diff --git a/Project-Documentation/BusAID-Hotspot-Analysis/build_busaid_datasets.ipynb b/Project-Documentation/BusAID-Hotspot-Analysis/build_busaid_datasets.ipynb
index c0bf045..02d8ee3 100644
--- a/Project-Documentation/BusAID-Hotspot-Analysis/build_busaid_datasets.ipynb
+++ b/Project-Documentation/BusAID-Hotspot-Analysis/build_busaid_datasets.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -52,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 135,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -120,7 +120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 137,
+   "execution_count": 105,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -155,7 +155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -215,7 +215,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -232,7 +232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 140,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -253,7 +253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -265,7 +265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
@@ -284,7 +284,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [
     {
@@ -303,7 +303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -315,7 +315,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 145,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -332,18 +332,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 146,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [],
    "source": [
     "# create point and line gdfs\n",
-    "point_gdf = read_kml_by_geom_type(os.path.join(dir, \"Spatial Data\", \"January2024\"), \"Point\")\n",
-    "line_gdf = read_kml_by_geom_type(os.path.join(dir, \"Spatial Data\", \"January2024\"), \"LineString\")"
+    "point_gdf = read_kml_by_geom_type(os.path.join(dir, \"Spatial Data\", \"January_25_2024\"), \"Point\")\n",
+    "line_gdf = read_kml_by_geom_type(os.path.join(dir, \"Spatial Data\", \"January_25_2024\"), \"LineString\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 147,
+   "execution_count": 115,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -362,7 +362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 148,
+   "execution_count": 116,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -372,7 +372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 149,
+   "execution_count": 117,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -383,7 +383,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 150,
+   "execution_count": 118,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -393,7 +393,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 151,
+   "execution_count": 119,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -404,7 +404,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": 120,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -447,7 +447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": 121,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -456,7 +456,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 154,
+   "execution_count": 122,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -512,7 +512,7 @@
     "    \"UC:56\": \"AC:56\",\n",
     "    \"UC:97\": \"AC:97\",\n",
     "    \"UC:210\": \"AC:210\",\n",
-    "    # \"SC:500\": None,\n",
+    "    \"SC:500\": \"SC:Rapid 500\",\n",
     "}\n",
     "hs_route_expode_df[\"route_id\"] = hs_route_expode_df[\"route_id\"].replace(route_dict)"
    ]
@@ -526,7 +526,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 155,
+   "execution_count": 123,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -546,7 +546,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 156,
+   "execution_count": 124,
    "metadata": {},
    "outputs": [
     {
@@ -577,7 +577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 157,
+   "execution_count": 125,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -618,7 +618,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 158,
+   "execution_count": 126,
    "metadata": {},
    "outputs": [
     {
@@ -627,7 +627,7 @@
        "[]"
       ]
      },
-     "execution_count": 158,
+     "execution_count": 126,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -664,7 +664,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "execution_count": 127,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -687,7 +687,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 160,
+   "execution_count": 128,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -696,6 +696,7 @@
     "    \"route_id\",\n",
     "    \"agency_id\",\n",
     "    \"direction_id\",\n",
+    "    \"trip_id\",\n",
     "    \"route_type\",\n",
     "    \"agency_name\",\n",
     "    \"route_name\",\n",
@@ -713,7 +714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 161,
+   "execution_count": 129,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -739,7 +740,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": 130,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -756,20 +757,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 163,
+   "execution_count": 131,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "_merge\n",
-       "both          400348\n",
-       "right_only         8\n",
+       "both          402137\n",
+       "right_only         6\n",
        "left_only          0\n",
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 163,
+     "execution_count": 131,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -780,17 +781,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 164,
+   "execution_count": 132,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array(['SO:46', 'GG:72', 'SR:95', nan, 'FS:microtransit', 'SO:95',\n",
-       "       'SC:500', 'ST:NVTA29'], dtype=object)"
+       "array(['SO:46', 'GG:72', 'SR:95', nan, 'FS:microtransit', 'SO:95'],\n",
+       "      dtype=object)"
       ]
      },
-     "execution_count": 164,
+     "execution_count": 132,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -801,7 +802,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 165,
+   "execution_count": 133,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -809,6 +810,7 @@
     "sub_cols = [\n",
     "    \"hotspot_id\",\n",
     "    \"route_id\",\n",
+    "    \"trip_id\",\n",
     "    \"direction_id\",\n",
     "    \"agency_id_gtfs\",\n",
     "    \"route_type\",\n",
@@ -819,7 +821,8 @@
     "    \"agency_url\",\n",
     "    \"route\",\n",
     "]\n",
-    "hs_route_dedup = hs_route_gdf.query(\"_merge == 'both'\").drop_duplicates(subset=sub_cols)"
+    "hs_route_dedup = hs_route_gdf.query(\"_merge == 'both'\").drop_duplicates(subset=sub_cols)\n",
+    "# hs_route_gdf.duplicated(subset=sub_cols).value_counts()"
    ]
   },
   {
@@ -831,7 +834,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 166,
+   "execution_count": 134,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -847,7 +850,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": 135,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -861,7 +864,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 136,
    "metadata": {},
    "outputs": [
     {
@@ -888,7 +891,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 169,
+   "execution_count": 137,
    "metadata": {},
    "outputs": [
     {
@@ -915,7 +918,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": 138,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -929,7 +932,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 171,
+   "execution_count": 139,
    "metadata": {},
    "outputs": [
     {
@@ -963,7 +966,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 172,
+   "execution_count": 140,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -998,7 +1001,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 173,
+   "execution_count": 141,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1015,7 +1018,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 174,
+   "execution_count": 142,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1027,7 +1030,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 175,
+   "execution_count": 143,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1037,7 +1040,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 176,
+   "execution_count": 144,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1052,7 +1055,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 177,
+   "execution_count": 145,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1062,7 +1065,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 178,
+   "execution_count": 146,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1083,7 +1086,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 179,
+   "execution_count": 147,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1098,7 +1101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 180,
+   "execution_count": 148,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1112,7 +1115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 181,
+   "execution_count": 149,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1135,7 +1138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 182,
+   "execution_count": 150,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1157,7 +1160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 183,
+   "execution_count": 151,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1176,7 +1179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 184,
+   "execution_count": 152,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1201,7 +1204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 185,
+   "execution_count": 153,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1220,7 +1223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 186,
+   "execution_count": 154,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1234,7 +1237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 187,
+   "execution_count": 155,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1246,7 +1249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 188,
+   "execution_count": 156,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1258,7 +1261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 189,
+   "execution_count": 157,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1275,7 +1278,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 190,
+   "execution_count": 158,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1289,7 +1292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 191,
+   "execution_count": 159,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1312,7 +1315,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 192,
+   "execution_count": 160,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1322,7 +1325,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 193,
+   "execution_count": 161,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1340,7 +1343,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 194,
+   "execution_count": 162,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1389,7 +1392,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 195,
+   "execution_count": 163,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1438,7 +1441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 196,
+   "execution_count": 164,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1446,6 +1449,13 @@
     "with pd.ExcelWriter(excel_path, mode=\"a\", if_sheet_exists=\"replace\") as writer:\n",
     "    hs_demo_summary.to_excel(writer, sheet_name=\"hotspot_demographic_summary\", index=False)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {