diff --git a/notebooks/01_exploration.ipynb b/notebooks/01_exploration.ipynb
index 01540fe..7d3e2d5 100644
--- a/notebooks/01_exploration.ipynb
+++ b/notebooks/01_exploration.ipynb
@@ -17,11 +17,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 10,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2018-12-18T02:00:52.336816Z",
-     "start_time": "2018-12-18T02:00:50.794985Z"
+     "end_time": "2018-12-19T02:55:24.823837Z",
+     "start_time": "2018-12-19T02:55:16.373122Z"
     }
    },
    "outputs": [],
@@ -36,11 +36,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 11,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2018-12-18T02:00:56.202312Z",
-     "start_time": "2018-12-18T02:00:52.338820Z"
+     "end_time": "2018-12-19T02:55:24.844241Z",
+     "start_time": "2018-12-19T02:55:24.823837Z"
     },
     "scrolled": true
    },
@@ -80,11 +80,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 13,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2018-12-18T02:01:21.413234Z",
-     "start_time": "2018-12-18T02:00:56.203292Z"
+     "end_time": "2018-12-19T02:57:41.855174Z",
+     "start_time": "2018-12-19T02:57:13.770371Z"
     },
     "pixiedust": {
      "displayParams": {}
@@ -98,25 +98,9 @@
      "text": [
       "Importing waves.csv\n",
       "Importing tides.csv\n",
-      "Importing profiles.csv\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\z5189959\\Desktop\\nsw-2016-storm-impact\\.venv\\lib\\site-packages\\numpy\\lib\\arraysetops.py:522: FutureWarning:\n",
-      "\n",
-      "elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
+      "Importing profiles.csv\n",
       "Importing sites.csv\n",
-      "Importing profile_features.csv\n",
+      "Importing profile_features_crest_toes.csv\n",
       "Importing impacts_forecasted_foreshore_slope_sto06.csv\n",
       "Importing impacts_forecasted_mean_slope_sto06.csv\n",
       "Importing impacts_observed.csv\n",
@@ -135,7 +119,7 @@
     "df_tides = df_from_csv('tides.csv', index_col=[0, 1])\n",
     "df_profiles = df_from_csv('profiles.csv', index_col=[0, 1, 2])\n",
     "df_sites = df_from_csv('sites.csv', index_col=[0])\n",
-    "df_profile_features = df_from_csv('profile_features.csv', index_col=[0])\n",
+    "df_profile_features_crest_toes = df_from_csv('profile_features_crest_toes.csv', index_col=[0])\n",
     "\n",
     "# Note that the forecasted data sets should be in the same order for impacts and twls\n",
     "impacts = {\n",
@@ -179,11 +163,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 14,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2018-12-18T02:03:09.204918Z",
-     "start_time": "2018-12-18T02:03:06.262044Z"
+     "end_time": "2018-12-19T02:59:16.919983Z",
+     "start_time": "2018-12-19T02:59:15.659950Z"
     },
     "code_folding": [
      408
@@ -194,7 +178,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "53cf617b48714cdc8937d95f0ec672fa",
+       "model_id": "a209da7c5b98416990efed34f38e82f0",
        "version_major": 2,
        "version_minor": 0
       },
@@ -539,14 +523,14 @@
     "    prestorm_x = prestorm_profile.index.get_level_values('x').tolist()\n",
     "    prestorm_z = prestorm_profile.z.tolist()\n",
     "\n",
-    "    prestorm_site_features = df_profile_features.query(\n",
+    "    prestorm_site_features = df_profile_features_crest_toes.query(\n",
     "        'site_id == \"{}\" and profile_type==\"prestorm\"'.format(site_id))\n",
     "    prestorm_dune_crest_x = prestorm_site_features.dune_crest_x\n",
     "    prestorm_dune_crest_z = prestorm_site_features.dune_crest_z\n",
     "    prestorm_dune_toe_x = prestorm_site_features.dune_toe_x\n",
     "    prestorm_dune_toe_z = prestorm_site_features.dune_toe_z\n",
     "\n",
-    "    poststorm_site_features = df_profile_features.query(\n",
+    "    poststorm_site_features = df_profile_features_crest_toes.query(\n",
     "        'site_id == \"{}\" and profile_type==\"poststorm\"'.format(site_id))\n",
     "    poststorm_dune_crest_x = poststorm_site_features.dune_crest_x\n",
     "    poststorm_dune_crest_z = poststorm_site_features.dune_crest_z\n",
@@ -681,1792 +665,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 9,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2018-12-16T23:22:16.226755Z",
-     "start_time": "2018-12-16T23:22:15.945004Z"
+     "end_time": "2018-12-18T21:44:39.877356Z",
+     "start_time": "2018-12-18T21:44:39.864319Z"
     }
    },
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-      "GRANTSn0021\n",
