diff --git a/EDA.ipynb b/EDA.ipynb
index d16a753..dd0f436 100644
--- a/EDA.ipynb
+++ b/EDA.ipynb
@@ -2,13 +2,13 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 700 ms (2024-02-28T16:52:10/2024-02-28T16:52:11)</pre>"
+       "<pre>✔️ 3.45 ms (2024-03-04T10:20:31/2024-03-04T10:20:31)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -16,6 +16,14 @@
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autotime extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autotime\n"
+     ]
     }
    ],
    "source": [
@@ -63,13 +71,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 458 µs (2024-02-28T16:52:11/2024-02-28T16:52:11)</pre>"
+       "<pre>✔️ 821 µs (2024-03-04T10:20:32/2024-03-04T10:20:32)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -81,18 +89,18 @@
    ],
    "source": [
     "# Set this to False to rebuild filelist.txt and meta.csv\n",
-    "use_cache = False"
+    "use_cache = True"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 3 min 51 s (2024-02-28T16:52:11/2024-02-28T16:56:03)</pre>"
+       "<pre>✔️ 289 ms (2024-03-04T10:20:32/2024-03-04T10:20:32)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -103,36 +111,22 @@
     },
     {
      "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "bb15ad77aaa647d597c923446d3d2718",
-       "version_major": 2,
-       "version_minor": 0
-      },
       "text/plain": [
-       "  0%|          | 0/4 [00:00<?, ?it/s]"
+       "0                                                                                       Gabrielle/\n",
+       "1                                                                                 Gabrielle/Orders\n",
+       "2                                                                            Gabrielle/Orders/AOIs\n",
+       "3                                          Gabrielle/Orders/AOIs/Pauanui_Tairua_07JAN2023WGS84.sbn\n",
+       "4                                               Gabrielle/Orders/AOIs/Pauanui_Tairua_07JAN2023.sbx\n",
+       "                                                    ...                                           \n",
+       "242165    SpatialData/Mosaics/Nelson.Overviews/NEL18R.Overviews/Ov_i03_L02_R00000062_C00000065.tfw\n",
+       "242166    SpatialData/Mosaics/Nelson.Overviews/NEL18R.Overviews/Ov_i03_L03_R00000020_C00000022.tfw\n",
+       "242167    SpatialData/Mosaics/Nelson.Overviews/NEL18R.Overviews/Ov_i03_L01_R00000125_C00000131.tif\n",
+       "242168    SpatialData/Mosaics/Nelson.Overviews/NEL18R.Overviews/Ov_i03_L01_R00000127_C00000133.tif\n",
+       "242169                                             SpatialData/Mosaics/SouthCanterbury_CBY17Rb.lyr\n",
+       "Name: 0, Length: 242170, dtype: object"
       ]
      },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "0                                                                                      Gabrielle/\n",
-       "1                                                                                Gabrielle/Orders\n",
-       "2                                                                           Gabrielle/Orders/AOIs\n",
-       "3                                         Gabrielle/Orders/AOIs/Pauanui_Tairua_07JAN2023WGS84.sbn\n",
-       "4                                              Gabrielle/Orders/AOIs/Pauanui_Tairua_07JAN2023.sbx\n",
-       "                                                   ...                                           \n",
-       "54825    SpatialData/Mosaics/Nelson.Overviews/NEL18R.Overviews/Ov_i03_L02_R00000062_C00000065.tfw\n",
-       "54826    SpatialData/Mosaics/Nelson.Overviews/NEL18R.Overviews/Ov_i03_L03_R00000020_C00000022.tfw\n",
-       "54827    SpatialData/Mosaics/Nelson.Overviews/NEL18R.Overviews/Ov_i03_L01_R00000125_C00000131.tif\n",
-       "54828    SpatialData/Mosaics/Nelson.Overviews/NEL18R.Overviews/Ov_i03_L01_R00000127_C00000133.tif\n",
-       "54829                                             SpatialData/Mosaics/SouthCanterbury_CBY17Rb.lyr\n",
-       "Length: 243446, dtype: object"
-      ]
-     },
-     "execution_count": 3,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -157,13 +151,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 211 ms (2024-02-28T16:56:03/2024-02-28T16:56:03)</pre>"
+       "<pre>✔️ 185 ms (2024-03-04T10:20:32/2024-03-04T10:20:32)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -198,23 +192,23 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>29906</th>\n",
+       "      <th>29900</th>\n",
        "      <td>Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Matarangi_18FEB2023.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29907</th>\n",
+       "      <th>29901</th>\n",
        "      <td>Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Matarangi_24DEC2022.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29910</th>\n",
+       "      <th>29904</th>\n",
        "      <td>Gabrielle/Shorelines/Waikato/Matarangi and surrounds/NewChums_18FEB2023.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29911</th>\n",
+       "      <th>29905</th>\n",
        "      <td>Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Whangapoua_24DEC2022.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>29918</th>\n",
+       "      <th>29912</th>\n",
        "      <td>Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Whangapoua_18FEB2023.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -222,48 +216,48 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>109278</th>\n",
+       "      <th>185977</th>\n",
        "      <td>Retrolens/Wellington/KapitiSouth/Shorelines/KapitiSouth_02JAN1988.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>109283</th>\n",
+       "      <th>185982</th>\n",
        "      <td>Retrolens/Wellington/KapitiSouth/Shorelines/KapitiSouth_06OCT1980.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>110387</th>\n",
+       "      <th>187085</th>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_22AUG1961.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>110398</th>\n",
-       "      <td>Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_Wellington_13FEB2021.shp</td>\n",
+       "      <th>187087</th>\n",
+       "      <td>Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_13FEB2021.shp</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>110400</th>\n",
+       "      <th>187097</th>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2438 rows × 1 columns</p>\n",
+       "<p>2444 rows × 1 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                              filename\n",
