At Border Else', 18623, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 38), ('At Border Else', 18624, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 39), ('At Border Else', 18625, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 40), ('At Border Else', 18626, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 41), ('At Border Else', 18627, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 42), ('At Border Else', 18628, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 43), ('At Border Else', 18629, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 44), ('At Border Else', 18630, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 45), ('At Border Else', 18631, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 46), ('At Border Else', 18632, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 47), ('At Border Else', 18633, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 48), ('At Border Else', 18634, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 49), ('At Border Else', 18635, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 50), ('At Border Else', 18636, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 51), ('At Border Else', 18637, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 52), ('At Border Else', 18638, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 53), ('At Border Else', 18639, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 54), ('At Border Else', 18640, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 55), ('At Border Else', 18641, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 56), ('At Border Else', 18642, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 57), ('At Border Else', 18643, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 58), ('At Border Else', 18644, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 59), ('At Border Else', 18645, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 60), ('At Border Else', 18646, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 61), ('At Border Else', 18647, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 62), ('At Border Else', 18648, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 63), ('At Border Else', 18649, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 64), ('At Border Else', 18650, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 65), ('At Border Else', 18651, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 66), ('At Border Else', 18652, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 67), ('At Border Else', 18653, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 68), ('At Border Else', 18654, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 69), ('At Border Else', 18655, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 70), ('At Border Else', 18656, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 71), ('At Border Else', 18657, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 72), ('At Border Else', 18658, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 73), ('At Border Else', 18659, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 74), ('At Border Else', 18660, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 75), ('At Border Else', 18661, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 76), ('At Border Else', 18662, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 77), ('At Border Else', 18663, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 78), ('At Border Else', 18664, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 79), ('At Border Else', 18665, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 80), ('At Border Else', 18666, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 81), ('At Border Else', 18667, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 82), ('At Border Else', 18668, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 83), ('At Border Else', 18669, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 84), ('At Border Else', 18670, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 85), ('At Border Else', 18671, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 86), ('At Border Else', 18672, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 87), ('At Border Else', 18673, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 88), ('At Border Else', 18674, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 89), ('At Border Else', 18675, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 90), ('At Border Else', 18676, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 91), ('At Border Else', 18677, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 92), ('At Border Else', 18678, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 93), ('At Border Else', 18679, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 94), ('At Border Else', 18680, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 95), ('At Border Else', 18681, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 96), ('At Border Else', 18682, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 97), ('At Border Else', 18683, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 98), ('At Border Else', 18684, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 99), ('At Border Else', 18685, 'First')]\n",
+      "[('Zelle', 100), ('Own', 7)]\n",
+      "[('Zelle', 101), ('Neighbor & dir', 0, 6)]\n",
+      "[('Zelle', 102), ('Neighbor & dir', 1, 6)]\n",
+      "[('Zelle', 103), ('Neighbor & dir', 2, 6)]\n",
+      "[('Zelle', 104), ('Neighbor & dir', 3, 6)]\n",
+      "[('Zelle', 105), ('Neighbor & dir', 4, 6)]\n",
+      "[('Zelle', 106), ('Neighbor & dir', 5, 6)]\n",
+      "[('Zelle', 107), ('Neighbor & dir', 6, 6)]\n",
+      "[('Zelle', 108), ('Neighbor & dir', 7, 6)]\n",
+      "[('Zelle', 109), ('Neighbor & dir', 8, 6)]\n",
+      "[('Zelle', 110), ('Neighbor & dir', 9, 6)]\n",
+      "[('Zelle', 111), ('Neighbor & dir', 10, 6)]\n",
+      "[('Zelle', 112), ('Neighbor & dir', 11, 6)]\n",
+      "[('Zelle', 113), ('Neighbor & dir', 12, 6)]\n",
+      "[('Zelle', 114), ('Neighbor & dir', 13, 6)]\n",
+      "[('Zelle', 115), ('Neighbor & dir', 14, 6)]\n",
+      "[('Zelle', 116), ('Neighbor & dir', 15, 6)]\n",
+      "[('Zelle', 117), ('Neighbor & dir', 16, 6)]\n",
+      "[('Zelle', 118), ('Neighbor & dir', 17, 6)]\n",
+      "[('Zelle', 119), ('Neighbor & dir', 18, 6)]\n",
+      "[('Zelle', 120), ('Neighbor & dir', 19, 6)]\n",
+      "[('Zelle', 121), ('Neighbor & dir', 20, 6)]\n",
+      "[('Zelle', 122), ('Neighbor & dir', 21, 6)]\n",
+      "[('Zelle', 123), ('Neighbor & dir', 22, 6)]\n",
+      "[('Zelle', 124), ('Neighbor & dir', 23, 6)]\n",
+      "[('Zelle', 125), ('Neighbor & dir', 24, 6)]\n",
+      "[('Zelle', 126), ('Neighbor & dir', 25, 6)]\n",
+      "[('Zelle', 127), ('Neighbor & dir', 26, 6)]\n",
+      "[('Zelle', 128), ('Neighbor & dir', 27, 6)]\n",
+      "[('Zelle', 129), ('Neighbor & dir', 28, 6)]\n",
+      "[('Zelle', 130), ('Neighbor & dir', 29, 6)]\n",
+      "[('Zelle', 131), ('Neighbor & dir', 30, 6)]\n",
+      "[('Zelle', 132), ('Neighbor & dir', 31, 6)]\n",
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+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     "name": "stdout",
+     "output_type": "stream",
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+      "[('Zelle', 3976), ('Neighbor & dir', 3875, 6)]\n",
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+      "[('Zelle', 4018), ('Neighbor & dir', 3917, 6)]\n",
+      "[('Zelle', 4019), ('Neighbor & dir', 3918, 6)]\n",
+      "[('Zelle', 4020), ('Neighbor & dir', 3919, 6)]\n",
+      "[('Zelle', 4021), ('Neighbor & dir', 3920, 6)]\n",
+      "[('Zelle', 4022), ('Neighbor & dir', 3921, 6)]\n",
+      "[('Zelle', 4023), ('Neighbor & dir', 3922, 6)]\n",
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+      "[('Zelle', 4028), ('Neighbor & dir', 3927, 6)]\n",
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+      "[('Zelle', 4036), ('Neighbor & dir', 3935, 6)]\n",
+      "[('Zelle', 4037), ('Neighbor & dir', 3936, 6)]\n",
+      "[('Zelle', 4038), ('Neighbor & dir', 3937, 6)]\n",
+      "[('Zelle', 4039), ('Neighbor & dir', 3938, 6)]\n",
+      "[('Zelle', 4040), ('Neighbor & dir', 3939, 6)]\n",
+      "[('Zelle', 4041), ('Neighbor & dir', 3940, 6)]\n",
+      "[('Zelle', 4042), ('Neighbor & dir', 3941, 6)]\n",
+      "[('Zelle', 4043), ('Neighbor & dir', 3942, 6)]\n",
+      "[('Zelle', 4044), ('Neighbor & dir', 3943, 6)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 6742), ('Neighbor & dir', 6715, 6)]\n",
+      "[('Zelle', 6743), ('Neighbor & dir', 6716, 6)]\n",
+      "[('Zelle', 6744), ('Own', 7)]\n",
+      "[('Zelle', 6745), ('Neighbor & dir', 6718, 6)]\n",
+      "[('Zelle', 6746), ('Neighbor & dir', 6719, 6)]\n",
+      "[('Zelle', 6747), ('Neighbor & dir', 6720, 6)]\n",
+      "[('Zelle', 6748), ('Neighbor & dir', 6721, 6)]\n",
+      "[('Zelle', 6749), ('Neighbor & dir', 6722, 6)]\n",
+      "[('Zelle', 6750), ('Neighbor & dir', 6723, 6)]\n",
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+      "[('Zelle', 6757), ('Own', 7)]\n",
+      "[('Zelle', 6758), ('Neighbor & dir', 6731, 6)]\n",
+      "[('Zelle', 6759), ('Neighbor & dir', 6732, 6)]\n",
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+      "[('Zelle', 6762), ('Neighbor & dir', 6735, 6)]\n",
+      "[('Zelle', 6763), ('Neighbor & dir', 6736, 6)]\n",
+      "[('Zelle', 6764), ('Neighbor & dir', 6737, 6)]\n",
+      "[('Zelle', 6765), ('Neighbor & dir', 6738, 6)]\n",
+      "[('Zelle', 6766), ('Neighbor & dir', 6739, 6)]\n",
+      "[('Zelle', 6767), ('Neighbor & dir', 6740, 6)]\n",
+      "[('Zelle', 6768), ('Neighbor & dir', 6741, 6)]\n",
+      "[('Zelle', 6769), ('Neighbor & dir', 6742, 6)]\n",
+      "[('Zelle', 6770), ('Own', 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 6771), ('Neighbor & dir', 6744, 6)]\n",
+      "[('Zelle', 6772), ('Neighbor & dir', 6745, 6)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 8281), ('Neighbor & dir', 8254, 6)]\n",
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+      "[('Zelle', 9635), ('Neighbor & dir', 9608, 6)]\n",
+      "[('Zelle', 9636), ('Neighbor & dir', 9609, 6)]\n",
+      "[('Zelle', 9637), ('Neighbor & dir', 9610, 6)]\n",
+      "[('Zelle', 9638), ('Neighbor & dir', 9611, 6)]\n",
+      "[('Zelle', 9639), ('Neighbor & dir', 9612, 6)]\n",
+      "[('Zelle', 9640), ('Neighbor & dir', 9613, 6)]\n",
+      "[('Zelle', 9641), ('Neighbor & dir', 9614, 6)]\n",
+      "[('Zelle', 9642), ('Neighbor & dir', 9615, 6)]\n",
+      "[('Zelle', 9643), ('Own', 7)]\n",
+      "[('Zelle', 9644), ('Neighbor & dir', 9617, 6)]\n",
+      "[('Zelle', 9645), ('Neighbor & dir', 9618, 6)]\n",
+      "[('Zelle', 9646), ('Neighbor & dir', 9619, 6)]\n",
+      "[('Zelle', 9647), ('Neighbor & dir', 9620, 6)]\n",
+      "[('Zelle', 9648), ('Neighbor & dir', 9621, 6)]\n",
+      "[('Zelle', 9649), ('Neighbor & dir', 9622, 6)]\n",
+      "[('Zelle', 9650), ('Neighbor & dir', 9623, 6)]\n",
+      "[('Zelle', 9651), ('Neighbor & dir', 9624, 6)]\n",
+      "[('Zelle', 9652), ('Neighbor & dir', 9625, 6)]\n",
+      "[('Zelle', 9653), ('Neighbor & dir', 9626, 6)]\n",
+      "[('Zelle', 9654), ('Neighbor & dir', 9627, 6)]\n",
+      "[('Zelle', 9655), ('Neighbor & dir', 9628, 6)]\n",
+      "[('Zelle', 9656), ('Own', 7)]\n",
+      "[('Zelle', 9657), ('Neighbor & dir', 9630, 6)]\n",
+      "[('Zelle', 9658), ('Neighbor & dir', 9631, 6)]\n",
+      "[('Zelle', 9659), ('Neighbor & dir', 9632, 6)]\n",
+      "[('Zelle', 9660), ('Neighbor & dir', 9633, 6)]\n",
+      "[('Zelle', 9661), ('Neighbor & dir', 9634, 6)]\n",
+      "[('Zelle', 9662), ('Neighbor & dir', 9635, 6)]\n",
+      "[('Zelle', 9663), ('Neighbor & dir', 9636, 6)]\n",
+      "[('Zelle', 9664), ('Neighbor & dir', 9637, 6)]\n",
+      "[('Zelle', 9665), ('Neighbor & dir', 9638, 6)]\n",
+      "[('Zelle', 9666), ('Neighbor & dir', 9639, 6)]\n",
+      "[('Zelle', 9667), ('Neighbor & dir', 9640, 6)]\n",
+      "[('Zelle', 9668), ('Neighbor & dir', 9641, 6)]\n",
+      "[('Zelle', 9669), ('Own', 7)]\n",
+      "[('Zelle', 9670), ('Neighbor & dir', 9643, 6)]\n",
+      "[('Zelle', 9671), ('Neighbor & dir', 9644, 6)]\n",
+      "[('Zelle', 9672), ('Neighbor & dir', 9645, 6)]\n",
+      "[('Zelle', 9673), ('Neighbor & dir', 9646, 6)]\n",
+      "[('Zelle', 9674), ('Neighbor & dir', 9647, 6)]\n",
+      "[('Zelle', 9675), ('Neighbor & dir', 9648, 6)]\n",
+      "[('Zelle', 9676), ('Neighbor & dir', 9649, 6)]\n",
+      "[('Zelle', 9677), ('Neighbor & dir', 9650, 6)]\n",
+      "[('Zelle', 9678), ('Neighbor & dir', 9651, 6)]\n",
+      "[('Zelle', 9679), ('Neighbor & dir', 9652, 6)]\n",
+      "[('Zelle', 9680), ('Neighbor & dir', 9653, 6)]\n",
+      "[('Zelle', 9681), ('Neighbor & dir', 9654, 6)]\n",
+      "[('Zelle', 9682), ('Own', 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 9683), ('Neighbor & dir', 9656, 6)]\n",
+      "[('Zelle', 9684), ('Neighbor & dir', 9657, 6)]\n",
+      "[('Zelle', 9685), ('Neighbor & dir', 9658, 6)]\n",
+      "[('Zelle', 9686), ('Neighbor & dir', 9659, 6)]\n",
+      "[('Zelle', 9687), ('Neighbor & dir', 9660, 6)]\n",
+      "[('Zelle', 9688), ('Neighbor & dir', 9661, 6)]\n",
+      "[('Zelle', 9689), ('Neighbor & dir', 9662, 6)]\n",
+      "[('Zelle', 9690), ('Neighbor & dir', 9663, 6)]\n",
+      "[('Zelle', 9691), ('Neighbor & dir', 9664, 6)]\n",
+      "[('Zelle', 9692), ('Neighbor & dir', 9665, 6)]\n",
+      "[('Zelle', 9693), ('Neighbor & dir', 9666, 6)]\n",
+      "[('Zelle', 9694), ('Neighbor & dir', 9667, 6)]\n",
+      "[('Zelle', 9695), ('Own', 7)]\n",
+      "[('Zelle', 9696), ('Neighbor & dir', 9669, 6)]\n",
+      "[('Zelle', 9697), ('Neighbor & dir', 9670, 6)]\n",
+      "[('Zelle', 9698), ('Neighbor & dir', 9671, 6)]\n",
+      "[('Zelle', 9699), ('Neighbor & dir', 9672, 6)]\n",
+      "[('Zelle', 9700), ('Neighbor & dir', 9673, 6)]\n",
+      "[('Zelle', 9701), ('Neighbor & dir', 9674, 6)]\n",
+      "[('Zelle', 9702), ('Neighbor & dir', 9675, 6)]\n",
+      "[('Zelle', 9703), ('Neighbor & dir', 9676, 6)]\n",
+      "[('Zelle', 9704), ('Neighbor & dir', 9677, 6)]\n",
+      "[('Zelle', 9705), ('Neighbor & dir', 9678, 6)]\n",
+      "[('Zelle', 9706), ('Neighbor & dir', 9679, 6)]\n",
+      "[('Zelle', 9707), ('Neighbor & dir', 9680, 6)]\n",
+      "[('Zelle', 9708), ('Own', 7)]\n",
+      "[('Zelle', 9709), ('Neighbor & dir', 9682, 6)]\n",
+      "[('Zelle', 9710), ('Neighbor & dir', 9683, 6)]\n",
+      "[('Zelle', 9711), ('Neighbor & dir', 9684, 6)]\n",
+      "[('Zelle', 9712), ('Neighbor & dir', 9685, 6)]\n",
+      "[('Zelle', 9713), ('Neighbor & dir', 9686, 6)]\n",
+      "[('Zelle', 9714), ('Neighbor & dir', 9687, 6)]\n",
+      "[('Zelle', 9715), ('Neighbor & dir', 9688, 6)]\n",
+      "[('Zelle', 9716), ('Neighbor & dir', 9689, 6)]\n",
+      "[('Zelle', 9717), ('Neighbor & dir', 9690, 6)]\n",
+      "[('Zelle', 9718), ('Neighbor & dir', 9691, 6)]\n",
+      "[('Zelle', 9719), ('Neighbor & dir', 9692, 6)]\n",
+      "[('Zelle', 9720), ('Neighbor & dir', 9693, 6)]\n",
+      "[('Zelle', 9721), ('Own', 7)]\n",
+      "[('Zelle', 9722), ('Neighbor & dir', 9695, 6)]\n",
+      "[('Zelle', 9723), ('Neighbor & dir', 9696, 6)]\n",
+      "[('Zelle', 9724), ('Neighbor & dir', 9697, 6)]\n",
+      "[('Zelle', 9725), ('Neighbor & dir', 9698, 6)]\n",
+      "[('Zelle', 9726), ('Neighbor & dir', 9699, 6)]\n",
+      "[('Zelle', 9727), ('Neighbor & dir', 9700, 6)]\n",
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+      "[('Zelle', 9733), ('Neighbor & dir', 9706, 6)]\n",
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+      "[('Zelle', 9735), ('Neighbor & dir', 9708, 6)]\n",
+      "[('Zelle', 9736), ('Neighbor & dir', 9709, 6)]\n",
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+      "[('Zelle', 9738), ('Neighbor & dir', 9711, 6)]\n",
+      "[('Zelle', 9739), ('Neighbor & dir', 9712, 6)]\n",
+      "[('Zelle', 9740), ('Neighbor & dir', 9713, 6)]\n",
+      "[('Zelle', 9741), ('Neighbor & dir', 9714, 6)]\n",
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+      "[('Zelle', 9749), ('Neighbor & dir', 9722, 6)]\n",
+      "[('Zelle', 9750), ('Neighbor & dir', 9723, 6)]\n",
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+      "[('Zelle', 9762), ('Neighbor & dir', 9735, 6)]\n",
+      "[('Zelle', 9763), ('Neighbor & dir', 9736, 6)]\n",
+      "[('Zelle', 9764), ('Neighbor & dir', 9737, 6)]\n",
+      "[('Zelle', 9765), ('Neighbor & dir', 9738, 6)]\n",
+      "[('Zelle', 9766), ('Neighbor & dir', 9739, 6)]\n",
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+      "[('Zelle', 11189), ('Neighbor & dir', 11162, 6)]\n",
+      "[('Zelle', 11190), ('Own', 7)]\n",
+      "[('Zelle', 11191), ('Neighbor & dir', 11164, 6)]\n",
+      "[('Zelle', 11192), ('Neighbor & dir', 11165, 6)]\n",
+      "[('Zelle', 11193), ('Neighbor & dir', 11166, 6)]\n",
+      "[('Zelle', 11194), ('Neighbor & dir', 11167, 6)]\n",
+      "[('Zelle', 11195), ('Neighbor & dir', 11168, 6)]\n",
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+      "[('Zelle', 11208), ('Neighbor & dir', 11181, 6)]\n",
+      "[('Zelle', 11209), ('Neighbor & dir', 11182, 6)]\n",
+      "[('Zelle', 11210), ('Neighbor & dir', 11183, 6)]\n",
+      "[('Zelle', 11211), ('Neighbor & dir', 11184, 6)]\n",
+      "[('Zelle', 11212), ('Neighbor & dir', 11185, 6)]\n",
+      "[('Zelle', 11213), ('Neighbor & dir', 11186, 6)]\n",
+      "[('Zelle', 11214), ('Neighbor & dir', 11187, 6)]\n",
+      "[('Zelle', 11215), ('Neighbor & dir', 11188, 6)]\n",
+      "[('Zelle', 11216), ('Own', 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 11217), ('Neighbor & dir', 11190, 6)]\n",
+      "[('Zelle', 11218), ('Neighbor & dir', 11191, 6)]\n",
+      "[('Zelle', 11219), ('Neighbor & dir', 11192, 6)]\n",
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+      "[('Zelle', 12494), ('Neighbor & dir', 12467, 6)]\n",
+      "[('Zelle', 12495), ('Neighbor & dir', 12468, 6)]\n",
+      "[('Zelle', 12496), ('Neighbor & dir', 12469, 6)]\n",
+      "[('Zelle', 12497), ('Neighbor & dir', 12470, 6)]\n",
+      "[('Zelle', 12498), ('Neighbor & dir', 12471, 6)]\n",
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+      "[('Zelle', 12536), ('Neighbor & dir', 12509, 6)]\n",
+      "[('Zelle', 12537), ('Neighbor & dir', 12510, 6)]\n",
+      "[('Zelle', 12538), ('Neighbor & dir', 12511, 6)]\n",
+      "[('Zelle', 12539), ('Neighbor & dir', 12512, 6)]\n",
+      "[('Zelle', 12540), ('Neighbor & dir', 12513, 6)]\n",
+      "[('Zelle', 12541), ('Neighbor & dir', 12514, 6)]\n",
+      "[('Zelle', 12542), ('Own', 7)]\n",
+      "[('Zelle', 12543), ('Neighbor & dir', 12516, 6)]\n",
+      "[('Zelle', 12544), ('Neighbor & dir', 12517, 6)]\n",
+      "[('Zelle', 12545), ('Neighbor & dir', 12518, 6)]\n",
+      "[('Zelle', 12546), ('Neighbor & dir', 12519, 6)]\n",
+      "[('Zelle', 12547), ('Neighbor & dir', 12520, 6)]\n",
+      "[('Zelle', 12548), ('Neighbor & dir', 12521, 6)]\n",
+      "[('Zelle', 12549), ('Neighbor & dir', 12522, 6)]\n",
+      "[('Zelle', 12550), ('Neighbor & dir', 12523, 6)]\n",
+      "[('Zelle', 12551), ('Neighbor & dir', 12524, 6)]\n",
+      "[('Zelle', 12552), ('Neighbor & dir', 12525, 6)]\n",
+      "[('Zelle', 12553), ('Neighbor & dir', 12526, 6)]\n",
+      "[('Zelle', 12554), ('Neighbor & dir', 12527, 6)]\n",
+      "[('Zelle', 12555), ('Own', 7)]\n",
+      "[('Zelle', 12556), ('Neighbor & dir', 12529, 6)]\n",
+      "[('Zelle', 12557), ('Neighbor & dir', 12530, 6)]\n",
+      "[('Zelle', 12558), ('Neighbor & dir', 12531, 6)]\n",
+      "[('Zelle', 12559), ('Neighbor & dir', 12532, 6)]\n",
+      "[('Zelle', 12560), ('Neighbor & dir', 12533, 6)]\n",
+      "[('Zelle', 12561), ('Neighbor & dir', 12534, 6)]\n",
+      "[('Zelle', 12562), ('Neighbor & dir', 12535, 6)]\n",
+      "[('Zelle', 12563), ('Neighbor & dir', 12536, 6)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 12564), ('Neighbor & dir', 12537, 6)]\n",
+      "[('Zelle', 12565), ('Neighbor & dir', 12538, 6)]\n",
+      "[('Zelle', 12566), ('Neighbor & dir', 12539, 6)]\n",
+      "[('Zelle', 12567), ('Neighbor & dir', 12540, 6)]\n",
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+      "[('Zelle', 12571), ('Neighbor & dir', 12544, 6)]\n",
+      "[('Zelle', 12572), ('Neighbor & dir', 12545, 6)]\n",
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+      "[('Zelle', 12574), ('Neighbor & dir', 12547, 6)]\n",
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+      "[('Zelle', 12580), ('Neighbor & dir', 12553, 6)]\n",
+      "[('Zelle', 12581), ('Own', 7)]\n",
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+      "[('Zelle', 12583), ('Neighbor & dir', 12556, 6)]\n",
+      "[('Zelle', 12584), ('Neighbor & dir', 12557, 6)]\n",
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+      "[('Zelle', 13528), ('Neighbor & dir', 13427, 6)]\n",
+      "[('Zelle', 13529), ('Neighbor & dir', 13428, 6)]\n",
+      "[('Zelle', 13530), ('Neighbor & dir', 13429, 6)]\n",
+      "[('Zelle', 13531), ('Neighbor & dir', 13430, 6)]\n",
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+      "[('Zelle', 13533), ('Neighbor & dir', 13432, 6)]\n",
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+      "[('Zelle', 13571), ('Neighbor & dir', 13470, 6)]\n",
+      "[('Zelle', 13572), ('Neighbor & dir', 13471, 6)]\n",
+      "[('Zelle', 13573), ('Neighbor & dir', 13472, 6)]\n",
+      "[('Zelle', 13574), ('Neighbor & dir', 13473, 6)]\n",
+      "[('Zelle', 13575), ('Neighbor & dir', 13474, 6)]\n",
+      "[('Zelle', 13576), ('Neighbor & dir', 13475, 6)]\n",
+      "[('Zelle', 13577), ('Neighbor & dir', 13476, 6)]\n",
+      "[('Zelle', 13578), ('Neighbor & dir', 13477, 6)]\n",
+      "[('Zelle', 13579), ('Neighbor & dir', 13478, 6)]\n",
+      "[('Zelle', 13580), ('Neighbor & dir', 13479, 6)]\n",
+      "[('Zelle', 13581), ('Neighbor & dir', 13480, 6)]\n",
+      "[('Zelle', 13582), ('Neighbor & dir', 13481, 6)]\n",
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+      "[('Zelle', 13585), ('Neighbor & dir', 13484, 6)]\n",
+      "[('Zelle', 13586), ('Neighbor & dir', 13485, 6)]\n",
+      "[('Zelle', 13587), ('Neighbor & dir', 13486, 6)]\n",
+      "[('Zelle', 13588), ('Own', 7)]\n",
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+      "[('Zelle', 13590), ('Neighbor & dir', 13489, 6)]\n",
+      "[('Zelle', 13591), ('Neighbor & dir', 13490, 6)]\n",
+      "[('Zelle', 13592), ('Neighbor & dir', 13491, 6)]\n",
+      "[('Zelle', 13593), ('Neighbor & dir', 13492, 6)]\n",
+      "[('Zelle', 13594), ('Neighbor & dir', 13493, 6)]\n",
+      "[('Zelle', 13595), ('Neighbor & dir', 13494, 6)]\n",
+      "[('Zelle', 13596), ('Neighbor & dir', 13495, 6)]\n",