-      "GRANTSn0022\n",
-      "GRANTSn0023\n",
-      "GRANTSn0024\n",
-      "GRANTSs0001\n",
-      "GRANTSs0002\n",
-      "GRANTSs0003\n",
-      "GRANTSs0004\n",
-      "GRANTSs0005\n",
-      "GRANTSs0006\n",
-      "GRANTSs0007\n",
-      "GRANTSs0008\n",
-      "GRANTSs0009\n",
-      "GRANTSs0010\n",
-      "GRANTSs0011\n",
-      "GRANTSs0012\n",
-      "GRANTSs0013\n",
-      "GRANTSs0014\n",
-      "HARGn0001\n",
-      "HARGn0002\n",
-      "HARGn0003\n",
-      "HARGn0004\n",
-      "HARGn0005\n",
-      "HARGn0006\n",
-      "HARGn0007\n",
-      "HARGs0001\n",
-      "HARGs0002\n",
-      "HARGs0003\n",
-      "HARGs0004\n",
-      "HARGs0005\n",
-      "HARGs0006\n",
-      "HARGs0007\n",
-      "HARR0001\n",
-      "HARR0002\n",
-      "HARR0003\n",
-      "HARR0004\n",
-      "HARR0005\n",
-      "HARR0006\n",
-      "HARR0007\n",
-      "HARR0008\n",
-      "HARR0009\n",
-      "HARR0010\n",
-      "HARR0011\n",
-      "HARR0012\n",
-      "HARR0013\n",
-      "HARR0014\n",
-      "HARR0015\n",
-      "HARR0016\n",
-      "HARR0017\n",
-      "HARR0018\n",
-      "HARR0019\n",
-      "HARR0020\n",
-      "HARR0021\n",
-      "HARR0022\n",
-      "HARR0023\n",
-      "HARR0024\n",
-      "HARR0025\n",
-      "HARR0026\n",
-      "HARR0027\n",
-      "HARR0028\n",
-      "HARR0029\n",
-      "HARR0030\n",
-      "HARR0031\n",
-      "HARR0032\n",
-      "HARR0033\n",
-      "HARR0034\n",
-      "HARR0035\n",
-      "HARR0036\n",
-      "HARR0037\n",
-      "HARR0038\n",
-      "HARR0039\n",
-      "HARR0040\n",
-      "HARR0041\n",
-      "HARR0042\n",
-      "HARR0043\n",
-      "HARR0044\n",
-      "HARR0045\n",
-      "HARR0046\n",
-      "HARR0047\n",
-      "HARR0048\n",
-      "HARR0049\n",
-      "HARR0050\n",
-      "HARR0051\n",
-      "HARR0052\n",
-      "HARR0053\n",
-      "HARR0054\n",
-      "HARR0055\n",
-      "HARR0056\n",
-      "LHOUSE0001\n",
-      "LHOUSE0002\n",
-      "LHOUSE0003\n",
-      "LHOUSE0004\n",
-      "LHOUSE0005\n",
-      "LHOUSE0006\n",
-      "LHOUSE0007\n",
-      "LHOUSE0008\n",
-      "LHOUSE0009\n",
-      "LHOUSE0010\n",
-      "LHOUSE0011\n",
-      "LHOUSE0012\n",
-      "LHOUSE0013\n",
-      "LHOUSEn0001\n",
-      "LHOUSEn0002\n",
-      "LHOUSEn0003\n",
-      "LHOUSEn0004\n",
-      "LHOUSEn0005\n",
-      "LHOUSEn0006\n",
-      "LHOUSEn0007\n",
-      "LHOUSEn0008\n",
-      "LHOUSEn0009\n",
-      "LHOUSEn0010\n",
-      "LHOUSEn0011\n",
-      "LHOUSEn0012\n",
-      "LHOUSEn0013\n",
-      "LHOUSEn0014\n",
-      "LHOUSEn0015\n",
-      "LHOUSEn0016\n",
-      "LHOUSEn0017\n",
-      "LHOUSEn0018\n",
-      "LHOUSEn0019\n",
-      "LHOUSEn0020\n",
-      "LHOUSEn0021\n",
-      "LHOUSEn0022\n",
-      "LHOUSEn0023\n",
-      "LHOUSEn0024\n",
-      "LHOUSEn0025\n",
-      "LHOUSEn0026\n",
-      "LHOUSEn0027\n",
-      "LHOUSEn0028\n",
-      "LHOUSEn0029\n",
-      "LHOUSEn0030\n",
-      "LHOUSEn0031\n",
-      "LHOUSEn0032\n",
-      "LHOUSEn0033\n",
-      "LHOUSEn0034\n",
-      "LHOUSEn0035\n",
-      "LHOUSEn0036\n",
-      "LHOUSEn0037\n",
-      "LHOUSEn0038\n",
-      "LHOUSEn0039\n",
-      "LHOUSEn0040\n",
-      "LHOUSEn0041\n",
-      "LHOUSEn0042\n",
-      "LHOUSEn0043\n",
-      "LHOUSEn0044\n",
-      "LHOUSEn0045\n",
-      "LHOUSEn0046\n",
-      "LHOUSEn0047\n",
-      "LHOUSEn0048\n",
-      "LHOUSEn0049\n",
-      "LHOUSEn0050\n",
-      "LHOUSEn0051\n",
-      "LHOUSEn0052\n",
-      "LHOUSEn0053\n",
-      "LHOUSEn0054\n",
-      "LHOUSEn0055\n",
-      "LHOUSEn0056\n",
-      "LHOUSEn0057\n",
-      "LHOUSEn0058\n",
-      "LHOUSEn0059\n",
-      "LHOUSEn0060\n",
-      "LHOUSEn0061\n",
-      "LHOUSEn0062\n",
-      "LHOUSEn0063\n",
-      "LHOUSEn0064\n",
-      "LHOUSEn0065\n",
-      "LHOUSEn0066\n",
-      "LHOUSEn0067\n",
-      "LHOUSEn0068\n",
-      "LHOUSEn0069\n",
-      "LHOUSEn0070\n",
-      "LHOUSEn0071\n",
-      "LHOUSEn0072\n",
-      "LHOUSEn0073\n",
-      "LHOUSEn0074\n",
-      "LHOUSEn0075\n",
-      "LHOUSEn0076\n",
-      "LHOUSEn0077\n",
-      "LHOUSEn0078\n",
-      "LHOUSEn0079\n",
-      "LHOUSEn0080\n",
-      "LHOUSEn0081\n",
-      "LHOUSEn0082\n",
-      "LHOUSEn0083\n",
-      "LHOUSEn0084\n",
-      "LHOUSEn0085\n",
-      "LHOUSEn0086\n",
-      "LHOUSEn0087\n",
-      "LHOUSEn0088\n",
-      "LHOUSEn0089\n",
-      "LHOUSEn0090\n",
-      "LHOUSEn0091\n",
-      "LHOUSEn0092\n",
-      "LHOUSEn0093\n",
-      "LHOUSEs0001\n",
-      "LHOUSEs0002\n",
-      "LHOUSEs0003\n",