-       "29906     Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Matarangi_18FEB2023.shp\n",
-       "29907     Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Matarangi_24DEC2022.shp\n",
-       "29910      Gabrielle/Shorelines/Waikato/Matarangi and surrounds/NewChums_18FEB2023.shp\n",
-       "29911    Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Whangapoua_24DEC2022.shp\n",
-       "29918    Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Whangapoua_18FEB2023.shp\n",
-       "...                                                                                ...\n",
-       "109278           Retrolens/Wellington/KapitiSouth/Shorelines/KapitiSouth_02JAN1988.shp\n",
-       "109283           Retrolens/Wellington/KapitiSouth/Shorelines/KapitiSouth_06OCT1980.shp\n",
-       "110387             Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_22AUG1961.shp\n",
-       "110398  Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_Wellington_13FEB2021.shp\n",
-       "110400             Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp\n",
+       "                                                                             filename\n",
+       "29900    Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Matarangi_18FEB2023.shp\n",
+       "29901    Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Matarangi_24DEC2022.shp\n",
+       "29904     Gabrielle/Shorelines/Waikato/Matarangi and surrounds/NewChums_18FEB2023.shp\n",
+       "29905   Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Whangapoua_24DEC2022.shp\n",
+       "29912   Gabrielle/Shorelines/Waikato/Matarangi and surrounds/Whangapoua_18FEB2023.shp\n",
+       "...                                                                               ...\n",
+       "185977          Retrolens/Wellington/KapitiSouth/Shorelines/KapitiSouth_02JAN1988.shp\n",
+       "185982          Retrolens/Wellington/KapitiSouth/Shorelines/KapitiSouth_06OCT1980.shp\n",
+       "187085            Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_22AUG1961.shp\n",
+       "187087            Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_13FEB2021.shp\n",
+       "187097            Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp\n",
        "\n",
-       "[2438 rows x 1 columns]"
+       "[2444 rows x 1 columns]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -281,13 +275,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 379 µs (2024-02-28T16:56:03/2024-02-28T16:56:03)</pre>"
+       "<pre>✔️ 931 µs (2024-03-04T10:20:33/2024-03-04T10:20:33)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -303,13 +297,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre></pre>"
+       "<pre>✔️ 366 ms (2024-03-04T10:20:33/2024-03-04T10:20:33)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -321,21 +315,21 @@
     {
      "data": {
       "text/plain": [
-       "1276      MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_08NOV2019_2.tif\n",
-       "1277      MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_08NOV2019_1.tif\n",
-       "1279        MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_12MAR2018.tif\n",
-       "1282        MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_31AUG2005.tif\n",
-       "1296        MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_25DEC2015.tif\n",
+       "32563     MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_08NOV2019_2.tif\n",
+       "32564     MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_08NOV2019_1.tif\n",
+       "32566       MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_12MAR2018.tif\n",
+       "32569       MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_31AUG2005.tif\n",
+       "32583       MaxarImagery/HighFreq/HawkesBay/Mahanga/Imagery/Stack/Mahanga_25DEC2015.tif\n",
        "                                              ...                                      \n",
-       "110624            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_19NOV1972_mosaic.jp2\n",
-       "110630            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_04APR1986_mosaic.jp2\n",
-       "110633            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_10NOV1977_mosaic.tif\n",
-       "110634            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_22AUG1961_mosaic.tif\n",
-       "110637            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_01AUG1942_mosaic.jp2\n",
-       "Length: 2652, dtype: object"
+       "187321            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_19NOV1972_mosaic.jp2\n",
+       "187327            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_04APR1986_mosaic.jp2\n",
+       "187330            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_10NOV1977_mosaic.tif\n",
+       "187331            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_22AUG1961_mosaic.tif\n",
+       "187334            Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_01AUG1942_mosaic.jp2\n",
+       "Name: 0, Length: 2652, dtype: object"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -347,13 +341,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 103 ms (2024-02-28T16:56:04/2024-02-28T16:56:04)</pre>"
+       "<pre>✔️ 104 ms (2024-03-04T10:20:33/2024-03-04T10:20:33)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -369,13 +363,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 730 ms (2024-02-28T16:56:04/2024-02-28T16:56:05)</pre>"
+       "<pre>✔️ 647 ms (2024-03-04T10:20:34/2024-03-04T10:20:34)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -388,19 +382,19 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_3106877/4132008065.py:24: TqdmWarning: Iterable length 2438 > 1000 but `chunksize` is not set. This may seriously degrade multiprocess performance. Set `chunksize=1` or more.\n",
+      "/tmp/ipykernel_4161129/4132008065.py:24: TqdmWarning: Iterable length 2444 > 1000 but `chunksize` is not set. This may seriously degrade multiprocess performance. Set `chunksize=1` or more.\n",
       "  df[\"matched_image\"], df[\"match_score\"] = zip(*process_map(get_matching_image, df.filename))\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ae668615cf354d40b9ceef205636eeab",
+       "model_id": "4f73ab04d49d451ca983be99db33941e",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "  0%|          | 0/2438 [00:00<?, ?it/s]"
+       "  0%|          | 0/2444 [00:00<?, ?it/s]"