+      "[('Zelle', 13597), ('Neighbor & dir', 13496, 6)]\n",
+      "[('Zelle', 13598), ('Neighbor & dir', 13497, 6)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 13599), ('Neighbor & dir', 13498, 6)]\n",
+      "[('Zelle', 13600), ('Neighbor & dir', 13499, 6)]\n",
+      "[('Zelle', 13601), ('Neighbor & dir', 13500, 6)]\n",
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+      "[('Zelle', 15021), ('Neighbor & dir', 14920, 6)]\n",
+      "[('Zelle', 15022), ('Neighbor & dir', 14921, 6)]\n",
+      "[('Zelle', 15023), ('Neighbor & dir', 14922, 6)]\n",
+      "[('Zelle', 15024), ('Neighbor & dir', 14923, 6)]\n",
+      "[('Zelle', 15025), ('Neighbor & dir', 14924, 6)]\n",
+      "[('Zelle', 15026), ('Neighbor & dir', 14925, 6)]\n",
+      "[('Zelle', 15027), ('Neighbor & dir', 14926, 6)]\n",
+      "[('Zelle', 15028), ('Neighbor & dir', 14927, 6)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 15030), ('Neighbor & dir', 14929, 6)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 17790), ('Neighbor & dir', 17689, 6)]\n",
+      "[('Zelle', 17791), ('Neighbor & dir', 17690, 6)]\n",
+      "[('Zelle', 17792), ('Neighbor & dir', 17691, 6)]\n",
+      "[('Zelle', 17793), ('Neighbor & dir', 17692, 6)]\n",
+      "[('Zelle', 17794), ('Neighbor & dir', 17693, 6)]\n",
+      "[('Zelle', 17795), ('Neighbor & dir', 17694, 6)]\n",
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+      "[('Zelle', 17809), ('Neighbor & dir', 17708, 6)]\n",
+      "[('Zelle', 17810), ('Neighbor & dir', 17709, 6)]\n",
+      "[('Zelle', 17811), ('Neighbor & dir', 17710, 6)]\n",
+      "[('Zelle', 17812), ('Neighbor & dir', 17711, 6)]\n",
+      "[('Zelle', 17813), ('Neighbor & dir', 17712, 6)]\n",
+      "[('Zelle', 17814), ('Neighbor & dir', 17713, 6)]\n",
+      "[('Zelle', 17815), ('Neighbor & dir', 17714, 6)]\n",
+      "[('Zelle', 17816), ('Neighbor & dir', 17715, 6)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 17817), ('Neighbor & dir', 17716, 6)]\n",
+      "[('Zelle', 17818), ('Neighbor & dir', 17717, 6)]\n",
+      "[('Zelle', 17819), ('Neighbor & dir', 17718, 6)]\n",
+      "[('Zelle', 17820), ('Neighbor & dir', 17719, 6)]\n",
+      "[('Zelle', 17821), ('Neighbor & dir', 17720, 6)]\n",
+      "[('Zelle', 17822), ('Neighbor & dir', 17721, 6)]\n",
+      "[('Zelle', 17823), ('Neighbor & dir', 17722, 6)]\n",
+      "[('Zelle', 17824), ('Neighbor & dir', 17723, 6)]\n",
+      "[('Zelle', 17825), ('Neighbor & dir', 17724, 6)]\n",
+      "[('Zelle', 17826), ('Neighbor & dir', 17725, 6)]\n",
+      "[('Zelle', 17827), ('Neighbor & dir', 17726, 6)]\n",
+      "[('Zelle', 17828), ('Neighbor & dir', 17727, 6)]\n",
+      "[('Zelle', 17829), ('Neighbor & dir', 17728, 6)]\n",
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+      "[('Zelle', 18458), ('Neighbor & dir', 18357, 6)]\n",
+      "[('Zelle', 18459), ('Neighbor & dir', 18358, 6)]\n",
+      "[('Zelle', 18460), ('Neighbor & dir', 18359, 6)]\n",
+      "[('Zelle', 18461), ('Neighbor & dir', 18360, 6)]\n",
+      "[('Zelle', 18462), ('Neighbor & dir', 18361, 6)]\n",
+      "[('Zelle', 18463), ('Neighbor & dir', 18362, 6)]\n",
+      "[('Zelle', 18464), ('Neighbor & dir', 18363, 6)]\n",
+      "[('Zelle', 18465), ('Neighbor & dir', 18364, 6)]\n",
+      "[('Zelle', 18466), ('Neighbor & dir', 18365, 6)]\n",
+      "[('Zelle', 18467), ('Neighbor & dir', 18366, 6)]\n",
+      "[('Zelle', 18468), ('Neighbor & dir', 18367, 6)]\n",
+      "[('Zelle', 18469), ('Neighbor & dir', 18368, 6)]\n",
+      "[('Zelle', 18470), ('Neighbor & dir', 18369, 6)]\n",
+      "[('Zelle', 18471), ('Neighbor & dir', 18370, 6)]\n",
+      "[('Zelle', 18472), ('Neighbor & dir', 18371, 6)]\n",
+      "[('Zelle', 18473), ('Neighbor & dir', 18372, 6)]\n",
+      "[('Zelle', 18474), ('Neighbor & dir', 18373, 6)]\n",
+      "[('Zelle', 18475), ('Neighbor & dir', 18374, 6)]\n",
+      "[('Zelle', 18476), ('Neighbor & dir', 18375, 6)]\n",
+      "[('Zelle', 18477), ('Neighbor & dir', 18376, 6)]\n",
+      "[('Zelle', 18478), ('Neighbor & dir', 18377, 6)]\n",
+      "[('Zelle', 18479), ('Neighbor & dir', 18378, 6)]\n",
+      "[('Zelle', 18480), ('Neighbor & dir', 18379, 6)]\n",
+      "[('Zelle', 18481), ('Neighbor & dir', 18380, 6)]\n",
+      "[('Zelle', 18482), ('Neighbor & dir', 18381, 6)]\n",
+      "[('Zelle', 18483), ('Neighbor & dir', 18382, 6)]\n",
+      "[('Zelle', 18484), ('Neighbor & dir', 18383, 6)]\n",
+      "[('Zelle', 18485), ('Neighbor & dir', 18384, 6)]\n",
+      "[('Zelle', 18486), ('Neighbor & dir', 18385, 6)]\n",
+      "[('Zelle', 18487), ('Neighbor & dir', 18386, 6)]\n",
+      "[('Zelle', 18488), ('Own', 7)]\n",
+      "[('Zelle', 18489), ('Neighbor & dir', 18388, 6)]\n",
+      "[('Zelle', 18490), ('Neighbor & dir', 18389, 6)]\n",
+      "[('Zelle', 18491), ('Neighbor & dir', 18390, 6)]\n",
+      "[('Zelle', 18492), ('Neighbor & dir', 18391, 6)]\n",
+      "[('Zelle', 18493), ('Neighbor & dir', 18392, 6)]\n",
+      "[('Zelle', 18494), ('Neighbor & dir', 18393, 6)]\n",
+      "[('Zelle', 18495), ('Neighbor & dir', 18394, 6)]\n",
+      "[('Zelle', 18496), ('Neighbor & dir', 18395, 6)]\n",
+      "[('Zelle', 18497), ('Neighbor & dir', 18396, 6)]\n",
+      "[('Zelle', 18498), ('Neighbor & dir', 18397, 6)]\n",
+      "[('Zelle', 18499), ('Neighbor & dir', 18398, 6)]\n",
+      "[('Zelle', 18500), ('Neighbor & dir', 18399, 6)]\n",
+      "[('Zelle', 18501), ('Neighbor & dir', 18400, 6)]\n",
+      "[('Zelle', 18502), ('Neighbor & dir', 18401, 6)]\n",
+      "[('Zelle', 18503), ('Neighbor & dir', 18402, 6)]\n",
+      "[('Zelle', 18504), ('Neighbor & dir', 18403, 6)]\n",
+      "[('Zelle', 18505), ('Neighbor & dir', 18404, 6)]\n",
+      "[('Zelle', 18506), ('Neighbor & dir', 18405, 6)]\n",
+      "[('Zelle', 18507), ('Neighbor & dir', 18406, 6)]\n",
+      "[('Zelle', 18508), ('Neighbor & dir', 18407, 6)]\n",
+      "[('Zelle', 18509), ('Neighbor & dir', 18408, 6)]\n",
+      "[('Zelle', 18510), ('Neighbor & dir', 18409, 6)]\n",
+      "[('Zelle', 18511), ('Neighbor & dir', 18410, 6)]\n",
+      "[('Zelle', 18512), ('Neighbor & dir', 18411, 6)]\n",
+      "[('Zelle', 18513), ('Neighbor & dir', 18412, 6)]\n",
+      "[('Zelle', 18514), ('Neighbor & dir', 18413, 6)]\n",
+      "[('Zelle', 18515), ('Neighbor & dir', 18414, 6)]\n",
+      "[('Zelle', 18516), ('Neighbor & dir', 18415, 6)]\n",
+      "[('Zelle', 18517), ('Neighbor & dir', 18416, 6)]\n",
+      "[('Zelle', 18518), ('Neighbor & dir', 18417, 6)]\n",
+      "[('Zelle', 18519), ('Neighbor & dir', 18418, 6)]\n",
+      "[('Zelle', 18520), ('Neighbor & dir', 18419, 6)]\n",
+      "[('Zelle', 18521), ('Neighbor & dir', 18420, 6)]\n",
+      "[('Zelle', 18522), ('Neighbor & dir', 18421, 6)]\n",
+      "[('Zelle', 18523), ('Neighbor & dir', 18422, 6)]\n",
+      "[('Zelle', 18524), ('Neighbor & dir', 18423, 6)]\n",
+      "[('Zelle', 18525), ('Neighbor & dir', 18424, 6)]\n",
+      "[('Zelle', 18526), ('Neighbor & dir', 18425, 6)]\n",
+      "[('Zelle', 18527), ('Neighbor & dir', 18426, 6)]\n",
+      "[('Zelle', 18528), ('Neighbor & dir', 18427, 6)]\n",
+      "[('Zelle', 18529), ('Neighbor & dir', 18428, 6)]\n",
+      "[('Zelle', 18530), ('Neighbor & dir', 18429, 6)]\n",
+      "[('Zelle', 18531), ('Neighbor & dir', 18430, 6)]\n",
+      "[('Zelle', 18532), ('Neighbor & dir', 18431, 6)]\n",
+      "[('Zelle', 18533), ('Neighbor & dir', 18432, 6)]\n",
+      "[('Zelle', 18534), ('Neighbor & dir', 18433, 6)]\n",
+      "[('Zelle', 18535), ('Neighbor & dir', 18434, 6)]\n",
+      "[('Zelle', 18536), ('Neighbor & dir', 18435, 6)]\n",
+      "[('Zelle', 18537), ('Neighbor & dir', 18436, 6)]\n",
+      "[('Zelle', 18538), ('Neighbor & dir', 18437, 6)]\n",
+      "[('Zelle', 18539), ('Neighbor & dir', 18438, 6)]\n",
+      "[('Zelle', 18540), ('Neighbor & dir', 18439, 6)]\n",
+      "[('Zelle', 18541), ('Neighbor & dir', 18440, 6)]\n",
+      "[('Zelle', 18542), ('Neighbor & dir', 18441, 6)]\n",
+      "[('Zelle', 18543), ('Neighbor & dir', 18442, 6)]\n",
+      "[('Zelle', 18544), ('Neighbor & dir', 18443, 6)]\n",
+      "[('Zelle', 18545), ('Neighbor & dir', 18444, 6)]\n",
+      "[('Zelle', 18546), ('Neighbor & dir', 18445, 6)]\n",
+      "[('Zelle', 18547), ('Neighbor & dir', 18446, 6)]\n",
+      "[('Zelle', 18548), ('Neighbor & dir', 18447, 6)]\n",
+      "[('Zelle', 18549), ('Neighbor & dir', 18448, 6)]\n",
+      "[('Zelle', 18550), ('Neighbor & dir', 18449, 6)]\n",
+      "[('Zelle', 18551), ('Neighbor & dir', 18450, 6)]\n",
+      "[('Zelle', 18552), ('Neighbor & dir', 18451, 6)]\n",
+      "[('Zelle', 18553), ('Neighbor & dir', 18452, 6)]\n",
+      "[('Zelle', 18554), ('Neighbor & dir', 18453, 6)]\n",
+      "[('Zelle', 18555), ('Neighbor & dir', 18454, 6)]\n",
+      "[('Zelle', 18556), ('Neighbor & dir', 18455, 6)]\n",
+      "[('Zelle', 18557), ('Neighbor & dir', 18456, 6)]\n",
+      "[('Zelle', 18558), ('Neighbor & dir', 18457, 6)]\n",
+      "[('Zelle', 18559), ('Neighbor & dir', 18458, 6)]\n",
+      "[('Zelle', 18560), ('Neighbor & dir', 18459, 6)]\n",
+      "[('Zelle', 18561), ('Neighbor & dir', 18460, 6)]\n",
+      "[('Zelle', 18562), ('Neighbor & dir', 18461, 6)]\n",
+      "[('Zelle', 18563), ('Neighbor & dir', 18462, 6)]\n",
+      "[('Zelle', 18564), ('Neighbor & dir', 18463, 6)]\n",
+      "[('Zelle', 18565), ('Neighbor & dir', 18464, 6)]\n",
+      "[('Zelle', 18566), ('Neighbor & dir', 18465, 6)]\n",
+      "[('Zelle', 18567), ('Neighbor & dir', 18466, 6)]\n",
+      "[('Zelle', 18568), ('Neighbor & dir', 18467, 6)]\n",
+      "[('Zelle', 18569), ('Neighbor & dir', 18468, 6)]\n",
+      "[('Zelle', 18570), ('Neighbor & dir', 18469, 6)]\n",
+      "[('Zelle', 18571), ('Neighbor & dir', 18470, 6)]\n",
+      "[('Zelle', 18572), ('Neighbor & dir', 18471, 6)]\n",
+      "[('Zelle', 18573), ('Neighbor & dir', 18472, 6)]\n",
+      "[('Zelle', 18574), ('Neighbor & dir', 18473, 6)]\n",
+      "[('Zelle', 18575), ('Neighbor & dir', 18474, 6)]\n",
+      "[('Zelle', 18576), ('Neighbor & dir', 18475, 6)]\n",
+      "[('Zelle', 18577), ('Neighbor & dir', 18476, 6)]\n",
+      "[('Zelle', 18578), ('Neighbor & dir', 18477, 6)]\n",
+      "[('Zelle', 18579), ('Neighbor & dir', 18478, 6)]\n",
+      "[('Zelle', 18580), ('Neighbor & dir', 18479, 6)]\n",
+      "[('Zelle', 18581), ('Neighbor & dir', 18480, 6)]\n",
+      "[('Zelle', 18582), ('Neighbor & dir', 18481, 6)]\n",
+      "[('Zelle', 18583), ('Neighbor & dir', 18482, 6)]\n",
+      "[('Zelle', 18584), ('Neighbor & dir', 18483, 6)]\n",
+      "[('Zelle', 18585), ('Neighbor & dir', 18484, 6)]\n",
+      "[('Zelle', 18586), ('Neighbor & dir', 18485, 6)]\n",
+      "[('Zelle', 18587), ('Neighbor & dir', 18486, 6)]\n",
+      "[('Zelle', 18588), ('Own', 7)]\n",
+      "[('Zelle', 18589), ('Neighbor & dir', 18488, 6)]\n",
+      "[('Zelle', 18590), ('Neighbor & dir', 18489, 6)]\n",
+      "[('Zelle', 18591), ('Neighbor & dir', 18490, 6)]\n",
+      "[('Zelle', 18592), ('Neighbor & dir', 18491, 6)]\n",
+      "[('Zelle', 18593), ('Neighbor & dir', 18492, 6)]\n",
+      "[('Zelle', 18594), ('Neighbor & dir', 18493, 6)]\n",
+      "[('Zelle', 18595), ('Neighbor & dir', 18494, 6)]\n",
+      "[('Zelle', 18596), ('Neighbor & dir', 18495, 6)]\n",
+      "[('Zelle', 18597), ('Neighbor & dir', 18496, 6)]\n",
+      "[('Zelle', 18598), ('Neighbor & dir', 18497, 6)]\n",
+      "[('Zelle', 18599), ('Neighbor & dir', 18498, 6)]\n",
+      "[('Zelle', 18600), ('Neighbor & dir', 18499, 6)]\n",
+      "[('Zelle', 18601), ('Neighbor & dir', 18500, 6)]\n",
+      "[('Zelle', 18602), ('Neighbor & dir', 18501, 6)]\n",
+      "[('Zelle', 18603), ('Neighbor & dir', 18502, 6)]\n",
+      "[('Zelle', 18604), ('Neighbor & dir', 18503, 6)]\n",
+      "[('Zelle', 18605), ('Neighbor & dir', 18504, 6)]\n",
+      "[('Zelle', 18606), ('Neighbor & dir', 18505, 6)]\n",
+      "[('Zelle', 18607), ('Neighbor & dir', 18506, 6)]\n",
+      "[('Zelle', 18608), ('Neighbor & dir', 18507, 6)]\n",
+      "[('Zelle', 18609), ('Neighbor & dir', 18508, 6)]\n",
+      "[('Zelle', 18610), ('Neighbor & dir', 18509, 6)]\n",
+      "[('Zelle', 18611), ('Neighbor & dir', 18510, 6)]\n",
+      "[('Zelle', 18612), ('Neighbor & dir', 18511, 6)]\n",
+      "[('Zelle', 18613), ('Neighbor & dir', 18512, 6)]\n",
+      "[('Zelle', 18614), ('Neighbor & dir', 18513, 6)]\n",
+      "[('Zelle', 18615), ('Neighbor & dir', 18514, 6)]\n",
+      "[('Zelle', 18616), ('Neighbor & dir', 18515, 6)]\n",
+      "[('Zelle', 18617), ('Neighbor & dir', 18516, 6)]\n",
+      "[('Zelle', 18618), ('Neighbor & dir', 18517, 6)]\n",
+      "[('Zelle', 18619), ('Neighbor & dir', 18518, 6)]\n",
+      "[('Zelle', 18620), ('Neighbor & dir', 18519, 6)]\n",
+      "[('Zelle', 18621), ('Neighbor & dir', 18520, 6)]\n",
+      "[('Zelle', 18622), ('Neighbor & dir', 18521, 6)]\n",
+      "[('Zelle', 18623), ('Neighbor & dir', 18522, 6)]\n",
+      "[('Zelle', 18624), ('Neighbor & dir', 18523, 6)]\n",
+      "[('Zelle', 18625), ('Neighbor & dir', 18524, 6)]\n",
+      "[('Zelle', 18626), ('Neighbor & dir', 18525, 6)]\n",
+      "[('Zelle', 18627), ('Neighbor & dir', 18526, 6)]\n",
+      "[('Zelle', 18628), ('Neighbor & dir', 18527, 6)]\n",
+      "[('Zelle', 18629), ('Neighbor & dir', 18528, 6)]\n",
+      "[('Zelle', 18630), ('Neighbor & dir', 18529, 6)]\n",
+      "[('Zelle', 18631), ('Neighbor & dir', 18530, 6)]\n",
+      "[('Zelle', 18632), ('Neighbor & dir', 18531, 6)]\n",
+      "[('Zelle', 18633), ('Neighbor & dir', 18532, 6)]\n",
+      "[('Zelle', 18634), ('Neighbor & dir', 18533, 6)]\n",
+      "[('Zelle', 18635), ('Neighbor & dir', 18534, 6)]\n",
+      "[('Zelle', 18636), ('Neighbor & dir', 18535, 6)]\n",
+      "[('Zelle', 18637), ('Neighbor & dir', 18536, 6)]\n",
+      "[('Zelle', 18638), ('Neighbor & dir', 18537, 6)]\n",
+      "[('Zelle', 18639), ('Neighbor & dir', 18538, 6)]\n",
+      "[('Zelle', 18640), ('Neighbor & dir', 18539, 6)]\n",
+      "[('Zelle', 18641), ('Neighbor & dir', 18540, 6)]\n",
+      "[('Zelle', 18642), ('Neighbor & dir', 18541, 6)]\n",
+      "[('Zelle', 18643), ('Neighbor & dir', 18542, 6)]\n",
+      "[('Zelle', 18644), ('Neighbor & dir', 18543, 6)]\n",
+      "[('Zelle', 18645), ('Neighbor & dir', 18544, 6)]\n",
+      "[('Zelle', 18646), ('Neighbor & dir', 18545, 6)]\n",
+      "[('Zelle', 18647), ('Neighbor & dir', 18546, 6)]\n",
+      "[('Zelle', 18648), ('Neighbor & dir', 18547, 6)]\n",
+      "[('Zelle', 18649), ('Neighbor & dir', 18548, 6)]\n",
+      "[('Zelle', 18650), ('Neighbor & dir', 18549, 6)]\n",
+      "[('Zelle', 18651), ('Neighbor & dir', 18550, 6)]\n",
+      "[('Zelle', 18652), ('Neighbor & dir', 18551, 6)]\n",
+      "[('Zelle', 18653), ('Neighbor & dir', 18552, 6)]\n",
+      "[('Zelle', 18654), ('Neighbor & dir', 18553, 6)]\n",
+      "[('Zelle', 18655), ('Neighbor & dir', 18554, 6)]\n",
+      "[('Zelle', 18656), ('Neighbor & dir', 18555, 6)]\n",
+      "[('Zelle', 18657), ('Neighbor & dir', 18556, 6)]\n",
+      "[('Zelle', 18658), ('Neighbor & dir', 18557, 6)]\n",
+      "[('Zelle', 18659), ('Neighbor & dir', 18558, 6)]\n",
+      "[('Zelle', 18660), ('Neighbor & dir', 18559, 6)]\n",
+      "[('Zelle', 18661), ('Neighbor & dir', 18560, 6)]\n",
+      "[('Zelle', 18662), ('Neighbor & dir', 18561, 6)]\n",
+      "[('Zelle', 18663), ('Neighbor & dir', 18562, 6)]\n",
+      "[('Zelle', 18664), ('Neighbor & dir', 18563, 6)]\n",
+      "[('Zelle', 18665), ('Neighbor & dir', 18564, 6)]\n",
+      "[('Zelle', 18666), ('Neighbor & dir', 18565, 6)]\n",
+      "[('Zelle', 18667), ('Neighbor & dir', 18566, 6)]\n",
+      "[('Zelle', 18668), ('Neighbor & dir', 18567, 6)]\n",
+      "[('Zelle', 18669), ('Neighbor & dir', 18568, 6)]\n",
+      "[('Zelle', 18670), ('Neighbor & dir', 18569, 6)]\n",
+      "[('Zelle', 18671), ('Neighbor & dir', 18570, 6)]\n",
+      "[('Zelle', 18672), ('Neighbor & dir', 18571, 6)]\n",
+      "[('Zelle', 18673), ('Neighbor & dir', 18572, 6)]\n",
+      "[('Zelle', 18674), ('Neighbor & dir', 18573, 6)]\n",
+      "[('Zelle', 18675), ('Neighbor & dir', 18574, 6)]\n",
+      "[('Zelle', 18676), ('Neighbor & dir', 18575, 6)]\n",
+      "[('Zelle', 18677), ('Neighbor & dir', 18576, 6)]\n",
+      "[('Zelle', 18678), ('Neighbor & dir', 18577, 6)]\n",
+      "[('Zelle', 18679), ('Neighbor & dir', 18578, 6)]\n",
+      "[('Zelle', 18680), ('Neighbor & dir', 18579, 6)]\n",
+      "[('Zelle', 18681), ('Neighbor & dir', 18580, 6)]\n",
+      "[('Zelle', 18682), ('Neighbor & dir', 18581, 6)]\n",
+      "[('Zelle', 18683), ('Neighbor & dir', 18582, 6)]\n",
+      "[('Zelle', 18684), ('Neighbor & dir', 18583, 6)]\n",
+      "[('Zelle', 18685), ('Neighbor & dir', 18584, 6)]\n",
+      "[('Zelle', 18686), ('Neighbor & dir', 18585, 6)]\n",
+      "[('Zelle', 18687), ('Neighbor & dir', 18586, 6)]\n",
+      "Direction: 7 (-1, -1)\n",
+      "[('Zelle', 0), ('Neighbor & dir', 101, 7)]\n",
+      "[('Zelle', 1), ('Neighbor & dir', 102, 7)]\n",
+      "[('Zelle', 2), ('Neighbor & dir', 103, 7)]\n",
+      "[('Zelle', 3), ('Neighbor & dir', 104, 7)]\n",
+      "[('Zelle', 4), ('Neighbor & dir', 105, 7)]\n",
+      "[('Zelle', 5), ('Neighbor & dir', 106, 7)]\n",
+      "[('Zelle', 6), ('Neighbor & dir', 107, 7)]\n",
+      "[('Zelle', 7), ('Neighbor & dir', 108, 7)]\n",
+      "[('Zelle', 8), ('Neighbor & dir', 109, 7)]\n",
+      "[('Zelle', 9), ('Neighbor & dir', 110, 7)]\n",
+      "[('Zelle', 10), ('Neighbor & dir', 111, 7)]\n",
+      "[('Zelle', 11), ('Neighbor & dir', 112, 7)]\n",
+      "[('Zelle', 12), ('Neighbor & dir', 113, 7)]\n",
+      "[('Zelle', 13), ('Neighbor & dir', 114, 7)]\n",
+      "[('Zelle', 14), ('Neighbor & dir', 115, 7)]\n",
+      "[('Zelle', 15), ('Neighbor & dir', 116, 7)]\n",
+      "[('Zelle', 16), ('Neighbor & dir', 117, 7)]\n",
+      "[('Zelle', 17), ('Neighbor & dir', 118, 7)]\n",
+      "[('Zelle', 18), ('Neighbor & dir', 119, 7)]\n",
+      "[('Zelle', 19), ('Neighbor & dir', 120, 7)]\n",
+      "[('Zelle', 20), ('Neighbor & dir', 121, 7)]\n",
+      "[('Zelle', 21), ('Neighbor & dir', 122, 7)]\n",
+      "[('Zelle', 22), ('Neighbor & dir', 123, 7)]\n",
+      "[('Zelle', 23), ('Neighbor & dir', 124, 7)]\n",
+      "[('Zelle', 24), ('Neighbor & dir', 125, 7)]\n",
+      "[('Zelle', 25), ('Neighbor & dir', 126, 7)]\n",
+      "[('Zelle', 26), ('Neighbor & dir', 127, 7)]\n",
+      "[('Zelle', 27), ('Neighbor & dir', 128, 7)]\n",
+      "[('Zelle', 28), ('Neighbor & dir', 129, 7)]\n",
+      "[('Zelle', 29), ('Neighbor & dir', 130, 7)]\n",
+      "[('Zelle', 30), ('Neighbor & dir', 131, 7)]\n",
+      "[('Zelle', 31), ('Neighbor & dir', 132, 7)]\n",
+      "[('Zelle', 32), ('Neighbor & dir', 133, 7)]\n",
+      "[('Zelle', 33), ('Neighbor & dir', 134, 7)]\n",
+      "[('Zelle', 34), ('Neighbor & dir', 135, 7)]\n",
+      "[('Zelle', 35), ('Neighbor & dir', 136, 7)]\n",
+      "[('Zelle', 36), ('Neighbor & dir', 137, 7)]\n",
+      "[('Zelle', 37), ('Neighbor & dir', 138, 7)]\n",
+      "[('Zelle', 38), ('Neighbor & dir', 139, 7)]\n",
+      "[('Zelle', 39), ('Neighbor & dir', 140, 7)]\n",
+      "[('Zelle', 40), ('Neighbor & dir', 141, 7)]\n",
+      "[('Zelle', 41), ('Neighbor & dir', 142, 7)]\n",
+      "[('Zelle', 42), ('Neighbor & dir', 143, 7)]\n",
+      "[('Zelle', 43), ('Neighbor & dir', 144, 7)]\n",
+      "[('Zelle', 44), ('Neighbor & dir', 145, 7)]\n",
+      "[('Zelle', 45), ('Neighbor & dir', 146, 7)]\n",
+      "[('Zelle', 46), ('Neighbor & dir', 147, 7)]\n",
+      "[('Zelle', 47), ('Neighbor & dir', 148, 7)]\n",
+      "[('Zelle', 48), ('Neighbor & dir', 149, 7)]\n",
+      "[('Zelle', 49), ('Neighbor & dir', 150, 7)]\n",
+      "[('Zelle', 50), ('Neighbor & dir', 151, 7)]\n",
+      "[('Zelle', 51), ('Neighbor & dir', 152, 7)]\n",
+      "[('Zelle', 52), ('Neighbor & dir', 153, 7)]\n",
+      "[('Zelle', 53), ('Neighbor & dir', 154, 7)]\n",
+      "[('Zelle', 54), ('Neighbor & dir', 155, 7)]\n",
+      "[('Zelle', 55), ('Neighbor & dir', 156, 7)]\n",
+      "[('Zelle', 56), ('Neighbor & dir', 157, 7)]\n",
+      "[('Zelle', 57), ('Neighbor & dir', 158, 7)]\n",
+      "[('Zelle', 58), ('Neighbor & dir', 159, 7)]\n",
+      "[('Zelle', 59), ('Neighbor & dir', 160, 7)]\n",
+      "[('Zelle', 60), ('Neighbor & dir', 161, 7)]\n",
+      "[('Zelle', 61), ('Neighbor & dir', 162, 7)]\n",
+      "[('Zelle', 62), ('Neighbor & dir', 163, 7)]\n",
+      "[('Zelle', 63), ('Neighbor & dir', 164, 7)]\n",
+      "[('Zelle', 64), ('Neighbor & dir', 165, 7)]\n",
+      "[('Zelle', 65), ('Neighbor & dir', 166, 7)]\n",
+      "[('Zelle', 66), ('Neighbor & dir', 167, 7)]\n",
+      "[('Zelle', 67), ('Neighbor & dir', 168, 7)]\n",
+      "[('Zelle', 68), ('Neighbor & dir', 169, 7)]\n",
+      "[('Zelle', 69), ('Neighbor & dir', 170, 7)]\n",
+      "[('Zelle', 70), ('Neighbor & dir', 171, 7)]\n",
+      "[('Zelle', 71), ('Neighbor & dir', 172, 7)]\n",
+      "[('Zelle', 72), ('Neighbor & dir', 173, 7)]\n",
+      "[('Zelle', 73), ('Neighbor & dir', 174, 7)]\n",
+      "[('Zelle', 74), ('Neighbor & dir', 175, 7)]\n",
+      "[('Zelle', 75), ('Neighbor & dir', 176, 7)]\n",
+      "[('Zelle', 76), ('Neighbor & dir', 177, 7)]\n",
+      "[('Zelle', 77), ('Neighbor & dir', 178, 7)]\n",
+      "[('Zelle', 78), ('Neighbor & dir', 179, 7)]\n",
+      "[('Zelle', 79), ('Neighbor & dir', 180, 7)]\n",
+      "[('Zelle', 80), ('Neighbor & dir', 181, 7)]\n",
+      "[('Zelle', 81), ('Neighbor & dir', 182, 7)]\n",
+      "[('Zelle', 82), ('Neighbor & dir', 183, 7)]\n",
+      "[('Zelle', 83), ('Neighbor & dir', 184, 7)]\n",
+      "[('Zelle', 84), ('Neighbor & dir', 185, 7)]\n",
+      "[('Zelle', 85), ('Neighbor & dir', 186, 7)]\n",
+      "[('Zelle', 86), ('Neighbor & dir', 187, 7)]\n",
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+      "[('Zelle', 458), ('Neighbor & dir', 559, 7)]\n",
+      "[('Zelle', 459), ('Neighbor & dir', 560, 7)]\n",
+      "[('Zelle', 460), ('Neighbor & dir', 561, 7)]\n",
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+      "[('Zelle', 463), ('Neighbor & dir', 564, 7)]\n",
+      "[('Zelle', 464), ('Neighbor & dir', 565, 7)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 1647), ('Neighbor & dir', 1748, 7)]\n",
+      "[('Zelle', 1648), ('Neighbor & dir', 1749, 7)]\n",
+      "[('Zelle', 1649), ('Neighbor & dir', 1750, 7)]\n",
+      "[('Zelle', 1650), ('Neighbor & dir', 1751, 7)]\n",
+      "[('Zelle', 1651), ('Neighbor & dir', 1752, 7)]\n",
+      "[('Zelle', 1652), ('Neighbor & dir', 1753, 7)]\n",
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+      "[('Zelle', 1662), ('Neighbor & dir', 1763, 7)]\n",
+      "[('Zelle', 1663), ('Neighbor & dir', 1764, 7)]\n",
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+      "[('Zelle', 1665), ('Neighbor & dir', 1766, 7)]\n",