-      "LHOUSEs0004\n",
-      "LHOUSEs0005\n",
-      "LHOUSEs0006\n",
-      "LHOUSEs0007\n",
-      "LHOUSEs0008\n",
-      "LHOUSEs0009\n",
-      "LHOUSEs0010\n",
-      "LHOUSEs0011\n",
-      "LHOUSEs0012\n",
-      "LHOUSEs0013\n",
-      "LHOUSEs0014\n",
-      "LHOUSEs0015\n",
-      "LHOUSEs0016\n",
-      "LHOUSEs0017\n",
-      "LHOUSEs0018\n",
-      "LHOUSEs0019\n",
-      "LHOUSEs0020\n",
-      "LHOUSEs0021\n",
-      "LHOUSEs0022\n",
-      "LHOUSEs0023\n",
-      "LHOUSEs0024\n",
-      "LHOUSEs0025\n",
-      "LHOUSEs0026\n",
-      "LHOUSEs0027\n",
-      "LHOUSEs0028\n",
-      "LHOUSEs0029\n",
-      "LHOUSEs0030\n",
-      "LHOUSEs0031\n",
-      "LHOUSEs0032\n",
-      "MACM0001\n",
-      "MACM0002\n",
-      "MACM0003\n",
-      "MACM0004\n",
-      "MACM0005\n",
-      "MACM0006\n",
-      "MACM0007\n",
-      "MACM0008\n",
-      "MACM0009\n",
-      "MACM0010\n",
-      "MACM0011\n",
-      "MACM0012\n",
-      "MACM0013\n",
-      "MACM0014\n",
-      "MACM0015\n",
-      "MACM0016\n",
-      "MANNING0001\n",
-      "MANNING0002\n",
-      "MANNING0003\n",
-      "MANNING0004\n",
-      "MANNING0005\n",
-      "MANNING0006\n",
-      "MANNING0007\n",
-      "MANNING0008\n",
-      "MANNING0009\n",
-      "MANNING0010\n",
-      "MANNING0011\n",
-      "MANNING0012\n",
-      "MANNING0013\n",
-      "MANNING0014\n",
-      "MANNING0015\n",
-      "MANNING0016\n",
-      "MANNING0017\n",
-      "MANNING0018\n",
-      "MANNING0019\n",
-      "MANNING0020\n",
-      "MANNING0021\n",
-      "MANNING0022\n",
-      "MANNING0023\n",
-      "MANNING0024\n",
-      "MANNING0025\n",
-      "MANNING0026\n",
-      "MANNING0027\n",
-      "MANNING0028\n",
-      "MANNING0029\n",
-      "MANNING0030\n",
-      "MANNING0031\n",
-      "MANNING0032\n",
-      "MANNING0033\n",
-      "MANNING0034\n",
-      "MANNING0035\n",
-      "MANNING0036\n",
-      "MANNING0037\n",
-      "MANNING0038\n",
-      "MANNING0039\n",
-      "MANNING0040\n",
-      "MANNING0041\n",
-      "MANNING0042\n",
-      "MANNING0043\n",
-      "MANNING0044\n",
-      "MANNING0045\n",
-      "MANNING0046\n",
-      "MANNING0047\n",
-      "MANNING0048\n",
-      "MANNING0049\n",
-      "MANNING0050\n",
-      "MANNING0051\n",
-      "MANNING0052\n",
-      "MANNING0053\n",
-      "MANNING0054\n",
-      "MANNING0055\n",
-      "MANNING0056\n",
-      "MANNING0057\n",
-      "MANNING0058\n",
-      "MANNING0059\n",
-      "MANNING0060\n",
-      "MANNING0061\n",
-      "MANNING0062\n",
-      "MANNING0063\n",
-      "MANNING0064\n",
-      "MANNING0065\n",
-      "MANNING0066\n",
-      "MANNING0067\n",
-      "MANNING0068\n",
-      "MANNING0069\n",
-      "MANNING0070\n",
-      "MANNING0071\n",
-      "MANNING0072\n",
-      "MANNING0073\n",
-      "MANNING0074\n",
-      "MANNING0075\n",
-      "MANNING0076\n",
-      "MANNING0077\n",
-      "MANNING0078\n",
-      "MANNING0079\n",
-      "MANNING0080\n",
-      "MANNING0081\n",
-      "MANNING0082\n",
-      "MANNING0083\n",
-      "MANNING0084\n",
-      "MANNING0085\n",
-      "MANNING0086\n",
-      "MANNING0087\n",
-      "MANNING0088\n",
-      "MANNING0089\n",
-      "MANNING0090\n",
-      "MANNING0091\n",
-      "MANNING0092\n",
-      "MANNING0093\n",
-      "MANNING0094\n",
-      "MANNING0095\n",
-      "MANNING0096\n",
-      "MANNING0097\n",
-      "MANNING0098\n",
-      "MANNING0099\n",
-      "MANNING0100\n",
-      "MANNING0101\n",
-      "MANNING0102\n",
-      "MANNING0103\n",
-      "MANNING0104\n",
-      "MANNING0105\n",
-      "MANNING0106\n",
-      "MANNING0107\n",
-      "MANNING0108\n",
-      "MANNING0109\n",
-      "MANNING0110\n",
-      "MANNING0111\n",
-      "MANNING0112\n",
-      "MANNING0113\n",
-      "MANNING0114\n",
-      "MANNING0115\n",
-      "MANNING0116\n",
-      "MANNING0117\n",
-      "MANNING0118\n",
-      "MANNING0119\n",
-      "MANNING0120\n",
-      "MANNING0121\n",
-      "MANNING0122\n",
-      "MANNING0123\n",
-      "MANNING0124\n",
-      "MANNING0125\n",
-      "MANNING0126\n",
-      "MANNING0127\n",
-      "MONA0001\n",
-      "MONA0002\n",
-      "MONA0003\n",
-      "MONA0004\n",
-      "MONA0005\n",
-      "MONA0006\n",
-      "MONA0007\n",
-      "MONA0008\n",
-      "MONA0009\n",
-      "MONA0010\n",
-      "MONA0011\n",
-      "MONA0012\n",
-      "MONA0013\n",
-      "MONA0014\n",
-      "MONA0015\n",
-      "MONA0016\n",
-      "MONA0017\n",
-      "MONA0018\n",
-      "MONA0019\n",
-      "MONA0020\n",
