diff --git a/Uncertainty.ipynb b/Uncertainty.ipynb
index 2fb5ece..a2d6175 100644
--- a/Uncertainty.ipynb
+++ b/Uncertainty.ipynb
@@ -2,13 +2,13 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 47.4 ms (2024-04-10T10:43:17/2024-04-10T10:43:17)</pre>"
+       "<pre>✔️ 364 ms (2024-04-15T09:27:27/2024-04-15T09:27:28)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -17,14 +17,6 @@
      "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"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -76,140 +68,140 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_31JAN1985.shp</td>\n",
-       "      <td>Retrolens/Northland/NinetyMile1/Stack/NinetyMile1_31JAN1985.tif</td>\n",
+       "      <td>Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_12DEC1985.shp</td>\n",
+       "      <td>Retrolens/Northland/HelenaBay/Stack/HelenaBay_12DEC1985.tif</td>\n",
        "      <td>100.0</td>\n",
        "      <td>RL</td>\n",
-       "      <td>43</td>\n",
+       "      <td>47</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>GTiff</td>\n",
        "      <td>uint16</td>\n",
        "      <td>65535.0</td>\n",
-       "      <td>24007</td>\n",
-       "      <td>30409</td>\n",
+       "      <td>36732</td>\n",
+       "      <td>44101</td>\n",
        "      <td>1</td>\n",
        "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
-       "      <td>| 0.63, 0.00, 1576131.61|\\n| 0.00,-0.63, 6180150.52|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>| 0.26, 0.00, 1720090.68|\\n| 0.00,-0.26, 6088098.48|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>128.0</td>\n",
        "      <td>128</td>\n",
        "      <td>True</td>\n",
        "      <td>lzw</td>\n",
        "      <td>band</td>\n",
        "      <td>0</td>\n",
-       "      <td>(0.6331355511999924, 0.6331355511999924)</td>\n",
+       "      <td>(0.2642734532999967, 0.2642734532999967)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.633136</td>\n",
+       "      <td>0.264273</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>MaxarImagery/HighFreq/Tasman/PortPuponga/Shorelines/PortPuponga_25APR2014.shp</td>\n",
-       "      <td>MaxarImagery/HighFreq/Tasman/PortPuponga/Imagery/Stack/PortPuponga_25APR2014.tif</td>\n",
+       "      <td>Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_03JAN1978.shp</td>\n",
+       "      <td>Retrolens/Northland/HelenaBay/Stack/HelenaBay_03JAN1978.tif</td>\n",
        "      <td>100.0</td>\n",
-       "      <td>MAX</td>\n",
-       "      <td>2</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>17</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>GTiff</td>\n",
-       "      <td>uint8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>9481</td>\n",
-       "      <td>13333</td>\n",
+       "      <td>uint16</td>\n",
+       "      <td>65535.0</td>\n",
+       "      <td>34088</td>\n",
+       "      <td>33193</td>\n",
        "      <td>3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>| 0.50, 0.00, 1573134.81|\\n| 0.00,-0.50, 5513988.75|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
+       "      <td>| 0.28, 0.00, 1720090.56|\\n| 0.00,-0.28, 6085896.33|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>128.0</td>\n",
        "      <td>128</td>\n",
        "      <td>True</td>\n",
        "      <td>lzw</td>\n",
        "      <td>pixel</td>\n",
-       "      <td>4</td>\n",
-       "      <td>(0.5, 0.5)</td>\n",
+       "      <td>0</td>\n",
+       "      <td>(0.2847753962000008, 0.2847753962000008)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.284775</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_09FEB1982.shp</td>\n",
-       "      <td>Retrolens/Northland/NorthHeadKaipara/Stack/NorthHeadKaipara_09FEB1982.tif</td>\n",
+       "      <td>Retrolens/Northland/Owhata/Shorelines/Owhata_06NOV1942.shp</td>\n",
+       "      <td>Retrolens/Northland/Owhata/Stack/Owhata_06NOV1942_mosaic.jp2</td>\n",
        "      <td>100.0</td>\n",
        "      <td>RL</td>\n",
-       "      <td>6</td>\n",
+       "      <td>10</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>GTiff</td>\n",
-       "      <td>uint8</td>\n",
-       "      <td>255.0</td>\n",
-       "      <td>62963</td>\n",
-       "      <td>39175</td>\n",
-       "      <td>1</td>\n",
+       "      <td>JP2OpenJPEG</td>\n",
+       "      <td>uint16</td>\n",
+       "      <td>256.0</td>\n",
+       "      <td>10940</td>\n",
+       "      <td>6417</td>\n",
+       "      <td>3</td>\n",
        "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
-       "      <td>| 0.36, 0.00, 1685314.48|\\n| 0.00,-0.36, 5993107.46|\\n| 0.00, 0.00, 1.00|</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>128</td>\n",
+       "      <td>| 0.50, 0.00, 1613262.88|\\n| 0.00,-0.50, 6095555.07|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>1024.0</td>\n",
+       "      <td>1024</td>\n",
        "      <td>True</td>\n",
-       "      <td>lzw</td>\n",
-       "      <td>band</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>pixel</td>\n",
        "      <td>0</td>\n",
-       "      <td>(0.35828864559998, 0.35828864559998)</td>\n",
+       "      <td>(0.5027236098370393, 0.5027236098370481)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.358289</td>\n",
+       "      <td>0.502724</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_24DEC2021.shp</td>\n",
-       "      <td>MaxarImagery/HighFreq/Northland/CapeReinga/Stack/CapeReinga_24DEC2021.tif</td>\n",
+       "      <td>MaxarImagery/HighFreq/Manawatu-Whanganui/WhanganuiSouth/Shorelines/WhanganuiSouth_14APR2006.shp</td>\n",
+       "      <td>MaxarImagery/HighFreq/Manawatu-Whanganui/WhanganuiSouth/Imagery/Stack/WhanganuiSouth_14APR2006.tif</td>\n",
        "      <td>100.0</td>\n",
        "      <td>MAX</td>\n",
-       "      <td>5</td>\n",
+       "      <td>1</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>GTiff</td>\n",
-       "      <td>uint16</td>\n",
-       "      <td>256.0</td>\n",
-       "      <td>11051</td>\n",
-       "      <td>3926</td>\n",
-       "      <td>4</td>\n",
+       "      <td>uint8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7611</td>\n",
+       "      <td>5001</td>\n",
+       "      <td>3</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>| 0.50, 0.00, 1593745.28|\\n| 0.00,-0.50, 6192128.37|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>| 0.60, 0.00, 1769067.07|\\n| 0.00,-0.60, 5576211.82|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>128.0</td>\n",