       ]
      },
      "metadata": {},
@@ -410,7 +404,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Perfect matches: 2054\n",
+      "Perfect matches: 2060\n",
       "Imperfect matches: 384\n"
      ]
     }
@@ -446,13 +440,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 8.92 ms (2024-02-28T16:56:05/2024-02-28T16:56:05)</pre>"
+       "<pre>✔️ 7.76 ms (2024-03-04T10:20:34/2024-03-04T10:20:35)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -489,31 +483,31 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>30274</th>\n",
+       "      <th>30252</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp</td>\n",
        "      <td>Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif</td>\n",
        "      <td>57.894737</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>31160</th>\n",
+       "      <th>31100</th>\n",
        "      <td>Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp</td>\n",
        "      <td>Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif</td>\n",
        "      <td>58.823529</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30441</th>\n",
+       "      <th>30409</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp</td>\n",
        "      <td>Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif</td>\n",
        "      <td>59.459459</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30213</th>\n",
+       "      <th>30195</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp</td>\n",
        "      <td>Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif</td>\n",
        "      <td>61.538462</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>44135</th>\n",
+       "      <th>121641</th>\n",
        "      <td>Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp</td>\n",
        "      <td>MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif</td>\n",
        "      <td>62.307692</td>\n",
@@ -525,84 +519,84 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3571</th>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_14OCT1980.shp</td>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_14OCT1980_mosaic.jp2</td>\n",
+       "      <th>81366</th>\n",
+       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_23NOV1976.shp</td>\n",
+       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_23NOV1976_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3576</th>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_25MAR1965.shp</td>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_25MAR1965_mosaic.jp2</td>\n",
+       "      <th>81582</th>\n",
+       "      <td>Retrolens/HawkesBay/Wairoa/Shorelines/Wairoa_22JAN1979.shp</td>\n",
+       "      <td>Retrolens/HawkesBay/Wairoa/Stack/Wairoa_22JAN1979_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3586</th>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_07SEP1944.shp</td>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_07SEP1944_mosaic.jp2</td>\n",
+       "      <th>81586</th>\n",
+       "      <td>Retrolens/HawkesBay/Wairoa/Shorelines/Wairoa_7NOV1942.shp</td>\n",
+       "      <td>Retrolens/HawkesBay/Wairoa/Stack/Wairoa_7NOV1942_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3367</th>\n",
-       "      <td>Retrolens/HawkesBay/WhakakiLagoon/Shorelines/WhakakiLagoon_01NOV1942.shp</td>\n",
-       "      <td>Retrolens/HawkesBay/WhakakiLagoon/Stack/WhakakiLagoon_01NOV1942_mosaic.jp2</td>\n",
+       "      <th>81344</th>\n",
+       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_27JAN1999.shp</td>\n",
+       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_27JAN1999_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>110400</th>\n",
+       "      <th>187097</th>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp</td>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2438 rows × 3 columns</p>\n",
+       "<p>2444 rows × 3 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                                                            filename  \\\n",
-       "30274         Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp   \n",
-       "31160                  Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp   \n",
-       "30441           Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp   \n",
-       "30213             Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp   \n",
-       "44135   Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp   \n",
+       "30252         Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp   \n",
+       "31100                  Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp   \n",
+       "30409           Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp   \n",
+       "30195             Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp   \n",
+       "121641  Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp   \n",
        "...                                                                              ...   \n",
-       "3571              Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_14OCT1980.shp   \n",
-       "3576              Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_25MAR1965.shp   \n",
-       "3586              Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_07SEP1944.shp   \n",
-       "3367        Retrolens/HawkesBay/WhakakiLagoon/Shorelines/WhakakiLagoon_01NOV1942.shp   \n",
-       "110400           Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp   \n",
+       "81366             Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_23NOV1976.shp   \n",
+       "81582                     Retrolens/HawkesBay/Wairoa/Shorelines/Wairoa_22JAN1979.shp   \n",
+       "81586                      Retrolens/HawkesBay/Wairoa/Shorelines/Wairoa_7NOV1942.shp   \n",
+       "81344             Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_27JAN1999.shp   \n",
+       "187097           Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp   \n",
        "\n",
        "                                                                            matched_image  \\\n",
-       "30274       Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif   \n",
-       "31160                 Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif   \n",
-       "30441               Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif   \n",
-       "30213   Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif   \n",
-       "44135               MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif   \n",