-      "MONA0021\n",
-      "NAMB0001\n",
-      "NAMB0002\n",
-      "NAMB0003\n",
-      "NAMB0004\n",
-      "NAMB0005\n",
-      "NAMB0006\n",
-      "NAMB0007\n",
-      "NAMB0008\n",
-      "NAMB0009\n",
-      "NAMB0010\n",
-      "NAMB0011\n",
-      "NAMB0012\n",
-      "NAMB0013\n",
-      "NAMB0014\n",
-      "NAMB0015\n",
-      "NAMB0016\n",
-      "NAMB0017\n",
-      "NAMB0018\n",
-      "NAMB0019\n",
-      "NAMB0020\n",
-      "NAMB0021\n",
-      "NAMB0022\n",
-      "NAMB0023\n",
-      "NAMB0024\n",
-      "NAMB0025\n",
-      "NAMB0026\n",
-      "NAMB0027\n",
-      "NAMB0028\n",
-      "NAMB0029\n",
-      "NAMB0030\n",
-      "NAMB0031\n",
-      "NAMB0032\n",
-      "NAMB0033\n",
-      "NAMB0034\n",
-      "NAMB0035\n",
-      "NAMB0036\n",
-      "NAMB0037\n",
-      "NAMB0038\n",
-      "NAMB0039\n",
-      "NAMB0040\n",
-      "NAMB0041\n",
-      "NAMB0042\n",
-      "NAMB0043\n",
-      "NAMB0044\n",
-      "NAMB0045\n",
-      "NAMB0046\n",
-      "NAMB0047\n",
-      "NAMB0048\n",
-      "NAMB0049\n",
-      "NAMB0050\n",
-      "NAMB0051\n",
-      "NAMB0052\n",
-      "NAMB0053\n",
-      "NAMB0054\n",
-      "NAMB0055\n",
-      "NAMB0056\n",
-      "NAMB0057\n",
-      "NAMB0058\n",
-      "NAMB0059\n",
-      "NAMB0060\n",
-      "NAMB0061\n",
-      "NAMB0062\n",
-      "NAMB0063\n",
-      "NAMB0064\n",
-      "NAMB0065\n",
-      "NAMB0066\n",
-      "NAMB0067\n",
-      "NAMB0068\n",
-      "NAMB0069\n",
-      "NAMB0070\n",
-      "NAMB0071\n",
-      "NAMB0072\n",
-      "NAMB0073\n",
-      "NARRA0001\n",
-      "NARRA0002\n",
-      "NARRA0003\n",
-      "NARRA0004\n",
-      "NARRA0005\n",
-      "NARRA0006\n",
-      "NARRA0007\n",
-      "NARRA0008\n",
-      "NARRA0009\n",
-      "NARRA0010\n",
-      "NARRA0011\n",
-      "NARRA0012\n",
-      "NARRA0013\n",
-      "NARRA0014\n",
-      "NARRA0015\n",
-      "NARRA0016\n",
-      "NARRA0017\n",
-      "NARRA0018\n",
-      "NARRA0019\n",
-      "NARRA0020\n",
-      "NARRA0021\n",
-      "NARRA0022\n",
-      "NARRA0023\n",
-      "NARRA0024\n",
-      "NARRA0025\n",
-      "NARRA0026\n",
-      "NARRA0027\n",
-      "NARRA0028\n",
-      "NARRA0029\n",
-      "NARRA0030\n",
-      "NARRA0031\n",
-      "NARRA0032\n",
-      "NARRA0033\n",
-      "NARRA0034\n",
-      "NARRA0035\n",
-      "NARRA0036\n",
-      "NINEMn0001\n",
-      "NINEMn0002\n",
-      "NINEMn0003\n",
-      "NINEMn0004\n",
-      "NINEMn0005\n",
-      "NINEMn0006\n",
-      "NINEMn0007\n",
-      "NINEMn0008\n",
-      "NINEMn0009\n",
-      "NINEMn0010\n",
-      "NINEMn0011\n",
-      "NINEMn0012\n",
-      "NINEMn0013\n",
-      "NINEMn0014\n",
-      "NINEMn0015\n",
-      "NINEMn0016\n",
-      "NINEMn0017\n",
-      "NINEMn0018\n",
-      "NINEMn0019\n",
-      "NINEMn0020\n",
-      "NINEMn0021\n",
-      "NINEMn0022\n",
-      "NINEMn0023\n",
-      "NINEMn0024\n",
-      "NINEMn0025\n",
-      "NINEMn0026\n",
-      "NINEMn0027\n",
-      "NINEMn0028\n",
-      "NINEMn0029\n",
-      "NINEMn0030\n",
-      "NINEMn0031\n",
-      "NINEMn0032\n",
-      "NINEMn0033\n",
-      "NINEMn0034\n",
-      "NINEMn0035\n",
-      "NINEMn0036\n",
-      "NINEMn0037\n",
-      "NINEMn0038\n",
-      "NINEMn0039\n",
-      "NINEMn0040\n",
-      "NINEMn0041\n",
-      "NINEMn0042\n",
-      "NINEMn0043\n",
-      "NINEMn0044\n",
-      "NINEMn0045\n",
-      "NINEMn0046\n",
-      "NINEMn0047\n",
-      "NINEMn0048\n",
-      "NINEMn0049\n",
-      "NINEMn0050\n",
-      "NINEMn0051\n",
-      "NINEMn0052\n",
-      "NINEMn0053\n",
-      "NINEMn0054\n",
-      "NINEMs0001\n",
-      "NINEMs0002\n",
-      "NINEMs0003\n",
-      "NINEMs0004\n",
-      "NINEMs0005\n",
-      "NINEMs0006\n",
-      "NINEMs0007\n",
-      "NINEMs0008\n",
-      "NINEMs0009\n",
-      "NINEMs0010\n",
-      "NINEMs0011\n",
-      "NINEMs0012\n",
-      "NINEMs0013\n",
-      "NINEMs0014\n",
-      "NINEMs0015\n",
-      "NINEMs0016\n",
-      "NINEMs0017\n",
-      "NINEMs0018\n",
-      "NINEMs0019\n",
-      "NINEMs0020\n",
-      "NINEMs0021\n",
-      "NINEMs0022\n",
-      "NINEMs0023\n",
-      "NINEMs0024\n",
-      "NINEMs0025\n",
-      "NINEMs0026\n",
-      "NINEMs0027\n",
-      "NINEMs0028\n",
-      "NINEMs0029\n",
-      "NINEMs0030\n",
-      "NINEMs0031\n",
-      "NINEMs0032\n",
-      "NINEMs0033\n",
-      "NINEMs0034\n",
-      "NINEMs0035\n",
-      "NINEMs0036\n",
-      "NINEMs0037\n",
-      "NINEMs0038\n",
-      "NINEMs0039\n",
-      "NINEMs0040\n",