        "      <td>128</td>\n",
        "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>lzw</td>\n",
        "      <td>pixel</td>\n",
-       "      <td>6</td>\n",
-       "      <td>(0.5, 0.5)</td>\n",
+       "      <td>3</td>\n",
+       "      <td>(0.6000000000000122, 0.5999999999999255)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.600000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_12APR2023.shp</td>\n",
-       "      <td>MaxarImagery/HighFreq/Northland/CapeReinga/Stack/CapeReinga_12APR2023.tif</td>\n",
+       "      <td>MaxarImagery/HighFreq/Southland/ColacBay/Shorelines/ColacBay_13MAR2020.shp</td>\n",
+       "      <td>MaxarImagery/HighFreq/Southland/ColacBay/Imagery/Stack/ColacBay_13MAR2020.tif</td>\n",
        "      <td>100.0</td>\n",
-       "      <td>LDS</td>\n",
-       "      <td>4</td>\n",
+       "      <td>MAX</td>\n",
+       "      <td>7</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>GTiff</td>\n",
-       "      <td>uint16</td>\n",
-       "      <td>256.0</td>\n",
-       "      <td>5626</td>\n",
-       "      <td>3711</td>\n",
-       "      <td>3</td>\n",
+       "      <td>uint8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>| 0.50, 0.00, 1571484.42|\\n| 0.00,-0.50, 6190730.60|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>13572</td>\n",
+       "      <td>7762</td>\n",
+       "      <td>3</td>\n",
+       "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
+       "      <td>| 0.50, 0.00, 1205815.50|\\n| 0.00,-0.50, 4854130.00|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>128.0</td>\n",
        "      <td>128</td>\n",
        "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>lzw</td>\n",
        "      <td>pixel</td>\n",
-       "      <td>5</td>\n",
+       "      <td>0</td>\n",
        "      <td>(0.5, 0.5)</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.500000</td>\n",
@@ -243,119 +235,119 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1914</th>\n",
-       "      <td>Retrolens/Manawatu/WhangaehuRiver/Shorelines/WhangaehuRiver_30AUG1942.shp</td>\n",
-       "      <td>Retrolens/Manawatu/WhangaehuRiver/Stack/WhangaehuRiver_30AUG1942_mosaic.jp2</td>\n",
+       "      <th>1903</th>\n",
+       "      <td>Retrolens/Auckland/Omaha/Shorelines/Omaha_02MAY1996.shp</td>\n",
+       "      <td>Retrolens/Auckland/Omaha/Stack/Omaha_02MAY1996.jp2</td>\n",
        "      <td>100.0</td>\n",
        "      <td>RL</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>JP2OpenJPEG</td>\n",
-       "      <td>uint16</td>\n",
-       "      <td>256.0</td>\n",
-       "      <td>15536</td>\n",
-       "      <td>19362</td>\n",
+       "      <td>uint8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1694</td>\n",
+       "      <td>2907</td>\n",
        "      <td>3</td>\n",
        "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
-       "      <td>| 0.50, 0.00, 1775206.09|\\n| 0.00,-0.50, 5571000.70|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>| 1.54, 0.00, 1758940.54|\\n| 0.00,-1.54, 5979559.31|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>1024.0</td>\n",
        "      <td>1024</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>pixel</td>\n",
        "      <td>0</td>\n",
-       "      <td>(0.5, 0.5)</td>\n",
+       "      <td>(1.5437142739117524, 1.5437142739116012)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>1.543714</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1915</th>\n",
-       "      <td>Retrolens/Manawatu/WhangaehuRiver/Shorelines/WhangaehuRiver_4FEB1982.shp</td>\n",
-       "      <td>Retrolens/Manawatu/WhangaehuRiver/Stack/WhangaehuRiver_4FEB1982_mosaic.jp2</td>\n",
+       "      <th>1904</th>\n",
+       "      <td>Retrolens/Auckland/Omaha/Shorelines/Omaha_02SEP1982.shp</td>\n",
+       "      <td>Retrolens/Auckland/Omaha/Stack/Omaha_02SEP1982.jpg</td>\n",
        "      <td>100.0</td>\n",
        "      <td>RL</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>JP2OpenJPEG</td>\n",
-       "      <td>uint16</td>\n",
-       "      <td>256.0</td>\n",
-       "      <td>6270</td>\n",
-       "      <td>7842</td>\n",
+       "      <td>JPEG</td>\n",
+       "      <td>uint8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3511</td>\n",
+       "      <td>6047</td>\n",
        "      <td>3</td>\n",
        "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
-       "      <td>| 1.30, 0.00, 1774943.07|\\n| 0.00,-1.30, 5571274.87|\\n| 0.00, 0.00, 1.00|</td>\n",
-       "      <td>1024.0</td>\n",
-       "      <td>1024</td>\n",
-       "      <td>True</td>\n",
+       "      <td>| 0.73, 0.00, 1758988.90|\\n| 0.00,-0.73, 5979563.54|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>jpeg</td>\n",
        "      <td>pixel</td>\n",
        "      <td>0</td>\n",
-       "      <td>(1.3, 1.2999999999999525)</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.300000</td>\n",
+       "      <td>(0.7330681326, 0.7330681326)</td>\n",
+       "      <td>ycbcr</td>\n",
+       "      <td>0.733068</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1916</th>\n",
-       "      <td>MaxarImagery/HighFreq/Otago/Aramoana/Shorelines/Aramoana_29JUNE2004.shp</td>\n",
-       "      <td>MaxarImagery/HighFreq/Otago/Aramoana/Imagery/Stack/Aramoana_29JUNE2004.tif</td>\n",
+       "      <th>1905</th>\n",
+       "      <td>Retrolens/Auckland/Omaha/Shorelines/Omaha_05DEC1973.shp</td>\n",
+       "      <td>Retrolens/Auckland/Omaha/Stack/Omaha_05DEC1973.jp2</td>\n",
        "      <td>100.0</td>\n",
-       "      <td>Max</td>\n",
-       "      <td>8</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>3</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>GTiff</td>\n",
+       "      <td>JP2OpenJPEG</td>\n",
        "      <td>uint8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>7173</td>\n",
-       "      <td>5399</td>\n",
+       "      <td>5192</td>\n",
+       "      <td>9964</td>\n",
        "      <td>3</td>\n",
        "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
-       "      <td>| 0.60, 0.00, 1418391.33|\\n| 0.00,-0.60, 4930131.53|\\n| 0.00, 0.00, 1.00|</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>128</td>\n",
+       "      <td>| 0.43, 0.00, 1759049.35|\\n| 0.00,-0.43, 5979449.09|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>1024.0</td>\n",
+       "      <td>1024</td>\n",