+       "30252       Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif   \n",
+       "31100                 Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif   \n",
+       "30409               Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif   \n",
+       "30195   Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif   \n",
+       "121641              MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif   \n",
        "...                                                                                   ...   \n",
-       "3571                 Retrolens/HawkesBay/Porangahau/Stack/Porangahau_14OCT1980_mosaic.jp2   \n",
-       "3576                 Retrolens/HawkesBay/Porangahau/Stack/Porangahau_25MAR1965_mosaic.jp2   \n",
-       "3586                 Retrolens/HawkesBay/Porangahau/Stack/Porangahau_07SEP1944_mosaic.jp2   \n",
-       "3367           Retrolens/HawkesBay/WhakakiLagoon/Stack/WhakakiLagoon_01NOV1942_mosaic.jp2   \n",
-       "110400              Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2   \n",
+       "81366                Retrolens/HawkesBay/Porangahau/Stack/Porangahau_23NOV1976_mosaic.jp2   \n",
+       "81582                        Retrolens/HawkesBay/Wairoa/Stack/Wairoa_22JAN1979_mosaic.jp2   \n",
+       "81586                         Retrolens/HawkesBay/Wairoa/Stack/Wairoa_7NOV1942_mosaic.jp2   \n",
+       "81344                Retrolens/HawkesBay/Porangahau/Stack/Porangahau_27JAN1999_mosaic.jp2   \n",
+       "187097              Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2   \n",
        "\n",
        "        match_score  \n",
-       "30274     57.894737  \n",
-       "31160     58.823529  \n",
-       "30441     59.459459  \n",
-       "30213     61.538462  \n",
-       "44135     62.307692  \n",
+       "30252     57.894737  \n",
+       "31100     58.823529  \n",
+       "30409     59.459459  \n",
+       "30195     61.538462  \n",
+       "121641    62.307692  \n",
        "...             ...  \n",
-       "3571     100.000000  \n",
-       "3576     100.000000  \n",
-       "3586     100.000000  \n",
-       "3367     100.000000  \n",
-       "110400   100.000000  \n",
+       "81366    100.000000  \n",
+       "81582    100.000000  \n",
+       "81586    100.000000  \n",
+       "81344    100.000000  \n",
+       "187097   100.000000  \n",
        "\n",
-       "[2438 rows x 3 columns]"
+       "[2444 rows x 3 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -614,13 +608,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 39.1 s (2024-02-28T16:56:05/2024-02-28T16:56:44)</pre>"
+       "<pre>✔️ 30.7 s (2024-03-04T10:20:35/2024-03-04T10:21:05)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -632,12 +626,12 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "7ac0a506dbd8451abc7fd6b7f6125af6",
+       "model_id": "fe2c008bc6064a66a6e6993db5c3f93b",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "  0%|          | 0/2438 [00:00<?, ?it/s]"
+       "  0%|          | 0/2444 [00:00<?, ?it/s]"
       ]
      },
      "metadata": {},
@@ -694,59 +688,59 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>30274</th>\n",
+       "      <th>30252</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp</td>\n",
        "      <td>Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif</td>\n",
        "      <td>57.894737</td>\n",
        "      <td>LDS</td>\n",
        "      <td>2</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>31160</th>\n",
+       "      <th>31100</th>\n",
        "      <td>Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp</td>\n",
        "      <td>Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif</td>\n",
        "      <td>58.823529</td>\n",
        "      <td>LDS</td>\n",
        "      <td>48</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30441</th>\n",
+       "      <th>30409</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp</td>\n",
        "      <td>Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif</td>\n",
        "      <td>59.459459</td>\n",
        "      <td>LDS</td>\n",
        "      <td>34</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30213</th>\n",
+       "      <th>30195</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp</td>\n",
        "      <td>Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif</td>\n",
        "      <td>61.538462</td>\n",
        "      <td>LDS</td>\n",
        "      <td>6</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>44135</th>\n",
+       "      <th>121641</th>\n",
        "      <td>Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp</td>\n",
        "      <td>MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif</td>\n",
        "      <td>62.307692</td>\n",
        "      <td>LDS</td>\n",
        "      <td>8</td>\n",
+       "      <td>OK</td>\n",
+       "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -760,109 +754,109 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3571</th>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_14OCT1980.shp</td>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_14OCT1980_mosaic.jp2</td>\n",
+       "      <th>81366</th>\n",
+       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_23NOV1976.shp</td>\n",
+       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_23NOV1976_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
        "      <td>2</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3576</th>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_25MAR1965.shp</td>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_25MAR1965_mosaic.jp2</td>\n",
+       "      <th>81582</th>\n",
+       "      <td>Retrolens/HawkesBay/Wairoa/Shorelines/Wairoa_22JAN1979.shp</td>\n",
+       "      <td>Retrolens/HawkesBay/Wairoa/Stack/Wairoa_22JAN1979_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
-       "      <td>1</td>\n",
-       "      <td>True</td>\n",
+       "      <td>8</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3586</th>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_07SEP1944.shp</td>\n",
-       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_07SEP1944_mosaic.jp2</td>\n",
+       "      <th>81586</th>\n",
+       "      <td>Retrolens/HawkesBay/Wairoa/Shorelines/Wairoa_7NOV1942.shp</td>\n",
+       "      <td>Retrolens/HawkesBay/Wairoa/Stack/Wairoa_7NOV1942_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
-       "      <td>4</td>\n",