-      "NINEMs0041\n",
-      "NINEMs0042\n",
-      "NINEMs0043\n",
-      "NINEMs0044\n",
-      "NINEMs0045\n",
-      "NINEMs0046\n",
-      "NINEMs0047\n",
-      "NINEMs0048\n",
-      "NINEMs0049\n",
-      "NINEMs0050\n",
-      "NINEMs0051\n",
-      "NINEMs0052\n",
-      "NINEMs0053\n",
-      "NINEMs0054\n",
-      "NINEMs0055\n",
-      "NINEMs0056\n",
-      "NINEMs0057\n",
-      "NINEMs0058\n",
-      "NINEMs0059\n",
-      "NINEMs0060\n",
-      "NSHORE_n0001\n",
-      "NSHORE_n0002\n",
-      "NSHORE_n0003\n",
-      "NSHORE_n0004\n",
-      "NSHORE_n0005\n",
-      "NSHORE_n0006\n",
-      "NSHORE_n0007\n",
-      "NSHORE_n0008\n",
-      "NSHORE_n0009\n",
-      "NSHORE_n0010\n",
-      "NSHORE_n0011\n",
-      "NSHORE_n0012\n",
-      "NSHORE_n0013\n",
-      "NSHORE_n0014\n",
-      "NSHORE_n0015\n",
-      "NSHORE_n0016\n",
-      "NSHORE_n0017\n",
-      "NSHORE_n0018\n",
-      "NSHORE_n0019\n",
-      "NSHORE_n0020\n",
-      "NSHORE_n0021\n",
-      "NSHORE_n0022\n",
-      "NSHORE_n0023\n",
-      "NSHORE_n0024\n",
-      "NSHORE_n0025\n",
-      "NSHORE_n0026\n",
-      "NSHORE_n0027\n",
-      "NSHORE_n0028\n",
-      "NSHORE_n0029\n",
-      "NSHORE_n0030\n",
-      "NSHORE_n0031\n",
-      "NSHORE_n0032\n",
-      "NSHORE_n0033\n",
-      "NSHORE_n0034\n",
-      "NSHORE_n0035\n",
-      "NSHORE_n0036\n",
-      "NSHORE_n0037\n",
-      "NSHORE_n0038\n",
-      "NSHORE_n0039\n",
-      "NSHORE_n0040\n",
-      "NSHORE_n0041\n",
-      "NSHORE_n0042\n",
-      "NSHORE_n0043\n",
-      "NSHORE_n0044\n",
-      "NSHORE_n0045\n",
-      "NSHORE_n0046\n",
-      "NSHORE_n0047\n",
-      "NSHORE_n0048\n",
-      "NSHORE_n0049\n",
-      "NSHORE_n0050\n",
-      "NSHORE_n0051\n",
-      "NSHORE_n0052\n",
-      "NSHORE_n0053\n",
-      "NSHORE_n0054\n",
-      "NSHORE_n0055\n",
-      "NSHORE_n0056\n",
-      "NSHORE_n0057\n",
-      "NSHORE_n0058\n",
-      "NSHORE_n0059\n",
-      "NSHORE_n0060\n",
-      "NSHORE_n0061\n",
-      "NSHORE_n0062\n",
-      "NSHORE_n0063\n",
-      "NSHORE_n0064\n",
-      "NSHORE_n0065\n",
-      "NSHORE_n0066\n",
-      "NSHORE_n0067\n",
-      "NSHORE_n0068\n",
-      "NSHORE_n0069\n",
-      "NSHORE_n0070\n",
-      "NSHORE_n0071\n",
-      "NSHORE_n0072\n",
-      "NSHORE_n0073\n",
-      "NSHORE_n0074\n",
-      "NSHORE_n0075\n",
-      "NSHORE_n0076\n",
-      "NSHORE_n0077\n",
-      "NSHORE_n0078\n",
-      "NSHORE_n0079\n",
-      "NSHORE_n0080\n",
-      "NSHORE_n0081\n",
-      "NSHORE_n0082\n",
-      "NSHORE_s0001\n",
-      "NSHORE_s0002\n",
-      "NSHORE_s0003\n",
-      "NSHORE_s0004\n",
-      "NSHORE_s0005\n",
-      "NSHORE_s0006\n",
-      "NSHORE_s0007\n",
-      "NSHORE_s0008\n",
-      "NSHORE_s0009\n",
-      "NSHORE_s0010\n",
-      "NSHORE_s0011\n",
-      "NSHORE_s0012\n",
-      "NSHORE_s0013\n",
-      "NSHORE_s0014\n",
-      "NSHORE_s0015\n",
-      "NSHORE_s0016\n",
-      "NSHORE_s0017\n",
-      "NSHORE_s0018\n",
-      "NSHORE_s0019\n",
-      "NSHORE_s0020\n",
-      "NSHORE_s0021\n",
-      "NSHORE_s0022\n",
-      "NSHORE_s0023\n",
-      "NSHORE_s0024\n",
-      "NSHORE_s0025\n",
-      "NSHORE_s0026\n",
-      "NSHORE_s0027\n",
-      "NSHORE_s0028\n",
-      "NSHORE_s0029\n",
-      "NSHORE_s0030\n",
-      "NSHORE_s0031\n",
-      "NSHORE_s0032\n",
-      "NSHORE_s0033\n",
-      "NSHORE_s0034\n",
-      "NSHORE_s0035\n",
-      "NSHORE_s0036\n",
-      "NSHORE_s0037\n",
-      "NSHORE_s0038\n",
-      "NSHORE_s0039\n",
-      "NSHORE_s0040\n",
-      "NSHORE_s0041\n",
-      "NSHORE_s0042\n",
-      "NSHORE_s0043\n",
-      "NSHORE_s0044\n",
-      "OLDBAR0001\n",
-      "OLDBAR0002\n",
-      "OLDBAR0003\n",
-      "OLDBAR0004\n",
-      "OLDBAR0005\n",
-      "OLDBAR0006\n",
-      "OLDBAR0007\n",
-      "OLDBAR0008\n",
-      "OLDBAR0009\n",
-      "OLDBAR0010\n",
-      "OLDBAR0011\n",
-      "OLDBAR0012\n",
-      "OLDBAR0013\n",
-      "OLDBAR0014\n",
-      "OLDBAR0015\n",
-      "OLDBAR0016\n",
-      "OLDBAR0017\n",
-      "OLDBAR0018\n",
-      "OLDBAR0019\n",
-      "OLDBAR0020\n",
-      "OLDBAR0021\n",
-      "OLDBAR0022\n",
-      "OLDBAR0023\n",
-      "OLDBAR0024\n",
-      "OLDBAR0025\n",
-      "OLDBAR0026\n",
-      "OLDBAR0027\n",
-      "OLDBAR0028\n",
-      "OLDBAR0029\n",
-      "OLDBAR0030\n",
-      "OLDBAR0031\n",
-      "OLDBAR0032\n",
-      "OLDBAR0033\n",
-      "OLDBAR0034\n",
-      "OLDBAR0035\n",
-      "OLDBAR0036\n",
-      "ONEMILE0001\n",
-      "ONEMILE0002\n",
-      "ONEMILE0003\n",