        "      <td>True</td>\n",
-       "      <td>lzw</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>pixel</td>\n",
        "      <td>0</td>\n",
-       "      <td>(0.6000000000000065, 0.600000000000069)</td>\n",
+       "      <td>(0.4326914205798486, 0.43269142057987425)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.432691</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1917</th>\n",
-       "      <td>Retrolens/Tasman/MoutereSpit/Shorelines/MoutereSpit_19MAY1958.shp</td>\n",
-       "      <td>Retrolens/Tasman/MoutereSpit/Stack/MoutereSpit_19MAY1958_mosaic.jp2</td>\n",
+       "      <th>1906</th>\n",
+       "      <td>Retrolens/Auckland/OmanaBeach/Shorelines/OmanaBeach_29DEC1939.shp</td>\n",
+       "      <td>Retrolens/Auckland/OmanaBeach/Stack/OmanaBeach_29DEC1939.jp2</td>\n",
        "      <td>100.0</td>\n",
        "      <td>RL</td>\n",
-       "      <td>3</td>\n",
+       "      <td>6</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>JP2OpenJPEG</td>\n",
-       "      <td>uint16</td>\n",
-       "      <td>256.0</td>\n",
-       "      <td>1416</td>\n",
-       "      <td>3769</td>\n",
-       "      <td>3</td>\n",
+       "      <td>uint8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10191</td>\n",
+       "      <td>7484</td>\n",
+       "      <td>1</td>\n",
        "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
-       "      <td>| 1.23, 0.00, 1601525.79|\\n| 0.00,-1.23, 5450485.41|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>| 0.50, 0.00, 1779953.39|\\n| 0.00,-0.50, 5917194.51|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>1024.0</td>\n",
        "      <td>1024</td>\n",
        "      <td>True</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>pixel</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td>(1.2343198958337753, 1.2343198958338077)</td>\n",
+       "      <td>(0.5, 0.5)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.234320</td>\n",
+       "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1918</th>\n",
+       "      <th>1907</th>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp</td>\n",
        "      <td>Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2</td>\n",
        "      <td>100.0</td>\n",
@@ -384,118 +376,118 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1859 rows × 25 columns</p>\n",
+       "<p>1851 rows × 25 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                            filename  \\\n",
-       "0               Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_31JAN1985.shp   \n",
-       "1      MaxarImagery/HighFreq/Tasman/PortPuponga/Shorelines/PortPuponga_25APR2014.shp   \n",
-       "2     Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_09FEB1982.shp   \n",
-       "3                 Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_24DEC2021.shp   \n",
-       "4                 Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_12APR2023.shp   \n",
-       "...                                                                              ...   \n",
-       "1914       Retrolens/Manawatu/WhangaehuRiver/Shorelines/WhangaehuRiver_30AUG1942.shp   \n",
-       "1915        Retrolens/Manawatu/WhangaehuRiver/Shorelines/WhangaehuRiver_4FEB1982.shp   \n",
-       "1916         MaxarImagery/HighFreq/Otago/Aramoana/Shorelines/Aramoana_29JUNE2004.shp   \n",
-       "1917               Retrolens/Tasman/MoutereSpit/Shorelines/MoutereSpit_19MAY1958.shp   \n",
-       "1918             Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp   \n",
+       "                                                                                             filename  \\\n",
+       "0                                    Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_12DEC1985.shp   \n",
+       "1                                    Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_03JAN1978.shp   \n",
+       "2                                          Retrolens/Northland/Owhata/Shorelines/Owhata_06NOV1942.shp   \n",
+       "3     MaxarImagery/HighFreq/Manawatu-Whanganui/WhanganuiSouth/Shorelines/WhanganuiSouth_14APR2006.shp   \n",
+       "4                          MaxarImagery/HighFreq/Southland/ColacBay/Shorelines/ColacBay_13MAR2020.shp   \n",
+       "...                                                                                               ...   \n",
+       "1903                                          Retrolens/Auckland/Omaha/Shorelines/Omaha_02MAY1996.shp   \n",
+       "1904                                          Retrolens/Auckland/Omaha/Shorelines/Omaha_02SEP1982.shp   \n",
+       "1905                                          Retrolens/Auckland/Omaha/Shorelines/Omaha_05DEC1973.shp   \n",
+       "1906                                Retrolens/Auckland/OmanaBeach/Shorelines/OmanaBeach_29DEC1939.shp   \n",
+       "1907                              Retrolens/Wellington/PukeruaBay/Shorelines/PukeruaBay_20SEP1980.shp   \n",
        "\n",
-       "                                                                         matched_image  \\\n",
-       "0                      Retrolens/Northland/NinetyMile1/Stack/NinetyMile1_31JAN1985.tif   \n",
-       "1     MaxarImagery/HighFreq/Tasman/PortPuponga/Imagery/Stack/PortPuponga_25APR2014.tif   \n",
-       "2            Retrolens/Northland/NorthHeadKaipara/Stack/NorthHeadKaipara_09FEB1982.tif   \n",
-       "3            MaxarImagery/HighFreq/Northland/CapeReinga/Stack/CapeReinga_24DEC2021.tif   \n",
-       "4            MaxarImagery/HighFreq/Northland/CapeReinga/Stack/CapeReinga_12APR2023.tif   \n",
-       "...                                                                                ...   \n",
-       "1914       Retrolens/Manawatu/WhangaehuRiver/Stack/WhangaehuRiver_30AUG1942_mosaic.jp2   \n",
-       "1915        Retrolens/Manawatu/WhangaehuRiver/Stack/WhangaehuRiver_4FEB1982_mosaic.jp2   \n",
-       "1916        MaxarImagery/HighFreq/Otago/Aramoana/Imagery/Stack/Aramoana_29JUNE2004.tif   \n",
-       "1917               Retrolens/Tasman/MoutereSpit/Stack/MoutereSpit_19MAY1958_mosaic.jp2   \n",
-       "1918             Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2   \n",
+       "                                                                                           matched_image  \\\n",
+       "0                                            Retrolens/Northland/HelenaBay/Stack/HelenaBay_12DEC1985.tif   \n",