+      "[('Zelle', 1666), ('Neighbor & dir', 1767, 7)]\n",
+      "[('Zelle', 1667), ('Neighbor & dir', 1768, 7)]\n",
+      "[('Zelle', 1668), ('Neighbor & dir', 1769, 7)]\n",
+      "[('Zelle', 1669), ('Neighbor & dir', 1770, 7)]\n",
+      "[('Zelle', 1670), ('Neighbor & dir', 1771, 7)]\n",
+      "[('Zelle', 1671), ('Neighbor & dir', 1772, 7)]\n",
+      "[('Zelle', 1672), ('Neighbor & dir', 1773, 7)]\n",
+      "[('Zelle', 1673), ('Neighbor & dir', 1774, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 1674), ('Neighbor & dir', 1775, 7)]\n",
+      "[('Zelle', 1675), ('Neighbor & dir', 1776, 7)]\n",
+      "[('Zelle', 1676), ('Neighbor & dir', 1777, 7)]\n",
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+      "[('Zelle', 1688), ('Neighbor & dir', 1789, 7)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 5680), ('Neighbor & dir', 5707, 7)]\n",
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+      "[('Zelle', 5682), ('Neighbor & dir', 5709, 7)]\n",
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+      "[('Zelle', 5684), ('Neighbor & dir', 5711, 7)]\n",
+      "[('Zelle', 5685), ('Neighbor & dir', 5712, 7)]\n",
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+      "[('Zelle', 5699), ('Neighbor & dir', 5726, 7)]\n",
+      "[('Zelle', 5700), ('Neighbor & dir', 5727, 7)]\n",
+      "[('Zelle', 5701), ('Neighbor & dir', 5728, 7)]\n",
+      "[('Zelle', 5702), ('Neighbor & dir', 5729, 7)]\n",
+      "[('Zelle', 5703), ('Own', 6)]\n",
+      "[('Zelle', 5704), ('Neighbor & dir', 5731, 7)]\n",
+      "[('Zelle', 5705), ('Neighbor & dir', 5732, 7)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 5708), ('Neighbor & dir', 5735, 7)]\n",
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+      "[('Zelle', 7115), ('Neighbor & dir', 7142, 7)]\n",
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+      "[('Zelle', 7120), ('Own', 6)]\n",
+      "[('Zelle', 7121), ('Neighbor & dir', 7148, 7)]\n",
+      "[('Zelle', 7122), ('Neighbor & dir', 7149, 7)]\n",
+      "[('Zelle', 7123), ('Neighbor & dir', 7150, 7)]\n",
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+      "[('Zelle', 7127), ('Neighbor & dir', 7154, 7)]\n",
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+      "[('Zelle', 7136), ('Neighbor & dir', 7163, 7)]\n",
+      "[('Zelle', 7137), ('Neighbor & dir', 7164, 7)]\n",
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+      "[('Zelle', 7139), ('Neighbor & dir', 7166, 7)]\n",
+      "[('Zelle', 7140), ('Neighbor & dir', 7167, 7)]\n",
+      "[('Zelle', 7141), ('Neighbor & dir', 7168, 7)]\n",
+      "[('Zelle', 7142), ('Neighbor & dir', 7169, 7)]\n",
+      "[('Zelle', 7143), ('Neighbor & dir', 7170, 7)]\n",
+      "[('Zelle', 7144), ('Neighbor & dir', 7171, 7)]\n",
+      "[('Zelle', 7145), ('Neighbor & dir', 7172, 7)]\n",
+      "[('Zelle', 7146), ('Own', 6)]\n",
+      "[('Zelle', 7147), ('Neighbor & dir', 7174, 7)]\n",
+      "[('Zelle', 7148), ('Neighbor & dir', 7175, 7)]\n",
+      "[('Zelle', 7149), ('Neighbor & dir', 7176, 7)]\n",
+      "[('Zelle', 7150), ('Neighbor & dir', 7177, 7)]\n",
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+      "[('Zelle', 7157), ('Neighbor & dir', 7184, 7)]\n",
+      "[('Zelle', 7158), ('Neighbor & dir', 7185, 7)]\n",
+      "[('Zelle', 7159), ('Own', 6)]\n",
+      "[('Zelle', 7160), ('Neighbor & dir', 7187, 7)]\n",
+      "[('Zelle', 7161), ('Neighbor & dir', 7188, 7)]\n",
+      "[('Zelle', 7162), ('Neighbor & dir', 7189, 7)]\n",
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+      "[('Zelle', 7164), ('Neighbor & dir', 7191, 7)]\n",
+      "[('Zelle', 7165), ('Neighbor & dir', 7192, 7)]\n",
+      "[('Zelle', 7166), ('Neighbor & dir', 7193, 7)]\n",
+      "[('Zelle', 7167), ('Neighbor & dir', 7194, 7)]\n",
+      "[('Zelle', 7168), ('Neighbor & dir', 7195, 7)]\n",
+      "[('Zelle', 7169), ('Neighbor & dir', 7196, 7)]\n",
+      "[('Zelle', 7170), ('Neighbor & dir', 7197, 7)]\n",
+      "[('Zelle', 7171), ('Neighbor & dir', 7198, 7)]\n",
+      "[('Zelle', 7172), ('Own', 6)]\n",
+      "[('Zelle', 7173), ('Neighbor & dir', 7200, 7)]\n",
+      "[('Zelle', 7174), ('Neighbor & dir', 7201, 7)]\n",
+      "[('Zelle', 7175), ('Neighbor & dir', 7202, 7)]\n",
+      "[('Zelle', 7176), ('Neighbor & dir', 7203, 7)]\n",
+      "[('Zelle', 7177), ('Neighbor & dir', 7204, 7)]\n",
+      "[('Zelle', 7178), ('Neighbor & dir', 7205, 7)]\n",
+      "[('Zelle', 7179), ('Neighbor & dir', 7206, 7)]\n",
+      "[('Zelle', 7180), ('Neighbor & dir', 7207, 7)]\n",
+      "[('Zelle', 7181), ('Neighbor & dir', 7208, 7)]\n",
+      "[('Zelle', 7182), ('Neighbor & dir', 7209, 7)]\n",
+      "[('Zelle', 7183), ('Neighbor & dir', 7210, 7)]\n",
+      "[('Zelle', 7184), ('Neighbor & dir', 7211, 7)]\n",
+      "[('Zelle', 7185), ('Own', 6)]\n",
+      "[('Zelle', 7186), ('Neighbor & dir', 7213, 7)]\n",
+      "[('Zelle', 7187), ('Neighbor & dir', 7214, 7)]\n",
+      "[('Zelle', 7188), ('Neighbor & dir', 7215, 7)]\n",
+      "[('Zelle', 7189), ('Neighbor & dir', 7216, 7)]\n",
+      "[('Zelle', 7190), ('Neighbor & dir', 7217, 7)]\n",
+      "[('Zelle', 7191), ('Neighbor & dir', 7218, 7)]\n",
+      "[('Zelle', 7192), ('Neighbor & dir', 7219, 7)]\n",
+      "[('Zelle', 7193), ('Neighbor & dir', 7220, 7)]\n",
+      "[('Zelle', 7194), ('Neighbor & dir', 7221, 7)]\n",
+      "[('Zelle', 7195), ('Neighbor & dir', 7222, 7)]\n",
+      "[('Zelle', 7196), ('Neighbor & dir', 7223, 7)]\n",
+      "[('Zelle', 7197), ('Neighbor & dir', 7224, 7)]\n",
+      "[('Zelle', 7198), ('Own', 6)]\n",
+      "[('Zelle', 7199), ('Neighbor & dir', 7226, 7)]\n",
+      "[('Zelle', 7200), ('Neighbor & dir', 7227, 7)]\n",
+      "[('Zelle', 7201), ('Neighbor & dir', 7228, 7)]\n",
+      "[('Zelle', 7202), ('Neighbor & dir', 7229, 7)]\n",
+      "[('Zelle', 7203), ('Neighbor & dir', 7230, 7)]\n",
+      "[('Zelle', 7204), ('Neighbor & dir', 7231, 7)]\n",
+      "[('Zelle', 7205), ('Neighbor & dir', 7232, 7)]\n",
+      "[('Zelle', 7206), ('Neighbor & dir', 7233, 7)]\n",
+      "[('Zelle', 7207), ('Neighbor & dir', 7234, 7)]\n",
+      "[('Zelle', 7208), ('Neighbor & dir', 7235, 7)]\n",
+      "[('Zelle', 7209), ('Neighbor & dir', 7236, 7)]\n",
+      "[('Zelle', 7210), ('Neighbor & dir', 7237, 7)]\n",
+      "[('Zelle', 7211), ('Own', 6)]\n",
+      "[('Zelle', 7212), ('Neighbor & dir', 7239, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 7213), ('Neighbor & dir', 7240, 7)]\n",
+      "[('Zelle', 7214), ('Neighbor & dir', 7241, 7)]\n",
+      "[('Zelle', 7215), ('Neighbor & dir', 7242, 7)]\n",
+      "[('Zelle', 7216), ('Neighbor & dir', 7243, 7)]\n",
+      "[('Zelle', 7217), ('Neighbor & dir', 7244, 7)]\n",
+      "[('Zelle', 7218), ('Neighbor & dir', 7245, 7)]\n",
+      "[('Zelle', 7219), ('Neighbor & dir', 7246, 7)]\n",
+      "[('Zelle', 7220), ('Neighbor & dir', 7247, 7)]\n",
+      "[('Zelle', 7221), ('Neighbor & dir', 7248, 7)]\n",
+      "[('Zelle', 7222), ('Neighbor & dir', 7249, 7)]\n",
+      "[('Zelle', 7223), ('Neighbor & dir', 7250, 7)]\n",
+      "[('Zelle', 7224), ('Own', 6)]\n",
+      "[('Zelle', 7225), ('Neighbor & dir', 7252, 7)]\n",
+      "[('Zelle', 7226), ('Neighbor & dir', 7253, 7)]\n",
+      "[('Zelle', 7227), ('Neighbor & dir', 7254, 7)]\n",
+      "[('Zelle', 7228), ('Neighbor & dir', 7255, 7)]\n",
+      "[('Zelle', 7229), ('Neighbor & dir', 7256, 7)]\n",
+      "[('Zelle', 7230), ('Neighbor & dir', 7257, 7)]\n",
+      "[('Zelle', 7231), ('Neighbor & dir', 7258, 7)]\n",
+      "[('Zelle', 7232), ('Neighbor & dir', 7259, 7)]\n",
+      "[('Zelle', 7233), ('Neighbor & dir', 7260, 7)]\n",
+      "[('Zelle', 7234), ('Neighbor & dir', 7261, 7)]\n",
+      "[('Zelle', 7235), ('Neighbor & dir', 7262, 7)]\n",
+      "[('Zelle', 7236), ('Neighbor & dir', 7263, 7)]\n",
+      "[('Zelle', 7237), ('Own', 6)]\n",
+      "[('Zelle', 7238), ('Neighbor & dir', 7265, 7)]\n",
+      "[('Zelle', 7239), ('Neighbor & dir', 7266, 7)]\n",
+      "[('Zelle', 7240), ('Neighbor & dir', 7267, 7)]\n",
+      "[('Zelle', 7241), ('Neighbor & dir', 7268, 7)]\n",
+      "[('Zelle', 7242), ('Neighbor & dir', 7269, 7)]\n",
+      "[('Zelle', 7243), ('Neighbor & dir', 7270, 7)]\n",
+      "[('Zelle', 7244), ('Neighbor & dir', 7271, 7)]\n",
+      "[('Zelle', 7245), ('Neighbor & dir', 7272, 7)]\n",
+      "[('Zelle', 7246), ('Neighbor & dir', 7273, 7)]\n",
+      "[('Zelle', 7247), ('Neighbor & dir', 7274, 7)]\n",
+      "[('Zelle', 7248), ('Neighbor & dir', 7275, 7)]\n",
+      "[('Zelle', 7249), ('Neighbor & dir', 7276, 7)]\n",
+      "[('Zelle', 7250), ('Own', 6)]\n",
+      "[('Zelle', 7251), ('Neighbor & dir', 7278, 7)]\n",
+      "[('Zelle', 7252), ('Neighbor & dir', 7279, 7)]\n",
+      "[('Zelle', 7253), ('Neighbor & dir', 7280, 7)]\n",
+      "[('Zelle', 7254), ('Neighbor & dir', 7281, 7)]\n",
+      "[('Zelle', 7255), ('Neighbor & dir', 7282, 7)]\n",
+      "[('Zelle', 7256), ('Neighbor & dir', 7283, 7)]\n",
+      "[('Zelle', 7257), ('Neighbor & dir', 7284, 7)]\n",
+      "[('Zelle', 7258), ('Neighbor & dir', 7285, 7)]\n",
+      "[('Zelle', 7259), ('Neighbor & dir', 7286, 7)]\n",
+      "[('Zelle', 7260), ('Neighbor & dir', 7287, 7)]\n",
+      "[('Zelle', 7261), ('Neighbor & dir', 7288, 7)]\n",
+      "[('Zelle', 7262), ('Neighbor & dir', 7289, 7)]\n",
+      "[('Zelle', 7263), ('Own', 6)]\n",
+      "[('Zelle', 7264), ('Neighbor & dir', 7291, 7)]\n",
+      "[('Zelle', 7265), ('Neighbor & dir', 7292, 7)]\n",
+      "[('Zelle', 7266), ('Neighbor & dir', 7293, 7)]\n",
+      "[('Zelle', 7267), ('Neighbor & dir', 7294, 7)]\n",
+      "[('Zelle', 7268), ('Neighbor & dir', 7295, 7)]\n",
+      "[('Zelle', 7269), ('Neighbor & dir', 7296, 7)]\n",
+      "[('Zelle', 7270), ('Neighbor & dir', 7297, 7)]\n",
+      "[('Zelle', 7271), ('Neighbor & dir', 7298, 7)]\n",
+      "[('Zelle', 7272), ('Neighbor & dir', 7299, 7)]\n",
+      "[('Zelle', 7273), ('Neighbor & dir', 7300, 7)]\n",
+      "[('Zelle', 7274), ('Neighbor & dir', 7301, 7)]\n",
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+      "[('Zelle', 7276), ('Own', 6)]\n",
+      "[('Zelle', 7277), ('Neighbor & dir', 7304, 7)]\n",
+      "[('Zelle', 7278), ('Neighbor & dir', 7305, 7)]\n",
+      "[('Zelle', 7279), ('Neighbor & dir', 7306, 7)]\n",
+      "[('Zelle', 7280), ('Neighbor & dir', 7307, 7)]\n",
+      "[('Zelle', 7281), ('Neighbor & dir', 7308, 7)]\n",
+      "[('Zelle', 7282), ('Neighbor & dir', 7309, 7)]\n",
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+      "[('Zelle', 7285), ('Neighbor & dir', 7312, 7)]\n",
+      "[('Zelle', 7286), ('Neighbor & dir', 7313, 7)]\n",
+      "[('Zelle', 7287), ('Neighbor & dir', 7314, 7)]\n",
+      "[('Zelle', 7288), ('Neighbor & dir', 7315, 7)]\n",
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+      "[('Zelle', 7290), ('Neighbor & dir', 7317, 7)]\n",
+      "[('Zelle', 7291), ('Neighbor & dir', 7318, 7)]\n",
+      "[('Zelle', 7292), ('Neighbor & dir', 7319, 7)]\n",
+      "[('Zelle', 7293), ('Neighbor & dir', 7320, 7)]\n",
+      "[('Zelle', 7294), ('Neighbor & dir', 7321, 7)]\n",
+      "[('Zelle', 7295), ('Neighbor & dir', 7322, 7)]\n",
+      "[('Zelle', 7296), ('Neighbor & dir', 7323, 7)]\n",
+      "[('Zelle', 7297), ('Neighbor & dir', 7324, 7)]\n",
+      "[('Zelle', 7298), ('Neighbor & dir', 7325, 7)]\n",
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+      "[('Zelle', 7300), ('Neighbor & dir', 7327, 7)]\n",
+      "[('Zelle', 7301), ('Neighbor & dir', 7328, 7)]\n",
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+      "[('Zelle', 7304), ('Neighbor & dir', 7331, 7)]\n",
+      "[('Zelle', 7305), ('Neighbor & dir', 7332, 7)]\n",
+      "[('Zelle', 7306), ('Neighbor & dir', 7333, 7)]\n",
+      "[('Zelle', 7307), ('Neighbor & dir', 7334, 7)]\n",
+      "[('Zelle', 7308), ('Neighbor & dir', 7335, 7)]\n",
+      "[('Zelle', 7309), ('Neighbor & dir', 7336, 7)]\n",
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+      "[('Zelle', 7311), ('Neighbor & dir', 7338, 7)]\n",
+      "[('Zelle', 7312), ('Neighbor & dir', 7339, 7)]\n",
+      "[('Zelle', 7313), ('Neighbor & dir', 7340, 7)]\n",
+      "[('Zelle', 7314), ('Neighbor & dir', 7341, 7)]\n",
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+      "[('Zelle', 7316), ('Neighbor & dir', 7343, 7)]\n",
+      "[('Zelle', 7317), ('Neighbor & dir', 7344, 7)]\n",
+      "[('Zelle', 7318), ('Neighbor & dir', 7345, 7)]\n",
+      "[('Zelle', 7319), ('Neighbor & dir', 7346, 7)]\n",
+      "[('Zelle', 7320), ('Neighbor & dir', 7347, 7)]\n",
+      "[('Zelle', 7321), ('Neighbor & dir', 7348, 7)]\n",
+      "[('Zelle', 7322), ('Neighbor & dir', 7349, 7)]\n",
+      "[('Zelle', 7323), ('Neighbor & dir', 7350, 7)]\n",
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+      "[('Zelle', 7326), ('Neighbor & dir', 7353, 7)]\n",
+      "[('Zelle', 7327), ('Neighbor & dir', 7354, 7)]\n",
+      "[('Zelle', 7328), ('Own', 6)]\n",
+      "[('Zelle', 7329), ('Neighbor & dir', 7356, 7)]\n",
+      "[('Zelle', 7330), ('Neighbor & dir', 7357, 7)]\n",
+      "[('Zelle', 7331), ('Neighbor & dir', 7358, 7)]\n",
+      "[('Zelle', 7332), ('Neighbor & dir', 7359, 7)]\n",
+      "[('Zelle', 7333), ('Neighbor & dir', 7360, 7)]\n",
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+      "[('Zelle', 7335), ('Neighbor & dir', 7362, 7)]\n",
+      "[('Zelle', 7336), ('Neighbor & dir', 7363, 7)]\n",
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+      "[('Zelle', 7343), ('Neighbor & dir', 7370, 7)]\n",
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+      "[('Zelle', 7345), ('Neighbor & dir', 7372, 7)]\n",
+      "[('Zelle', 7346), ('Neighbor & dir', 7373, 7)]\n",
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+      "[('Zelle', 7349), ('Neighbor & dir', 7376, 7)]\n",
+      "[('Zelle', 7350), ('Neighbor & dir', 7377, 7)]\n",
+      "[('Zelle', 7351), ('Neighbor & dir', 7378, 7)]\n",
+      "[('Zelle', 7352), ('Neighbor & dir', 7379, 7)]\n",
+      "[('Zelle', 7353), ('Neighbor & dir', 7380, 7)]\n",
+      "[('Zelle', 7354), ('Own', 6)]\n",
+      "[('Zelle', 7355), ('Neighbor & dir', 7382, 7)]\n",
+      "[('Zelle', 7356), ('Neighbor & dir', 7383, 7)]\n",
+      "[('Zelle', 7357), ('Neighbor & dir', 7384, 7)]\n",
+      "[('Zelle', 7358), ('Neighbor & dir', 7385, 7)]\n",
+      "[('Zelle', 7359), ('Neighbor & dir', 7386, 7)]\n",
+      "[('Zelle', 7360), ('Neighbor & dir', 7387, 7)]\n",
+      "[('Zelle', 7361), ('Neighbor & dir', 7388, 7)]\n",
+      "[('Zelle', 7362), ('Neighbor & dir', 7389, 7)]\n",
+      "[('Zelle', 7363), ('Neighbor & dir', 7390, 7)]\n",
+      "[('Zelle', 7364), ('Neighbor & dir', 7391, 7)]\n",
+      "[('Zelle', 7365), ('Neighbor & dir', 7392, 7)]\n",
+      "[('Zelle', 7366), ('Neighbor & dir', 7393, 7)]\n",
+      "[('Zelle', 7367), ('Own', 6)]\n",
+      "[('Zelle', 7368), ('Neighbor & dir', 7395, 7)]\n",
+      "[('Zelle', 7369), ('Neighbor & dir', 7396, 7)]\n",
+      "[('Zelle', 7370), ('Neighbor & dir', 7397, 7)]\n",
+      "[('Zelle', 7371), ('Neighbor & dir', 7398, 7)]\n",
+      "[('Zelle', 7372), ('Neighbor & dir', 7399, 7)]\n",
+      "[('Zelle', 7373), ('Neighbor & dir', 7400, 7)]\n",
+      "[('Zelle', 7374), ('Neighbor & dir', 7401, 7)]\n",
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+      "[('Zelle', 8543), ('Neighbor & dir', 8570, 7)]\n",
+      "[('Zelle', 8544), ('Neighbor & dir', 8571, 7)]\n",
+      "[('Zelle', 8545), ('Neighbor & dir', 8572, 7)]\n",
+      "[('Zelle', 8546), ('Neighbor & dir', 8573, 7)]\n",
+      "[('Zelle', 8547), ('Neighbor & dir', 8574, 7)]\n",
+      "[('Zelle', 8548), ('Neighbor & dir', 8575, 7)]\n",
+      "[('Zelle', 8549), ('Neighbor & dir', 8576, 7)]\n",
+      "[('Zelle', 8550), ('Own', 6)]\n",
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+      "[('Zelle', 8552), ('Neighbor & dir', 8579, 7)]\n",
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+      "[('Zelle', 8557), ('Neighbor & dir', 8584, 7)]\n",
+      "[('Zelle', 8558), ('Neighbor & dir', 8585, 7)]\n",
+      "[('Zelle', 8559), ('Neighbor & dir', 8586, 7)]\n",
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+      "[('Zelle', 8562), ('Neighbor & dir', 8589, 7)]\n",
+      "[('Zelle', 8563), ('Own', 6)]\n",
+      "[('Zelle', 8564), ('Neighbor & dir', 8591, 7)]\n",
+      "[('Zelle', 8565), ('Neighbor & dir', 8592, 7)]\n",
+      "[('Zelle', 8566), ('Neighbor & dir', 8593, 7)]\n",
+      "[('Zelle', 8567), ('Neighbor & dir', 8594, 7)]\n",
+      "[('Zelle', 8568), ('Neighbor & dir', 8595, 7)]\n",
+      "[('Zelle', 8569), ('Neighbor & dir', 8596, 7)]\n",
+      "[('Zelle', 8570), ('Neighbor & dir', 8597, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 8572), ('Neighbor & dir', 8599, 7)]\n",
+      "[('Zelle', 8573), ('Neighbor & dir', 8600, 7)]\n",
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+      "[('Zelle', 8644), ('Neighbor & dir', 8671, 7)]\n",
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+      "[('Zelle', 9920), ('Neighbor & dir', 9947, 7)]\n",
+      "[('Zelle', 9921), ('Neighbor & dir', 9948, 7)]\n",
+      "[('Zelle', 9922), ('Neighbor & dir', 9949, 7)]\n",
+      "[('Zelle', 9923), ('Neighbor & dir', 9950, 7)]\n",
+      "[('Zelle', 9924), ('Neighbor & dir', 9951, 7)]\n",
+      "[('Zelle', 9925), ('Neighbor & dir', 9952, 7)]\n",
+      "[('Zelle', 9926), ('Neighbor & dir', 9953, 7)]\n",
+      "[('Zelle', 9927), ('Neighbor & dir', 9954, 7)]\n",
+      "[('Zelle', 9928), ('Own', 6)]\n",
+      "[('Zelle', 9929), ('Neighbor & dir', 9956, 7)]\n",
+      "[('Zelle', 9930), ('Neighbor & dir', 9957, 7)]\n",
+      "[('Zelle', 9931), ('Neighbor & dir', 9958, 7)]\n",
+      "[('Zelle', 9932), ('Neighbor & dir', 9959, 7)]\n",
+      "[('Zelle', 9933), ('Neighbor & dir', 9960, 7)]\n",
+      "[('Zelle', 9934), ('Neighbor & dir', 9961, 7)]\n",
+      "[('Zelle', 9935), ('Neighbor & dir', 9962, 7)]\n",
+      "[('Zelle', 9936), ('Neighbor & dir', 9963, 7)]\n",
+      "[('Zelle', 9937), ('Neighbor & dir', 9964, 7)]\n",
+      "[('Zelle', 9938), ('Neighbor & dir', 9965, 7)]\n",
+      "[('Zelle', 9939), ('Neighbor & dir', 9966, 7)]\n",
+      "[('Zelle', 9940), ('Neighbor & dir', 9967, 7)]\n",
+      "[('Zelle', 9941), ('Own', 6)]\n",
+      "[('Zelle', 9942), ('Neighbor & dir', 9969, 7)]\n",
+      "[('Zelle', 9943), ('Neighbor & dir', 9970, 7)]\n",
+      "[('Zelle', 9944), ('Neighbor & dir', 9971, 7)]\n",
+      "[('Zelle', 9945), ('Neighbor & dir', 9972, 7)]\n",
+      "[('Zelle', 9946), ('Neighbor & dir', 9973, 7)]\n",
+      "[('Zelle', 9947), ('Neighbor & dir', 9974, 7)]\n",
+      "[('Zelle', 9948), ('Neighbor & dir', 9975, 7)]\n",
+      "[('Zelle', 9949), ('Neighbor & dir', 9976, 7)]\n",
+      "[('Zelle', 9950), ('Neighbor & dir', 9977, 7)]\n",
+      "[('Zelle', 9951), ('Neighbor & dir', 9978, 7)]\n",
+      "[('Zelle', 9952), ('Neighbor & dir', 9979, 7)]\n",
+      "[('Zelle', 9953), ('Neighbor & dir', 9980, 7)]\n",
+      "[('Zelle', 9954), ('Own', 6)]\n",
+      "[('Zelle', 9955), ('Neighbor & dir', 9982, 7)]\n",
+      "[('Zelle', 9956), ('Neighbor & dir', 9983, 7)]\n",
+      "[('Zelle', 9957), ('Neighbor & dir', 9984, 7)]\n",
+      "[('Zelle', 9958), ('Neighbor & dir', 9985, 7)]\n",
+      "[('Zelle', 9959), ('Neighbor & dir', 9986, 7)]\n",
+      "[('Zelle', 9960), ('Neighbor & dir', 9987, 7)]\n",
+      "[('Zelle', 9961), ('Neighbor & dir', 9988, 7)]\n",
+      "[('Zelle', 9962), ('Neighbor & dir', 9989, 7)]\n",
+      "[('Zelle', 9963), ('Neighbor & dir', 9990, 7)]\n",
+      "[('Zelle', 9964), ('Neighbor & dir', 9991, 7)]\n",
+      "[('Zelle', 9965), ('Neighbor & dir', 9992, 7)]\n",
+      "[('Zelle', 9966), ('Neighbor & dir', 9993, 7)]\n",
+      "[('Zelle', 9967), ('Own', 6)]\n",
+      "[('Zelle', 9968), ('Neighbor & dir', 9995, 7)]\n",
+      "[('Zelle', 9969), ('Neighbor & dir', 9996, 7)]\n",
+      "[('Zelle', 9970), ('Neighbor & dir', 9997, 7)]\n",
+      "[('Zelle', 9971), ('Neighbor & dir', 9998, 7)]\n",
+      "[('Zelle', 9972), ('Neighbor & dir', 9999, 7)]\n",
+      "[('Zelle', 9973), ('Neighbor & dir', 10000, 7)]\n",
+      "[('Zelle', 9974), ('Neighbor & dir', 10001, 7)]\n",
+      "[('Zelle', 9975), ('Neighbor & dir', 10002, 7)]\n",
+      "[('Zelle', 9976), ('Neighbor & dir', 10003, 7)]\n",
+      "[('Zelle', 9977), ('Neighbor & dir', 10004, 7)]\n",
+      "[('Zelle', 9978), ('Neighbor & dir', 10005, 7)]\n",
+      "[('Zelle', 9979), ('Neighbor & dir', 10006, 7)]\n",
+      "[('Zelle', 9980), ('Own', 6)]\n",
+      "[('Zelle', 9981), ('Neighbor & dir', 10008, 7)]\n",
+      "[('Zelle', 9982), ('Neighbor & dir', 10009, 7)]\n",
+      "[('Zelle', 9983), ('Neighbor & dir', 10010, 7)]\n",
+      "[('Zelle', 9984), ('Neighbor & dir', 10011, 7)]\n",
+      "[('Zelle', 9985), ('Neighbor & dir', 10012, 7)]\n",
+      "[('Zelle', 9986), ('Neighbor & dir', 10013, 7)]\n",
+      "[('Zelle', 9987), ('Neighbor & dir', 10014, 7)]\n",
+      "[('Zelle', 9988), ('Neighbor & dir', 10015, 7)]\n",
+      "[('Zelle', 9989), ('Neighbor & dir', 10016, 7)]\n",
+      "[('Zelle', 9990), ('Neighbor & dir', 10017, 7)]\n",
+      "[('Zelle', 9991), ('Neighbor & dir', 10018, 7)]\n",
+      "[('Zelle', 9992), ('Neighbor & dir', 10019, 7)]\n",
+      "[('Zelle', 9993), ('Own', 6)]\n",
+      "[('Zelle', 9994), ('Neighbor & dir', 10021, 7)]\n",
+      "[('Zelle', 9995), ('Neighbor & dir', 10022, 7)]\n",
+      "[('Zelle', 9996), ('Neighbor & dir', 10023, 7)]\n",
+      "[('Zelle', 9997), ('Neighbor & dir', 10024, 7)]\n",
+      "[('Zelle', 9998), ('Neighbor & dir', 10025, 7)]\n",
+      "[('Zelle', 9999), ('Neighbor & dir', 10026, 7)]\n",
+      "[('Zelle', 10000), ('Neighbor & dir', 10027, 7)]\n",
+      "[('Zelle', 10001), ('Neighbor & dir', 10028, 7)]\n",
+      "[('Zelle', 10002), ('Neighbor & dir', 10029, 7)]\n",
+      "[('Zelle', 10003), ('Neighbor & dir', 10030, 7)]\n",
+      "[('Zelle', 10004), ('Neighbor & dir', 10031, 7)]\n",
+      "[('Zelle', 10005), ('Neighbor & dir', 10032, 7)]\n",
+      "[('Zelle', 10006), ('Own', 6)]\n",
+      "[('Zelle', 10007), ('Neighbor & dir', 10034, 7)]\n",
+      "[('Zelle', 10008), ('Neighbor & dir', 10035, 7)]\n",
+      "[('Zelle', 10009), ('Neighbor & dir', 10036, 7)]\n",
+      "[('Zelle', 10010), ('Neighbor & dir', 10037, 7)]\n",
+      "[('Zelle', 10011), ('Neighbor & dir', 10038, 7)]\n",
+      "[('Zelle', 10012), ('Neighbor & dir', 10039, 7)]\n",
+      "[('Zelle', 10013), ('Neighbor & dir', 10040, 7)]\n",
+      "[('Zelle', 10014), ('Neighbor & dir', 10041, 7)]\n",
+      "[('Zelle', 10015), ('Neighbor & dir', 10042, 7)]\n",
+      "[('Zelle', 10016), ('Neighbor & dir', 10043, 7)]\n",
+      "[('Zelle', 10017), ('Neighbor & dir', 10044, 7)]\n",