-      "ONEMILE0004\n",
-      "ONEMILE0005\n",
-      "ONEMILE0006\n",
-      "ONEMILE0007\n",
-      "ONEMILE0008\n",
-      "ONEMILE0009\n",
-      "ONEMILE0010\n",
-      "ONEMILE0011\n",
-      "ONEMILE0012\n",
-      "ONEMILE0013\n",
-      "PEARLn0001\n",
-      "PEARLn0002\n",
-      "PEARLn0003\n",
-      "PEARLn0004\n",
-      "PEARLn0005\n",
-      "PEARLs0001\n",
-      "PEARLs0002\n",
-      "PEARLs0003\n",
-      "PEARLs0004\n",
-      "PEARLs0005\n",
-      "SCOT0001\n",
-      "SCOT0002\n",
-      "SCOT0003\n",
-      "SCOT0004\n",
-      "SCOT0005\n",
-      "SCOT0006\n",
-      "SCOT0007\n",
-      "SCOT0008\n",
-      "SCOT0009\n",
-      "SCOT0010\n",
-      "SCOT0011\n",
-      "SCOT0012\n",
-      "STOCNn0001\n",
-      "STOCNn0002\n",
-      "STOCNn0003\n",
-      "STOCNn0004\n",
-      "STOCNn0005\n",
-      "STOCNn0006\n",
-      "STOCNn0007\n",
-      "STOCNn0008\n",
-      "STOCNn0009\n",
-      "STOCNn0010\n",
-      "STOCNn0011\n",
-      "STOCNn0012\n",
-      "STOCNn0013\n",
-      "STOCNn0014\n",
-      "STOCNn0015\n",
-      "STOCNn0016\n",
-      "STOCNn0017\n",
-      "STOCNn0018\n",
-      "STOCNn0019\n",
-      "STOCNn0020\n",
-      "STOCNn0021\n",
-      "STOCNn0022\n",
-      "STOCNn0023\n",
-      "STOCNn0024\n",
-      "STOCNn0025\n",
-      "STOCNn0026\n",
-      "STOCNn0027\n",
-      "STOCNn0028\n",
-      "STOCNn0029\n",
-      "STOCNn0030\n",
-      "STOCNn0031\n",
-      "STOCNn0032\n",
-      "STOCNn0033\n",
-      "STOCNn0034\n",
-      "STOCNn0035\n",
-      "STOCNn0036\n",
-      "STOCNn0037\n",
-      "STOCNn0038\n",
-      "STOCNn0039\n",
-      "STOCNn0040\n",
-      "STOCNn0041\n",
-      "STOCNn0042\n",
-      "STOCNn0043\n",
-      "STOCNn0044\n",
-      "STOCNn0045\n",
-      "STOCNn0046\n",
-      "STOCNn0047\n",
-      "STOCNn0048\n",
-      "STOCNn0049\n",
-      "STOCNn0050\n",
-      "STOCNn0051\n",
-      "STOCNn0052\n",
-      "STOCNn0053\n",
-      "STOCNn0054\n",
-      "STOCNn0055\n",
-      "STOCNn0056\n",
-      "STOCNn0057\n",
-      "STOCNn0058\n",
-      "STOCNn0059\n",
-      "STOCNn0060\n",
-      "STOCNn0061\n",
-      "STOCNn0062\n",
-      "STOCNn0063\n",
-      "STOCNn0064\n",
-      "STOCNn0065\n",
-      "STOCNs0001\n",
-      "STOCNs0002\n",
-      "STOCNs0003\n",
-      "STOCNs0004\n",
-      "STOCNs0005\n",
-      "STOCNs0006\n",
-      "STOCNs0007\n",
-      "STOCNs0008\n",
-      "STOCNs0009\n",
-      "STOCNs0010\n",
-      "STOCNs0011\n",
-      "STOCNs0012\n",
-      "STOCNs0013\n",
-      "STOCNs0014\n",
-      "STOCNs0015\n",
-      "STOCNs0016\n",
-      "STOCNs0017\n",
-      "STOCNs0018\n",
-      "STOCNs0019\n",
-      "STOCNs0020\n",
-      "STOCNs0021\n",
-      "STOCNs0022\n",
-      "STOCNs0023\n",
-      "STOCNs0024\n",
-      "STOCNs0025\n",
-      "STOCNs0026\n",
-      "STOCNs0027\n",
-      "STOCNs0028\n",
-      "STOCNs0029\n",
-      "STOCNs0030\n",
-      "STOCNs0031\n",
-      "STOCNs0032\n",
-      "STOCNs0033\n",
-      "STOCNs0034\n",
-      "STOCNs0035\n",
-      "STOCNs0036\n",
-      "STOCNs0037\n",
-      "STOCNs0038\n",
-      "STOCNs0039\n",
-      "STOCNs0040\n",
-      "STOCNs0041\n",
-      "STOCNs0042\n",
-      "STOCNs0043\n",
-      "STOCNs0044\n",
-      "STOCNs0045\n",
-      "STOCNs0046\n",
-      "STOCNs0047\n",
-      "STOCNs0048\n",
-      "STOCNs0049\n",
-      "STOCNs0050\n",
-      "STOCNs0051\n",
-      "STOCNs0052\n",
-      "STOCNs0053\n",
-      "STOCNs0054\n",
-      "STOCNs0055\n",
-      "STOCNs0056\n",
-      "STOCNs0057\n",
-      "STOCNs0058\n",
-      "STOCNs0059\n",
-      "STOCNs0060\n",
-      "STOCNs0061\n",
-      "STOCNs0062\n",
-      "STOCNs0063\n",
-      "STOCNs0064\n",
-      "STOCNs0065\n",
-      "STOCNs0066\n",
-      "STOCNs0067\n",
-      "STOCNs0068\n",
-      "STOCNs0069\n",
-      "STOCNs0070\n",
-      "STOCNs0071\n",
-      "STOCNs0072\n",
-      "STOCNs0073\n",
-      "STOCNs0074\n",
-      "STOCNs0075\n",
-      "STOCNs0076\n",
-      "STOCNs0077\n",
-      "STOCNs0078\n",
-      "STOCNs0079\n",
-      "STOCNs0080\n",
-      "STOCNs0081\n",
-      "STOCNs0082\n",
-      "STOCNs0083\n",
-      "STOCNs0084\n",
-      "STOCNs0085\n",
-      "STOCNs0086\n",
-      "STOCNs0087\n",
-      "STOCNs0088\n",
-      "STOCNs0089\n",
-      "STOCNs0090\n",
-      "STOCNs0091\n",
-      "STOCNs0092\n",
-      "STOCNs0093\n",
-      "STOCNs0094\n",
-      "STOCNs0095\n",
-      "STOCNs0096\n",
-      "STOCNs0097\n",
-      "STOCNs0098\n",
-      "STOCNs0099\n",
-      "STOCNs0100\n",