+       "1                                            Retrolens/Northland/HelenaBay/Stack/HelenaBay_03JAN1978.tif   \n",
+       "2                                           Retrolens/Northland/Owhata/Stack/Owhata_06NOV1942_mosaic.jp2   \n",
+       "3     MaxarImagery/HighFreq/Manawatu-Whanganui/WhanganuiSouth/Imagery/Stack/WhanganuiSouth_14APR2006.tif   \n",
+       "4                          MaxarImagery/HighFreq/Southland/ColacBay/Imagery/Stack/ColacBay_13MAR2020.tif   \n",
+       "...                                                                                                  ...   \n",
+       "1903                                                  Retrolens/Auckland/Omaha/Stack/Omaha_02MAY1996.jp2   \n",
+       "1904                                                  Retrolens/Auckland/Omaha/Stack/Omaha_02SEP1982.jpg   \n",
+       "1905                                                  Retrolens/Auckland/Omaha/Stack/Omaha_05DEC1973.jp2   \n",
+       "1906                                        Retrolens/Auckland/OmanaBeach/Stack/OmanaBeach_29DEC1939.jp2   \n",
+       "1907                               Retrolens/Wellington/PukeruaBay/Stack/PukeruaBay_20SEP1980_mosaic.jp2   \n",
        "\n",
        "      match_score Source  n_lines   CPS  Photoscale  Pixel_Er       driver  \\\n",
-       "0           100.0     RL       43  True        True      True        GTiff   \n",
-       "1           100.0    MAX        2  True        True      True        GTiff   \n",
-       "2           100.0     RL        6  True        True      True        GTiff   \n",
-       "3           100.0    MAX        5  True        True      True        GTiff   \n",
-       "4           100.0    LDS        4  True        True      True        GTiff   \n",
+       "0           100.0     RL       47  True        True      True        GTiff   \n",
+       "1           100.0     RL       17  True        True      True        GTiff   \n",
+       "2           100.0     RL       10  True        True      True  JP2OpenJPEG   \n",
+       "3           100.0    MAX        1  True        True      True        GTiff   \n",
+       "4           100.0    MAX        7  True        True      True        GTiff   \n",
        "...           ...    ...      ...   ...         ...       ...          ...   \n",
-       "1914        100.0     RL        2  True        True      True  JP2OpenJPEG   \n",
-       "1915        100.0     RL        2  True        True      True  JP2OpenJPEG   \n",
-       "1916        100.0    Max        8  True        True      True        GTiff   \n",
-       "1917        100.0     RL        3  True        True      True  JP2OpenJPEG   \n",
-       "1918        100.0    RLN        5  True        True      True  JP2OpenJPEG   \n",
+       "1903        100.0     RL        1  True        True      True  JP2OpenJPEG   \n",
+       "1904        100.0     RL        1  True        True      True         JPEG   \n",
+       "1905        100.0     RL        3  True        True      True  JP2OpenJPEG   \n",
+       "1906        100.0     RL        6  True        True      True  JP2OpenJPEG   \n",
+       "1907        100.0    RLN        5  True        True      True  JP2OpenJPEG   \n",
        "\n",
        "       dtype   nodata  width  height  count  \\\n",
-       "0     uint16  65535.0  24007   30409      1   \n",
-       "1      uint8      NaN   9481   13333      3   \n",
-       "2      uint8    255.0  62963   39175      1   \n",
-       "3     uint16    256.0  11051    3926      4   \n",
-       "4     uint16    256.0   5626    3711      3   \n",
+       "0     uint16  65535.0  36732   44101      1   \n",
+       "1     uint16  65535.0  34088   33193      3   \n",
+       "2     uint16    256.0  10940    6417      3   \n",
+       "3      uint8      NaN   7611    5001      3   \n",
+       "4      uint8      NaN  13572    7762      3   \n",
        "...      ...      ...    ...     ...    ...   \n",
-       "1914  uint16    256.0  15536   19362      3   \n",
-       "1915  uint16    256.0   6270    7842      3   \n",
-       "1916   uint8      NaN   7173    5399      3   \n",
-       "1917  uint16    256.0   1416    3769      3   \n",
-       "1918  uint16    256.0  21195   17559      1   \n",
+       "1903   uint8      NaN   1694    2907      3   \n",
+       "1904   uint8      NaN   3511    6047      3   \n",
+       "1905   uint8      NaN   5192    9964      3   \n",
+       "1906   uint8      NaN  10191    7484      1   \n",
+       "1907  uint16    256.0  21195   17559      1   \n",
        "\n",
        "                                                                                                                                    crs  \\\n",
        "0     PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
-       "1                                                                                                                                   NaN   \n",
+       "1     PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
        "2     PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
        "3                                                                                                                                   NaN   \n",
-       "4                                                                                                                                   NaN   \n",
+       "4     PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
        "...                                                                                                                                 ...   \n",
-       "1914  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
-       "1915  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
-       "1916  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
-       "1917  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
-       "1918  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "1903  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "1904  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "1905  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "1906  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "1907  PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
        "\n",
        "                                                                      transform  \\\n",
-       "0     | 0.63, 0.00, 1576131.61|\\n| 0.00,-0.63, 6180150.52|\\n| 0.00, 0.00, 1.00|   \n",