-       "      <td>True</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Has NA CPS</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3367</th>\n",
-       "      <td>Retrolens/HawkesBay/WhakakiLagoon/Shorelines/WhakakiLagoon_01NOV1942.shp</td>\n",
-       "      <td>Retrolens/HawkesBay/WhakakiLagoon/Stack/WhakakiLagoon_01NOV1942_mosaic.jp2</td>\n",
+       "      <th>81344</th>\n",
+       "      <td>Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_27JAN1999.shp</td>\n",
+       "      <td>Retrolens/HawkesBay/Porangahau/Stack/Porangahau_27JAN1999_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
-       "      <td>3</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>2</td>\n",
+       "      <td>OK</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>110400</th>\n",
+       "      <th>187097</th>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp</td>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RLN</td>\n",
        "      <td>5</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2438 rows × 8 columns</p>\n",
+       "<p>2444 rows × 8 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                                                            filename  \\\n",
-       "30274         Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp   \n",
-       "31160                  Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp   \n",
-       "30441           Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp   \n",
-       "30213             Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp   \n",
-       "44135   Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp   \n",
+       "30252         Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp   \n",
+       "31100                  Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp   \n",
+       "30409           Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp   \n",
+       "30195             Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp   \n",
+       "121641  Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp   \n",
        "...                                                                              ...   \n",
-       "3571              Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_14OCT1980.shp   \n",
-       "3576              Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_25MAR1965.shp   \n",
-       "3586              Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_07SEP1944.shp   \n",
-       "3367        Retrolens/HawkesBay/WhakakiLagoon/Shorelines/WhakakiLagoon_01NOV1942.shp   \n",
-       "110400           Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp   \n",
+       "81366             Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_23NOV1976.shp   \n",
+       "81582                     Retrolens/HawkesBay/Wairoa/Shorelines/Wairoa_22JAN1979.shp   \n",
+       "81586                      Retrolens/HawkesBay/Wairoa/Shorelines/Wairoa_7NOV1942.shp   \n",
+       "81344             Retrolens/HawkesBay/Porangahau/Shorelines/Porangahau_27JAN1999.shp   \n",
+       "187097           Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp   \n",
        "\n",
        "                                                                            matched_image  \\\n",
-       "30274       Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif   \n",
-       "31160                 Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif   \n",
-       "30441               Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif   \n",
-       "30213   Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif   \n",
-       "44135               MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif   \n",
+       "30252       Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif   \n",
+       "31100                 Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif   \n",
+       "30409               Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif   \n",
+       "30195   Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif   \n",
+       "121641              MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif   \n",
        "...                                                                                   ...   \n",
-       "3571                 Retrolens/HawkesBay/Porangahau/Stack/Porangahau_14OCT1980_mosaic.jp2   \n",
-       "3576                 Retrolens/HawkesBay/Porangahau/Stack/Porangahau_25MAR1965_mosaic.jp2   \n",
-       "3586                 Retrolens/HawkesBay/Porangahau/Stack/Porangahau_07SEP1944_mosaic.jp2   \n",
-       "3367           Retrolens/HawkesBay/WhakakiLagoon/Stack/WhakakiLagoon_01NOV1942_mosaic.jp2   \n",
-       "110400              Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2   \n",
+       "81366                Retrolens/HawkesBay/Porangahau/Stack/Porangahau_23NOV1976_mosaic.jp2   \n",
+       "81582                        Retrolens/HawkesBay/Wairoa/Stack/Wairoa_22JAN1979_mosaic.jp2   \n",
+       "81586                         Retrolens/HawkesBay/Wairoa/Stack/Wairoa_7NOV1942_mosaic.jp2   \n",
+       "81344                Retrolens/HawkesBay/Porangahau/Stack/Porangahau_27JAN1999_mosaic.jp2   \n",
+       "187097              Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2   \n",
        "\n",
-       "        match_score Source  n_lines    CPS  Photoscale  Pixel_Er  \n",
-       "30274     57.894737    LDS        2   True        True      True  \n",
-       "31160     58.823529    LDS       48   True        True      True  \n",
-       "30441     59.459459    LDS       34   True        True      True  \n",
-       "30213     61.538462    LDS        6   True        True      True  \n",
-       "44135     62.307692    LDS        8   True       False     False  \n",
-       "...             ...    ...      ...    ...         ...       ...  \n",
-       "3571     100.000000     RL        2   True        True      True  \n",
-       "3576     100.000000     RL        1   True        True      True  \n",
-       "3586     100.000000     RL        4   True        True      True  \n",
-       "3367     100.000000     RL        3  False       False     False  \n",
-       "110400   100.000000    RLN        5   True       False     False  \n",
+       "        match_score Source  n_lines         CPS  Photoscale  Pixel_Er  \n",
+       "30252     57.894737    LDS        2          OK        True      True  \n",
+       "31100     58.823529    LDS       48          OK        True      True  \n",