-      "STOCNs0101\n",
-      "STOCNs0102\n",
-      "STOCNs0103\n",
-      "STOCNs0104\n",
-      "STOCNs0105\n",
-      "STOCNs0106\n",
-      "STOCNs0107\n",
-      "STOCNs0108\n",
-      "STOCNs0109\n",
-      "STOCNs0110\n",
-      "STOCNs0111\n",
-      "STOCNs0112\n",
-      "STOCNs0113\n",
-      "STOCNs0114\n",
-      "STOCNs0115\n",
-      "STOCNs0116\n",
-      "STOCNs0117\n",
-      "STOCNs0118\n",
-      "STOCNs0119\n",
-      "STOCNs0120\n",
-      "STOCNs0121\n",
-      "STOCNs0122\n",
-      "STOCNs0123\n",
-      "STOCNs0124\n",
-      "STOCNs0125\n",
-      "STOCNs0126\n",
-      "STOCNs0127\n",
-      "STOCNs0128\n",
-      "STOCNs0129\n",
-      "STOCNs0130\n",
-      "STOCNs0131\n",
-      "STOCNs0132\n",
-      "STOCNs0133\n",
-      "STOCNs0134\n",
-      "STOCNs0135\n",
-      "STOCNs0136\n",
-      "STOCNs0137\n",
-      "STOCNs0138\n",
-      "STOCNs0139\n",
-      "STOCNs0140\n",
-      "STOCNs0141\n",
-      "STOCNs0142\n",
-      "STOCNs0143\n",
-      "STOCNs0144\n",
-      "STOCNs0145\n",
-      "STOCNs0146\n",
-      "STOCNs0147\n",
-      "STOCNs0148\n",
-      "STOCNs0149\n",
-      "STOCNs0150\n",
-      "STOCNs0151\n",
-      "STOCNs0152\n",
-      "STOCNs0153\n",
-      "STOCNs0154\n",
-      "STOCNs0155\n",
-      "STOCNs0156\n",
-      "STOCNs0157\n",
-      "STOCNs0158\n",
-      "STOCNs0159\n",
-      "STOCNs0160\n",
-      "STOCNs0161\n",
-      "STOCNs0162\n",
-      "STOCNs0163\n",
-      "STOCNs0164\n",
-      "STOCNs0165\n",
-      "STOCNs0166\n",
-      "STOCNs0167\n",
-      "STOCNs0168\n",
-      "STOCNs0169\n",
-      "STOCNs0170\n",
-      "STOCNs0171\n",
-      "STOCNs0172\n",
-      "STOCNs0173\n",
-      "STOCNs0174\n",
-      "STOCNs0175\n",
-      "STOCNs0176\n",
-      "STOCNs0177\n",
-      "STOCNs0178\n",
-      "STOCNs0179\n",
-      "STOCNs0180\n",
-      "STOCNs0181\n",
-      "STOCNs0182\n",
-      "STOCNs0183\n",
-      "STOCNs0184\n",
-      "STOCNs0185\n",
-      "STOCNs0186\n",
-      "STOCNs0187\n",
-      "STOCNs0188\n",
-      "STOCNs0189\n",
-      "STOCNs0190\n",
-      "STOCNs0191\n",
-      "STOCNs0192\n",
-      "STOCNs0193\n",
-      "STOCNs0194\n",
-      "STOCNs0195\n",
-      "STOCNs0196\n",
-      "STOCNs0197\n",
-      "STOCNs0198\n",
-      "STOCNs0199\n",
-      "STOCNs0200\n",
-      "STOCNs0201\n",
-      "STOCNs0202\n",
-      "STOCNs0203\n",
-      "STOCNs0204\n",
-      "STOCNs0205\n",
-      "STOCNs0206\n",
-      "STOCNs0207\n",
-      "STOCNs0208\n",
-      "STOCNs0209\n",
-      "STOCS0001\n",
-      "STOCS0002\n",
-      "STOCS0003\n",
-      "STOCS0004\n",
-      "STOCS0005\n",
-      "STOCS0006\n",
-      "STOCS0007\n",
-      "STOCS0008\n",
-      "STOCS0009\n",
-      "STOCS0010\n",
-      "STOCS0011\n",
-      "STOCS0012\n",
-      "STOCS0013\n",
-      "STOCS0014\n",
-      "STOCS0015\n",
-      "STOCS0016\n",
-      "STOCS0017\n",
-      "STOCS0018\n",
-      "STOCS0019\n",
-      "STOCS0020\n",
-      "STOCS0021\n",
-      "STOCS0022\n",
-      "STOCS0023\n",
-      "STOCS0024\n",
-      "STOCS0025\n",
-      "STOCS0026\n",
-      "STOCS0027\n",
-      "STOCS0028\n",
-      "STOCS0029\n",
-      "STOCS0030\n",
-      "STOCS0031\n",
-      "STOCS0032\n",
-      "STOCS0033\n",
-      "STOCS0034\n",
-      "STOCS0035\n",
-      "STOCS0036\n",
-      "STOCS0037\n",
-      "STOCS0038\n",
-      "STOCS0039\n",
-      "STOCS0040\n",
-      "STOCS0041\n",
-      "STOCS0042\n",
-      "STOCS0043\n",
-      "STOCS0044\n",
-      "STOCS0045\n",
-      "STOCS0046\n",
-      "STUART0001\n",
-      "STUART0002\n",
-      "STUART0003\n",
-      "STUART0004\n",
-      "STUART0005\n",
-      "STUART0006\n",
-      "STUART0007\n",
-      "STUART0008\n",
-      "STUART0009\n",
-      "STUART0010\n",
-      "STUART0011\n",
-      "STUART0012\n",
-      "STUART0013\n",
-      "STUART0014\n",
-      "STUART0015\n",
-      "STUART0016\n",
-      "STUART0017\n",
-      "STUART0018\n",
-      "STUART0019\n",
-      "STUART0020\n",
-      "STUART0021\n",
-      "STUART0022\n",
-      "STUART0023\n",
-      "STUART0024\n",
-      "STUART0025\n",
-      "STUART0026\n",
-      "STUART0027\n",
-      "STUART0028\n",
-      "STUART0029\n",
-      "STUART0030\n",
-      "STUART0031\n",
-      "STUART0032\n",
-      "STUART0033\n",
-      "STUART0034\n",
-      "STUART0035\n",
-      "STUART0036\n",
-      "STUART0037\n",
-      "STUART0038\n",
-      "STUART0039\n",
-      "STUART0040\n",
-      "STUART0041\n",
-      "STUART0042\n",
-      "STUART0043\n",