-       "1     | 0.50, 0.00, 1573134.81|\\n| 0.00,-0.50, 5513988.75|\\n| 0.00, 0.00, 1.00|   \n",
-       "2     | 0.36, 0.00, 1685314.48|\\n| 0.00,-0.36, 5993107.46|\\n| 0.00, 0.00, 1.00|   \n",
-       "3     | 0.50, 0.00, 1593745.28|\\n| 0.00,-0.50, 6192128.37|\\n| 0.00, 0.00, 1.00|   \n",
-       "4     | 0.50, 0.00, 1571484.42|\\n| 0.00,-0.50, 6190730.60|\\n| 0.00, 0.00, 1.00|   \n",
+       "0     | 0.26, 0.00, 1720090.68|\\n| 0.00,-0.26, 6088098.48|\\n| 0.00, 0.00, 1.00|   \n",
+       "1     | 0.28, 0.00, 1720090.56|\\n| 0.00,-0.28, 6085896.33|\\n| 0.00, 0.00, 1.00|   \n",
+       "2     | 0.50, 0.00, 1613262.88|\\n| 0.00,-0.50, 6095555.07|\\n| 0.00, 0.00, 1.00|   \n",
+       "3     | 0.60, 0.00, 1769067.07|\\n| 0.00,-0.60, 5576211.82|\\n| 0.00, 0.00, 1.00|   \n",
+       "4     | 0.50, 0.00, 1205815.50|\\n| 0.00,-0.50, 4854130.00|\\n| 0.00, 0.00, 1.00|   \n",
        "...                                                                         ...   \n",
-       "1914  | 0.50, 0.00, 1775206.09|\\n| 0.00,-0.50, 5571000.70|\\n| 0.00, 0.00, 1.00|   \n",
-       "1915  | 1.30, 0.00, 1774943.07|\\n| 0.00,-1.30, 5571274.87|\\n| 0.00, 0.00, 1.00|   \n",
-       "1916  | 0.60, 0.00, 1418391.33|\\n| 0.00,-0.60, 4930131.53|\\n| 0.00, 0.00, 1.00|   \n",
-       "1917  | 1.23, 0.00, 1601525.79|\\n| 0.00,-1.23, 5450485.41|\\n| 0.00, 0.00, 1.00|   \n",
-       "1918  | 0.36, 0.00, 1754511.31|\\n| 0.00,-0.36, 5459437.47|\\n| 0.00, 0.00, 1.00|   \n",
+       "1903  | 1.54, 0.00, 1758940.54|\\n| 0.00,-1.54, 5979559.31|\\n| 0.00, 0.00, 1.00|   \n",
+       "1904  | 0.73, 0.00, 1758988.90|\\n| 0.00,-0.73, 5979563.54|\\n| 0.00, 0.00, 1.00|   \n",
+       "1905  | 0.43, 0.00, 1759049.35|\\n| 0.00,-0.43, 5979449.09|\\n| 0.00, 0.00, 1.00|   \n",
+       "1906  | 0.50, 0.00, 1779953.39|\\n| 0.00,-0.50, 5917194.51|\\n| 0.00, 0.00, 1.00|   \n",
+       "1907  | 0.36, 0.00, 1754511.31|\\n| 0.00,-0.36, 5459437.47|\\n| 0.00, 0.00, 1.00|   \n",
        "\n",
        "      blockxsize  blockysize  tiled compress interleave  GCPs  \\\n",
        "0          128.0         128   True      lzw       band     0   \n",
-       "1          128.0         128   True      lzw      pixel     4   \n",
-       "2          128.0         128   True      lzw       band     0   \n",
-       "3          128.0         128   True      NaN      pixel     6   \n",
-       "4          128.0         128   True      NaN      pixel     5   \n",
+       "1          128.0         128   True      lzw      pixel     0   \n",
+       "2         1024.0        1024   True      NaN      pixel     0   \n",
+       "3          128.0         128   True      lzw      pixel     3   \n",
+       "4          128.0         128   True      lzw      pixel     0   \n",
        "...          ...         ...    ...      ...        ...   ...   \n",
-       "1914      1024.0        1024   True      NaN      pixel     0   \n",
-       "1915      1024.0        1024   True      NaN      pixel     0   \n",
-       "1916       128.0         128   True      lzw      pixel     0   \n",
-       "1917      1024.0        1024   True      NaN      pixel     0   \n",
-       "1918      1024.0        1024   True      NaN        NaN     0   \n",
+       "1903      1024.0        1024   True      NaN      pixel     0   \n",
+       "1904         NaN           1  False     jpeg      pixel     0   \n",
+       "1905      1024.0        1024   True      NaN      pixel     0   \n",
+       "1906      1024.0        1024   True      NaN        NaN     0   \n",
+       "1907      1024.0        1024   True      NaN        NaN     0   \n",
        "\n",
        "                                            res photometric  Pixel_ER  \n",
-       "0      (0.6331355511999924, 0.6331355511999924)         NaN  0.633136  \n",
-       "1                                    (0.5, 0.5)         NaN  0.500000  \n",
-       "2          (0.35828864559998, 0.35828864559998)         NaN  0.358289  \n",
-       "3                                    (0.5, 0.5)         NaN  0.500000  \n",
+       "0      (0.2642734532999967, 0.2642734532999967)         NaN  0.264273  \n",
+       "1      (0.2847753962000008, 0.2847753962000008)         NaN  0.284775  \n",
+       "2      (0.5027236098370393, 0.5027236098370481)         NaN  0.502724  \n",
+       "3      (0.6000000000000122, 0.5999999999999255)         NaN  0.600000  \n",
        "4                                    (0.5, 0.5)         NaN  0.500000  \n",
        "...                                         ...         ...       ...  \n",
-       "1914                                 (0.5, 0.5)         NaN  0.500000  \n",
-       "1915                  (1.3, 1.2999999999999525)         NaN  1.300000  \n",
-       "1916    (0.6000000000000065, 0.600000000000069)         NaN  0.600000  \n",
-       "1917   (1.2343198958337753, 1.2343198958338077)         NaN  1.234320  \n",
-       "1918  (0.3558878208761918, 0.35588782087619325)         NaN  0.355888  \n",
+       "1903   (1.5437142739117524, 1.5437142739116012)         NaN  1.543714  \n",
+       "1904               (0.7330681326, 0.7330681326)       ycbcr  0.733068  \n",
+       "1905  (0.4326914205798486, 0.43269142057987425)         NaN  0.432691  \n",
+       "1906                                 (0.5, 0.5)         NaN  0.500000  \n",
+       "1907  (0.3558878208761918, 0.35588782087619325)         NaN  0.355888  \n",
        "\n",
-       "[1859 rows x 25 columns]"
+       "[1851 rows x 25 columns]"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -536,13 +528,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 49.3 ms (2024-04-10T10:43:17/2024-04-10T10:43:17)</pre>"
+       "<pre>✔️ 56.5 ms (2024-04-15T09:27:28/2024-04-15T09:27:28)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -607,31 +599,31 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_31JAN1985.shp</td>\n",
-       "      <td>Retrolens/Northland/NinetyMile1/Stack/NinetyMile1_31JAN1985.tif</td>\n",
+       "      <td>Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_12DEC1985.shp</td>\n",
+       "      <td>Retrolens/Northland/HelenaBay/Stack/HelenaBay_12DEC1985.tif</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
-       "      <td>43.0</td>\n",
+       "      <td>47.0</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>GTiff</td>\n",
        "      <td>uint16</td>\n",
        "      <td>65535.0</td>\n",
-       "      <td>24007.0</td>\n",