+       "30409     59.459459    LDS       34          OK        True      True  \n",
+       "30195     61.538462    LDS        6          OK        True      True  \n",
+       "121641    62.307692    LDS        8          OK        True      True  \n",
+       "...             ...    ...      ...         ...         ...       ...  \n",
+       "81366    100.000000     RL        2          OK        True      True  \n",
+       "81582    100.000000     RL        8          OK        True      True  \n",
+       "81586    100.000000     RL       13  Has NA CPS        True      True  \n",
+       "81344    100.000000     RL        2          OK        True      True  \n",
+       "187097   100.000000    RLN        5          OK       False     False  \n",
        "\n",
-       "[2438 rows x 8 columns]"
+       "[2444 rows x 8 columns]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -894,10 +888,27 @@
     "            print(f\"{filename} has ambiguous sources: {sources}\")\n",
     "            source = sources[0]\n",
     "    n_lines = len(shapefile.dropna(subset=\"geometry\").explode(index_parts=False))\n",
+    "    CPS = \"\"\n",
+    "    if \"CPS\" not in shapefile.columns:\n",
+    "        CPS = \"No CPS column\"\n",
+    "    else:\n",
+    "        CPS = shapefile.CPS.values\n",
+    "        if len(CPS) == 0:\n",
+    "            CPS = \"No CPS values\"\n",
+    "        elif 9 in CPS:\n",
+    "            CPS = \"Has CPS=9\"\n",
+    "        elif 0 in CPS:\n",
+    "            CPS = \"Has CPS=0\"\n",
+    "        elif None in CPS:\n",
+    "            CPS = \"Has None CPS\"\n",
+    "        elif pd.isna(CPS).any():\n",
+    "            CPS = \"Has NA CPS\"\n",
+    "        else:\n",
+    "            CPS = \"OK\"\n",
     "    return {\n",
     "        \"Source\": source,\n",
     "        \"n_lines\": n_lines,\n",
-    "        \"CPS\": \"CPS\" in shapefile.columns,\n",
+    "        \"CPS\": CPS,\n",
     "        \"Photoscale\": \"Photoscale\" in shapefile.columns,\n",
     "        \"Pixel_Er\": \"Pixel_Er\" in shapefile.columns\n",
     "    }\n",
@@ -909,13 +920,75 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 11.1 ms (2024-02-28T16:56:45/2024-02-28T16:56:45)</pre>"
+       "<pre>✔️ 4.06 ms (2024-03-04T10:21:36/2024-03-04T10:21:36)</pre>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "CPS\n",
+       "OK               2154\n",
+       "No CPS column     151\n",
+       "Has CPS=9          57\n",
+       "Has CPS=0          30\n",
+       "Has None CPS       18\n",
+       "No CPS values      18\n",
+       "Has NA CPS         16\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.CPS.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre>✔️ 31.2 ms (2024-03-04T10:27:15/2024-03-04T10:27:15)</pre>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df[(df.CPS!=\"OK\") & df.n_lines > 0][[\"filename\", \"Source\", \"n_lines\", \"CPS\"]].sort_values(by=[\"CPS\", \"filename\"]).to_csv(prefix+\"Nick/CPS_issues.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre>✔️ 9.8 ms (2024-03-04T10:21:37/2024-03-04T10:21:37)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -957,59 +1030,59 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>30274</th>\n",
+       "      <th>30252</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp</td>\n",
        "      <td>Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif</td>\n",
        "      <td>57.894737</td>\n",
        "      <td>LDS</td>\n",
        "      <td>2</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>31160</th>\n",
+       "      <th>31100</th>\n",
        "      <td>Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp</td>\n",
        "      <td>Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif</td>\n",
        "      <td>58.823529</td>\n",
        "      <td>LDS</td>\n",
        "      <td>48</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30441</th>\n",
+       "      <th>30409</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp</td>\n",
        "      <td>Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif</td>\n",
        "      <td>59.459459</td>\n",
        "      <td>LDS</td>\n",
        "      <td>34</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30213</th>\n",
+       "      <th>30195</th>\n",
        "      <td>Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp</td>\n",
        "      <td>Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif</td>\n",
        "      <td>61.538462</td>\n",
        "      <td>LDS</td>\n",
        "      <td>6</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>44135</th>\n",
+       "      <th>121641</th>\n",
        "      <td>Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp</td>\n",
        "      <td>MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif</td>\n",
        "      <td>62.307692</td>\n",
        "      <td>LDS</td>\n",
        "      <td>8</td>\n",
+       "      <td>OK</td>\n",
+       "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1023,109 +1096,109 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>86369</th>\n",
+       "      <th>163362</th>\n",
        "      <td>Retrolens/Northland/Rawara/Shorelines/Rawara_24NOV1979.shp</td>\n",
        "      <td>Retrolens/Northland/Rawara/Stack/Rawara_24NOV1979.tif</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
        "      <td>11</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>86366</th>\n",
+       "      <th>163359</th>\n",
        "      <td>Retrolens/Northland/Rawara/Shorelines/Rawara_26MAY1947.shp</td>\n",
        "      <td>Retrolens/Northland/Rawara/Stack/Rawara_26MAY1947.tif</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
        "      <td>14</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>86283</th>\n",
+       "      <th>163278</th>\n",
        "      <td>Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_20FEB1984.shp</td>\n",
        "      <td>Retrolens/Northland/TokerauBeach/Stack/TokerauBeach_20FEB1984.tif</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
        "      <td>26</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>85998</th>\n",
-       "      <td>Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_03FEB1959.shp</td>\n",
-       "      <td>Retrolens/Northland/TaupiriBay/Stack/TaupiriBay_03FEB1959.tif</td>\n",
+       "      <th>180342</th>\n",
+       "      <td>Retrolens/Bay of Plenty/WaihiBeach/Shorelines/WaihiBeach_12APR1975.shp</td>\n",