+      "[('Zelle', 10018), ('Neighbor & dir', 10045, 7)]\n",
+      "[('Zelle', 10019), ('Own', 6)]\n",
+      "[('Zelle', 10020), ('Neighbor & dir', 10047, 7)]\n",
+      "[('Zelle', 10021), ('Neighbor & dir', 10048, 7)]\n",
+      "[('Zelle', 10022), ('Neighbor & dir', 10049, 7)]\n",
+      "[('Zelle', 10023), ('Neighbor & dir', 10050, 7)]\n",
+      "[('Zelle', 10024), ('Neighbor & dir', 10051, 7)]\n",
+      "[('Zelle', 10025), ('Neighbor & dir', 10052, 7)]\n",
+      "[('Zelle', 10026), ('Neighbor & dir', 10053, 7)]\n",
+      "[('Zelle', 10027), ('Neighbor & dir', 10054, 7)]\n",
+      "[('Zelle', 10028), ('Neighbor & dir', 10055, 7)]\n",
+      "[('Zelle', 10029), ('Neighbor & dir', 10056, 7)]\n",
+      "[('Zelle', 10030), ('Neighbor & dir', 10057, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 10031), ('Neighbor & dir', 10058, 7)]\n",
+      "[('Zelle', 10032), ('Own', 6)]\n",
+      "[('Zelle', 10033), ('Neighbor & dir', 10060, 7)]\n",
+      "[('Zelle', 10034), ('Neighbor & dir', 10061, 7)]\n",
+      "[('Zelle', 10035), ('Neighbor & dir', 10062, 7)]\n",
+      "[('Zelle', 10036), ('Neighbor & dir', 10063, 7)]\n",
+      "[('Zelle', 10037), ('Neighbor & dir', 10064, 7)]\n",
+      "[('Zelle', 10038), ('Neighbor & dir', 10065, 7)]\n",
+      "[('Zelle', 10039), ('Neighbor & dir', 10066, 7)]\n",
+      "[('Zelle', 10040), ('Neighbor & dir', 10067, 7)]\n",
+      "[('Zelle', 10041), ('Neighbor & dir', 10068, 7)]\n",
+      "[('Zelle', 10042), ('Neighbor & dir', 10069, 7)]\n",
+      "[('Zelle', 10043), ('Neighbor & dir', 10070, 7)]\n",
+      "[('Zelle', 10044), ('Neighbor & dir', 10071, 7)]\n",
+      "[('Zelle', 10045), ('Own', 6)]\n",
+      "[('Zelle', 10046), ('Neighbor & dir', 10073, 7)]\n",
+      "[('Zelle', 10047), ('Neighbor & dir', 10074, 7)]\n",
+      "[('Zelle', 10048), ('Neighbor & dir', 10075, 7)]\n",
+      "[('Zelle', 10049), ('Neighbor & dir', 10076, 7)]\n",
+      "[('Zelle', 10050), ('Neighbor & dir', 10077, 7)]\n",
+      "[('Zelle', 10051), ('Neighbor & dir', 10078, 7)]\n",
+      "[('Zelle', 10052), ('Neighbor & dir', 10079, 7)]\n",
+      "[('Zelle', 10053), ('Neighbor & dir', 10080, 7)]\n",
+      "[('Zelle', 10054), ('Neighbor & dir', 10081, 7)]\n",
+      "[('Zelle', 10055), ('Neighbor & dir', 10082, 7)]\n",
+      "[('Zelle', 10056), ('Neighbor & dir', 10083, 7)]\n",
+      "[('Zelle', 10057), ('Neighbor & dir', 10084, 7)]\n",
+      "[('Zelle', 10058), ('Own', 6)]\n",
+      "[('Zelle', 10059), ('Neighbor & dir', 10086, 7)]\n",
+      "[('Zelle', 10060), ('Neighbor & dir', 10087, 7)]\n",
+      "[('Zelle', 10061), ('Neighbor & dir', 10088, 7)]\n",
+      "[('Zelle', 10062), ('Neighbor & dir', 10089, 7)]\n",
+      "[('Zelle', 10063), ('Neighbor & dir', 10090, 7)]\n",
+      "[('Zelle', 10064), ('Neighbor & dir', 10091, 7)]\n",
+      "[('Zelle', 10065), ('Neighbor & dir', 10092, 7)]\n",
+      "[('Zelle', 10066), ('Neighbor & dir', 10093, 7)]\n",
+      "[('Zelle', 10067), ('Neighbor & dir', 10094, 7)]\n",
+      "[('Zelle', 10068), ('Neighbor & dir', 10095, 7)]\n",
+      "[('Zelle', 10069), ('Neighbor & dir', 10096, 7)]\n",
+      "[('Zelle', 10070), ('Neighbor & dir', 10097, 7)]\n",
+      "[('Zelle', 10071), ('Own', 6)]\n",
+      "[('Zelle', 10072), ('Neighbor & dir', 10099, 7)]\n",
+      "[('Zelle', 10073), ('Neighbor & dir', 10100, 7)]\n",
+      "[('Zelle', 10074), ('Neighbor & dir', 10101, 7)]\n",
+      "[('Zelle', 10075), ('Neighbor & dir', 10102, 7)]\n",
+      "[('Zelle', 10076), ('Neighbor & dir', 10103, 7)]\n",
+      "[('Zelle', 10077), ('Neighbor & dir', 10104, 7)]\n",
+      "[('Zelle', 10078), ('Neighbor & dir', 10105, 7)]\n",
+      "[('Zelle', 10079), ('Neighbor & dir', 10106, 7)]\n",
+      "[('Zelle', 10080), ('Neighbor & dir', 10107, 7)]\n",
+      "[('Zelle', 10081), ('Neighbor & dir', 10108, 7)]\n",
+      "[('Zelle', 10082), ('Neighbor & dir', 10109, 7)]\n",
+      "[('Zelle', 10083), ('Neighbor & dir', 10110, 7)]\n",
+      "[('Zelle', 10084), ('Own', 6)]\n",
+      "[('Zelle', 10085), ('Neighbor & dir', 10112, 7)]\n",
+      "[('Zelle', 10086), ('Neighbor & dir', 10113, 7)]\n",
+      "[('Zelle', 10087), ('Neighbor & dir', 10114, 7)]\n",
+      "[('Zelle', 10088), ('Neighbor & dir', 10115, 7)]\n",
+      "[('Zelle', 10089), ('Neighbor & dir', 10116, 7)]\n",
+      "[('Zelle', 10090), ('Neighbor & dir', 10117, 7)]\n",
+      "[('Zelle', 10091), ('Neighbor & dir', 10118, 7)]\n",
+      "[('Zelle', 10092), ('Neighbor & dir', 10119, 7)]\n",
+      "[('Zelle', 10093), ('Neighbor & dir', 10120, 7)]\n",
+      "[('Zelle', 10094), ('Neighbor & dir', 10121, 7)]\n",
+      "[('Zelle', 10095), ('Neighbor & dir', 10122, 7)]\n",
+      "[('Zelle', 10096), ('Neighbor & dir', 10123, 7)]\n",
+      "[('Zelle', 10097), ('Own', 6)]\n",
+      "[('Zelle', 10098), ('Neighbor & dir', 10125, 7)]\n",
+      "[('Zelle', 10099), ('Neighbor & dir', 10126, 7)]\n",
+      "[('Zelle', 10100), ('Neighbor & dir', 10127, 7)]\n",
+      "[('Zelle', 10101), ('Neighbor & dir', 10128, 7)]\n",
+      "[('Zelle', 10102), ('Neighbor & dir', 10129, 7)]\n",
+      "[('Zelle', 10103), ('Neighbor & dir', 10130, 7)]\n",
+      "[('Zelle', 10104), ('Neighbor & dir', 10131, 7)]\n",
+      "[('Zelle', 10105), ('Neighbor & dir', 10132, 7)]\n",
+      "[('Zelle', 10106), ('Neighbor & dir', 10133, 7)]\n",
+      "[('Zelle', 10107), ('Neighbor & dir', 10134, 7)]\n",
+      "[('Zelle', 10108), ('Neighbor & dir', 10135, 7)]\n",
+      "[('Zelle', 10109), ('Neighbor & dir', 10136, 7)]\n",
+      "[('Zelle', 10110), ('Own', 6)]\n",
+      "[('Zelle', 10111), ('Neighbor & dir', 10138, 7)]\n",
+      "[('Zelle', 10112), ('Neighbor & dir', 10139, 7)]\n",
+      "[('Zelle', 10113), ('Neighbor & dir', 10140, 7)]\n",
+      "[('Zelle', 10114), ('Neighbor & dir', 10141, 7)]\n",
+      "[('Zelle', 10115), ('Neighbor & dir', 10142, 7)]\n",
+      "[('Zelle', 10116), ('Neighbor & dir', 10143, 7)]\n",
+      "[('Zelle', 10117), ('Neighbor & dir', 10144, 7)]\n",
+      "[('Zelle', 10118), ('Neighbor & dir', 10145, 7)]\n",
+      "[('Zelle', 10119), ('Neighbor & dir', 10146, 7)]\n",
+      "[('Zelle', 10120), ('Neighbor & dir', 10147, 7)]\n",
+      "[('Zelle', 10121), ('Neighbor & dir', 10148, 7)]\n",
+      "[('Zelle', 10122), ('Neighbor & dir', 10149, 7)]\n",
+      "[('Zelle', 10123), ('Own', 6)]\n",
+      "[('Zelle', 10124), ('Neighbor & dir', 10151, 7)]\n",
+      "[('Zelle', 10125), ('Neighbor & dir', 10152, 7)]\n",
+      "[('Zelle', 10126), ('Neighbor & dir', 10153, 7)]\n",
+      "[('Zelle', 10127), ('Neighbor & dir', 10154, 7)]\n",
+      "[('Zelle', 10128), ('Neighbor & dir', 10155, 7)]\n",
+      "[('Zelle', 10129), ('Neighbor & dir', 10156, 7)]\n",
+      "[('Zelle', 10130), ('Neighbor & dir', 10157, 7)]\n",
+      "[('Zelle', 10131), ('Neighbor & dir', 10158, 7)]\n",
+      "[('Zelle', 10132), ('Neighbor & dir', 10159, 7)]\n",
+      "[('Zelle', 10133), ('Neighbor & dir', 10160, 7)]\n",
+      "[('Zelle', 10134), ('Neighbor & dir', 10161, 7)]\n",
+      "[('Zelle', 10135), ('Neighbor & dir', 10162, 7)]\n",
+      "[('Zelle', 10136), ('Own', 6)]\n",
+      "[('Zelle', 10137), ('Neighbor & dir', 10164, 7)]\n",
+      "[('Zelle', 10138), ('Neighbor & dir', 10165, 7)]\n",
+      "[('Zelle', 10139), ('Neighbor & dir', 10166, 7)]\n",
+      "[('Zelle', 10140), ('Neighbor & dir', 10167, 7)]\n",
+      "[('Zelle', 10141), ('Neighbor & dir', 10168, 7)]\n",
+      "[('Zelle', 10142), ('Neighbor & dir', 10169, 7)]\n",
+      "[('Zelle', 10143), ('Neighbor & dir', 10170, 7)]\n",
+      "[('Zelle', 10144), ('Neighbor & dir', 10171, 7)]\n",
+      "[('Zelle', 10145), ('Neighbor & dir', 10172, 7)]\n",
+      "[('Zelle', 10146), ('Neighbor & dir', 10173, 7)]\n",
+      "[('Zelle', 10147), ('Neighbor & dir', 10174, 7)]\n",
+      "[('Zelle', 10148), ('Neighbor & dir', 10175, 7)]\n",
+      "[('Zelle', 10149), ('Own', 6)]\n",
+      "[('Zelle', 10150), ('Neighbor & dir', 10177, 7)]\n",
+      "[('Zelle', 10151), ('Neighbor & dir', 10178, 7)]\n",
+      "[('Zelle', 10152), ('Neighbor & dir', 10179, 7)]\n",
+      "[('Zelle', 10153), ('Neighbor & dir', 10180, 7)]\n",
+      "[('Zelle', 10154), ('Neighbor & dir', 10181, 7)]\n",
+      "[('Zelle', 10155), ('Neighbor & dir', 10182, 7)]\n",
+      "[('Zelle', 10156), ('Neighbor & dir', 10183, 7)]\n",
+      "[('Zelle', 10157), ('Neighbor & dir', 10184, 7)]\n",
+      "[('Zelle', 10158), ('Neighbor & dir', 10185, 7)]\n",
+      "[('Zelle', 10159), ('Neighbor & dir', 10186, 7)]\n",
+      "[('Zelle', 10160), ('Neighbor & dir', 10187, 7)]\n",
+      "[('Zelle', 10161), ('Neighbor & dir', 10188, 7)]\n",
+      "[('Zelle', 10162), ('Own', 6)]\n",
+      "[('Zelle', 10163), ('Neighbor & dir', 10190, 7)]\n",
+      "[('Zelle', 10164), ('Neighbor & dir', 10191, 7)]\n",
+      "[('Zelle', 10165), ('Neighbor & dir', 10192, 7)]\n",
+      "[('Zelle', 10166), ('Neighbor & dir', 10193, 7)]\n",
+      "[('Zelle', 10167), ('Neighbor & dir', 10194, 7)]\n",
+      "[('Zelle', 10168), ('Neighbor & dir', 10195, 7)]\n",
+      "[('Zelle', 10169), ('Neighbor & dir', 10196, 7)]\n",
+      "[('Zelle', 10170), ('Neighbor & dir', 10197, 7)]\n",
+      "[('Zelle', 10171), ('Neighbor & dir', 10198, 7)]\n",
+      "[('Zelle', 10172), ('Neighbor & dir', 10199, 7)]\n",
+      "[('Zelle', 10173), ('Neighbor & dir', 10200, 7)]\n",
+      "[('Zelle', 10174), ('Neighbor & dir', 10201, 7)]\n",
+      "[('Zelle', 10175), ('Own', 6)]\n",
+      "[('Zelle', 10176), ('Neighbor & dir', 10203, 7)]\n",
+      "[('Zelle', 10177), ('Neighbor & dir', 10204, 7)]\n",
+      "[('Zelle', 10178), ('Neighbor & dir', 10205, 7)]\n",
+      "[('Zelle', 10179), ('Neighbor & dir', 10206, 7)]\n",
+      "[('Zelle', 10180), ('Neighbor & dir', 10207, 7)]\n",
+      "[('Zelle', 10181), ('Neighbor & dir', 10208, 7)]\n",
+      "[('Zelle', 10182), ('Neighbor & dir', 10209, 7)]\n",
+      "[('Zelle', 10183), ('Neighbor & dir', 10210, 7)]\n",
+      "[('Zelle', 10184), ('Neighbor & dir', 10211, 7)]\n",
+      "[('Zelle', 10185), ('Neighbor & dir', 10212, 7)]\n",
+      "[('Zelle', 10186), ('Neighbor & dir', 10213, 7)]\n",
+      "[('Zelle', 10187), ('Neighbor & dir', 10214, 7)]\n",
+      "[('Zelle', 10188), ('Own', 6)]\n",
+      "[('Zelle', 10189), ('Neighbor & dir', 10216, 7)]\n",
+      "[('Zelle', 10190), ('Neighbor & dir', 10217, 7)]\n",
+      "[('Zelle', 10191), ('Neighbor & dir', 10218, 7)]\n",
+      "[('Zelle', 10192), ('Neighbor & dir', 10219, 7)]\n",
+      "[('Zelle', 10193), ('Neighbor & dir', 10220, 7)]\n",
+      "[('Zelle', 10194), ('Neighbor & dir', 10221, 7)]\n",
+      "[('Zelle', 10195), ('Neighbor & dir', 10222, 7)]\n",
+      "[('Zelle', 10196), ('Neighbor & dir', 10223, 7)]\n",
+      "[('Zelle', 10197), ('Neighbor & dir', 10224, 7)]\n",
+      "[('Zelle', 10198), ('Neighbor & dir', 10225, 7)]\n",
+      "[('Zelle', 10199), ('Neighbor & dir', 10226, 7)]\n",
+      "[('Zelle', 10200), ('Neighbor & dir', 10227, 7)]\n",
+      "[('Zelle', 10201), ('Own', 6)]\n",
+      "[('Zelle', 10202), ('Neighbor & dir', 10229, 7)]\n",
+      "[('Zelle', 10203), ('Neighbor & dir', 10230, 7)]\n",
+      "[('Zelle', 10204), ('Neighbor & dir', 10231, 7)]\n",
+      "[('Zelle', 10205), ('Neighbor & dir', 10232, 7)]\n",
+      "[('Zelle', 10206), ('Neighbor & dir', 10233, 7)]\n",
+      "[('Zelle', 10207), ('Neighbor & dir', 10234, 7)]\n",
+      "[('Zelle', 10208), ('Neighbor & dir', 10235, 7)]\n",
+      "[('Zelle', 10209), ('Neighbor & dir', 10236, 7)]\n",
+      "[('Zelle', 10210), ('Neighbor & dir', 10237, 7)]\n",
+      "[('Zelle', 10211), ('Neighbor & dir', 10238, 7)]\n",
+      "[('Zelle', 10212), ('Neighbor & dir', 10239, 7)]\n",
+      "[('Zelle', 10213), ('Neighbor & dir', 10240, 7)]\n",
+      "[('Zelle', 10214), ('Own', 6)]\n",
+      "[('Zelle', 10215), ('Neighbor & dir', 10242, 7)]\n",
+      "[('Zelle', 10216), ('Neighbor & dir', 10243, 7)]\n",
+      "[('Zelle', 10217), ('Neighbor & dir', 10244, 7)]\n",
+      "[('Zelle', 10218), ('Neighbor & dir', 10245, 7)]\n",
+      "[('Zelle', 10219), ('Neighbor & dir', 10246, 7)]\n",
+      "[('Zelle', 10220), ('Neighbor & dir', 10247, 7)]\n",
+      "[('Zelle', 10221), ('Neighbor & dir', 10248, 7)]\n",
+      "[('Zelle', 10222), ('Neighbor & dir', 10249, 7)]\n",
+      "[('Zelle', 10223), ('Neighbor & dir', 10250, 7)]\n",
+      "[('Zelle', 10224), ('Neighbor & dir', 10251, 7)]\n",
+      "[('Zelle', 10225), ('Neighbor & dir', 10252, 7)]\n",
+      "[('Zelle', 10226), ('Neighbor & dir', 10253, 7)]\n",
+      "[('Zelle', 10227), ('Own', 6)]\n",
+      "[('Zelle', 10228), ('Neighbor & dir', 10255, 7)]\n",
+      "[('Zelle', 10229), ('Neighbor & dir', 10256, 7)]\n",
+      "[('Zelle', 10230), ('Neighbor & dir', 10257, 7)]\n",
+      "[('Zelle', 10231), ('Neighbor & dir', 10258, 7)]\n",
+      "[('Zelle', 10232), ('Neighbor & dir', 10259, 7)]\n",
+      "[('Zelle', 10233), ('Neighbor & dir', 10260, 7)]\n",
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+      "[('Zelle', 11286), ('Neighbor & dir', 11313, 7)]\n",
+      "[('Zelle', 11287), ('Neighbor & dir', 11314, 7)]\n",
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+      "[('Zelle', 11292), ('Neighbor & dir', 11319, 7)]\n",
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+      "[('Zelle', 11311), ('Neighbor & dir', 11338, 7)]\n",
+      "[('Zelle', 11312), ('Neighbor & dir', 11339, 7)]\n",
+      "[('Zelle', 11313), ('Neighbor & dir', 11340, 7)]\n",
+      "[('Zelle', 11314), ('Neighbor & dir', 11341, 7)]\n",
+      "[('Zelle', 11315), ('Neighbor & dir', 11342, 7)]\n",
+      "[('Zelle', 11316), ('Neighbor & dir', 11343, 7)]\n",
+      "[('Zelle', 11317), ('Neighbor & dir', 11344, 7)]\n",
+      "[('Zelle', 11318), ('Neighbor & dir', 11345, 7)]\n",
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+      "[('Zelle', 11344), ('Neighbor & dir', 11371, 7)]\n",
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+      "[('Zelle', 11347), ('Neighbor & dir', 11374, 7)]\n",
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+      "[('Zelle', 11349), ('Neighbor & dir', 11376, 7)]\n",
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+      "[('Zelle', 11351), ('Neighbor & dir', 11378, 7)]\n",
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+      "[('Zelle', 11354), ('Neighbor & dir', 11381, 7)]\n",
+      "[('Zelle', 11355), ('Neighbor & dir', 11382, 7)]\n",
+      "[('Zelle', 11356), ('Neighbor & dir', 11383, 7)]\n",
+      "[('Zelle', 11357), ('Neighbor & dir', 11384, 7)]\n",
+      "[('Zelle', 11358), ('Own', 6)]\n",
+      "[('Zelle', 11359), ('Neighbor & dir', 11386, 7)]\n",
+      "[('Zelle', 11360), ('Neighbor & dir', 11387, 7)]\n",
+      "[('Zelle', 11361), ('Neighbor & dir', 11388, 7)]\n",
+      "[('Zelle', 11362), ('Neighbor & dir', 11389, 7)]\n",
+      "[('Zelle', 11363), ('Neighbor & dir', 11390, 7)]\n",
+      "[('Zelle', 11364), ('Neighbor & dir', 11391, 7)]\n",
+      "[('Zelle', 11365), ('Neighbor & dir', 11392, 7)]\n",
+      "[('Zelle', 11366), ('Neighbor & dir', 11393, 7)]\n",
+      "[('Zelle', 11367), ('Neighbor & dir', 11394, 7)]\n",
+      "[('Zelle', 11368), ('Neighbor & dir', 11395, 7)]\n",
+      "[('Zelle', 11369), ('Neighbor & dir', 11396, 7)]\n",
+      "[('Zelle', 11370), ('Neighbor & dir', 11397, 7)]\n",
+      "[('Zelle', 11371), ('Own', 6)]\n",
+      "[('Zelle', 11372), ('Neighbor & dir', 11399, 7)]\n",
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+      "[('Zelle', 11374), ('Neighbor & dir', 11401, 7)]\n",
+      "[('Zelle', 11375), ('Neighbor & dir', 11402, 7)]\n",
+      "[('Zelle', 11376), ('Neighbor & dir', 11403, 7)]\n",
+      "[('Zelle', 11377), ('Neighbor & dir', 11404, 7)]\n",
+      "[('Zelle', 11378), ('Neighbor & dir', 11405, 7)]\n",
+      "[('Zelle', 11379), ('Neighbor & dir', 11406, 7)]\n",
+      "[('Zelle', 11380), ('Neighbor & dir', 11407, 7)]\n",
+      "[('Zelle', 11381), ('Neighbor & dir', 11408, 7)]\n",
+      "[('Zelle', 11382), ('Neighbor & dir', 11409, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 11383), ('Neighbor & dir', 11410, 7)]\n",
+      "[('Zelle', 11384), ('Own', 6)]\n",
+      "[('Zelle', 11385), ('Neighbor & dir', 11412, 7)]\n",
+      "[('Zelle', 11386), ('Neighbor & dir', 11413, 7)]\n",
+      "[('Zelle', 11387), ('Neighbor & dir', 11414, 7)]\n",
+      "[('Zelle', 11388), ('Neighbor & dir', 11415, 7)]\n",
+      "[('Zelle', 11389), ('Neighbor & dir', 11416, 7)]\n",
+      "[('Zelle', 11390), ('Neighbor & dir', 11417, 7)]\n",
+      "[('Zelle', 11391), ('Neighbor & dir', 11418, 7)]\n",
+      "[('Zelle', 11392), ('Neighbor & dir', 11419, 7)]\n",
+      "[('Zelle', 11393), ('Neighbor & dir', 11420, 7)]\n",
+      "[('Zelle', 11394), ('Neighbor & dir', 11421, 7)]\n",
+      "[('Zelle', 11395), ('Neighbor & dir', 11422, 7)]\n",
+      "[('Zelle', 11396), ('Neighbor & dir', 11423, 7)]\n",
+      "[('Zelle', 11397), ('Own', 6)]\n",
+      "[('Zelle', 11398), ('Neighbor & dir', 11425, 7)]\n",
+      "[('Zelle', 11399), ('Neighbor & dir', 11426, 7)]\n",
+      "[('Zelle', 11400), ('Neighbor & dir', 11427, 7)]\n",
+      "[('Zelle', 11401), ('Neighbor & dir', 11428, 7)]\n",
+      "[('Zelle', 11402), ('Neighbor & dir', 11429, 7)]\n",
+      "[('Zelle', 11403), ('Neighbor & dir', 11430, 7)]\n",
+      "[('Zelle', 11404), ('Neighbor & dir', 11431, 7)]\n",
+      "[('Zelle', 11405), ('Neighbor & dir', 11432, 7)]\n",
+      "[('Zelle', 11406), ('Neighbor & dir', 11433, 7)]\n",
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+      "[('Zelle', 12779), ('Neighbor & dir', 12806, 7)]\n",
+      "[('Zelle', 12780), ('Neighbor & dir', 12807, 7)]\n",
+      "[('Zelle', 12781), ('Neighbor & dir', 12808, 7)]\n",
+      "[('Zelle', 12782), ('Neighbor & dir', 12809, 7)]\n",
+      "[('Zelle', 12783), ('Neighbor & dir', 12810, 7)]\n",
+      "[('Zelle', 12784), ('Neighbor & dir', 12811, 7)]\n",
+      "[('Zelle', 12785), ('Neighbor & dir', 12812, 7)]\n",
+      "[('Zelle', 12786), ('Neighbor & dir', 12813, 7)]\n",
+      "[('Zelle', 12787), ('Neighbor & dir', 12814, 7)]\n",
+      "[('Zelle', 12788), ('Own', 6)]\n",
+      "[('Zelle', 12789), ('Neighbor & dir', 12816, 7)]\n",
+      "[('Zelle', 12790), ('Neighbor & dir', 12817, 7)]\n",
+      "[('Zelle', 12791), ('Neighbor & dir', 12818, 7)]\n",
+      "[('Zelle', 12792), ('Neighbor & dir', 12819, 7)]\n",
+      "[('Zelle', 12793), ('Neighbor & dir', 12820, 7)]\n",
+      "[('Zelle', 12794), ('Neighbor & dir', 12821, 7)]\n",
+      "[('Zelle', 12795), ('Neighbor & dir', 12822, 7)]\n",
+      "[('Zelle', 12796), ('Neighbor & dir', 12823, 7)]\n",
+      "[('Zelle', 12797), ('Neighbor & dir', 12824, 7)]\n",
+      "[('Zelle', 12798), ('Neighbor & dir', 12825, 7)]\n",
+      "[('Zelle', 12799), ('Neighbor & dir', 12826, 7)]\n",
+      "[('Zelle', 12800), ('Neighbor & dir', 12827, 7)]\n",
+      "[('Zelle', 12801), ('Own', 6)]\n",
+      "[('Zelle', 12802), ('Neighbor & dir', 12829, 7)]\n",
+      "[('Zelle', 12803), ('Neighbor & dir', 12830, 7)]\n",
+      "[('Zelle', 12804), ('Neighbor & dir', 12831, 7)]\n",
+      "[('Zelle', 12805), ('Neighbor & dir', 12832, 7)]\n",
+      "[('Zelle', 12806), ('Neighbor & dir', 12833, 7)]\n",
+      "[('Zelle', 12807), ('Neighbor & dir', 12834, 7)]\n",
+      "[('Zelle', 12808), ('Neighbor & dir', 12835, 7)]\n",
+      "[('Zelle', 12809), ('Neighbor & dir', 12836, 7)]\n",
+      "[('Zelle', 12810), ('Neighbor & dir', 12837, 7)]\n",
+      "[('Zelle', 12811), ('Neighbor & dir', 12838, 7)]\n",
+      "[('Zelle', 12812), ('Neighbor & dir', 12839, 7)]\n",
+      "[('Zelle', 12813), ('Neighbor & dir', 12840, 7)]\n",
+      "[('Zelle', 12814), ('Own', 6)]\n",
+      "[('Zelle', 12815), ('Neighbor & dir', 12842, 7)]\n",
+      "[('Zelle', 12816), ('Neighbor & dir', 12843, 7)]\n",
+      "[('Zelle', 12817), ('Neighbor & dir', 12844, 7)]\n",
+      "[('Zelle', 12818), ('Neighbor & dir', 12845, 7)]\n",
+      "[('Zelle', 12819), ('Neighbor & dir', 12846, 7)]\n",
+      "[('Zelle', 12820), ('Neighbor & dir', 12847, 7)]\n",
+      "[('Zelle', 12821), ('Neighbor & dir', 12848, 7)]\n",
+      "[('Zelle', 12822), ('Neighbor & dir', 12849, 7)]\n",
+      "[('Zelle', 12823), ('Neighbor & dir', 12850, 7)]\n",
+      "[('Zelle', 12824), ('Neighbor & dir', 12851, 7)]\n",
+      "[('Zelle', 12825), ('Neighbor & dir', 12852, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 12826), ('Neighbor & dir', 12853, 7)]\n",
+      "[('Zelle', 12827), ('Own', 6)]\n",
+      "[('Zelle', 12828), ('Neighbor & dir', 12855, 7)]\n",
+      "[('Zelle', 12829), ('Neighbor & dir', 12856, 7)]\n",
+      "[('Zelle', 12830), ('Neighbor & dir', 12857, 7)]\n",
+      "[('Zelle', 12831), ('Neighbor & dir', 12858, 7)]\n",
+      "[('Zelle', 12832), ('Neighbor & dir', 12859, 7)]\n",
+      "[('Zelle', 12833), ('Neighbor & dir', 12860, 7)]\n",
+      "[('Zelle', 12834), ('Neighbor & dir', 12861, 7)]\n",
+      "[('Zelle', 12835), ('Neighbor & dir', 12862, 7)]\n",
+      "[('Zelle', 12836), ('Neighbor & dir', 12863, 7)]\n",
+      "[('Zelle', 12837), ('Neighbor & dir', 12864, 7)]\n",
+      "[('Zelle', 12838), ('Neighbor & dir', 12865, 7)]\n",
+      "[('Zelle', 12839), ('Neighbor & dir', 12866, 7)]\n",
+      "[('Zelle', 12840), ('Own', 6)]\n",
+      "[('Zelle', 12841), ('Neighbor & dir', 12868, 7)]\n",
+      "[('Zelle', 12842), ('Neighbor & dir', 12869, 7)]\n",
+      "[('Zelle', 12843), ('Neighbor & dir', 12870, 7)]\n",
+      "[('Zelle', 12844), ('Neighbor & dir', 12871, 7)]\n",
+      "[('Zelle', 12845), ('Neighbor & dir', 12872, 7)]\n",
+      "[('Zelle', 12846), ('Neighbor & dir', 12873, 7)]\n",
+      "[('Zelle', 12847), ('Neighbor & dir', 12874, 7)]\n",
+      "[('Zelle', 12848), ('Neighbor & dir', 12875, 7)]\n",
+      "[('Zelle', 12849), ('Neighbor & dir', 12876, 7)]\n",
+      "[('Zelle', 12850), ('Neighbor & dir', 12877, 7)]\n",
+      "[('Zelle', 12851), ('Neighbor & dir', 12878, 7)]\n",
+      "[('Zelle', 12852), ('Neighbor & dir', 12879, 7)]\n",
+      "[('Zelle', 12853), ('Own', 6)]\n",
+      "[('Zelle', 12854), ('Neighbor & dir', 12881, 7)]\n",
+      "[('Zelle', 12855), ('Neighbor & dir', 12882, 7)]\n",
+      "[('Zelle', 12856), ('Neighbor & dir', 12883, 7)]\n",
+      "[('Zelle', 12857), ('Neighbor & dir', 12884, 7)]\n",
+      "[('Zelle', 12858), ('Neighbor & dir', 12885, 7)]\n",
+      "[('Zelle', 12859), ('Neighbor & dir', 12886, 7)]\n",
+      "[('Zelle', 12860), ('Neighbor & dir', 12887, 7)]\n",
+      "[('Zelle', 12861), ('Neighbor & dir', 12888, 7)]\n",
+      "[('Zelle', 12862), ('Neighbor & dir', 12889, 7)]\n",
+      "[('Zelle', 12863), ('Neighbor & dir', 12890, 7)]\n",
+      "[('Zelle', 12864), ('Neighbor & dir', 12891, 7)]\n",
+      "[('Zelle', 12865), ('Neighbor & dir', 12892, 7)]\n",