-      "STUART0044\n",
-      "STUART0045\n",
-      "STUART0046\n",
-      "STUART0047\n",
-      "STUART0048\n",
-      "STUART0049\n",
-      "STUART0050\n",
-      "STUART0051\n",
-      "STUART0052\n",
-      "STUART0053\n",
-      "STUART0054\n",
-      "STUART0055\n",
-      "STUART0056\n",
-      "STUART0057\n",
-      "STUART0058\n",
-      "STUART0059\n",
-      "STUART0060\n",
-      "STUART0061\n",
-      "STUART0062\n",
-      "STUART0063\n",
-      "STUART0064\n",
-      "STUART0065\n",
-      "STUART0066\n",
-      "STUART0067\n",
-      "STUART0068\n",
-      "STUART0069\n",
-      "STUART0070\n",
-      "STUART0071\n",
-      "STUART0072\n",
-      "STUART0073\n",
-      "STUART0074\n",
-      "STUART0075\n",
-      "STUART0076\n",
-      "STUART0077\n",
-      "STUART0078\n",
-      "STUART0079\n",
-      "STUART0080\n",
-      "STUART0081\n",
-      "STUART0082\n",
-      "STUART0083\n",
-      "STUART0084\n",
-      "STUART0085\n",
-      "STUART0086\n",
-      "STUART0087\n",
-      "STUART0088\n",
-      "STUART0089\n",
-      "SWRO0001\n",
-      "SWRO0002\n",
-      "SWRO0003\n",
-      "SWRO0004\n",
-      "SWRO0005\n",
-      "SWRO0006\n",
-      "SWRO0007\n",
-      "SWRO0008\n",
-      "SWRO0009\n",
-      "SWRO0010\n",
-      "SWRO0011\n",
-      "SWRO0012\n",
-      "SWRO0013\n",
-      "SWRO0014\n",
-      "SWRO0015\n",
-      "SWRO0016\n",
-      "SWRO0017\n",
-      "SWRO0018\n",
-      "SWRO0019\n",
-      "SWRO0020\n",
-      "SWRO0021\n",
-      "SWRO0022\n",
-      "SWRO0023\n",
-      "SWRO0024\n",
-      "SWRO0025\n",
-      "SWRO0026\n",
-      "TREACH0001\n",
-      "TREACH0002\n",
-      "TREACH0003\n",
-      "TREACH0004\n",
-      "TREACH0005\n",
-      "TREACH0006\n",
-      "TREACH0007\n",
-      "TREACH0008\n",
-      "TREACH0009\n",
-      "TREACH0010\n",
-      "TREACH0011\n",
-      "TREACH0012\n",
-      "TREACH0013\n",
-      "TREACH0014\n",
-      "TREACH0015\n",
-      "TREACH0016\n",
-      "WAMBE0001\n",
-      "WAMBE0002\n",
-      "WAMBE0003\n",
-      "WAMBE0004\n",
-      "WAMBE0005\n",
-      "WAMBE0006\n",
-      "WAMBE0007\n",
-      "WAMBE0008\n",
-      "WAMBE0009\n",
-      "WAMBE0010\n",
-      "WAMBE0011\n",
-      "WAMBE0012\n",
-      "WAMBE0013\n",
-      "WAMBE0014\n",
-      "WAMBE0015\n",
-      "WAMBE0016\n",
-      "WAMBE0017\n",
-      "WAMBE0018\n",
-      "WAMBE0019\n",
-      "WAMBE0020\n",
-      "WAMBE0021\n",
-      "WAMBE0022\n",
-      "WAMBE0023\n",
-      "WAMBE0024\n",
-      "WAMBE0025\n",
-      "WAMBE0026\n",
-      "WAMBE0027\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "for x in df_profiles.index.get_level_values('site_id').unique().sort_values().tolist():\n",
-    "    print(x)"
+    "df_sites.site_no.to_csv('temp.csv')"
    ]
   },
   {
@@ -2476,7 +684,6 @@
      "end_time": "2018-11-22T22:52:36.039701Z",
      "start_time": "2018-11-22T22:52:36.035189Z"
     },
-    "heading_collapsed": true,
     "hide_input": true,
     "scrolled": true
    },
@@ -2487,18 +694,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2018-12-11T22:41:46.514495Z",
-     "start_time": "2018-12-11T22:41:27.050029Z"
+     "end_time": "2018-12-19T03:23:53.913428Z",
+     "start_time": "2018-12-19T03:23:52.722678Z"
     },
     "code_folding": [],
-    "hidden": true,
     "hide_input": false,
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6693731b472f4a9987be65ae4d528530",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "VBox(children=(VBox(children=(HTML(value='<b>Filter by beach:</b>'), SelectMultiple(index=(0, 1, 2, 3, 4, 5, 6…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Create colorscale\n",
     "rdylgr_cmap = matplotlib.cm.get_cmap('RdYlGn')\n",
@@ -2606,8 +827,7 @@
     "ExecuteTime": {
      "end_time": "2018-12-11T22:17:29.215527Z",
      "start_time": "2018-12-11T22:16:56.023Z"
-    },
-    "hidden": true
+    }
    },
    "outputs": [],
    "source": [
@@ -4028,7 +2248,7 @@
     }
    ],
    "source": [
-    "df_no_crests = df_profile_features.query('profile_type==\"prestorm\" & (dune_crest_x != dune_crest_x)')\n",
+    "df_no_crests = df_profile_features_crest_toes.query('profile_type==\"prestorm\" & (dune_crest_x != dune_crest_x)')\n",
     "print('{} sites have no dune crests:'.format(len(df_no_crests)))\n",
     "\n",
     "for site_id in df_no_crests.index.tolist():\n",
diff --git a/notebooks/qgis.qgz b/notebooks/qgis.qgz
index 460ba90..529bb77 100644
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