-       "      <td>30409.0</td>\n",
+       "      <td>36732.0</td>\n",
+       "      <td>44101.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
-       "      <td>| 0.63, 0.00, 1576131.61|\\n| 0.00,-0.63, 6180150.52|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>| 0.26, 0.00, 1720090.68|\\n| 0.00,-0.26, 6088098.48|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>128.0</td>\n",
        "      <td>128.0</td>\n",
        "      <td>True</td>\n",
        "      <td>lzw</td>\n",
        "      <td>band</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>(0.6331355511999924, 0.6331355511999924)</td>\n",
+       "      <td>(0.2642734532999967, 0.2642734532999967)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.633136</td>\n",
+       "      <td>0.264273</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -640,31 +632,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>MaxarImagery/HighFreq/Tasman/PortPuponga/Shorelines/PortPuponga_25APR2014.shp</td>\n",
-       "      <td>MaxarImagery/HighFreq/Tasman/PortPuponga/Imagery/Stack/PortPuponga_25APR2014.tif</td>\n",
+       "      <td>Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_03JAN1978.shp</td>\n",
+       "      <td>Retrolens/Northland/HelenaBay/Stack/HelenaBay_03JAN1978.tif</td>\n",
        "      <td>100.000000</td>\n",
-       "      <td>MAX</td>\n",
-       "      <td>2.0</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>17.0</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>GTiff</td>\n",
-       "      <td>uint8</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>9481.0</td>\n",
-       "      <td>13333.0</td>\n",
+       "      <td>uint16</td>\n",
+       "      <td>65535.0</td>\n",
+       "      <td>34088.0</td>\n",
+       "      <td>33193.0</td>\n",
        "      <td>3.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>| 0.50, 0.00, 1573134.81|\\n| 0.00,-0.50, 5513988.75|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
+       "      <td>| 0.28, 0.00, 1720090.56|\\n| 0.00,-0.28, 6085896.33|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>128.0</td>\n",
        "      <td>128.0</td>\n",
        "      <td>True</td>\n",
        "      <td>lzw</td>\n",
        "      <td>pixel</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>(0.5, 0.5)</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>(0.2847753962000008, 0.2847753962000008)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.284775</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -673,31 +665,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_09FEB1982.shp</td>\n",
-       "      <td>Retrolens/Northland/NorthHeadKaipara/Stack/NorthHeadKaipara_09FEB1982.tif</td>\n",
+       "      <td>Retrolens/Northland/Owhata/Shorelines/Owhata_06NOV1942.shp</td>\n",
+       "      <td>Retrolens/Northland/Owhata/Stack/Owhata_06NOV1942_mosaic.jp2</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>RL</td>\n",
-       "      <td>6.0</td>\n",
+       "      <td>10.0</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
-       "      <td>GTiff</td>\n",
-       "      <td>uint8</td>\n",
-       "      <td>255.0</td>\n",
-       "      <td>62963.0</td>\n",
-       "      <td>39175.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>JP2OpenJPEG</td>\n",
+       "      <td>uint16</td>\n",
+       "      <td>256.0</td>\n",
+       "      <td>10940.0</td>\n",
+       "      <td>6417.0</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
-       "      <td>| 0.36, 0.00, 1685314.48|\\n| 0.00,-0.36, 5993107.46|\\n| 0.00, 0.00, 1.00|</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>128.0</td>\n",
+       "      <td>| 0.50, 0.00, 1613262.88|\\n| 0.00,-0.50, 6095555.07|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>1024.0</td>\n",
+       "      <td>1024.0</td>\n",
        "      <td>True</td>\n",
-       "      <td>lzw</td>\n",
-       "      <td>band</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>pixel</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>(0.35828864559998, 0.35828864559998)</td>\n",
+       "      <td>(0.5027236098370393, 0.5027236098370481)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.358289</td>\n",
+       "      <td>0.502724</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -706,31 +698,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_24DEC2021.shp</td>\n",
-       "      <td>MaxarImagery/HighFreq/Northland/CapeReinga/Stack/CapeReinga_24DEC2021.tif</td>\n",
+       "      <td>MaxarImagery/HighFreq/Manawatu-Whanganui/WhanganuiSouth/Shorelines/WhanganuiSouth_14APR2006.shp</td>\n",
+       "      <td>MaxarImagery/HighFreq/Manawatu-Whanganui/WhanganuiSouth/Imagery/Stack/WhanganuiSouth_14APR2006.tif</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>MAX</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>GTiff</td>\n",
-       "      <td>uint16</td>\n",
-       "      <td>256.0</td>\n",
-       "      <td>11051.0</td>\n",
-       "      <td>3926.0</td>\n",
-       "      <td>4.0</td>\n",
+       "      <td>uint8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7611.0</td>\n",
+       "      <td>5001.0</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>| 0.50, 0.00, 1593745.28|\\n| 0.00,-0.50, 6192128.37|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>| 0.60, 0.00, 1769067.07|\\n| 0.00,-0.60, 5576211.82|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>128.0</td>\n",
        "      <td>128.0</td>\n",
        "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>lzw</td>\n",
        "      <td>pixel</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>(0.5, 0.5)</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>(0.6000000000000122, 0.5999999999999255)</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.600000</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -739,28 +731,28 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_12APR2023.shp</td>\n",
-       "      <td>MaxarImagery/HighFreq/Northland/CapeReinga/Stack/CapeReinga_12APR2023.tif</td>\n",
+       "      <td>MaxarImagery/HighFreq/Southland/ColacBay/Shorelines/ColacBay_13MAR2020.shp</td>\n",
+       "      <td>MaxarImagery/HighFreq/Southland/ColacBay/Imagery/Stack/ColacBay_13MAR2020.tif</td>\n",
        "      <td>100.000000</td>\n",
-       "      <td>LDS</td>\n",
-       "      <td>4.0</td>\n",
+       "      <td>MAX</td>\n",
+       "      <td>7.0</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>True</td>\n",