+      "[('Zelle', 12866), ('Own', 6)]\n",
+      "[('Zelle', 12867), ('Neighbor & dir', 12894, 7)]\n",
+      "[('Zelle', 12868), ('Neighbor & dir', 12895, 7)]\n",
+      "[('Zelle', 12869), ('Neighbor & dir', 12896, 7)]\n",
+      "[('Zelle', 12870), ('Neighbor & dir', 12897, 7)]\n",
+      "[('Zelle', 12871), ('Neighbor & dir', 12898, 7)]\n",
+      "[('Zelle', 12872), ('Neighbor & dir', 12899, 7)]\n",
+      "[('Zelle', 12873), ('Neighbor & dir', 12900, 7)]\n",
+      "[('Zelle', 12874), ('Neighbor & dir', 12901, 7)]\n",
+      "[('Zelle', 12875), ('Neighbor & dir', 12902, 7)]\n",
+      "[('Zelle', 12876), ('Neighbor & dir', 12903, 7)]\n",
+      "[('Zelle', 12877), ('Neighbor & dir', 12904, 7)]\n",
+      "[('Zelle', 12878), ('Neighbor & dir', 12905, 7)]\n",
+      "[('Zelle', 12879), ('Own', 6)]\n",
+      "[('Zelle', 12880), ('Neighbor & dir', 12907, 7)]\n",
+      "[('Zelle', 12881), ('Neighbor & dir', 12908, 7)]\n",
+      "[('Zelle', 12882), ('Neighbor & dir', 12909, 7)]\n",
+      "[('Zelle', 12883), ('Neighbor & dir', 12910, 7)]\n",
+      "[('Zelle', 12884), ('Neighbor & dir', 12911, 7)]\n",
+      "[('Zelle', 12885), ('Neighbor & dir', 12912, 7)]\n",
+      "[('Zelle', 12886), ('Neighbor & dir', 12913, 7)]\n",
+      "[('Zelle', 12887), ('Neighbor & dir', 12914, 7)]\n",
+      "[('Zelle', 12888), ('Neighbor & dir', 12915, 7)]\n",
+      "[('Zelle', 12889), ('Neighbor & dir', 12916, 7)]\n",
+      "[('Zelle', 12890), ('Neighbor & dir', 12917, 7)]\n",
+      "[('Zelle', 12891), ('Neighbor & dir', 12918, 7)]\n",
+      "[('Zelle', 12892), ('Own', 6)]\n",
+      "[('Zelle', 12893), ('Neighbor & dir', 12920, 7)]\n",
+      "[('Zelle', 12894), ('Neighbor & dir', 12921, 7)]\n",
+      "[('Zelle', 12895), ('Neighbor & dir', 12922, 7)]\n",
+      "[('Zelle', 12896), ('Neighbor & dir', 12923, 7)]\n",
+      "[('Zelle', 12897), ('Neighbor & dir', 12924, 7)]\n",
+      "[('Zelle', 12898), ('Neighbor & dir', 12925, 7)]\n",
+      "[('Zelle', 12899), ('Neighbor & dir', 12926, 7)]\n",
+      "[('Zelle', 12900), ('Neighbor & dir', 12927, 7)]\n",
+      "[('Zelle', 12901), ('Neighbor & dir', 12928, 7)]\n",
+      "[('Zelle', 12902), ('Neighbor & dir', 12929, 7)]\n",
+      "[('Zelle', 12903), ('Neighbor & dir', 12930, 7)]\n",
+      "[('Zelle', 12904), ('Neighbor & dir', 12931, 7)]\n",
+      "[('Zelle', 12905), ('Own', 6)]\n",
+      "[('Zelle', 12906), ('Neighbor & dir', 12933, 7)]\n",
+      "[('Zelle', 12907), ('Neighbor & dir', 12934, 7)]\n",
+      "[('Zelle', 12908), ('Neighbor & dir', 12935, 7)]\n",
+      "[('Zelle', 12909), ('Neighbor & dir', 12936, 7)]\n",
+      "[('Zelle', 12910), ('Neighbor & dir', 12937, 7)]\n",
+      "[('Zelle', 12911), ('Neighbor & dir', 12938, 7)]\n",
+      "[('Zelle', 12912), ('Neighbor & dir', 12939, 7)]\n",
+      "[('Zelle', 12913), ('Neighbor & dir', 12940, 7)]\n",
+      "[('Zelle', 12914), ('Neighbor & dir', 12941, 7)]\n",
+      "[('Zelle', 12915), ('Neighbor & dir', 12942, 7)]\n",
+      "[('Zelle', 12916), ('Neighbor & dir', 12943, 7)]\n",
+      "[('Zelle', 12917), ('Neighbor & dir', 12944, 7)]\n",
+      "[('Zelle', 12918), ('Own', 6)]\n",
+      "[('Zelle', 12919), ('Neighbor & dir', 12946, 7)]\n",
+      "[('Zelle', 12920), ('Neighbor & dir', 12947, 7)]\n",
+      "[('Zelle', 12921), ('Neighbor & dir', 12948, 7)]\n",
+      "[('Zelle', 12922), ('Neighbor & dir', 12949, 7)]\n",
+      "[('Zelle', 12923), ('Neighbor & dir', 12950, 7)]\n",
+      "[('Zelle', 12924), ('Neighbor & dir', 12951, 7)]\n",
+      "[('Zelle', 12925), ('Neighbor & dir', 12952, 7)]\n",
+      "[('Zelle', 12926), ('Neighbor & dir', 12953, 7)]\n",
+      "[('Zelle', 12927), ('Neighbor & dir', 12954, 7)]\n",
+      "[('Zelle', 12928), ('Neighbor & dir', 12955, 7)]\n",
+      "[('Zelle', 12929), ('Neighbor & dir', 12956, 7)]\n",
+      "[('Zelle', 12930), ('Neighbor & dir', 12957, 7)]\n",
+      "[('Zelle', 12931), ('Own', 6)]\n",
+      "[('Zelle', 12932), ('Neighbor & dir', 12959, 7)]\n",
+      "[('Zelle', 12933), ('Neighbor & dir', 12960, 7)]\n",
+      "[('Zelle', 12934), ('Neighbor & dir', 12961, 7)]\n",
+      "[('Zelle', 12935), ('Neighbor & dir', 12962, 7)]\n",
+      "[('Zelle', 12936), ('Neighbor & dir', 12963, 7)]\n",
+      "[('Zelle', 12937), ('Neighbor & dir', 12964, 7)]\n",
+      "[('Zelle', 12938), ('Neighbor & dir', 12965, 7)]\n",
+      "[('Zelle', 12939), ('Neighbor & dir', 12966, 7)]\n",
+      "[('Zelle', 12940), ('Neighbor & dir', 12967, 7)]\n",
+      "[('Zelle', 12941), ('Neighbor & dir', 12968, 7)]\n",
+      "[('Zelle', 12942), ('Neighbor & dir', 12969, 7)]\n",
+      "[('Zelle', 12943), ('Neighbor & dir', 12970, 7)]\n",
+      "[('Zelle', 12944), ('Own', 6)]\n",
+      "[('Zelle', 12945), ('Neighbor & dir', 12972, 7)]\n",
+      "[('Zelle', 12946), ('Neighbor & dir', 12973, 7)]\n",
+      "[('Zelle', 12947), ('Neighbor & dir', 12974, 7)]\n",
+      "[('Zelle', 12948), ('Neighbor & dir', 12975, 7)]\n",
+      "[('Zelle', 12949), ('Neighbor & dir', 12976, 7)]\n",
+      "[('Zelle', 12950), ('Neighbor & dir', 12977, 7)]\n",
+      "[('Zelle', 12951), ('Neighbor & dir', 12978, 7)]\n",
+      "[('Zelle', 12952), ('Neighbor & dir', 12979, 7)]\n",
+      "[('Zelle', 12953), ('Neighbor & dir', 12980, 7)]\n",
+      "[('Zelle', 12954), ('Neighbor & dir', 12981, 7)]\n",
+      "[('Zelle', 12955), ('Neighbor & dir', 12982, 7)]\n",
+      "[('Zelle', 12956), ('Neighbor & dir', 12983, 7)]\n",
+      "[('Zelle', 12957), ('Own', 6)]\n",
+      "[('Zelle', 12958), ('Neighbor & dir', 12985, 7)]\n",
+      "[('Zelle', 12959), ('Neighbor & dir', 12986, 7)]\n",
+      "[('Zelle', 12960), ('Neighbor & dir', 12987, 7)]\n",
+      "[('Zelle', 12961), ('Neighbor & dir', 12988, 7)]\n",
+      "[('Zelle', 12962), ('Neighbor & dir', 12989, 7)]\n",
+      "[('Zelle', 12963), ('Neighbor & dir', 12990, 7)]\n",
+      "[('Zelle', 12964), ('Neighbor & dir', 12991, 7)]\n",
+      "[('Zelle', 12965), ('Neighbor & dir', 12992, 7)]\n",
+      "[('Zelle', 12966), ('Neighbor & dir', 12993, 7)]\n",
+      "[('Zelle', 12967), ('Neighbor & dir', 12994, 7)]\n",
+      "[('Zelle', 12968), ('Neighbor & dir', 12995, 7)]\n",
+      "[('Zelle', 12969), ('Neighbor & dir', 12996, 7)]\n",
+      "[('Zelle', 12970), ('Own', 6)]\n",
+      "[('Zelle', 12971), ('Neighbor & dir', 12998, 7)]\n",
+      "[('Zelle', 12972), ('Neighbor & dir', 12999, 7)]\n",
+      "[('Zelle', 12973), ('Neighbor & dir', 13000, 7)]\n",
+      "[('Zelle', 12974), ('Neighbor & dir', 13001, 7)]\n",
+      "[('Zelle', 12975), ('Neighbor & dir', 13002, 7)]\n",
+      "[('Zelle', 12976), ('Neighbor & dir', 13003, 7)]\n",
+      "[('Zelle', 12977), ('Neighbor & dir', 13004, 7)]\n",
+      "[('Zelle', 12978), ('Neighbor & dir', 13005, 7)]\n",
+      "[('Zelle', 12979), ('Neighbor & dir', 13006, 7)]\n",
+      "[('Zelle', 12980), ('Neighbor & dir', 13007, 7)]\n",
+      "[('Zelle', 12981), ('Neighbor & dir', 13008, 7)]\n",
+      "[('Zelle', 12982), ('Neighbor & dir', 13009, 7)]\n",
+      "[('Zelle', 12983), ('Own', 6)]\n",
+      "[('Zelle', 12984), ('Neighbor & dir', 13011, 7)]\n",
+      "[('Zelle', 12985), ('Neighbor & dir', 13012, 7)]\n",
+      "[('Zelle', 12986), ('Neighbor & dir', 13013, 7)]\n",
+      "[('Zelle', 12987), ('Neighbor & dir', 13014, 7)]\n",
+      "[('Zelle', 12988), ('Neighbor & dir', 13015, 7)]\n",
+      "[('Zelle', 12989), ('Neighbor & dir', 13016, 7)]\n",
+      "[('Zelle', 12990), ('Neighbor & dir', 13017, 7)]\n",
+      "[('Zelle', 12991), ('Neighbor & dir', 13018, 7)]\n",
+      "[('Zelle', 12992), ('Neighbor & dir', 13019, 7)]\n",
+      "[('Zelle', 12993), ('Neighbor & dir', 13020, 7)]\n",
+      "[('Zelle', 12994), ('Neighbor & dir', 13021, 7)]\n",
+      "[('Zelle', 12995), ('Neighbor & dir', 13022, 7)]\n",
+      "[('Zelle', 12996), ('Own', 6)]\n",
+      "[('Zelle', 12997), ('Neighbor & dir', 13024, 7)]\n",
+      "[('Zelle', 12998), ('Neighbor & dir', 13025, 7)]\n",
+      "[('Zelle', 12999), ('Neighbor & dir', 13026, 7)]\n",
+      "[('Zelle', 13000), ('Neighbor & dir', 13027, 7)]\n",
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+      "[('Zelle', 13003), ('Neighbor & dir', 13030, 7)]\n",
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+      "[('Zelle', 13005), ('Neighbor & dir', 13032, 7)]\n",
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+      "[('Zelle', 13007), ('Neighbor & dir', 13034, 7)]\n",
+      "[('Zelle', 13008), ('Neighbor & dir', 13035, 7)]\n",
+      "[('Zelle', 13009), ('Own', 6)]\n",
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+      "[('Zelle', 13013), ('Neighbor & dir', 13040, 7)]\n",
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+      "[('Zelle', 13016), ('Neighbor & dir', 13043, 7)]\n",
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+      "[('Zelle', 13019), ('Neighbor & dir', 13046, 7)]\n",
+      "[('Zelle', 13020), ('Neighbor & dir', 13047, 7)]\n",
+      "[('Zelle', 13021), ('Neighbor & dir', 13048, 7)]\n",
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+      "[('Zelle', 13027), ('Neighbor & dir', 13054, 7)]\n",
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+      "[('Zelle', 13029), ('Neighbor & dir', 13056, 7)]\n",
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+      "[('Zelle', 13038), ('Neighbor & dir', 13065, 7)]\n",
+      "[('Zelle', 13039), ('Neighbor & dir', 13066, 7)]\n",
+      "[('Zelle', 13040), ('Neighbor & dir', 13067, 7)]\n",
+      "[('Zelle', 13041), ('Neighbor & dir', 13068, 7)]\n",
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+      "[('Zelle', 13043), ('Neighbor & dir', 13070, 7)]\n",
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+      "[('Zelle', 13047), ('Neighbor & dir', 13074, 7)]\n",
+      "[('Zelle', 13048), ('Own', 6)]\n",
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+      "[('Zelle', 13056), ('Neighbor & dir', 13083, 7)]\n",
+      "[('Zelle', 13057), ('Neighbor & dir', 13084, 7)]\n",
+      "[('Zelle', 13058), ('Neighbor & dir', 13085, 7)]\n",
+      "[('Zelle', 13059), ('Neighbor & dir', 13086, 7)]\n",
+      "[('Zelle', 13060), ('Neighbor & dir', 13087, 7)]\n",
+      "[('Zelle', 13061), ('Own', 6)]\n",
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+      "[('Zelle', 13063), ('Neighbor & dir', 13090, 7)]\n",
+      "[('Zelle', 13064), ('Neighbor & dir', 13091, 7)]\n",
+      "[('Zelle', 13065), ('Neighbor & dir', 13092, 7)]\n",
+      "[('Zelle', 13066), ('Neighbor & dir', 13093, 7)]\n",
+      "[('Zelle', 13067), ('Neighbor & dir', 13094, 7)]\n",
+      "[('Zelle', 13068), ('Neighbor & dir', 13095, 7)]\n",
+      "[('Zelle', 13069), ('Neighbor & dir', 13096, 7)]\n",
+      "[('Zelle', 13070), ('Neighbor & dir', 13097, 7)]\n",
+      "[('Zelle', 13071), ('Neighbor & dir', 13098, 7)]\n",
+      "[('Zelle', 13072), ('Neighbor & dir', 13099, 7)]\n",
+      "[('Zelle', 13073), ('Neighbor & dir', 13100, 7)]\n",
+      "[('Zelle', 13074), ('Neighbor & dir', 13101, 7)]\n",
+      "[('Zelle', 13075), ('Neighbor & dir', 13176, 7)]\n",
+      "[('Zelle', 13076), ('Neighbor & dir', 13177, 7)]\n",
+      "[('Zelle', 13077), ('Neighbor & dir', 13178, 7)]\n",
+      "[('Zelle', 13078), ('Neighbor & dir', 13179, 7)]\n",
+      "[('Zelle', 13079), ('Neighbor & dir', 13180, 7)]\n",
+      "[('Zelle', 13080), ('Neighbor & dir', 13181, 7)]\n",
+      "[('Zelle', 13081), ('Neighbor & dir', 13182, 7)]\n",
+      "[('Zelle', 13082), ('Neighbor & dir', 13183, 7)]\n",
+      "[('Zelle', 13083), ('Neighbor & dir', 13184, 7)]\n",
+      "[('Zelle', 13084), ('Neighbor & dir', 13185, 7)]\n",
+      "[('Zelle', 13085), ('Neighbor & dir', 13186, 7)]\n",
+      "[('Zelle', 13086), ('Neighbor & dir', 13187, 7)]\n",
+      "[('Zelle', 13087), ('Own', 6)]\n",
+      "[('Zelle', 13088), ('Neighbor & dir', 13189, 7)]\n",
+      "[('Zelle', 13089), ('Neighbor & dir', 13190, 7)]\n",
+      "[('Zelle', 13090), ('Neighbor & dir', 13191, 7)]\n",
+      "[('Zelle', 13091), ('Neighbor & dir', 13192, 7)]\n",
+      "[('Zelle', 13092), ('Neighbor & dir', 13193, 7)]\n",
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+      "[('Zelle', 14037), ('Neighbor & dir', 14138, 7)]\n",
+      "[('Zelle', 14038), ('Neighbor & dir', 14139, 7)]\n",
+      "[('Zelle', 14039), ('Neighbor & dir', 14140, 7)]\n",
+      "[('Zelle', 14040), ('Neighbor & dir', 14141, 7)]\n",
+      "[('Zelle', 14041), ('Neighbor & dir', 14142, 7)]\n",
+      "[('Zelle', 14042), ('Neighbor & dir', 14143, 7)]\n",
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+      "[('Zelle', 14081), ('Neighbor & dir', 14182, 7)]\n",
+      "[('Zelle', 14082), ('Neighbor & dir', 14183, 7)]\n",
+      "[('Zelle', 14083), ('Neighbor & dir', 14184, 7)]\n",
+      "[('Zelle', 14084), ('Neighbor & dir', 14185, 7)]\n",
+      "[('Zelle', 14085), ('Neighbor & dir', 14186, 7)]\n",
+      "[('Zelle', 14086), ('Neighbor & dir', 14187, 7)]\n",
+      "[('Zelle', 14087), ('Own', 6)]\n",
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+      "[('Zelle', 14096), ('Neighbor & dir', 14197, 7)]\n",
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+      "[('Zelle', 14100), ('Neighbor & dir', 14201, 7)]\n",
+      "[('Zelle', 14101), ('Neighbor & dir', 14202, 7)]\n",
+      "[('Zelle', 14102), ('Neighbor & dir', 14203, 7)]\n",
+      "[('Zelle', 14103), ('Neighbor & dir', 14204, 7)]\n",
+      "[('Zelle', 14104), ('Neighbor & dir', 14205, 7)]\n",
+      "[('Zelle', 14105), ('Neighbor & dir', 14206, 7)]\n",
+      "[('Zelle', 14106), ('Neighbor & dir', 14207, 7)]\n",
+      "[('Zelle', 14107), ('Neighbor & dir', 14208, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 14109), ('Neighbor & dir', 14210, 7)]\n",
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+      "[('Zelle', 15453), ('Neighbor & dir', 15554, 7)]\n",
+      "[('Zelle', 15454), ('Neighbor & dir', 15555, 7)]\n",
+      "[('Zelle', 15455), ('Neighbor & dir', 15556, 7)]\n",
+      "[('Zelle', 15456), ('Neighbor & dir', 15557, 7)]\n",
+      "[('Zelle', 15457), ('Neighbor & dir', 15558, 7)]\n",
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+      "[('Zelle', 15473), ('Neighbor & dir', 15574, 7)]\n",
+      "[('Zelle', 15474), ('Neighbor & dir', 15575, 7)]\n",
+      "[('Zelle', 15475), ('Neighbor & dir', 15576, 7)]\n",
+      "[('Zelle', 15476), ('Neighbor & dir', 15577, 7)]\n",
+      "[('Zelle', 15477), ('Neighbor & dir', 15578, 7)]\n",
+      "[('Zelle', 15478), ('Neighbor & dir', 15579, 7)]\n",
+      "[('Zelle', 15479), ('Neighbor & dir', 15580, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 15480), ('Neighbor & dir', 15581, 7)]\n",
+      "[('Zelle', 15481), ('Neighbor & dir', 15582, 7)]\n",
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+      "[('Zelle', 16763), ('Neighbor & dir', 16864, 7)]\n",
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+      "[('Zelle', 16801), ('Neighbor & dir', 16902, 7)]\n",
+      "[('Zelle', 16802), ('Neighbor & dir', 16903, 7)]\n",
+      "[('Zelle', 16803), ('Neighbor & dir', 16904, 7)]\n",
+      "[('Zelle', 16804), ('Neighbor & dir', 16905, 7)]\n",
+      "[('Zelle', 16805), ('Neighbor & dir', 16906, 7)]\n",
+      "[('Zelle', 16806), ('Neighbor & dir', 16907, 7)]\n",
+      "[('Zelle', 16807), ('Neighbor & dir', 16908, 7)]\n",
+      "[('Zelle', 16808), ('Neighbor & dir', 16909, 7)]\n",
+      "[('Zelle', 16809), ('Neighbor & dir', 16910, 7)]\n",
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+      "[('Zelle', 16811), ('Neighbor & dir', 16912, 7)]\n",
+      "[('Zelle', 16812), ('Neighbor & dir', 16913, 7)]\n",
+      "[('Zelle', 16813), ('Neighbor & dir', 16914, 7)]\n",
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+      "[('Zelle', 16815), ('Neighbor & dir', 16916, 7)]\n",
+      "[('Zelle', 16816), ('Neighbor & dir', 16917, 7)]\n",
+      "[('Zelle', 16817), ('Neighbor & dir', 16918, 7)]\n",
+      "[('Zelle', 16818), ('Neighbor & dir', 16919, 7)]\n",
+      "[('Zelle', 16819), ('Neighbor & dir', 16920, 7)]\n",
+      "[('Zelle', 16820), ('Neighbor & dir', 16921, 7)]\n",
+      "[('Zelle', 16821), ('Neighbor & dir', 16922, 7)]\n",
+      "[('Zelle', 16822), ('Neighbor & dir', 16923, 7)]\n",
+      "[('Zelle', 16823), ('Neighbor & dir', 16924, 7)]\n",
+      "[('Zelle', 16824), ('Neighbor & dir', 16925, 7)]\n",
+      "[('Zelle', 16825), ('Neighbor & dir', 16926, 7)]\n",
+      "[('Zelle', 16826), ('Neighbor & dir', 16927, 7)]\n",
+      "[('Zelle', 16827), ('Neighbor & dir', 16928, 7)]\n",
+      "[('Zelle', 16828), ('Neighbor & dir', 16929, 7)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 16829), ('Neighbor & dir', 16930, 7)]\n",
+      "[('Zelle', 16830), ('Neighbor & dir', 16931, 7)]\n",
+      "[('Zelle', 16831), ('Neighbor & dir', 16932, 7)]\n",
+      "[('Zelle', 16832), ('Neighbor & dir', 16933, 7)]\n",
+      "[('Zelle', 16833), ('Neighbor & dir', 16934, 7)]\n",
+      "[('Zelle', 16834), ('Neighbor & dir', 16935, 7)]\n",
+      "[('Zelle', 16835), ('Neighbor & dir', 16936, 7)]\n",
+      "[('Zelle', 16836), ('Neighbor & dir', 16937, 7)]\n",
+      "[('Zelle', 16837), ('Neighbor & dir', 16938, 7)]\n",
+      "[('Zelle', 16838), ('Neighbor & dir', 16939, 7)]\n",
+      "[('Zelle', 16839), ('Neighbor & dir', 16940, 7)]\n",
+      "[('Zelle', 16840), ('Neighbor & dir', 16941, 7)]\n",
+      "[('Zelle', 16841), ('Neighbor & dir', 16942, 7)]\n",
+      "[('Zelle', 16842), ('Neighbor & dir', 16943, 7)]\n",
+      "[('Zelle', 16843), ('Neighbor & dir', 16944, 7)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 18409), ('Neighbor & dir', 18510, 7)]\n",
+      "[('Zelle', 18410), ('Neighbor & dir', 18511, 7)]\n",
+      "[('Zelle', 18411), ('Neighbor & dir', 18512, 7)]\n",
+      "[('Zelle', 18412), ('Neighbor & dir', 18513, 7)]\n",
+      "[('Zelle', 18413), ('Neighbor & dir', 18514, 7)]\n",
+      "[('Zelle', 18414), ('Neighbor & dir', 18515, 7)]\n",
+      "[('Zelle', 18415), ('Neighbor & dir', 18516, 7)]\n",
+      "[('Zelle', 18416), ('Neighbor & dir', 18517, 7)]\n",
+      "[('Zelle', 18417), ('Neighbor & dir', 18518, 7)]\n",
+      "[('Zelle', 18418), ('Neighbor & dir', 18519, 7)]\n",
+      "[('Zelle', 18419), ('Neighbor & dir', 18520, 7)]\n",
+      "[('Zelle', 18420), ('Neighbor & dir', 18521, 7)]\n",
+      "[('Zelle', 18421), ('Neighbor & dir', 18522, 7)]\n",
+      "[('Zelle', 18422), ('Neighbor & dir', 18523, 7)]\n",
+      "[('Zelle', 18423), ('Neighbor & dir', 18524, 7)]\n",
+      "[('Zelle', 18424), ('Neighbor & dir', 18525, 7)]\n",
+      "[('Zelle', 18425), ('Neighbor & dir', 18526, 7)]\n",
+      "[('Zelle', 18426), ('Neighbor & dir', 18527, 7)]\n",
+      "[('Zelle', 18427), ('Neighbor & dir', 18528, 7)]\n",
+      "[('Zelle', 18428), ('Neighbor & dir', 18529, 7)]\n",
+      "[('Zelle', 18429), ('Neighbor & dir', 18530, 7)]\n",
+      "[('Zelle', 18430), ('Neighbor & dir', 18531, 7)]\n",
+      "[('Zelle', 18431), ('Neighbor & dir', 18532, 7)]\n",
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+      "[('Zelle', 18435), ('Neighbor & dir', 18536, 7)]\n",
+      "[('Zelle', 18436), ('Neighbor & dir', 18537, 7)]\n",
+      "[('Zelle', 18437), ('Neighbor & dir', 18538, 7)]\n",
+      "[('Zelle', 18438), ('Neighbor & dir', 18539, 7)]\n",
+      "[('Zelle', 18439), ('Neighbor & dir', 18540, 7)]\n",
+      "[('Zelle', 18440), ('Neighbor & dir', 18541, 7)]\n",
+      "[('Zelle', 18441), ('Neighbor & dir', 18542, 7)]\n",
+      "[('Zelle', 18442), ('Neighbor & dir', 18543, 7)]\n",
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+      "[('Zelle', 18444), ('Neighbor & dir', 18545, 7)]\n",
+      "[('Zelle', 18445), ('Neighbor & dir', 18546, 7)]\n",
+      "[('Zelle', 18446), ('Neighbor & dir', 18547, 7)]\n",
+      "[('Zelle', 18447), ('Neighbor & dir', 18548, 7)]\n",
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+      "[('Zelle', 18466), ('Neighbor & dir', 18567, 7)]\n",
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+      "[('Zelle', 18472), ('Neighbor & dir', 18573, 7)]\n",
+      "[('Zelle', 18473), ('Neighbor & dir', 18574, 7)]\n",
+      "[('Zelle', 18474), ('Neighbor & dir', 18575, 7)]\n",
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+      "[('Zelle', 18477), ('Neighbor & dir', 18578, 7)]\n",
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+      "[('Zelle', 18479), ('Neighbor & dir', 18580, 7)]\n",
+      "[('Zelle', 18480), ('Neighbor & dir', 18581, 7)]\n",
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+      "[('Zelle', 18483), ('Neighbor & dir', 18584, 7)]\n",
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+      "[('Zelle', 18485), ('Neighbor & dir', 18586, 7)]\n",
+      "[('Zelle', 18486), ('Neighbor & dir', 18587, 7)]\n",
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+      "[('Zelle', 18489), ('Neighbor & dir', 18590, 7)]\n",
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+      "[('Zelle', 18493), ('Neighbor & dir', 18594, 7)]\n",
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+      "[('Zelle', 18499), ('Neighbor & dir', 18600, 7)]\n",
+      "[('Zelle', 18500), ('Neighbor & dir', 18601, 7)]\n",
+      "[('Zelle', 18501), ('Neighbor & dir', 18602, 7)]\n",
+      "[('Zelle', 18502), ('Neighbor & dir', 18603, 7)]\n",
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+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18665), ('At Border Else', 77, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18666), ('At Border Else', 78, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18667), ('At Border Else', 79, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18668), ('At Border Else', 80, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18669), ('At Border Else', 81, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18670), ('At Border Else', 82, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18671), ('At Border Else', 83, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18672), ('At Border Else', 84, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18673), ('At Border Else', 85, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18674), ('At Border Else', 86, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
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+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18676), ('At Border Else', 88, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18677), ('At Border Else', 89, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18678), ('At Border Else', 90, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18679), ('At Border Else', 91, 'Second')]\n",
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+      "after 1\n",
+      "[('Zelle', 18680), ('At Border Else', 92, 'Second')]\n",
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+      "[('Zelle', 18681), ('At Border Else', 93, 'Second')]\n",
