diff --git a/TreeCompress.ipynb b/TreeCompress.ipynb
index d252a6b..9204996 100644
--- a/TreeCompress.ipynb
+++ b/TreeCompress.ipynb
@@ -86,7 +86,41 @@
    "execution_count": 5,
    "id": "98cde024",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'dst': {'min': None, 'max': 578}, 'src': {'min': None, 'max': 60}, 'protocl': {'min': None, 'max': 0}}\n",
+      "{'dst': {'min': None, 'max': 3031}, 'src': {'min': None, 'max': 60}, 'protocl': {'min': None, 'max': 0}}\n",
+      "{'dst': {'min': None, 'max': 3031}, 'src': {'min': None, 'max': 60}, 'protocl': {'min': 0, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 3031}, 'src': {'min': None, 'max': 60}, 'protocl': {'min': 1, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 3031}, 'src': {'min': None, 'max': 67}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 101}, 'src': {'min': 67, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 101}, 'src': {'min': 54978, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 101}, 'src': {'min': 59817, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 101}, 'src': {'min': 60043, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 3031}, 'src': {'min': 67, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 3031}, 'src': {'min': 130, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': None, 'max': 3031}, 'src': {'min': 1223, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 3031, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 3067, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 5110, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 33925, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 46329, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 46331, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 49152, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 49157, 'max': None}, 'src': {'min': None, 'max': 283}, 'protocl': {'min': None, 'max': 11}}\n",
+      "{'dst': {'min': 49157, 'max': None}, 'src': {'min': None, 'max': 283}, 'protocl': {'min': 11, 'max': None}}\n",
+      "{'dst': {'min': 49157, 'max': None}, 'src': {'min': None, 'max': 4566}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 56320, 'max': None}, 'src': {'min': None, 'max': 4566}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 49157, 'max': None}, 'src': {'min': 4566, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 51848, 'max': None}, 'src': {'min': 4566, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 49157, 'max': None}, 'src': {'min': 5225, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
+      "{'dst': {'min': 53283, 'max': None}, 'src': {'min': 5225, 'max': None}, 'protocl': {'min': None, 'max': None}}\n"
+     ]
+    }
+   ],
    "source": [
     "# collapse all paths to ranges for each feature\n",
     "# because of how decision trees work, all conditions on a path must be true to reach the leaf node\n",
@@ -118,7 +152,8 @@
     "\t\telif operation == \">\" and value > compressed[feature][\"max\"]:\n",
     "\t\t\tcompressed[feature][\"min\"] = value\n",
     "\n",
-    "\tpath[\"compressed\"] = compressed"
+    "\tpath[\"compressed\"] = compressed\n",
+    "\tprint(compressed)"
    ]
   },
   {
@@ -171,11 +206,14 @@
     "\t\t# for each bucket which encompases the condition's range, add this path's id to the sets \n",
     "\t\ti = 0\n",
     "\t\tfor bp in breakpoints[feature_name]:\n",
-    "\t\t\tin_range = is_in_range(bp, lower, upper)\n",
-    "\t\t\tif in_range:\n",
+    "\t\t\tif is_in_range(bp, lower, upper):\n",
     "\t\t\t\tbuckets_id[feature_name][i].add(ID)\n",
     "\t\t\t\tbuckets_class[feature_name][i].add(Class)\n",
-    "\t\t\ti += 1"
+    "\t\t\ti += 1\n",
+    "\n",
+    "\t\tif is_in_range(bp+1, lower, upper):\n",
+    "\t\t\tbuckets_id[feature_name][i].add(ID)\n",
+    "\t\t\tbuckets_class[feature_name][i].add(Class)"
    ]
   },
   {
@@ -198,13 +236,13 @@
     "\tfor i in range(1, len(buckets_id[feature_name]) - 1):\n",
     "\t\tlower = breakpoints[feature_name][i-1]\n",
     "\t\tupper = breakpoints[feature_name][i]\n",
-    "\t\tmembers = buckets_id[feature_name][i]\n",
+    "\t\tpaths = buckets_id[feature_name][i]\n",
     "\t\tclasses = buckets_class[feature_name][i]\n",
     "\t\t#print(f\"{feature_name} = [{lower}, {upper}]: {buckets[feature_name][i]}\")\n",
     "\t\tcompressed_layers[feature_name].append({\"min\": lower, \"max\": upper, \"paths\": paths, \"classes\": classes})\n",
     "\tlower = breakpoints[feature_name][len(breakpoints[feature_name]) - 1]\n",
     "\tupper = None\n",
-    "\tmembers = buckets_id[feature_name][len(buckets_id[feature_name]) - 1]\n",
+    "\tpaths = buckets_id[feature_name][len(buckets_id[feature_name]) - 1]\n",
     "\tclasses = buckets_class[feature_name][len(buckets_class[feature_name]) - 1]\n",
     "\t#print(f\"{feature_name} = [{lower}, {upper}]: {members}\")\n",
     "\tcompressed_layers[feature_name].append({\"min\": lower, \"max\": upper, \"paths\": paths, \"classes\": classes})\n",