+       "      <td>Retrolens/Bay of Plenty/WaihiBeach/Stack/WaihiBeach_12APR1975_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
-       "      <td>15</td>\n",
+       "      <td>8</td>\n",
+       "      <td>OK</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>110400</th>\n",
+       "      <th>187097</th>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp</td>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RLN</td>\n",
        "      <td>5</td>\n",
-       "      <td>True</td>\n",
+       "      <td>OK</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2438 rows × 8 columns</p>\n",
+       "<p>2444 rows × 8 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                                                            filename  \\\n",
-       "30274         Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp   \n",
-       "31160                  Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp   \n",
-       "30441           Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp   \n",
-       "30213             Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp   \n",
-       "44135   Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp   \n",
+       "30252         Gabrielle/Shorelines/BayofPlenty/Opotiki/BOPLINZ_Opotiki_05APR2023.shp   \n",
+       "31100                  Gabrielle/Shorelines/Gisborne/TeAraroa/EastCape_18DEC2021.shp   \n",
+       "30409           Gabrielle/Shorelines/BayofPlenty/EasternBoP/EasternBoP_20DEC2021.shp   \n",
+       "30195             Gabrielle/Shorelines/BayofPlenty/Waihi/BOPLINZ_Waihi_05APR2023.shp   \n",
+       "121641  Retrolens/Southland/Riverton/Shorelines/Riverton_Mosaic_STH13R_05FEB2014.shp   \n",
        "...                                                                              ...   \n",
-       "86369                     Retrolens/Northland/Rawara/Shorelines/Rawara_24NOV1979.shp   \n",
-       "86366                     Retrolens/Northland/Rawara/Shorelines/Rawara_26MAY1947.shp   \n",
-       "86283         Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_20FEB1984.shp   \n",
-       "85998             Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_03FEB1959.shp   \n",
-       "110400           Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp   \n",
+       "163362                    Retrolens/Northland/Rawara/Shorelines/Rawara_24NOV1979.shp   \n",
+       "163359                    Retrolens/Northland/Rawara/Shorelines/Rawara_26MAY1947.shp   \n",
+       "163278        Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_20FEB1984.shp   \n",
+       "180342        Retrolens/Bay of Plenty/WaihiBeach/Shorelines/WaihiBeach_12APR1975.shp   \n",
+       "187097           Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp   \n",
        "\n",
        "                                                                            matched_image  \\\n",
-       "30274       Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif   \n",
-       "31160                 Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif   \n",
-       "30441               Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif   \n",
-       "30213   Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif   \n",
-       "44135               MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif   \n",
+       "30252       Gabrielle/Imagery/post_storm/Region/BayofPlenty/Opotiki/Opotiki_28FEB2023.tif   \n",
+       "31100                 Gabrielle/Imagery/pre-storm/Auckland/Waiheke/Onetangi_21DEC2022.tif   \n",
+       "30409               Gabrielle/Imagery/pre-storm/Waikato/Matarangi/Matarangi_24DEC2022.tif   \n",
+       "30195   Gabrielle/Imagery/post_storm/Region/Auckland/Omaha/PNEO/OmahaPakiri_04APR2023.tif   \n",
+       "121641              MaxarImagery/HighFreq/Southland/Riverton/Stack/Riverton_13MAR2021.tif   \n",
        "...                                                                                   ...   \n",
-       "86369                               Retrolens/Northland/Rawara/Stack/Rawara_24NOV1979.tif   \n",
-       "86366                               Retrolens/Northland/Rawara/Stack/Rawara_26MAY1947.tif   \n",
-       "86283                   Retrolens/Northland/TokerauBeach/Stack/TokerauBeach_20FEB1984.tif   \n",
-       "85998                       Retrolens/Northland/TaupiriBay/Stack/TaupiriBay_03FEB1959.tif   \n",
-       "110400              Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2   \n",
+       "163362                              Retrolens/Northland/Rawara/Stack/Rawara_24NOV1979.tif   \n",
+       "163359                              Retrolens/Northland/Rawara/Stack/Rawara_26MAY1947.tif   \n",
+       "163278                  Retrolens/Northland/TokerauBeach/Stack/TokerauBeach_20FEB1984.tif   \n",
+       "180342           Retrolens/Bay of Plenty/WaihiBeach/Stack/WaihiBeach_12APR1975_mosaic.jp2   \n",
+       "187097              Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2   \n",
        "\n",
-       "        match_score Source  n_lines   CPS  Photoscale  Pixel_Er  \n",
-       "30274     57.894737    LDS        2  True        True      True  \n",
-       "31160     58.823529    LDS       48  True        True      True  \n",
-       "30441     59.459459    LDS       34  True        True      True  \n",
-       "30213     61.538462    LDS        6  True        True      True  \n",
-       "44135     62.307692    LDS        8  True       False     False  \n",
-       "...             ...    ...      ...   ...         ...       ...  \n",
-       "86369    100.000000     RL       11  True        True      True  \n",
-       "86366    100.000000     RL       14  True        True      True  \n",
-       "86283    100.000000     RL       26  True        True      True  \n",
-       "85998    100.000000     RL       15  True        True     False  \n",
-       "110400   100.000000    RLN        5  True       False     False  \n",
+       "        match_score Source  n_lines CPS  Photoscale  Pixel_Er  \n",
+       "30252     57.894737    LDS        2  OK        True      True  \n",
+       "31100     58.823529    LDS       48  OK        True      True  \n",
+       "30409     59.459459    LDS       34  OK        True      True  \n",
+       "30195     61.538462    LDS        6  OK        True      True  \n",
+       "121641    62.307692    LDS        8  OK        True      True  \n",
+       "...             ...    ...      ...  ..         ...       ...  \n",