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+      "[('Zelle', 18682), ('At Border Else', 94, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18683), ('At Border Else', 95, 'Second')]\n",
+      "before 401\n",
+      "after 1\n",
+      "[('Zelle', 18684), ('At Border Else', 96, 'Second')]\n",
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+      "[('Zelle', 57), ('At Border Else', 18645, 'First')]\n",
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+      "[('Zelle', 66), ('At Border Else', 18654, 'First')]\n",
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+      "[('Zelle', 67), ('At Border Else', 18655, 'First')]\n",
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+      "[('Zelle', 68), ('At Border Else', 18656, 'First')]\n",
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+      "[('Zelle', 69), ('At Border Else', 18657, 'First')]\n",
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+      "[('Zelle', 70), ('At Border Else', 18658, 'First')]\n",
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+      "[('Zelle', 71), ('At Border Else', 18659, 'First')]\n",
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+      "[('Zelle', 78), ('At Border Else', 18666, 'First')]\n",
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+      "[('Zelle', 79), ('At Border Else', 18667, 'First')]\n",
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+      "after 400\n",
+      "[('Zelle', 80), ('At Border Else', 18668, 'First')]\n",
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+      "[('Zelle', 82), ('At Border Else', 18670, 'First')]\n",
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+      "[('Zelle', 83), ('At Border Else', 18671, 'First')]\n",
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+      "[('Zelle', 84), ('At Border Else', 18672, 'First')]\n",
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+      "[('Zelle', 85), ('At Border Else', 18673, 'First')]\n",
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+      "[('Zelle', 86), ('At Border Else', 18674, 'First')]\n",
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+      "after 400\n",
+      "[('Zelle', 88), ('At Border Else', 18676, 'First')]\n",
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+      "[('Zelle', 89), ('At Border Else', 18677, 'First')]\n",
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+      "[('Zelle', 90), ('At Border Else', 18678, 'First')]\n",
+      "before 0\n",
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+      "[('Zelle', 91), ('At Border Else', 18679, 'First')]\n",
+      "before 0\n",
+      "after 400\n",
+      "[('Zelle', 92), ('At Border Else', 18680, 'First')]\n",
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+      "after 400\n",
+      "[('Zelle', 93), ('At Border Else', 18681, 'First')]\n",
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+      "after 400\n",
+      "[('Zelle', 94), ('At Border Else', 18682, 'First')]\n",
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+      "after 400\n",
+      "[('Zelle', 95), ('At Border Else', 18683, 'First')]\n",
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+      "after 400\n",
+      "[('Zelle', 96), ('At Border Else', 18684, 'First')]\n",
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+      "[('Zelle', 97), ('At Border Else', 18685, 'First')]\n",
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+      "after 400\n",
+      "[('Zelle', 98), ('At Border Else', 18686, 'First')]\n",
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+      "[('Zelle', 100), ('Neighbor & dir', 1, 8)]\n",
+      "[('Zelle', 101), ('Neighbor & dir', 2, 8)]\n",
+      "[('Zelle', 102), ('Neighbor & dir', 3, 8)]\n",
+      "[('Zelle', 103), ('Neighbor & dir', 4, 8)]\n",
+      "[('Zelle', 104), ('Neighbor & dir', 5, 8)]\n",
+      "[('Zelle', 105), ('Neighbor & dir', 6, 8)]\n",
+      "[('Zelle', 106), ('Neighbor & dir', 7, 8)]\n",
+      "[('Zelle', 107), ('Neighbor & dir', 8, 8)]\n",
+      "[('Zelle', 108), ('Neighbor & dir', 9, 8)]\n",
+      "[('Zelle', 109), ('Neighbor & dir', 10, 8)]\n",
+      "[('Zelle', 110), ('Neighbor & dir', 11, 8)]\n",
+      "[('Zelle', 111), ('Neighbor & dir', 12, 8)]\n",
+      "[('Zelle', 112), ('Neighbor & dir', 13, 8)]\n",
+      "[('Zelle', 113), ('Neighbor & dir', 14, 8)]\n",
+      "[('Zelle', 114), ('Neighbor & dir', 15, 8)]\n",
+      "[('Zelle', 115), ('Neighbor & dir', 16, 8)]\n",
+      "[('Zelle', 116), ('Neighbor & dir', 17, 8)]\n",
+      "[('Zelle', 117), ('Neighbor & dir', 18, 8)]\n",
+      "[('Zelle', 118), ('Neighbor & dir', 19, 8)]\n",
+      "[('Zelle', 119), ('Neighbor & dir', 20, 8)]\n",
+      "[('Zelle', 120), ('Neighbor & dir', 21, 8)]\n",
+      "[('Zelle', 121), ('Neighbor & dir', 22, 8)]\n",
+      "[('Zelle', 122), ('Neighbor & dir', 23, 8)]\n",
+      "[('Zelle', 123), ('Neighbor & dir', 24, 8)]\n",
+      "[('Zelle', 124), ('Neighbor & dir', 25, 8)]\n",
+      "[('Zelle', 125), ('Neighbor & dir', 26, 8)]\n",
+      "[('Zelle', 126), ('Neighbor & dir', 27, 8)]\n",
+      "[('Zelle', 127), ('Neighbor & dir', 28, 8)]\n",
+      "[('Zelle', 128), ('Neighbor & dir', 29, 8)]\n",
+      "[('Zelle', 129), ('Neighbor & dir', 30, 8)]\n",
+      "[('Zelle', 130), ('Neighbor & dir', 31, 8)]\n",
+      "[('Zelle', 131), ('Neighbor & dir', 32, 8)]\n",
+      "[('Zelle', 132), ('Neighbor & dir', 33, 8)]\n",
+      "[('Zelle', 133), ('Neighbor & dir', 34, 8)]\n",
+      "[('Zelle', 134), ('Neighbor & dir', 35, 8)]\n",
+      "[('Zelle', 135), ('Neighbor & dir', 36, 8)]\n",
+      "[('Zelle', 136), ('Neighbor & dir', 37, 8)]\n",
+      "[('Zelle', 137), ('Neighbor & dir', 38, 8)]\n",
+      "[('Zelle', 138), ('Neighbor & dir', 39, 8)]\n",
+      "[('Zelle', 139), ('Neighbor & dir', 40, 8)]\n",
+      "[('Zelle', 140), ('Neighbor & dir', 41, 8)]\n",
+      "[('Zelle', 141), ('Neighbor & dir', 42, 8)]\n",
+      "[('Zelle', 142), ('Neighbor & dir', 43, 8)]\n",
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+      "[('Zelle', 144), ('Neighbor & dir', 45, 8)]\n",
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+      "[('Zelle', 146), ('Neighbor & dir', 47, 8)]\n",
+      "[('Zelle', 147), ('Neighbor & dir', 48, 8)]\n",
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+      "[('Zelle', 151), ('Neighbor & dir', 52, 8)]\n",
+      "[('Zelle', 152), ('Neighbor & dir', 53, 8)]\n",
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+      "[('Zelle', 675), ('Neighbor & dir', 576, 8)]\n",
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+      "[('Zelle', 679), ('Neighbor & dir', 580, 8)]\n",
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+      "[('Zelle', 698), ('Neighbor & dir', 599, 8)]\n",
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+      "[('Zelle', 701), ('Neighbor & dir', 602, 8)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 1840), ('Neighbor & dir', 1741, 8)]\n",
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+      "[('Zelle', 1847), ('Neighbor & dir', 1748, 8)]\n",
+      "[('Zelle', 1848), ('Neighbor & dir', 1749, 8)]\n",
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+      "[('Zelle', 1860), ('Neighbor & dir', 1761, 8)]\n",
+      "[('Zelle', 1861), ('Neighbor & dir', 1762, 8)]\n",
+      "[('Zelle', 1862), ('Neighbor & dir', 1763, 8)]\n",
+      "[('Zelle', 1863), ('Neighbor & dir', 1764, 8)]\n",
+      "[('Zelle', 1864), ('Neighbor & dir', 1765, 8)]\n",
+      "[('Zelle', 1865), ('Neighbor & dir', 1766, 8)]\n",
+      "[('Zelle', 1866), ('Neighbor & dir', 1767, 8)]\n",
+      "[('Zelle', 1867), ('Neighbor & dir', 1768, 8)]\n",
+      "[('Zelle', 1868), ('Neighbor & dir', 1769, 8)]\n",
+      "[('Zelle', 1869), ('Neighbor & dir', 1770, 8)]\n",
+      "[('Zelle', 1870), ('Neighbor & dir', 1771, 8)]\n",
+      "[('Zelle', 1871), ('Neighbor & dir', 1772, 8)]\n",
+      "[('Zelle', 1872), ('Neighbor & dir', 1773, 8)]\n",
+      "[('Zelle', 1873), ('Neighbor & dir', 1774, 8)]\n",
+      "[('Zelle', 1874), ('Neighbor & dir', 1775, 8)]\n",
+      "[('Zelle', 1875), ('Neighbor & dir', 1776, 8)]\n",
+      "[('Zelle', 1876), ('Neighbor & dir', 1777, 8)]\n",
+      "[('Zelle', 1877), ('Neighbor & dir', 1778, 8)]\n",
+      "[('Zelle', 1878), ('Neighbor & dir', 1779, 8)]\n",
+      "[('Zelle', 1879), ('Neighbor & dir', 1780, 8)]\n",
+      "[('Zelle', 1880), ('Neighbor & dir', 1781, 8)]\n",
+      "[('Zelle', 1881), ('Neighbor & dir', 1782, 8)]\n",
+      "[('Zelle', 1882), ('Neighbor & dir', 1783, 8)]\n",
+      "[('Zelle', 1883), ('Neighbor & dir', 1784, 8)]\n",
+      "[('Zelle', 1884), ('Neighbor & dir', 1785, 8)]\n",
+      "[('Zelle', 1885), ('Neighbor & dir', 1786, 8)]\n",
+      "[('Zelle', 1886), ('Neighbor & dir', 1787, 8)]\n",
+      "[('Zelle', 1887), ('Neighbor & dir', 1788, 8)]\n",
+      "[('Zelle', 1888), ('Neighbor & dir', 1789, 8)]\n",
+      "[('Zelle', 1889), ('Neighbor & dir', 1790, 8)]\n",
+      "[('Zelle', 1890), ('Neighbor & dir', 1791, 8)]\n",
+      "[('Zelle', 1891), ('Neighbor & dir', 1792, 8)]\n",
+      "[('Zelle', 1892), ('Neighbor & dir', 1793, 8)]\n",
+      "[('Zelle', 1893), ('Neighbor & dir', 1794, 8)]\n",
+      "[('Zelle', 1894), ('Neighbor & dir', 1795, 8)]\n",
+      "[('Zelle', 1895), ('Neighbor & dir', 1796, 8)]\n",
+      "[('Zelle', 1896), ('Neighbor & dir', 1797, 8)]\n",
+      "[('Zelle', 1897), ('Neighbor & dir', 1798, 8)]\n",
+      "[('Zelle', 1898), ('Neighbor & dir', 1799, 8)]\n",
+      "[('Zelle', 1899), ('Own', 5)]\n",
+      "[('Zelle', 1900), ('Neighbor & dir', 1801, 8)]\n",
+      "[('Zelle', 1901), ('Neighbor & dir', 1802, 8)]\n",
+      "[('Zelle', 1902), ('Neighbor & dir', 1803, 8)]\n",
+      "[('Zelle', 1903), ('Neighbor & dir', 1804, 8)]\n",
+      "[('Zelle', 1904), ('Neighbor & dir', 1805, 8)]\n",
+      "[('Zelle', 1905), ('Neighbor & dir', 1806, 8)]\n",
+      "[('Zelle', 1906), ('Neighbor & dir', 1807, 8)]\n",
+      "[('Zelle', 1907), ('Neighbor & dir', 1808, 8)]\n",
+      "[('Zelle', 1908), ('Neighbor & dir', 1809, 8)]\n",
+      "[('Zelle', 1909), ('Neighbor & dir', 1810, 8)]\n",
+      "[('Zelle', 1910), ('Neighbor & dir', 1811, 8)]\n",
+      "[('Zelle', 1911), ('Neighbor & dir', 1812, 8)]\n",
+      "[('Zelle', 1912), ('Neighbor & dir', 1813, 8)]\n",
+      "[('Zelle', 1913), ('Neighbor & dir', 1814, 8)]\n",
+      "[('Zelle', 1914), ('Neighbor & dir', 1815, 8)]\n",
+      "[('Zelle', 1915), ('Neighbor & dir', 1816, 8)]\n",
+      "[('Zelle', 1916), ('Neighbor & dir', 1817, 8)]\n",
+      "[('Zelle', 1917), ('Neighbor & dir', 1818, 8)]\n",
+      "[('Zelle', 1918), ('Neighbor & dir', 1819, 8)]\n",
+      "[('Zelle', 1919), ('Neighbor & dir', 1820, 8)]\n",
+      "[('Zelle', 1920), ('Neighbor & dir', 1821, 8)]\n",
+      "[('Zelle', 1921), ('Neighbor & dir', 1822, 8)]\n",
+      "[('Zelle', 1922), ('Neighbor & dir', 1823, 8)]\n",
+      "[('Zelle', 1923), ('Neighbor & dir', 1824, 8)]\n",
+      "[('Zelle', 1924), ('Neighbor & dir', 1825, 8)]\n",
+      "[('Zelle', 1925), ('Neighbor & dir', 1826, 8)]\n",
+      "[('Zelle', 1926), ('Neighbor & dir', 1827, 8)]\n",
+      "[('Zelle', 1927), ('Neighbor & dir', 1828, 8)]\n",
+      "[('Zelle', 1928), ('Neighbor & dir', 1829, 8)]\n",
+      "[('Zelle', 1929), ('Neighbor & dir', 1830, 8)]\n",
+      "[('Zelle', 1930), ('Neighbor & dir', 1831, 8)]\n",
+      "[('Zelle', 1931), ('Neighbor & dir', 1832, 8)]\n",
+      "[('Zelle', 1932), ('Neighbor & dir', 1833, 8)]\n",
+      "[('Zelle', 1933), ('Neighbor & dir', 1834, 8)]\n",
+      "[('Zelle', 1934), ('Neighbor & dir', 1835, 8)]\n",
+      "[('Zelle', 1935), ('Neighbor & dir', 1836, 8)]\n",
+      "[('Zelle', 1936), ('Neighbor & dir', 1837, 8)]\n",
+      "[('Zelle', 1937), ('Neighbor & dir', 1838, 8)]\n",
+      "[('Zelle', 1938), ('Neighbor & dir', 1839, 8)]\n",
+      "[('Zelle', 1939), ('Neighbor & dir', 1840, 8)]\n",
+      "[('Zelle', 1940), ('Neighbor & dir', 1841, 8)]\n",
+      "[('Zelle', 1941), ('Neighbor & dir', 1842, 8)]\n",
+      "[('Zelle', 1942), ('Neighbor & dir', 1843, 8)]\n",
+      "[('Zelle', 1943), ('Neighbor & dir', 1844, 8)]\n",
+      "[('Zelle', 1944), ('Neighbor & dir', 1845, 8)]\n",
+      "[('Zelle', 1945), ('Neighbor & dir', 1846, 8)]\n",
+      "[('Zelle', 1946), ('Neighbor & dir', 1847, 8)]\n",
+      "[('Zelle', 1947), ('Neighbor & dir', 1848, 8)]\n",
+      "[('Zelle', 1948), ('Neighbor & dir', 1849, 8)]\n",
+      "[('Zelle', 1949), ('Neighbor & dir', 1850, 8)]\n",
+      "[('Zelle', 1950), ('Neighbor & dir', 1851, 8)]\n",
+      "[('Zelle', 1951), ('Neighbor & dir', 1852, 8)]\n",
+      "[('Zelle', 1952), ('Neighbor & dir', 1853, 8)]\n",
+      "[('Zelle', 1953), ('Neighbor & dir', 1854, 8)]\n",
+      "[('Zelle', 1954), ('Neighbor & dir', 1855, 8)]\n",
+      "[('Zelle', 1955), ('Neighbor & dir', 1856, 8)]\n",
+      "[('Zelle', 1956), ('Neighbor & dir', 1857, 8)]\n",
+      "[('Zelle', 1957), ('Neighbor & dir', 1858, 8)]\n",
+      "[('Zelle', 1958), ('Neighbor & dir', 1859, 8)]\n",
+      "[('Zelle', 1959), ('Neighbor & dir', 1860, 8)]\n",
+      "[('Zelle', 1960), ('Neighbor & dir', 1861, 8)]\n",
+      "[('Zelle', 1961), ('Neighbor & dir', 1862, 8)]\n",
+      "[('Zelle', 1962), ('Neighbor & dir', 1863, 8)]\n",
+      "[('Zelle', 1963), ('Neighbor & dir', 1864, 8)]\n",
+      "[('Zelle', 1964), ('Neighbor & dir', 1865, 8)]\n",
+      "[('Zelle', 1965), ('Neighbor & dir', 1866, 8)]\n",
+      "[('Zelle', 1966), ('Neighbor & dir', 1867, 8)]\n",
+      "[('Zelle', 1967), ('Neighbor & dir', 1868, 8)]\n",
+      "[('Zelle', 1968), ('Neighbor & dir', 1869, 8)]\n",
+      "[('Zelle', 1969), ('Neighbor & dir', 1870, 8)]\n",
+      "[('Zelle', 1970), ('Neighbor & dir', 1871, 8)]\n",
+      "[('Zelle', 1971), ('Neighbor & dir', 1872, 8)]\n",
+      "[('Zelle', 1972), ('Neighbor & dir', 1873, 8)]\n",
+      "[('Zelle', 1973), ('Neighbor & dir', 1874, 8)]\n",
+      "[('Zelle', 1974), ('Neighbor & dir', 1875, 8)]\n",
+      "[('Zelle', 1975), ('Neighbor & dir', 1876, 8)]\n",
+      "[('Zelle', 1976), ('Neighbor & dir', 1877, 8)]\n",
+      "[('Zelle', 1977), ('Neighbor & dir', 1878, 8)]\n",
+      "[('Zelle', 1978), ('Neighbor & dir', 1879, 8)]\n",
+      "[('Zelle', 1979), ('Neighbor & dir', 1880, 8)]\n",
+      "[('Zelle', 1980), ('Neighbor & dir', 1881, 8)]\n",
+      "[('Zelle', 1981), ('Neighbor & dir', 1882, 8)]\n",
+      "[('Zelle', 1982), ('Neighbor & dir', 1883, 8)]\n",
+      "[('Zelle', 1983), ('Neighbor & dir', 1884, 8)]\n",
+      "[('Zelle', 1984), ('Neighbor & dir', 1885, 8)]\n",
+      "[('Zelle', 1985), ('Neighbor & dir', 1886, 8)]\n",
+      "[('Zelle', 1986), ('Neighbor & dir', 1887, 8)]\n",
+      "[('Zelle', 1987), ('Neighbor & dir', 1888, 8)]\n",
+      "[('Zelle', 1988), ('Neighbor & dir', 1889, 8)]\n",
+      "[('Zelle', 1989), ('Neighbor & dir', 1890, 8)]\n",
+      "[('Zelle', 1990), ('Neighbor & dir', 1891, 8)]\n",
+      "[('Zelle', 1991), ('Neighbor & dir', 1892, 8)]\n",
+      "[('Zelle', 1992), ('Neighbor & dir', 1893, 8)]\n",
+      "[('Zelle', 1993), ('Neighbor & dir', 1894, 8)]\n",
+      "[('Zelle', 1994), ('Neighbor & dir', 1895, 8)]\n",
+      "[('Zelle', 1995), ('Neighbor & dir', 1896, 8)]\n",
+      "[('Zelle', 1996), ('Neighbor & dir', 1897, 8)]\n",
+      "[('Zelle', 1997), ('Neighbor & dir', 1898, 8)]\n",
+      "[('Zelle', 1998), ('Neighbor & dir', 1899, 8)]\n",
+      "[('Zelle', 1999), ('Own', 5)]\n",
+      "[('Zelle', 2000), ('Neighbor & dir', 1901, 8)]\n",
+      "[('Zelle', 2001), ('Neighbor & dir', 1902, 8)]\n",
+      "[('Zelle', 2002), ('Neighbor & dir', 1903, 8)]\n",
+      "[('Zelle', 2003), ('Neighbor & dir', 1904, 8)]\n",
+      "[('Zelle', 2004), ('Neighbor & dir', 1905, 8)]\n",
+      "[('Zelle', 2005), ('Neighbor & dir', 1906, 8)]\n",
+      "[('Zelle', 2006), ('Neighbor & dir', 1907, 8)]\n",
+      "[('Zelle', 2007), ('Neighbor & dir', 1908, 8)]\n",
+      "[('Zelle', 2008), ('Neighbor & dir', 1909, 8)]\n",
+      "[('Zelle', 2009), ('Neighbor & dir', 1910, 8)]\n",
+      "[('Zelle', 2010), ('Neighbor & dir', 1911, 8)]\n",
+      "[('Zelle', 2011), ('Neighbor & dir', 1912, 8)]\n",
+      "[('Zelle', 2012), ('Neighbor & dir', 1913, 8)]\n",
+      "[('Zelle', 2013), ('Neighbor & dir', 1914, 8)]\n",
+      "[('Zelle', 2014), ('Neighbor & dir', 1915, 8)]\n",
+      "[('Zelle', 2015), ('Neighbor & dir', 1916, 8)]\n",
+      "[('Zelle', 2016), ('Neighbor & dir', 1917, 8)]\n",
+      "[('Zelle', 2017), ('Neighbor & dir', 1918, 8)]\n",
+      "[('Zelle', 2018), ('Neighbor & dir', 1919, 8)]\n",
+      "[('Zelle', 2019), ('Neighbor & dir', 1920, 8)]\n",
+      "[('Zelle', 2020), ('Neighbor & dir', 1921, 8)]\n",
+      "[('Zelle', 2021), ('Neighbor & dir', 1922, 8)]\n",
+      "[('Zelle', 2022), ('Neighbor & dir', 1923, 8)]\n",
+      "[('Zelle', 2023), ('Neighbor & dir', 1924, 8)]\n",
+      "[('Zelle', 2024), ('Neighbor & dir', 1925, 8)]\n",
+      "[('Zelle', 2025), ('Neighbor & dir', 1926, 8)]\n",
+      "[('Zelle', 2026), ('Neighbor & dir', 1927, 8)]\n",
+      "[('Zelle', 2027), ('Neighbor & dir', 1928, 8)]\n",
+      "[('Zelle', 2028), ('Neighbor & dir', 1929, 8)]\n",
+      "[('Zelle', 2029), ('Neighbor & dir', 1930, 8)]\n",
+      "[('Zelle', 2030), ('Neighbor & dir', 1931, 8)]\n",
+      "[('Zelle', 2031), ('Neighbor & dir', 1932, 8)]\n",
+      "[('Zelle', 2032), ('Neighbor & dir', 1933, 8)]\n",
+      "[('Zelle', 2033), ('Neighbor & dir', 1934, 8)]\n",
+      "[('Zelle', 2034), ('Neighbor & dir', 1935, 8)]\n",
+      "[('Zelle', 2035), ('Neighbor & dir', 1936, 8)]\n",
+      "[('Zelle', 2036), ('Neighbor & dir', 1937, 8)]\n",
+      "[('Zelle', 2037), ('Neighbor & dir', 1938, 8)]\n",
+      "[('Zelle', 2038), ('Neighbor & dir', 1939, 8)]\n",
+      "[('Zelle', 2039), ('Neighbor & dir', 1940, 8)]\n",
+      "[('Zelle', 2040), ('Neighbor & dir', 1941, 8)]\n",
+      "[('Zelle', 2041), ('Neighbor & dir', 1942, 8)]\n",
+      "[('Zelle', 2042), ('Neighbor & dir', 1943, 8)]\n",
+      "[('Zelle', 2043), ('Neighbor & dir', 1944, 8)]\n",
+      "[('Zelle', 2044), ('Neighbor & dir', 1945, 8)]\n",
+      "[('Zelle', 2045), ('Neighbor & dir', 1946, 8)]\n",
+      "[('Zelle', 2046), ('Neighbor & dir', 1947, 8)]\n",
+      "[('Zelle', 2047), ('Neighbor & dir', 1948, 8)]\n",
+      "[('Zelle', 2048), ('Neighbor & dir', 1949, 8)]\n",
+      "[('Zelle', 2049), ('Neighbor & dir', 1950, 8)]\n",
+      "[('Zelle', 2050), ('Neighbor & dir', 1951, 8)]\n",
+      "[('Zelle', 2051), ('Neighbor & dir', 1952, 8)]\n",
+      "[('Zelle', 2052), ('Neighbor & dir', 1953, 8)]\n",
+      "[('Zelle', 2053), ('Neighbor & dir', 1954, 8)]\n",
+      "[('Zelle', 2054), ('Neighbor & dir', 1955, 8)]\n",
+      "[('Zelle', 2055), ('Neighbor & dir', 1956, 8)]\n",
+      "[('Zelle', 2056), ('Neighbor & dir', 1957, 8)]\n",
+      "[('Zelle', 2057), ('Neighbor & dir', 1958, 8)]\n",
+      "[('Zelle', 2058), ('Neighbor & dir', 1959, 8)]\n",
+      "[('Zelle', 2059), ('Neighbor & dir', 1960, 8)]\n",
+      "[('Zelle', 2060), ('Neighbor & dir', 1961, 8)]\n",
+      "[('Zelle', 2061), ('Neighbor & dir', 1962, 8)]\n",
+      "[('Zelle', 2062), ('Neighbor & dir', 1963, 8)]\n",
+      "[('Zelle', 2063), ('Neighbor & dir', 1964, 8)]\n",
+      "[('Zelle', 2064), ('Neighbor & dir', 1965, 8)]\n",
+      "[('Zelle', 2065), ('Neighbor & dir', 1966, 8)]\n",
+      "[('Zelle', 2066), ('Neighbor & dir', 1967, 8)]\n",
+      "[('Zelle', 2067), ('Neighbor & dir', 1968, 8)]\n",
+      "[('Zelle', 2068), ('Neighbor & dir', 1969, 8)]\n",
+      "[('Zelle', 2069), ('Neighbor & dir', 1970, 8)]\n",
+      "[('Zelle', 2070), ('Neighbor & dir', 1971, 8)]\n",
+      "[('Zelle', 2071), ('Neighbor & dir', 1972, 8)]\n",
+      "[('Zelle', 2072), ('Neighbor & dir', 1973, 8)]\n",
+      "[('Zelle', 2073), ('Neighbor & dir', 1974, 8)]\n",
+      "[('Zelle', 2074), ('Neighbor & dir', 1975, 8)]\n",
+      "[('Zelle', 2075), ('Neighbor & dir', 1976, 8)]\n",
+      "[('Zelle', 2076), ('Neighbor & dir', 1977, 8)]\n",
+      "[('Zelle', 2077), ('Neighbor & dir', 1978, 8)]\n",
+      "[('Zelle', 2078), ('Neighbor & dir', 1979, 8)]\n",
+      "[('Zelle', 2079), ('Neighbor & dir', 1980, 8)]\n",
+      "[('Zelle', 2080), ('Neighbor & dir', 1981, 8)]\n",
+      "[('Zelle', 2081), ('Neighbor & dir', 1982, 8)]\n",
+      "[('Zelle', 2082), ('Neighbor & dir', 1983, 8)]\n",
+      "[('Zelle', 2083), ('Neighbor & dir', 1984, 8)]\n",
+      "[('Zelle', 2084), ('Neighbor & dir', 1985, 8)]\n",
+      "[('Zelle', 2085), ('Neighbor & dir', 1986, 8)]\n",
+      "[('Zelle', 2086), ('Neighbor & dir', 1987, 8)]\n",
+      "[('Zelle', 2087), ('Neighbor & dir', 1988, 8)]\n",
+      "[('Zelle', 2088), ('Neighbor & dir', 1989, 8)]\n",
+      "[('Zelle', 2089), ('Neighbor & dir', 1990, 8)]\n",
+      "[('Zelle', 2090), ('Neighbor & dir', 1991, 8)]\n",
+      "[('Zelle', 2091), ('Neighbor & dir', 1992, 8)]\n",
+      "[('Zelle', 2092), ('Neighbor & dir', 1993, 8)]\n",
+      "[('Zelle', 2093), ('Neighbor & dir', 1994, 8)]\n",
+      "[('Zelle', 2094), ('Neighbor & dir', 1995, 8)]\n",
+      "[('Zelle', 2095), ('Neighbor & dir', 1996, 8)]\n",
+      "[('Zelle', 2096), ('Neighbor & dir', 1997, 8)]\n",
+      "[('Zelle', 2097), ('Neighbor & dir', 1998, 8)]\n",
+      "[('Zelle', 2098), ('Neighbor & dir', 1999, 8)]\n",
+      "[('Zelle', 2099), ('Own', 5)]\n",
+      "[('Zelle', 2100), ('Neighbor & dir', 2001, 8)]\n",
+      "[('Zelle', 2101), ('Neighbor & dir', 2002, 8)]\n",
+      "[('Zelle', 2102), ('Neighbor & dir', 2003, 8)]\n",
+      "[('Zelle', 2103), ('Neighbor & dir', 2004, 8)]\n",
+      "[('Zelle', 2104), ('Neighbor & dir', 2005, 8)]\n",
+      "[('Zelle', 2105), ('Neighbor & dir', 2006, 8)]\n",
+      "[('Zelle', 2106), ('Neighbor & dir', 2007, 8)]\n",
+      "[('Zelle', 2107), ('Neighbor & dir', 2008, 8)]\n",
+      "[('Zelle', 2108), ('Neighbor & dir', 2009, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 2109), ('Neighbor & dir', 2010, 8)]\n",
+      "[('Zelle', 2110), ('Neighbor & dir', 2011, 8)]\n",
+      "[('Zelle', 2111), ('Neighbor & dir', 2012, 8)]\n",
+      "[('Zelle', 2112), ('Neighbor & dir', 2013, 8)]\n",
+      "[('Zelle', 2113), ('Neighbor & dir', 2014, 8)]\n",
+      "[('Zelle', 2114), ('Neighbor & dir', 2015, 8)]\n",
+      "[('Zelle', 2115), ('Neighbor & dir', 2016, 8)]\n",
+      "[('Zelle', 2116), ('Neighbor & dir', 2017, 8)]\n",
+      "[('Zelle', 2117), ('Neighbor & dir', 2018, 8)]\n",
+      "[('Zelle', 2118), ('Neighbor & dir', 2019, 8)]\n",
+      "[('Zelle', 2119), ('Neighbor & dir', 2020, 8)]\n",
+      "[('Zelle', 2120), ('Neighbor & dir', 2021, 8)]\n",
+      "[('Zelle', 2121), ('Neighbor & dir', 2022, 8)]\n",
+      "[('Zelle', 2122), ('Neighbor & dir', 2023, 8)]\n",