        "      <td>GTiff</td>\n",
-       "      <td>uint16</td>\n",
-       "      <td>256.0</td>\n",
-       "      <td>5626.0</td>\n",
-       "      <td>3711.0</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>uint8</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>| 0.50, 0.00, 1571484.42|\\n| 0.00,-0.50, 6190730.60|\\n| 0.00, 0.00, 1.00|</td>\n",
+       "      <td>13572.0</td>\n",
+       "      <td>7762.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...</td>\n",
+       "      <td>| 0.50, 0.00, 1205815.50|\\n| 0.00,-0.50, 4854130.00|\\n| 0.00, 0.00, 1.00|</td>\n",
        "      <td>128.0</td>\n",
        "      <td>128.0</td>\n",
        "      <td>True</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>lzw</td>\n",
        "      <td>pixel</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>(0.5, 0.5)</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0.500000</td>\n",
@@ -804,15 +796,15 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>189</th>\n",
+       "      <th>198</th>\n",
        "      <td>Retrolens/Waikato/TeMataBay/Shorelines/TeMataBay_09FEB1971.shp</td>\n",
        "      <td>Retrolens/Northland/MataiBay/Stack/MataiBay_11FEB1971.tif</td>\n",
        "      <td>82.352941</td>\n",
        "      <td>RL</td>\n",
        "      <td>3.0</td>\n",
        "      <td>OK</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -837,15 +829,15 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>190</th>\n",
+       "      <th>199</th>\n",
        "      <td>Retrolens/Waikato/Aotea/Shorelines/Aotea_12SEP1961.shp</td>\n",
        "      <td>Retrolens/Auckland/Orewa/Stack/Orewa_12SEP1961.jp2</td>\n",
        "      <td>85.714286</td>\n",
        "      <td>RL</td>\n",
        "      <td>1.0</td>\n",
        "      <td>OK</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -870,15 +862,15 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>191</th>\n",
+       "      <th>200</th>\n",
        "      <td>Retrolens/Waikato/Pauanui_Tairua/Shorelines/Pauanui_Tairua_09FEB1971.shp</td>\n",
        "      <td>MaxarImagery/HighFreq/Waikato/Pauanui_Tairua/Imagery/Stack/Pauanui_Tairua_09FEB2019.tif</td>\n",
        "      <td>90.476190</td>\n",
        "      <td>RL</td>\n",
        "      <td>4.0</td>\n",
        "      <td>OK</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -903,15 +895,15 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>192</th>\n",
+       "      <th>201</th>\n",
        "      <td>Retrolens/Waikato/PortWaikato/Shorelines/PortWaikato_29MAR2012.shp</td>\n",
        "      <td>MaxarImagery/HighFreq/Waikato/PortWaikato/Imagery/Stack/PortWaikato_09MAR2016.tif</td>\n",
        "      <td>92.307692</td>\n",
        "      <td>RL</td>\n",
        "      <td>1.0</td>\n",
        "      <td>OK</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -928,7 +920,7 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0.539617</td>\n",
+       "      <td>0.534714</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -936,33 +928,33 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>193</th>\n",
+       "      <th>202</th>\n",
        "      <td>Retrolens/Waikato/Mokau/Shorelines/Mokau_12JAN2013.shp</td>\n",
        "      <td>MaxarImagery/HighFreq/Waikato/Mokau/Imagery/Stack/Mokau_11JAN2013.tif</td>\n",
        "      <td>92.857143</td>\n",
        "      <td>RL</td>\n",
        "      <td>1.0</td>\n",
        "      <td>OK</td>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -970,487 +962,185 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2582 rows × 30 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                           filename  \\\n",
-       "0              Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_31JAN1985.shp   \n",
-       "1     MaxarImagery/HighFreq/Tasman/PortPuponga/Shorelines/PortPuponga_25APR2014.shp   \n",
-       "2    Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_09FEB1982.shp   \n",
-       "3                Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_24DEC2021.shp   \n",
-       "4                Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_12APR2023.shp   \n",
-       "..                                                                              ...   \n",
-       "189                  Retrolens/Waikato/TeMataBay/Shorelines/TeMataBay_09FEB1971.shp   \n",
-       "190                          Retrolens/Waikato/Aotea/Shorelines/Aotea_12SEP1961.shp   \n",
-       "191        Retrolens/Waikato/Pauanui_Tairua/Shorelines/Pauanui_Tairua_09FEB1971.shp   \n",
-       "192              Retrolens/Waikato/PortWaikato/Shorelines/PortWaikato_29MAR2012.shp   \n",
-       "193                          Retrolens/Waikato/Mokau/Shorelines/Mokau_12JAN2013.shp   \n",
-       "\n",
-       "                                                                               matched_image  \\\n",
-       "0                            Retrolens/Northland/NinetyMile1/Stack/NinetyMile1_31JAN1985.tif   \n",
-       "1           MaxarImagery/HighFreq/Tasman/PortPuponga/Imagery/Stack/PortPuponga_25APR2014.tif   \n",
-       "2                  Retrolens/Northland/NorthHeadKaipara/Stack/NorthHeadKaipara_09FEB1982.tif   \n",
-       "3                  MaxarImagery/HighFreq/Northland/CapeReinga/Stack/CapeReinga_24DEC2021.tif   \n",
-       "4                  MaxarImagery/HighFreq/Northland/CapeReinga/Stack/CapeReinga_12APR2023.tif   \n",
-       "..                                                                                       ...   \n",
-       "189                                Retrolens/Northland/MataiBay/Stack/MataiBay_11FEB1971.tif   \n",
-       "190                                       Retrolens/Auckland/Orewa/Stack/Orewa_12SEP1961.jp2   \n",
-       "191  MaxarImagery/HighFreq/Waikato/Pauanui_Tairua/Imagery/Stack/Pauanui_Tairua_09FEB2019.tif   \n",
-       "192        MaxarImagery/HighFreq/Waikato/PortWaikato/Imagery/Stack/PortWaikato_09MAR2016.tif   \n",
-       "193                    MaxarImagery/HighFreq/Waikato/Mokau/Imagery/Stack/Mokau_11JAN2013.tif   \n",
-       "\n",
-       "     match_score Source  n_lines   CPS Photoscale Pixel_Er driver   dtype  \\\n",
-       "0     100.000000     RL     43.0  True       True     True  GTiff  uint16   \n",
-       "1     100.000000    MAX      2.0  True       True     True  GTiff   uint8   \n",
-       "2     100.000000     RL      6.0  True       True     True  GTiff   uint8   \n",