+       "163362   100.000000     RL       11  OK        True      True  \n",
+       "163359   100.000000     RL       14  OK        True      True  \n",
+       "163278   100.000000     RL       26  OK        True      True  \n",
+       "180342   100.000000     RL        8  OK        True      True  \n",
+       "187097   100.000000    RLN        5  OK       False     False  \n",
        "\n",
-       "[2438 rows x 8 columns]"
+       "[2444 rows x 8 columns]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1136,13 +1209,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 33.5 ms (2024-02-28T16:56:45/2024-02-28T16:56:45)</pre>"
+       "<pre>✔️ 36 ms (2024-03-04T10:21:37/2024-03-04T10:21:37)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1155,7 +1228,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1\n"
+      "0\n"
      ]
     },
     {
@@ -1190,33 +1263,17 @@
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>85771</th>\n",
-       "      <td>Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_02NOV1970.shp</td>\n",
-       "      <td>Retrolens/Northland/MarsdenPoint/Stack/MarsdenPoint_21NOV1986_mosaic.jp2</td>\n",
-       "      <td>87.804878</td>\n",
-       "      <td>RL</td>\n",
-       "      <td>4</td>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                     filename  \\\n",
-       "85771  Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_02NOV1970.shp   \n",
-       "\n",
-       "                                                                  matched_image  \\\n",
-       "85771  Retrolens/Northland/MarsdenPoint/Stack/MarsdenPoint_21NOV1986_mosaic.jp2   \n",
-       "\n",
-       "       match_score Source  n_lines    CPS  Photoscale  Pixel_Er  \n",
-       "85771    87.804878     RL        4  False        True     False  "
+       "Empty DataFrame\n",
+       "Columns: [filename, matched_image, match_score, Source, n_lines, CPS, Photoscale, Pixel_Er]\n",
+       "Index: []"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1233,153 +1290,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
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-       "<pre>✔️ 135 ms (2024-02-28T17:04:06/2024-02-28T17:04:06)</pre>"
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-       "  <thead>\n",
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-       "      <th></th>\n",
-       "      <th>OBJECTID_1</th>\n",
-       "      <th>OBJECTID</th>\n",
-       "      <th>Id</th>\n",
-       "      <th>Digitiser</th>\n",
-       "      <th>Scale</th>\n",
-       "      <th>DSASdate</th>\n",
-       "      <th>Region</th>\n",
-       "      <th>Site</th>\n",
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-       "      <th>0</th>\n",
-       "      <td>1471</td>\n",
-       "      <td>1577</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BJ</td>\n",
-       "      <td>1000</td>\n",
-       "      <td>02/11/1970</td>\n",
-       "      <td>Northland</td>\n",
-       "      <td>MarsdenPoint</td>\n",
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-       "      <th>1</th>\n",
-       "      <td>1472</td>\n",
-       "      <td>1578</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BJ</td>\n",
-       "      <td>1000</td>\n",
-       "      <td>02/11/1970</td>\n",
-       "      <td>Northland</td>\n",
-       "      <td>MarsdenPoint</td>\n",
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-       "      <th>2</th>\n",
-       "      <td>1473</td>\n",
-       "      <td>1579</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BJ</td>\n",
-       "      <td>1000</td>\n",
-       "      <td>02/11/1970</td>\n",
-       "      <td>Northland</td>\n",
-       "      <td>MarsdenPoint</td>\n",
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-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1474</td>\n",
-       "      <td>1580</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BJ</td>\n",
-       "      <td>1000</td>\n",
-       "      <td>02/11/1970</td>\n",
-       "      <td>Northland</td>\n",
-       "      <td>MarsdenPoint</td>\n",
-       "      <td>1970-11-02</td>\n",
-       "      <td>24000</td>\n",
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-       "      <td>LINESTRING (1735338.533 6033040.201, 1735371.341 6033016.388, 1735409.441 6032971.938, 1735439.869 6032926.430, 1735450.187 6032902.088, 1735482.996 6032833.825, 1735502.310 6032792.550, 1735509.9...</td>\n",
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-       "  </tbody>\n",
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-       "   OBJECTID_1  OBJECTID  Id Digitiser Scale    DSASdate     Region  \\\n",
-       "0        1471      1577   0        BJ  1000  02/11/1970  Northland   \n",
-       "1        1472      1578   0        BJ  1000  02/11/1970  Northland   \n",
-       "2        1473      1579   0        BJ  1000  02/11/1970  Northland   \n",
-       "3        1474      1580   0        BJ  1000  02/11/1970  Northland   \n",
-       "\n",
-       "           Site        Date  Photoscale Source  \\\n",
-       "0  MarsdenPoint  1970-11-02       24000     RL   \n",
-       "1  MarsdenPoint  1970-11-02       24000     RL   \n",
-       "2  MarsdenPoint  1970-11-02       24000     RL   \n",
-       "3  MarsdenPoint  1970-11-02       24000     RL   \n",
-       "\n",
-       "                                                                                                                                                                                                  geometry  \n",
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-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "gpd.read_file(\"Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_02NOV1970.shp\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -1408,7 +1319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -1950,7 +1861,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -1994,7 +1905,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -2046,7 +1957,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -2110,7 +2021,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -2338,7 +2249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -2701,7 +2612,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -4519,7 +4430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
diff --git a/shorelines.geojson b/shorelines.geojson
index 757901f..23d1130 100644
--- a/shorelines.geojson
+++ b/shorelines.geojson
@@ -3280,33 +3280,33 @@
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