+      "[('Zelle', 2123), ('Neighbor & dir', 2024, 8)]\n",
+      "[('Zelle', 2124), ('Neighbor & dir', 2025, 8)]\n",
+      "[('Zelle', 2125), ('Neighbor & dir', 2026, 8)]\n",
+      "[('Zelle', 2126), ('Neighbor & dir', 2027, 8)]\n",
+      "[('Zelle', 2127), ('Neighbor & dir', 2028, 8)]\n",
+      "[('Zelle', 2128), ('Neighbor & dir', 2029, 8)]\n",
+      "[('Zelle', 2129), ('Neighbor & dir', 2030, 8)]\n",
+      "[('Zelle', 2130), ('Neighbor & dir', 2031, 8)]\n",
+      "[('Zelle', 2131), ('Neighbor & dir', 2032, 8)]\n",
+      "[('Zelle', 2132), ('Neighbor & dir', 2033, 8)]\n",
+      "[('Zelle', 2133), ('Neighbor & dir', 2034, 8)]\n",
+      "[('Zelle', 2134), ('Neighbor & dir', 2035, 8)]\n",
+      "[('Zelle', 2135), ('Neighbor & dir', 2036, 8)]\n",
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+      "[('Zelle', 3488), ('Neighbor & dir', 3389, 8)]\n",
+      "[('Zelle', 3489), ('Neighbor & dir', 3390, 8)]\n",
+      "[('Zelle', 3490), ('Neighbor & dir', 3391, 8)]\n",
+      "[('Zelle', 3491), ('Neighbor & dir', 3392, 8)]\n",
+      "[('Zelle', 3492), ('Neighbor & dir', 3393, 8)]\n",
+      "[('Zelle', 3493), ('Neighbor & dir', 3394, 8)]\n",
+      "[('Zelle', 3494), ('Neighbor & dir', 3395, 8)]\n",
+      "[('Zelle', 3495), ('Neighbor & dir', 3396, 8)]\n",
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+      "[('Zelle', 3497), ('Neighbor & dir', 3398, 8)]\n",
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+      "[('Zelle', 3504), ('Neighbor & dir', 3405, 8)]\n",
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+      "[('Zelle', 3508), ('Neighbor & dir', 3409, 8)]\n",
+      "[('Zelle', 3509), ('Neighbor & dir', 3410, 8)]\n",
+      "[('Zelle', 3510), ('Neighbor & dir', 3411, 8)]\n",
+      "[('Zelle', 3511), ('Neighbor & dir', 3412, 8)]\n",
+      "[('Zelle', 3512), ('Neighbor & dir', 3413, 8)]\n",
+      "[('Zelle', 3513), ('Neighbor & dir', 3414, 8)]\n",
+      "[('Zelle', 3514), ('Neighbor & dir', 3415, 8)]\n",
+      "[('Zelle', 3515), ('Neighbor & dir', 3416, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 3517), ('Neighbor & dir', 3418, 8)]\n",
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+      "[('Zelle', 4785), ('Neighbor & dir', 4686, 8)]\n",
+      "[('Zelle', 4786), ('Neighbor & dir', 4687, 8)]\n",
+      "[('Zelle', 4787), ('Neighbor & dir', 4688, 8)]\n",
+      "[('Zelle', 4788), ('Neighbor & dir', 4689, 8)]\n",
+      "[('Zelle', 4789), ('Neighbor & dir', 4690, 8)]\n",
+      "[('Zelle', 4790), ('Neighbor & dir', 4691, 8)]\n",
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+      "[('Zelle', 4805), ('Neighbor & dir', 4706, 8)]\n",
+      "[('Zelle', 4806), ('Neighbor & dir', 4707, 8)]\n",
+      "[('Zelle', 4807), ('Neighbor & dir', 4708, 8)]\n",
+      "[('Zelle', 4808), ('Neighbor & dir', 4709, 8)]\n",
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+      "[('Zelle', 4811), ('Neighbor & dir', 4712, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 4813), ('Neighbor & dir', 4714, 8)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 7485), ('Neighbor & dir', 7460, 8)]\n",
+      "[('Zelle', 7486), ('Neighbor & dir', 7461, 8)]\n",
+      "[('Zelle', 7487), ('Neighbor & dir', 7462, 8)]\n",
+      "[('Zelle', 7488), ('Neighbor & dir', 7463, 8)]\n",
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+      "[('Zelle', 7494), ('Neighbor & dir', 7469, 8)]\n",
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+      "[('Zelle', 7496), ('Neighbor & dir', 7471, 8)]\n",
+      "[('Zelle', 7497), ('Own', 5)]\n",
+      "[('Zelle', 7498), ('Neighbor & dir', 7473, 8)]\n",
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+      "[('Zelle', 7501), ('Neighbor & dir', 7476, 8)]\n",
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+      "[('Zelle', 7508), ('Neighbor & dir', 7483, 8)]\n",
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+      "[('Zelle', 7514), ('Neighbor & dir', 7489, 8)]\n",
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+      "[('Zelle', 7566), ('Neighbor & dir', 7541, 8)]\n",
+      "[('Zelle', 7567), ('Neighbor & dir', 7542, 8)]\n",
+      "[('Zelle', 7568), ('Neighbor & dir', 7543, 8)]\n",
+      "[('Zelle', 7569), ('Neighbor & dir', 7544, 8)]\n",
+      "[('Zelle', 7570), ('Neighbor & dir', 7545, 8)]\n",
+      "[('Zelle', 7571), ('Neighbor & dir', 7546, 8)]\n",
+      "[('Zelle', 7572), ('Neighbor & dir', 7547, 8)]\n",
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+      "[('Zelle', 7574), ('Neighbor & dir', 7549, 8)]\n",
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+      "[('Zelle', 7576), ('Neighbor & dir', 7551, 8)]\n",
+      "[('Zelle', 7577), ('Neighbor & dir', 7552, 8)]\n",
+      "[('Zelle', 7578), ('Neighbor & dir', 7553, 8)]\n",
+      "[('Zelle', 7579), ('Neighbor & dir', 7554, 8)]\n",
+      "[('Zelle', 7580), ('Neighbor & dir', 7555, 8)]\n",
+      "[('Zelle', 7581), ('Neighbor & dir', 7556, 8)]\n",
+      "[('Zelle', 7582), ('Neighbor & dir', 7557, 8)]\n",
+      "[('Zelle', 7583), ('Neighbor & dir', 7558, 8)]\n",
+      "[('Zelle', 7584), ('Neighbor & dir', 7559, 8)]\n",
+      "[('Zelle', 7585), ('Neighbor & dir', 7560, 8)]\n",
+      "[('Zelle', 7586), ('Neighbor & dir', 7561, 8)]\n",
+      "[('Zelle', 7587), ('Neighbor & dir', 7562, 8)]\n",
+      "[('Zelle', 7588), ('Own', 5)]\n",
+      "[('Zelle', 7589), ('Neighbor & dir', 7564, 8)]\n",
+      "[('Zelle', 7590), ('Neighbor & dir', 7565, 8)]\n",
+      "[('Zelle', 7591), ('Neighbor & dir', 7566, 8)]\n",
+      "[('Zelle', 7592), ('Neighbor & dir', 7567, 8)]\n",
+      "[('Zelle', 7593), ('Neighbor & dir', 7568, 8)]\n",
+      "[('Zelle', 7594), ('Neighbor & dir', 7569, 8)]\n",
+      "[('Zelle', 7595), ('Neighbor & dir', 7570, 8)]\n",
+      "[('Zelle', 7596), ('Neighbor & dir', 7571, 8)]\n",
+      "[('Zelle', 7597), ('Neighbor & dir', 7572, 8)]\n",
+      "[('Zelle', 7598), ('Neighbor & dir', 7573, 8)]\n",
+      "[('Zelle', 7599), ('Neighbor & dir', 7574, 8)]\n",
+      "[('Zelle', 7600), ('Neighbor & dir', 7575, 8)]\n",
+      "[('Zelle', 7601), ('Own', 5)]\n",
+      "[('Zelle', 7602), ('Neighbor & dir', 7577, 8)]\n",
+      "[('Zelle', 7603), ('Neighbor & dir', 7578, 8)]\n",
+      "[('Zelle', 7604), ('Neighbor & dir', 7579, 8)]\n",
+      "[('Zelle', 7605), ('Neighbor & dir', 7580, 8)]\n",
+      "[('Zelle', 7606), ('Neighbor & dir', 7581, 8)]\n",
+      "[('Zelle', 7607), ('Neighbor & dir', 7582, 8)]\n",
+      "[('Zelle', 7608), ('Neighbor & dir', 7583, 8)]\n",
+      "[('Zelle', 7609), ('Neighbor & dir', 7584, 8)]\n",
+      "[('Zelle', 7610), ('Neighbor & dir', 7585, 8)]\n",
+      "[('Zelle', 7611), ('Neighbor & dir', 7586, 8)]\n",
+      "[('Zelle', 7612), ('Neighbor & dir', 7587, 8)]\n",
+      "[('Zelle', 7613), ('Neighbor & dir', 7588, 8)]\n",
+      "[('Zelle', 7614), ('Own', 5)]\n",
+      "[('Zelle', 7615), ('Neighbor & dir', 7590, 8)]\n",
+      "[('Zelle', 7616), ('Neighbor & dir', 7591, 8)]\n",
+      "[('Zelle', 7617), ('Neighbor & dir', 7592, 8)]\n",
+      "[('Zelle', 7618), ('Neighbor & dir', 7593, 8)]\n",
+      "[('Zelle', 7619), ('Neighbor & dir', 7594, 8)]\n",
+      "[('Zelle', 7620), ('Neighbor & dir', 7595, 8)]\n",
+      "[('Zelle', 7621), ('Neighbor & dir', 7596, 8)]\n",
+      "[('Zelle', 7622), ('Neighbor & dir', 7597, 8)]\n",
+      "[('Zelle', 7623), ('Neighbor & dir', 7598, 8)]\n",
+      "[('Zelle', 7624), ('Neighbor & dir', 7599, 8)]\n",
+      "[('Zelle', 7625), ('Neighbor & dir', 7600, 8)]\n",
+      "[('Zelle', 7626), ('Neighbor & dir', 7601, 8)]\n",
+      "[('Zelle', 7627), ('Own', 5)]\n",
+      "[('Zelle', 7628), ('Neighbor & dir', 7603, 8)]\n",
+      "[('Zelle', 7629), ('Neighbor & dir', 7604, 8)]\n",
+      "[('Zelle', 7630), ('Neighbor & dir', 7605, 8)]\n",
+      "[('Zelle', 7631), ('Neighbor & dir', 7606, 8)]\n",
+      "[('Zelle', 7632), ('Neighbor & dir', 7607, 8)]\n",
+      "[('Zelle', 7633), ('Neighbor & dir', 7608, 8)]\n",
+      "[('Zelle', 7634), ('Neighbor & dir', 7609, 8)]\n",
+      "[('Zelle', 7635), ('Neighbor & dir', 7610, 8)]\n",
+      "[('Zelle', 7636), ('Neighbor & dir', 7611, 8)]\n",
+      "[('Zelle', 7637), ('Neighbor & dir', 7612, 8)]\n",
+      "[('Zelle', 7638), ('Neighbor & dir', 7613, 8)]\n",
+      "[('Zelle', 7639), ('Neighbor & dir', 7614, 8)]\n",
+      "[('Zelle', 7640), ('Own', 5)]\n",
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+      "[('Zelle', 7642), ('Neighbor & dir', 7617, 8)]\n",
+      "[('Zelle', 7643), ('Neighbor & dir', 7618, 8)]\n",
+      "[('Zelle', 7644), ('Neighbor & dir', 7619, 8)]\n",
+      "[('Zelle', 7645), ('Neighbor & dir', 7620, 8)]\n",
+      "[('Zelle', 7646), ('Neighbor & dir', 7621, 8)]\n",
+      "[('Zelle', 7647), ('Neighbor & dir', 7622, 8)]\n",
+      "[('Zelle', 7648), ('Neighbor & dir', 7623, 8)]\n",
+      "[('Zelle', 7649), ('Neighbor & dir', 7624, 8)]\n",
+      "[('Zelle', 7650), ('Neighbor & dir', 7625, 8)]\n",
+      "[('Zelle', 7651), ('Neighbor & dir', 7626, 8)]\n",
+      "[('Zelle', 7652), ('Neighbor & dir', 7627, 8)]\n",
+      "[('Zelle', 7653), ('Own', 5)]\n",
+      "[('Zelle', 7654), ('Neighbor & dir', 7629, 8)]\n",
+      "[('Zelle', 7655), ('Neighbor & dir', 7630, 8)]\n",
+      "[('Zelle', 7656), ('Neighbor & dir', 7631, 8)]\n",
+      "[('Zelle', 7657), ('Neighbor & dir', 7632, 8)]\n",
+      "[('Zelle', 7658), ('Neighbor & dir', 7633, 8)]\n",
+      "[('Zelle', 7659), ('Neighbor & dir', 7634, 8)]\n",
+      "[('Zelle', 7660), ('Neighbor & dir', 7635, 8)]\n",
+      "[('Zelle', 7661), ('Neighbor & dir', 7636, 8)]\n",
+      "[('Zelle', 7662), ('Neighbor & dir', 7637, 8)]\n",
+      "[('Zelle', 7663), ('Neighbor & dir', 7638, 8)]\n",
+      "[('Zelle', 7664), ('Neighbor & dir', 7639, 8)]\n",
+      "[('Zelle', 7665), ('Neighbor & dir', 7640, 8)]\n",
+      "[('Zelle', 7666), ('Own', 5)]\n",
+      "[('Zelle', 7667), ('Neighbor & dir', 7642, 8)]\n",
+      "[('Zelle', 7668), ('Neighbor & dir', 7643, 8)]\n",
+      "[('Zelle', 7669), ('Neighbor & dir', 7644, 8)]\n",
+      "[('Zelle', 7670), ('Neighbor & dir', 7645, 8)]\n",
+      "[('Zelle', 7671), ('Neighbor & dir', 7646, 8)]\n",
+      "[('Zelle', 7672), ('Neighbor & dir', 7647, 8)]\n",
+      "[('Zelle', 7673), ('Neighbor & dir', 7648, 8)]\n",
+      "[('Zelle', 7674), ('Neighbor & dir', 7649, 8)]\n",
+      "[('Zelle', 7675), ('Neighbor & dir', 7650, 8)]\n",
+      "[('Zelle', 7676), ('Neighbor & dir', 7651, 8)]\n",
+      "[('Zelle', 7677), ('Neighbor & dir', 7652, 8)]\n",
+      "[('Zelle', 7678), ('Neighbor & dir', 7653, 8)]\n",
+      "[('Zelle', 7679), ('Own', 5)]\n",
+      "[('Zelle', 7680), ('Neighbor & dir', 7655, 8)]\n",
+      "[('Zelle', 7681), ('Neighbor & dir', 7656, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 7682), ('Neighbor & dir', 7657, 8)]\n",
+      "[('Zelle', 7683), ('Neighbor & dir', 7658, 8)]\n",
+      "[('Zelle', 7684), ('Neighbor & dir', 7659, 8)]\n",
+      "[('Zelle', 7685), ('Neighbor & dir', 7660, 8)]\n",
+      "[('Zelle', 7686), ('Neighbor & dir', 7661, 8)]\n",
+      "[('Zelle', 7687), ('Neighbor & dir', 7662, 8)]\n",
+      "[('Zelle', 7688), ('Neighbor & dir', 7663, 8)]\n",
+      "[('Zelle', 7689), ('Neighbor & dir', 7664, 8)]\n",
+      "[('Zelle', 7690), ('Neighbor & dir', 7665, 8)]\n",
+      "[('Zelle', 7691), ('Neighbor & dir', 7666, 8)]\n",
+      "[('Zelle', 7692), ('Own', 5)]\n",
+      "[('Zelle', 7693), ('Neighbor & dir', 7668, 8)]\n",
+      "[('Zelle', 7694), ('Neighbor & dir', 7669, 8)]\n",
+      "[('Zelle', 7695), ('Neighbor & dir', 7670, 8)]\n",
+      "[('Zelle', 7696), ('Neighbor & dir', 7671, 8)]\n",
+      "[('Zelle', 7697), ('Neighbor & dir', 7672, 8)]\n",
+      "[('Zelle', 7698), ('Neighbor & dir', 7673, 8)]\n",
+      "[('Zelle', 7699), ('Neighbor & dir', 7674, 8)]\n",
+      "[('Zelle', 7700), ('Neighbor & dir', 7675, 8)]\n",
+      "[('Zelle', 7701), ('Neighbor & dir', 7676, 8)]\n",
+      "[('Zelle', 7702), ('Neighbor & dir', 7677, 8)]\n",
+      "[('Zelle', 7703), ('Neighbor & dir', 7678, 8)]\n",
+      "[('Zelle', 7704), ('Neighbor & dir', 7679, 8)]\n",
+      "[('Zelle', 7705), ('Own', 5)]\n",
+      "[('Zelle', 7706), ('Neighbor & dir', 7681, 8)]\n",
+      "[('Zelle', 7707), ('Neighbor & dir', 7682, 8)]\n",
+      "[('Zelle', 7708), ('Neighbor & dir', 7683, 8)]\n",
+      "[('Zelle', 7709), ('Neighbor & dir', 7684, 8)]\n",
+      "[('Zelle', 7710), ('Neighbor & dir', 7685, 8)]\n",
+      "[('Zelle', 7711), ('Neighbor & dir', 7686, 8)]\n",
+      "[('Zelle', 7712), ('Neighbor & dir', 7687, 8)]\n",
+      "[('Zelle', 7713), ('Neighbor & dir', 7688, 8)]\n",
+      "[('Zelle', 7714), ('Neighbor & dir', 7689, 8)]\n",
+      "[('Zelle', 7715), ('Neighbor & dir', 7690, 8)]\n",
+      "[('Zelle', 7716), ('Neighbor & dir', 7691, 8)]\n",
+      "[('Zelle', 7717), ('Neighbor & dir', 7692, 8)]\n",
+      "[('Zelle', 7718), ('Own', 5)]\n",
+      "[('Zelle', 7719), ('Neighbor & dir', 7694, 8)]\n",
+      "[('Zelle', 7720), ('Neighbor & dir', 7695, 8)]\n",
+      "[('Zelle', 7721), ('Neighbor & dir', 7696, 8)]\n",
+      "[('Zelle', 7722), ('Neighbor & dir', 7697, 8)]\n",
+      "[('Zelle', 7723), ('Neighbor & dir', 7698, 8)]\n",
+      "[('Zelle', 7724), ('Neighbor & dir', 7699, 8)]\n",
+      "[('Zelle', 7725), ('Neighbor & dir', 7700, 8)]\n",
+      "[('Zelle', 7726), ('Neighbor & dir', 7701, 8)]\n",
+      "[('Zelle', 7727), ('Neighbor & dir', 7702, 8)]\n",
+      "[('Zelle', 7728), ('Neighbor & dir', 7703, 8)]\n",
+      "[('Zelle', 7729), ('Neighbor & dir', 7704, 8)]\n",
+      "[('Zelle', 7730), ('Neighbor & dir', 7705, 8)]\n",
+      "[('Zelle', 7731), ('Own', 5)]\n",
+      "[('Zelle', 7732), ('Neighbor & dir', 7707, 8)]\n",
+      "[('Zelle', 7733), ('Neighbor & dir', 7708, 8)]\n",
+      "[('Zelle', 7734), ('Neighbor & dir', 7709, 8)]\n",
+      "[('Zelle', 7735), ('Neighbor & dir', 7710, 8)]\n",
+      "[('Zelle', 7736), ('Neighbor & dir', 7711, 8)]\n",
+      "[('Zelle', 7737), ('Neighbor & dir', 7712, 8)]\n",
+      "[('Zelle', 7738), ('Neighbor & dir', 7713, 8)]\n",
+      "[('Zelle', 7739), ('Neighbor & dir', 7714, 8)]\n",
+      "[('Zelle', 7740), ('Neighbor & dir', 7715, 8)]\n",
+      "[('Zelle', 7741), ('Neighbor & dir', 7716, 8)]\n",
+      "[('Zelle', 7742), ('Neighbor & dir', 7717, 8)]\n",
+      "[('Zelle', 7743), ('Neighbor & dir', 7718, 8)]\n",
+      "[('Zelle', 7744), ('Own', 5)]\n",
+      "[('Zelle', 7745), ('Neighbor & dir', 7720, 8)]\n",
+      "[('Zelle', 7746), ('Neighbor & dir', 7721, 8)]\n",
+      "[('Zelle', 7747), ('Neighbor & dir', 7722, 8)]\n",
+      "[('Zelle', 7748), ('Neighbor & dir', 7723, 8)]\n",
+      "[('Zelle', 7749), ('Neighbor & dir', 7724, 8)]\n",
+      "[('Zelle', 7750), ('Neighbor & dir', 7725, 8)]\n",
+      "[('Zelle', 7751), ('Neighbor & dir', 7726, 8)]\n",
+      "[('Zelle', 7752), ('Neighbor & dir', 7727, 8)]\n",
+      "[('Zelle', 7753), ('Neighbor & dir', 7728, 8)]\n",
+      "[('Zelle', 7754), ('Neighbor & dir', 7729, 8)]\n",
+      "[('Zelle', 7755), ('Neighbor & dir', 7730, 8)]\n",
+      "[('Zelle', 7756), ('Neighbor & dir', 7731, 8)]\n",
+      "[('Zelle', 7757), ('Own', 5)]\n",
+      "[('Zelle', 7758), ('Neighbor & dir', 7733, 8)]\n",
+      "[('Zelle', 7759), ('Neighbor & dir', 7734, 8)]\n",
+      "[('Zelle', 7760), ('Neighbor & dir', 7735, 8)]\n",
+      "[('Zelle', 7761), ('Neighbor & dir', 7736, 8)]\n",
+      "[('Zelle', 7762), ('Neighbor & dir', 7737, 8)]\n",
+      "[('Zelle', 7763), ('Neighbor & dir', 7738, 8)]\n",
+      "[('Zelle', 7764), ('Neighbor & dir', 7739, 8)]\n",
+      "[('Zelle', 7765), ('Neighbor & dir', 7740, 8)]\n",
+      "[('Zelle', 7766), ('Neighbor & dir', 7741, 8)]\n",
+      "[('Zelle', 7767), ('Neighbor & dir', 7742, 8)]\n",
+      "[('Zelle', 7768), ('Neighbor & dir', 7743, 8)]\n",
+      "[('Zelle', 7769), ('Neighbor & dir', 7744, 8)]\n",
+      "[('Zelle', 7770), ('Own', 5)]\n",
+      "[('Zelle', 7771), ('Neighbor & dir', 7746, 8)]\n",
+      "[('Zelle', 7772), ('Neighbor & dir', 7747, 8)]\n",
+      "[('Zelle', 7773), ('Neighbor & dir', 7748, 8)]\n",
+      "[('Zelle', 7774), ('Neighbor & dir', 7749, 8)]\n",
+      "[('Zelle', 7775), ('Neighbor & dir', 7750, 8)]\n",
+      "[('Zelle', 7776), ('Neighbor & dir', 7751, 8)]\n",
+      "[('Zelle', 7777), ('Neighbor & dir', 7752, 8)]\n",
+      "[('Zelle', 7778), ('Neighbor & dir', 7753, 8)]\n",
+      "[('Zelle', 7779), ('Neighbor & dir', 7754, 8)]\n",
+      "[('Zelle', 7780), ('Neighbor & dir', 7755, 8)]\n",
+      "[('Zelle', 7781), ('Neighbor & dir', 7756, 8)]\n",
+      "[('Zelle', 7782), ('Neighbor & dir', 7757, 8)]\n",
+      "[('Zelle', 7783), ('Own', 5)]\n",
+      "[('Zelle', 7784), ('Neighbor & dir', 7759, 8)]\n",
+      "[('Zelle', 7785), ('Neighbor & dir', 7760, 8)]\n",
+      "[('Zelle', 7786), ('Neighbor & dir', 7761, 8)]\n",
+      "[('Zelle', 7787), ('Neighbor & dir', 7762, 8)]\n",
+      "[('Zelle', 7788), ('Neighbor & dir', 7763, 8)]\n",
+      "[('Zelle', 7789), ('Neighbor & dir', 7764, 8)]\n",
+      "[('Zelle', 7790), ('Neighbor & dir', 7765, 8)]\n",
+      "[('Zelle', 7791), ('Neighbor & dir', 7766, 8)]\n",
+      "[('Zelle', 7792), ('Neighbor & dir', 7767, 8)]\n",
+      "[('Zelle', 7793), ('Neighbor & dir', 7768, 8)]\n",
+      "[('Zelle', 7794), ('Neighbor & dir', 7769, 8)]\n",
+      "[('Zelle', 7795), ('Neighbor & dir', 7770, 8)]\n",
+      "[('Zelle', 7796), ('Own', 5)]\n",
+      "[('Zelle', 7797), ('Neighbor & dir', 7772, 8)]\n",
+      "[('Zelle', 7798), ('Neighbor & dir', 7773, 8)]\n",
+      "[('Zelle', 7799), ('Neighbor & dir', 7774, 8)]\n",
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+      "[('Zelle', 8984), ('Neighbor & dir', 8959, 8)]\n",
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+      "[('Zelle', 8986), ('Neighbor & dir', 8961, 8)]\n",
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+      "[('Zelle', 8989), ('Neighbor & dir', 8964, 8)]\n",
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+      "[('Zelle', 9004), ('Neighbor & dir', 8979, 8)]\n",
+      "[('Zelle', 9005), ('Own', 5)]\n",
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+      "[('Zelle', 9007), ('Neighbor & dir', 8982, 8)]\n",
+      "[('Zelle', 9008), ('Neighbor & dir', 8983, 8)]\n",
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+      "[('Zelle', 9011), ('Neighbor & dir', 8986, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 9012), ('Neighbor & dir', 8987, 8)]\n",
+      "[('Zelle', 9013), ('Neighbor & dir', 8988, 8)]\n",
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+      "[('Zelle', 10423), ('Neighbor & dir', 10398, 8)]\n",
+      "[('Zelle', 10424), ('Neighbor & dir', 10399, 8)]\n",
+      "[('Zelle', 10425), ('Neighbor & dir', 10400, 8)]\n",
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+      "[('Zelle', 10428), ('Neighbor & dir', 10403, 8)]\n",
+      "[('Zelle', 10429), ('Neighbor & dir', 10404, 8)]\n",
+      "[('Zelle', 10430), ('Neighbor & dir', 10405, 8)]\n",
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+      "[('Zelle', 10434), ('Neighbor & dir', 10409, 8)]\n",
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+      "[('Zelle', 10438), ('Neighbor & dir', 10413, 8)]\n",
+      "[('Zelle', 10439), ('Neighbor & dir', 10414, 8)]\n",
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+      "[('Zelle', 10442), ('Neighbor & dir', 10417, 8)]\n",
+      "[('Zelle', 10443), ('Neighbor & dir', 10418, 8)]\n",
+      "[('Zelle', 10444), ('Neighbor & dir', 10419, 8)]\n",
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+      "[('Zelle', 10446), ('Neighbor & dir', 10421, 8)]\n",
+      "[('Zelle', 10447), ('Neighbor & dir', 10422, 8)]\n",
+      "[('Zelle', 10448), ('Own', 5)]\n",
+      "[('Zelle', 10449), ('Neighbor & dir', 10424, 8)]\n",
+      "[('Zelle', 10450), ('Neighbor & dir', 10425, 8)]\n",
+      "[('Zelle', 10451), ('Neighbor & dir', 10426, 8)]\n",
+      "[('Zelle', 10452), ('Neighbor & dir', 10427, 8)]\n",
+      "[('Zelle', 10453), ('Neighbor & dir', 10428, 8)]\n",
+      "[('Zelle', 10454), ('Neighbor & dir', 10429, 8)]\n",
+      "[('Zelle', 10455), ('Neighbor & dir', 10430, 8)]\n",
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+      "[('Zelle', 10461), ('Own', 5)]\n",
+      "[('Zelle', 10462), ('Neighbor & dir', 10437, 8)]\n",
+      "[('Zelle', 10463), ('Neighbor & dir', 10438, 8)]\n",
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+      "[('Zelle', 10466), ('Neighbor & dir', 10441, 8)]\n",
+      "[('Zelle', 10467), ('Neighbor & dir', 10442, 8)]\n",
+      "[('Zelle', 10468), ('Neighbor & dir', 10443, 8)]\n",
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+      "[('Zelle', 10472), ('Neighbor & dir', 10447, 8)]\n",
+      "[('Zelle', 10473), ('Neighbor & dir', 10448, 8)]\n",
+      "[('Zelle', 10474), ('Own', 5)]\n",
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+      "[('Zelle', 10476), ('Neighbor & dir', 10451, 8)]\n",
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+      "[('Zelle', 10478), ('Neighbor & dir', 10453, 8)]\n",
+      "[('Zelle', 10479), ('Neighbor & dir', 10454, 8)]\n",
+      "[('Zelle', 10480), ('Neighbor & dir', 10455, 8)]\n",
+      "[('Zelle', 10481), ('Neighbor & dir', 10456, 8)]\n",
+      "[('Zelle', 10482), ('Neighbor & dir', 10457, 8)]\n",
+      "[('Zelle', 10483), ('Neighbor & dir', 10458, 8)]\n",
+      "[('Zelle', 10484), ('Neighbor & dir', 10459, 8)]\n",
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+      "[('Zelle', 10486), ('Neighbor & dir', 10461, 8)]\n",
+      "[('Zelle', 10487), ('Own', 5)]\n",
+      "[('Zelle', 10488), ('Neighbor & dir', 10463, 8)]\n",
+      "[('Zelle', 10489), ('Neighbor & dir', 10464, 8)]\n",
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+      "[('Zelle', 10491), ('Neighbor & dir', 10466, 8)]\n",
+      "[('Zelle', 10492), ('Neighbor & dir', 10467, 8)]\n",
+      "[('Zelle', 10493), ('Neighbor & dir', 10468, 8)]\n",
+      "[('Zelle', 10494), ('Neighbor & dir', 10469, 8)]\n",
+      "[('Zelle', 10495), ('Neighbor & dir', 10470, 8)]\n",
+      "[('Zelle', 10496), ('Neighbor & dir', 10471, 8)]\n",
+      "[('Zelle', 10497), ('Neighbor & dir', 10472, 8)]\n",
+      "[('Zelle', 10498), ('Neighbor & dir', 10473, 8)]\n",
+      "[('Zelle', 10499), ('Neighbor & dir', 10474, 8)]\n",
+      "[('Zelle', 10500), ('Own', 5)]\n",
+      "[('Zelle', 10501), ('Neighbor & dir', 10476, 8)]\n",
+      "[('Zelle', 10502), ('Neighbor & dir', 10477, 8)]\n",
+      "[('Zelle', 10503), ('Neighbor & dir', 10478, 8)]\n",
+      "[('Zelle', 10504), ('Neighbor & dir', 10479, 8)]\n",
+      "[('Zelle', 10505), ('Neighbor & dir', 10480, 8)]\n",
+      "[('Zelle', 10506), ('Neighbor & dir', 10481, 8)]\n",
+      "[('Zelle', 10507), ('Neighbor & dir', 10482, 8)]\n",
+      "[('Zelle', 10508), ('Neighbor & dir', 10483, 8)]\n",
+      "[('Zelle', 10509), ('Neighbor & dir', 10484, 8)]\n",
+      "[('Zelle', 10510), ('Neighbor & dir', 10485, 8)]\n",
+      "[('Zelle', 10511), ('Neighbor & dir', 10486, 8)]\n",
+      "[('Zelle', 10512), ('Neighbor & dir', 10487, 8)]\n",
+      "[('Zelle', 10513), ('Own', 5)]\n",
+      "[('Zelle', 10514), ('Neighbor & dir', 10489, 8)]\n",
+      "[('Zelle', 10515), ('Neighbor & dir', 10490, 8)]\n",
+      "[('Zelle', 10516), ('Neighbor & dir', 10491, 8)]\n",
+      "[('Zelle', 10517), ('Neighbor & dir', 10492, 8)]\n",
+      "[('Zelle', 10518), ('Neighbor & dir', 10493, 8)]\n",
+      "[('Zelle', 10519), ('Neighbor & dir', 10494, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 10520), ('Neighbor & dir', 10495, 8)]\n",
+      "[('Zelle', 10521), ('Neighbor & dir', 10496, 8)]\n",
+      "[('Zelle', 10522), ('Neighbor & dir', 10497, 8)]\n",
+      "[('Zelle', 10523), ('Neighbor & dir', 10498, 8)]\n",
+      "[('Zelle', 10524), ('Neighbor & dir', 10499, 8)]\n",
+      "[('Zelle', 10525), ('Neighbor & dir', 10500, 8)]\n",
+      "[('Zelle', 10526), ('Own', 5)]\n",
+      "[('Zelle', 10527), ('Neighbor & dir', 10502, 8)]\n",
+      "[('Zelle', 10528), ('Neighbor & dir', 10503, 8)]\n",
+      "[('Zelle', 10529), ('Neighbor & dir', 10504, 8)]\n",
+      "[('Zelle', 10530), ('Neighbor & dir', 10505, 8)]\n",
+      "[('Zelle', 10531), ('Neighbor & dir', 10506, 8)]\n",
+      "[('Zelle', 10532), ('Neighbor & dir', 10507, 8)]\n",
+      "[('Zelle', 10533), ('Neighbor & dir', 10508, 8)]\n",
+      "[('Zelle', 10534), ('Neighbor & dir', 10509, 8)]\n",
+      "[('Zelle', 10535), ('Neighbor & dir', 10510, 8)]\n",
+      "[('Zelle', 10536), ('Neighbor & dir', 10511, 8)]\n",
+      "[('Zelle', 10537), ('Neighbor & dir', 10512, 8)]\n",
+      "[('Zelle', 10538), ('Neighbor & dir', 10513, 8)]\n",
+      "[('Zelle', 10539), ('Own', 5)]\n",
+      "[('Zelle', 10540), ('Neighbor & dir', 10515, 8)]\n",
+      "[('Zelle', 10541), ('Neighbor & dir', 10516, 8)]\n",
+      "[('Zelle', 10542), ('Neighbor & dir', 10517, 8)]\n",
+      "[('Zelle', 10543), ('Neighbor & dir', 10518, 8)]\n",
+      "[('Zelle', 10544), ('Neighbor & dir', 10519, 8)]\n",
+      "[('Zelle', 10545), ('Neighbor & dir', 10520, 8)]\n",
+      "[('Zelle', 10546), ('Neighbor & dir', 10521, 8)]\n",
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+      "[('Zelle', 10549), ('Neighbor & dir', 10524, 8)]\n",
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+      "[('Zelle', 10554), ('Neighbor & dir', 10529, 8)]\n",
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+      "[('Zelle', 10558), ('Neighbor & dir', 10533, 8)]\n",
+      "[('Zelle', 10559), ('Neighbor & dir', 10534, 8)]\n",
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+      "[('Zelle', 10570), ('Neighbor & dir', 10545, 8)]\n",
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+      "[('Zelle', 10572), ('Neighbor & dir', 10547, 8)]\n",
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+      "[('Zelle', 11805), ('Neighbor & dir', 11780, 8)]\n",
+      "[('Zelle', 11806), ('Neighbor & dir', 11781, 8)]\n",
+      "[('Zelle', 11807), ('Neighbor & dir', 11782, 8)]\n",
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+      "[('Zelle', 11845), ('Neighbor & dir', 11820, 8)]\n",
+      "[('Zelle', 11846), ('Neighbor & dir', 11821, 8)]\n",
+      "[('Zelle', 11847), ('Neighbor & dir', 11822, 8)]\n",
+      "[('Zelle', 11848), ('Neighbor & dir', 11823, 8)]\n",
+      "[('Zelle', 11849), ('Neighbor & dir', 11824, 8)]\n",
+      "[('Zelle', 11850), ('Neighbor & dir', 11825, 8)]\n",
+      "[('Zelle', 11851), ('Neighbor & dir', 11826, 8)]\n",
+      "[('Zelle', 11852), ('Own', 5)]\n",
+      "[('Zelle', 11853), ('Neighbor & dir', 11828, 8)]\n",
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+      "[('Zelle', 11861), ('Neighbor & dir', 11836, 8)]\n",
+      "[('Zelle', 11862), ('Neighbor & dir', 11837, 8)]\n",
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+      "[('Zelle', 11865), ('Own', 5)]\n",
+      "[('Zelle', 11866), ('Neighbor & dir', 11841, 8)]\n",
+      "[('Zelle', 11867), ('Neighbor & dir', 11842, 8)]\n",
+      "[('Zelle', 11868), ('Neighbor & dir', 11843, 8)]\n",
+      "[('Zelle', 11869), ('Neighbor & dir', 11844, 8)]\n",
+      "[('Zelle', 11870), ('Neighbor & dir', 11845, 8)]\n",
+      "[('Zelle', 11871), ('Neighbor & dir', 11846, 8)]\n",
+      "[('Zelle', 11872), ('Neighbor & dir', 11847, 8)]\n",
+      "[('Zelle', 11873), ('Neighbor & dir', 11848, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 11874), ('Neighbor & dir', 11849, 8)]\n",
+      "[('Zelle', 11875), ('Neighbor & dir', 11850, 8)]\n",
+      "[('Zelle', 11876), ('Neighbor & dir', 11851, 8)]\n",
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+      "[('Zelle', 11880), ('Neighbor & dir', 11855, 8)]\n",
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+      "[('Zelle', 11882), ('Neighbor & dir', 11857, 8)]\n",
+      "[('Zelle', 11883), ('Neighbor & dir', 11858, 8)]\n",
+      "[('Zelle', 11884), ('Neighbor & dir', 11859, 8)]\n",
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+      "[('Zelle', 11889), ('Neighbor & dir', 11864, 8)]\n",
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+      "[('Zelle', 11896), ('Neighbor & dir', 11871, 8)]\n",
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+      "[('Zelle', 11910), ('Neighbor & dir', 11885, 8)]\n",
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+      "[('Zelle', 11912), ('Neighbor & dir', 11887, 8)]\n",
+      "[('Zelle', 11913), ('Neighbor & dir', 11888, 8)]\n",
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+      "[('Zelle', 11922), ('Neighbor & dir', 11897, 8)]\n",
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+      "[('Zelle', 11925), ('Neighbor & dir', 11900, 8)]\n",
+      "[('Zelle', 11926), ('Neighbor & dir', 11901, 8)]\n",
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+      "[('Zelle', 11928), ('Neighbor & dir', 11903, 8)]\n",
+      "[('Zelle', 11929), ('Neighbor & dir', 11904, 8)]\n",
+      "[('Zelle', 11930), ('Own', 5)]\n",
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+      "[('Zelle', 13432), ('Neighbor & dir', 13333, 8)]\n",
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+      "[('Zelle', 13436), ('Neighbor & dir', 13337, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('Zelle', 13437), ('Neighbor & dir', 13338, 8)]\n",
+      "[('Zelle', 13438), ('Neighbor & dir', 13339, 8)]\n",
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+      "[('Zelle', 14787), ('Own', 5)]\n",
+      "[('Zelle', 14788), ('Neighbor & dir', 14689, 8)]\n",
+      "[('Zelle', 14789), ('Neighbor & dir', 14690, 8)]\n",
+      "[('Zelle', 14790), ('Neighbor & dir', 14691, 8)]\n",
+      "[('Zelle', 14791), ('Neighbor & dir', 14692, 8)]\n",
+      "[('Zelle', 14792), ('Neighbor & dir', 14693, 8)]\n",
+      "[('Zelle', 14793), ('Neighbor & dir', 14694, 8)]\n",
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+      "[('Zelle', 14803), ('Neighbor & dir', 14704, 8)]\n",
+      "[('Zelle', 14804), ('Neighbor & dir', 14705, 8)]\n",
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+      "[('Zelle', 14806), ('Neighbor & dir', 14707, 8)]\n",
+      "[('Zelle', 14807), ('Neighbor & dir', 14708, 8)]\n",
+      "[('Zelle', 14808), ('Neighbor & dir', 14709, 8)]\n",
+      "[('Zelle', 14809), ('Neighbor & dir', 14710, 8)]\n",
+      "[('Zelle', 14810), ('Neighbor & dir', 14711, 8)]\n",
+      "[('Zelle', 14811), ('Neighbor & dir', 14712, 8)]\n",
+      "[('Zelle', 14812), ('Neighbor & dir', 14713, 8)]\n",
+      "[('Zelle', 14813), ('Neighbor & dir', 14714, 8)]\n",
+      "[('Zelle', 14814), ('Neighbor & dir', 14715, 8)]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 14816), ('Neighbor & dir', 14717, 8)]\n",
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+      "[('Zelle', 16120), ('Neighbor & dir', 16021, 8)]\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "[('Zelle', 18534), ('Neighbor & dir', 18435, 8)]\n",
+      "[('Zelle', 18535), ('Neighbor & dir', 18436, 8)]\n",
+      "[('Zelle', 18536), ('Neighbor & dir', 18437, 8)]\n",
+      "[('Zelle', 18537), ('Neighbor & dir', 18438, 8)]\n",
+      "[('Zelle', 18538), ('Neighbor & dir', 18439, 8)]\n",
+      "[('Zelle', 18539), ('Neighbor & dir', 18440, 8)]\n",
+      "[('Zelle', 18540), ('Neighbor & dir', 18441, 8)]\n",
+      "[('Zelle', 18541), ('Neighbor & dir', 18442, 8)]\n",
+      "[('Zelle', 18542), ('Neighbor & dir', 18443, 8)]\n",
+      "[('Zelle', 18543), ('Neighbor & dir', 18444, 8)]\n",
+      "[('Zelle', 18544), ('Neighbor & dir', 18445, 8)]\n",
+      "[('Zelle', 18545), ('Neighbor & dir', 18446, 8)]\n",
+      "[('Zelle', 18546), ('Neighbor & dir', 18447, 8)]\n",
+      "[('Zelle', 18547), ('Neighbor & dir', 18448, 8)]\n",
+      "[('Zelle', 18548), ('Neighbor & dir', 18449, 8)]\n",
+      "[('Zelle', 18549), ('Neighbor & dir', 18450, 8)]\n",
+      "[('Zelle', 18550), ('Neighbor & dir', 18451, 8)]\n",
+      "[('Zelle', 18551), ('Neighbor & dir', 18452, 8)]\n",
+      "[('Zelle', 18552), ('Neighbor & dir', 18453, 8)]\n",
+      "[('Zelle', 18553), ('Neighbor & dir', 18454, 8)]\n",
+      "[('Zelle', 18554), ('Neighbor & dir', 18455, 8)]\n",
+      "[('Zelle', 18555), ('Neighbor & dir', 18456, 8)]\n",
+      "[('Zelle', 18556), ('Neighbor & dir', 18457, 8)]\n",
+      "[('Zelle', 18557), ('Neighbor & dir', 18458, 8)]\n",
+      "[('Zelle', 18558), ('Neighbor & dir', 18459, 8)]\n",
+      "[('Zelle', 18559), ('Neighbor & dir', 18460, 8)]\n",
+      "[('Zelle', 18560), ('Neighbor & dir', 18461, 8)]\n",
+      "[('Zelle', 18561), ('Neighbor & dir', 18462, 8)]\n",
+      "[('Zelle', 18562), ('Neighbor & dir', 18463, 8)]\n",
+      "[('Zelle', 18563), ('Neighbor & dir', 18464, 8)]\n",
+      "[('Zelle', 18564), ('Neighbor & dir', 18465, 8)]\n",
+      "[('Zelle', 18565), ('Neighbor & dir', 18466, 8)]\n",
+      "[('Zelle', 18566), ('Neighbor & dir', 18467, 8)]\n",
+      "[('Zelle', 18567), ('Neighbor & dir', 18468, 8)]\n",
+      "[('Zelle', 18568), ('Neighbor & dir', 18469, 8)]\n",
+      "[('Zelle', 18569), ('Neighbor & dir', 18470, 8)]\n",
+      "[('Zelle', 18570), ('Neighbor & dir', 18471, 8)]\n",
+      "[('Zelle', 18571), ('Neighbor & dir', 18472, 8)]\n",
+      "[('Zelle', 18572), ('Neighbor & dir', 18473, 8)]\n",
+      "[('Zelle', 18573), ('Neighbor & dir', 18474, 8)]\n",
+      "[('Zelle', 18574), ('Neighbor & dir', 18475, 8)]\n",
+      "[('Zelle', 18575), ('Neighbor & dir', 18476, 8)]\n",
+      "[('Zelle', 18576), ('Neighbor & dir', 18477, 8)]\n",
+      "[('Zelle', 18577), ('Neighbor & dir', 18478, 8)]\n",
+      "[('Zelle', 18578), ('Neighbor & dir', 18479, 8)]\n",
+      "[('Zelle', 18579), ('Neighbor & dir', 18480, 8)]\n",
+      "[('Zelle', 18580), ('Neighbor & dir', 18481, 8)]\n",
+      "[('Zelle', 18581), ('Neighbor & dir', 18482, 8)]\n",
+      "[('Zelle', 18582), ('Neighbor & dir', 18483, 8)]\n",
+      "[('Zelle', 18583), ('Neighbor & dir', 18484, 8)]\n",
+      "[('Zelle', 18584), ('Neighbor & dir', 18485, 8)]\n",
+      "[('Zelle', 18585), ('Neighbor & dir', 18486, 8)]\n",
+      "[('Zelle', 18586), ('Neighbor & dir', 18487, 8)]\n",
+      "[('Zelle', 18587), ('Own', 5)]\n",
+      "[('Zelle', 18588), ('Neighbor & dir', 18489, 8)]\n",
+      "[('Zelle', 18589), ('Neighbor & dir', 18490, 8)]\n",
+      "[('Zelle', 18590), ('Neighbor & dir', 18491, 8)]\n",
+      "[('Zelle', 18591), ('Neighbor & dir', 18492, 8)]\n",
+      "[('Zelle', 18592), ('Neighbor & dir', 18493, 8)]\n",
+      "[('Zelle', 18593), ('Neighbor & dir', 18494, 8)]\n",
+      "[('Zelle', 18594), ('Neighbor & dir', 18495, 8)]\n",
+      "[('Zelle', 18595), ('Neighbor & dir', 18496, 8)]\n",
+      "[('Zelle', 18596), ('Neighbor & dir', 18497, 8)]\n",
+      "[('Zelle', 18597), ('Neighbor & dir', 18498, 8)]\n",
+      "[('Zelle', 18598), ('Neighbor & dir', 18499, 8)]\n",
+      "[('Zelle', 18599), ('Neighbor & dir', 18500, 8)]\n",
+      "[('Zelle', 18600), ('Neighbor & dir', 18501, 8)]\n",
+      "[('Zelle', 18601), ('Neighbor & dir', 18502, 8)]\n",
+      "[('Zelle', 18602), ('Neighbor & dir', 18503, 8)]\n",
+      "[('Zelle', 18603), ('Neighbor & dir', 18504, 8)]\n",
+      "[('Zelle', 18604), ('Neighbor & dir', 18505, 8)]\n",
+      "[('Zelle', 18605), ('Neighbor & dir', 18506, 8)]\n",
+      "[('Zelle', 18606), ('Neighbor & dir', 18507, 8)]\n",
+      "[('Zelle', 18607), ('Neighbor & dir', 18508, 8)]\n",
+      "[('Zelle', 18608), ('Neighbor & dir', 18509, 8)]\n",
+      "[('Zelle', 18609), ('Neighbor & dir', 18510, 8)]\n",
+      "[('Zelle', 18610), ('Neighbor & dir', 18511, 8)]\n",
+      "[('Zelle', 18611), ('Neighbor & dir', 18512, 8)]\n",
+      "[('Zelle', 18612), ('Neighbor & dir', 18513, 8)]\n",
+      "[('Zelle', 18613), ('Neighbor & dir', 18514, 8)]\n",
+      "[('Zelle', 18614), ('Neighbor & dir', 18515, 8)]\n",
+      "[('Zelle', 18615), ('Neighbor & dir', 18516, 8)]\n",
+      "[('Zelle', 18616), ('Neighbor & dir', 18517, 8)]\n",
+      "[('Zelle', 18617), ('Neighbor & dir', 18518, 8)]\n",
+      "[('Zelle', 18618), ('Neighbor & dir', 18519, 8)]\n",
+      "[('Zelle', 18619), ('Neighbor & dir', 18520, 8)]\n",
+      "[('Zelle', 18620), ('Neighbor & dir', 18521, 8)]\n",
+      "[('Zelle', 18621), ('Neighbor & dir', 18522, 8)]\n",
+      "[('Zelle', 18622), ('Neighbor & dir', 18523, 8)]\n",
+      "[('Zelle', 18623), ('Neighbor & dir', 18524, 8)]\n",
+      "[('Zelle', 18624), ('Neighbor & dir', 18525, 8)]\n",
+      "[('Zelle', 18625), ('Neighbor & dir', 18526, 8)]\n",
+      "[('Zelle', 18626), ('Neighbor & dir', 18527, 8)]\n",
+      "[('Zelle', 18627), ('Neighbor & dir', 18528, 8)]\n",
+      "[('Zelle', 18628), ('Neighbor & dir', 18529, 8)]\n",
+      "[('Zelle', 18629), ('Neighbor & dir', 18530, 8)]\n",
+      "[('Zelle', 18630), ('Neighbor & dir', 18531, 8)]\n",
+      "[('Zelle', 18631), ('Neighbor & dir', 18532, 8)]\n",
+      "[('Zelle', 18632), ('Neighbor & dir', 18533, 8)]\n",
+      "[('Zelle', 18633), ('Neighbor & dir', 18534, 8)]\n",
+      "[('Zelle', 18634), ('Neighbor & dir', 18535, 8)]\n",
+      "[('Zelle', 18635), ('Neighbor & dir', 18536, 8)]\n",
+      "[('Zelle', 18636), ('Neighbor & dir', 18537, 8)]\n",
+      "[('Zelle', 18637), ('Neighbor & dir', 18538, 8)]\n",
+      "[('Zelle', 18638), ('Neighbor & dir', 18539, 8)]\n",
+      "[('Zelle', 18639), ('Neighbor & dir', 18540, 8)]\n",
+      "[('Zelle', 18640), ('Neighbor & dir', 18541, 8)]\n",
+      "[('Zelle', 18641), ('Neighbor & dir', 18542, 8)]\n",
+      "[('Zelle', 18642), ('Neighbor & dir', 18543, 8)]\n",
+      "[('Zelle', 18643), ('Neighbor & dir', 18544, 8)]\n",
+      "[('Zelle', 18644), ('Neighbor & dir', 18545, 8)]\n",
+      "[('Zelle', 18645), ('Neighbor & dir', 18546, 8)]\n",
+      "[('Zelle', 18646), ('Neighbor & dir', 18547, 8)]\n",
+      "[('Zelle', 18647), ('Neighbor & dir', 18548, 8)]\n",
+      "[('Zelle', 18648), ('Neighbor & dir', 18549, 8)]\n",
+      "[('Zelle', 18649), ('Neighbor & dir', 18550, 8)]\n",
+      "[('Zelle', 18650), ('Neighbor & dir', 18551, 8)]\n",
+      "[('Zelle', 18651), ('Neighbor & dir', 18552, 8)]\n",
+      "[('Zelle', 18652), ('Neighbor & dir', 18553, 8)]\n",
+      "[('Zelle', 18653), ('Neighbor & dir', 18554, 8)]\n",
+      "[('Zelle', 18654), ('Neighbor & dir', 18555, 8)]\n",
+      "[('Zelle', 18655), ('Neighbor & dir', 18556, 8)]\n",
+      "[('Zelle', 18656), ('Neighbor & dir', 18557, 8)]\n",
+      "[('Zelle', 18657), ('Neighbor & dir', 18558, 8)]\n",
+      "[('Zelle', 18658), ('Neighbor & dir', 18559, 8)]\n",
+      "[('Zelle', 18659), ('Neighbor & dir', 18560, 8)]\n",
+      "[('Zelle', 18660), ('Neighbor & dir', 18561, 8)]\n",
+      "[('Zelle', 18661), ('Neighbor & dir', 18562, 8)]\n",
+      "[('Zelle', 18662), ('Neighbor & dir', 18563, 8)]\n",
+      "[('Zelle', 18663), ('Neighbor & dir', 18564, 8)]\n",
+      "[('Zelle', 18664), ('Neighbor & dir', 18565, 8)]\n",
+      "[('Zelle', 18665), ('Neighbor & dir', 18566, 8)]\n",
+      "[('Zelle', 18666), ('Neighbor & dir', 18567, 8)]\n",
+      "[('Zelle', 18667), ('Neighbor & dir', 18568, 8)]\n",
+      "[('Zelle', 18668), ('Neighbor & dir', 18569, 8)]\n",
+      "[('Zelle', 18669), ('Neighbor & dir', 18570, 8)]\n",
+      "[('Zelle', 18670), ('Neighbor & dir', 18571, 8)]\n",
+      "[('Zelle', 18671), ('Neighbor & dir', 18572, 8)]\n",
+      "[('Zelle', 18672), ('Neighbor & dir', 18573, 8)]\n",
+      "[('Zelle', 18673), ('Neighbor & dir', 18574, 8)]\n",
+      "[('Zelle', 18674), ('Neighbor & dir', 18575, 8)]\n",
+      "[('Zelle', 18675), ('Neighbor & dir', 18576, 8)]\n",
+      "[('Zelle', 18676), ('Neighbor & dir', 18577, 8)]\n",
+      "[('Zelle', 18677), ('Neighbor & dir', 18578, 8)]\n",
+      "[('Zelle', 18678), ('Neighbor & dir', 18579, 8)]\n",
+      "[('Zelle', 18679), ('Neighbor & dir', 18580, 8)]\n",
+      "[('Zelle', 18680), ('Neighbor & dir', 18581, 8)]\n",
+      "[('Zelle', 18681), ('Neighbor & dir', 18582, 8)]\n",
+      "[('Zelle', 18682), ('Neighbor & dir', 18583, 8)]\n",
+      "[('Zelle', 18683), ('Neighbor & dir', 18584, 8)]\n",
+      "[('Zelle', 18684), ('Neighbor & dir', 18585, 8)]\n",
+      "[('Zelle', 18685), ('Neighbor & dir', 18586, 8)]\n",
+      "[('Zelle', 18686), ('Neighbor & dir', 18587, 8)]\n",
+      "[('Zelle', 18687), ('Own', 5)]\n"
+     ]
+    }
+   ],
    "source": [
-    "mapping = SparseLbMapper(method.stencil, flag_arr, flags['fluid'], flags[noslip], 0)\n",
+    "mapping = SparseLbMapper(method.stencil, flag_arr, flags['fluid'], flags[noslip], 0, 0) #Warum müssen (dürfen!) hier Nullen stehen?\n",
     "index_arr = mapping.create_index_array(ghost_layers)\n",
     "\n",
     "# Arrays\n",
@@ -202,7 +151596,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -224,7 +151618,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -266,7 +151660,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -286,7 +151680,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -304,9 +151698,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 59,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accessor: {f_out_C^6: f_ffa40b0f54c0, f_out_C^0: f_ffa40b0f54c0, f_out_C^3: f_ffa40b0f54c0, f_in_d94a3cbd80bc: f_fba40846231a, f_out_C^7: f_ffa40b0f54c0, f_out_C^2: f_ffa40b0f54c0, f_out_C^5: f_ffa40b0f54c0, f_out_C^8: f_ffa40b0f54c0, f_out_C^1: f_ffa40b0f54c0, f_out_392be931ba2f: f_ffa40b0f54c0, f_out_C^4: f_ffa40b0f54c0}\n",
+      "Accessor: {f_out_C^6: f_ffa40b0f54c0, f_out_C^3: f_ffa40b0f54c0, f_in_d94a3cbd80bc: f_fba40846231a, f_out_C^7: f_ffa40b0f54c0, f_out_C^2: f_ffa40b0f54c0, f_out_C^5: f_ffa40b0f54c0, f_out_C^8: f_ffa40b0f54c0, f_out_C^1: f_ffa40b0f54c0, f_out_392be931ba2f: f_ffa40b0f54c0, f_out_C^4: f_ffa40b0f54c0}\n"
+     ]
+    }
+   ],
    "source": [
     "if not channel:\n",
     "    if target == 'gpu':\n",
@@ -317,13 +151720,20 @@
     "    #different size: a correct kernel comes out when by change the shape is taken from index field, \n",
     "    # when taken from pdf field, a wrong kernel is generated\n",
     "    ubb_ast = ubb_mapper.get_kernel()\n",
-    "    \n",
+    "     \n",
     "    # ps.show_code(ubb_ast)\n",
     "    \n",
     "    ubb_kernel = ubb_ast.compile()\n",
     "    ubb_idx_arr = ubb_mapper.create_index_arr(mapping, flags[ubb])\n",
     "    def handle_ubb():\n",
     "        ubb_kernel(f=pdf_arr[:mapping.num_fluid_cells], idx=ubb_idx_arr)\n",
+    "        \n",
+    "    density_mapper = SparseLbBoundaryMapper(density, method, pdf_field)\n",
+    "    density_ast = density_mapper.get_kernel()\n",
+    "    density_kernel = density_ast.compile()\n",
+    "    density_idx_arr = density_mapper.create_index_arr(mapping, flags[density])\n",
+    "    def handle_density():\n",
+    "        density_kernel(f=pdf_arr[:mapping.num_fluid_cells], idx=density_idx_arr)\n",
     "else:\n",
     "    def handle_ubb():\n",
     "        pass"
@@ -338,7 +151748,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -363,6 +151773,7 @@
     "    pdf_arr_tmp, pdf_arr = pdf_arr, pdf_arr_tmp\n",
     "    \n",
     "    handle_ubb()\n",
+    "    handle_density()\n",
     "\n",
     "def run(steps=100):\n",
     "    for t in range(steps):\n",
@@ -373,12 +151784,14 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.quiver.Quiver at 0x7ff85f071910>"
+       "<matplotlib.quiver.Quiver at 0x7fc893e74760>"
       ]
      },
      "execution_count": 15,
@@ -387,7 +151800,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1152x432 with 1 Axes>"
       ]
@@ -406,6 +151819,13 @@
     "plt.vector_field(result, step=1)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -431,29 +151851,39 @@
    "cell_type": "code",
    "execution_count": 17,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "AssertionError",
-     "evalue": "\nArrays are not almost equal to 7 decimals\n\nMismatched elements: 800 / 800 (100%)\nMax absolute difference: 0.00982559\nMax relative difference: 844.48439175\n x: MaskedArray([[[-2.1072287e-06,  3.2065898e-06],\n              [-5.4380105e-06,  2.1508323e-05],\n              [ 3.6419993e-06,  2.8800305e-05],...\n y: array([[[ 1.5551529e-06,  3.2613511e-07],\n        [ 1.1259737e-05, -1.3894486e-05],\n        [ 4.9984735e-06, -3.1780248e-05],...",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-17-e4aefa1cfce7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtesting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0massert_almost_equal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreference\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvelocity\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "    \u001b[0;31m[... skipping hidden 3 frame]\u001b[0m\n",
-      "\u001b[0;31mAssertionError\u001b[0m: \nArrays are not almost equal to 7 decimals\n\nMismatched elements: 800 / 800 (100%)\nMax absolute difference: 0.00982559\nMax relative difference: 844.48439175\n x: MaskedArray([[[-2.1072287e-06,  3.2065898e-06],\n              [-5.4380105e-06,  2.1508323e-05],\n              [ 3.6419993e-06,  2.8800305e-05],...\n y: array([[[ 1.5551529e-06,  3.2613511e-07],\n        [ 1.1259737e-05, -1.3894486e-05],\n        [ 4.9984735e-06, -3.1780248e-05],..."
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "np.testing.assert_almost_equal(reference.velocity[:, :], result)"
+    "#np.testing.assert_almost_equal(reference.velocity[:, :], result)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.quiver.Quiver at 0x7fc893db7970>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.vector_field(reference.velocity[:, :], step=1)"
    ]
@@ -482,7 +151912,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.2"
+   "version": "3.8.5"
   }
  },
  "nbformat": 4,