-       "3     100.000000    MAX      5.0  True       True     True  GTiff  uint16   \n",
-       "4     100.000000    LDS      4.0  True       True     True  GTiff  uint16   \n",
-       "..           ...    ...      ...   ...        ...      ...    ...     ...   \n",
-       "189    82.352941     RL      3.0    OK      False    False    NaN     NaN   \n",
-       "190    85.714286     RL      1.0    OK      False    False    NaN     NaN   \n",
-       "191    90.476190     RL      4.0    OK      False    False    NaN     NaN   \n",
-       "192    92.307692     RL      1.0    OK      False    False    NaN     NaN   \n",
-       "193    92.857143     RL      1.0    OK      False    False    NaN     NaN   \n",
-       "\n",
-       "      nodata    width   height  count  \\\n",
-       "0    65535.0  24007.0  30409.0    1.0   \n",
-       "1        NaN   9481.0  13333.0    3.0   \n",
-       "2      255.0  62963.0  39175.0    1.0   \n",
-       "3      256.0  11051.0   3926.0    4.0   \n",
-       "4      256.0   5626.0   3711.0    3.0   \n",
-       "..       ...      ...      ...    ...   \n",
-       "189      NaN      NaN      NaN    NaN   \n",
-       "190      NaN      NaN      NaN    NaN   \n",
-       "191      NaN      NaN      NaN    NaN   \n",
-       "192      NaN      NaN      NaN    NaN   \n",
-       "193      NaN      NaN      NaN    NaN   \n",
-       "\n",
-       "                                                                                                                                   crs  \\\n",
-       "0    PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
-       "1                                                                                                                                  NaN   \n",
-       "2    PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
-       "3                                                                                                                                  NaN   \n",
-       "4                                                                                                                                  NaN   \n",
-       "..                                                                                                                                 ...   \n",
-       "189                                                                                                                                NaN   \n",
-       "190                                                                                                                                NaN   \n",
-       "191                                                                                                                                NaN   \n",
-       "192                                                                                                                                NaN   \n",
-       "193                                                                                                                                NaN   \n",
-       "\n",
-       "                                                                     transform  \\\n",
-       "0    | 0.63, 0.00, 1576131.61|\\n| 0.00,-0.63, 6180150.52|\\n| 0.00, 0.00, 1.00|   \n",
-       "1    | 0.50, 0.00, 1573134.81|\\n| 0.00,-0.50, 5513988.75|\\n| 0.00, 0.00, 1.00|   \n",
-       "2    | 0.36, 0.00, 1685314.48|\\n| 0.00,-0.36, 5993107.46|\\n| 0.00, 0.00, 1.00|   \n",
-       "3    | 0.50, 0.00, 1593745.28|\\n| 0.00,-0.50, 6192128.37|\\n| 0.00, 0.00, 1.00|   \n",
-       "4    | 0.50, 0.00, 1571484.42|\\n| 0.00,-0.50, 6190730.60|\\n| 0.00, 0.00, 1.00|   \n",
-       "..                                                                         ...   \n",
-       "189                                                                        NaN   \n",
-       "190                                                                        NaN   \n",
-       "191                                                                        NaN   \n",
-       "192                                                                        NaN   \n",
-       "193                                                                        NaN   \n",
-       "\n",
-       "     blockxsize  blockysize tiled compress interleave  GCPs  \\\n",
-       "0         128.0       128.0  True      lzw       band   0.0   \n",
-       "1         128.0       128.0  True      lzw      pixel   4.0   \n",
-       "2         128.0       128.0  True      lzw       band   0.0   \n",
-       "3         128.0       128.0  True      NaN      pixel   6.0   \n",
-       "4         128.0       128.0  True      NaN      pixel   5.0   \n",
-       "..          ...         ...   ...      ...        ...   ...   \n",
-       "189         NaN         NaN   NaN      NaN        NaN   NaN   \n",
-       "190         NaN         NaN   NaN      NaN        NaN   NaN   \n",
-       "191         NaN         NaN   NaN      NaN        NaN   NaN   \n",
-       "192         NaN         NaN   NaN      NaN        NaN   NaN   \n",
-       "193         NaN         NaN   NaN      NaN        NaN   NaN   \n",
-       "\n",
-       "                                          res photometric  Pixel_ER  \\\n",
-       "0    (0.6331355511999924, 0.6331355511999924)         NaN  0.633136   \n",
-       "1                                  (0.5, 0.5)         NaN  0.500000   \n",
-       "2        (0.35828864559998, 0.35828864559998)         NaN  0.358289   \n",
-       "3                                  (0.5, 0.5)         NaN  0.500000   \n",
-       "4                                  (0.5, 0.5)         NaN  0.500000   \n",
-       "..                                        ...         ...       ...   \n",
-       "189                                       NaN         NaN  0.400000   \n",
-       "190                                       NaN         NaN  0.600000   \n",
-       "191                                       NaN         NaN  0.400000   \n",
-       "192                                       NaN         NaN  0.539617   \n",
-       "193                                       NaN         NaN  1.000000   \n",
-       "\n",
-       "    matched_index_tiles date DSASDate matched_date matched_date_col  \n",
-       "0                   NaN  NaN      NaN          NaN              NaN  \n",
-       "1                   NaN  NaN      NaN          NaN              NaN  \n",
-       "2                   NaN  NaN      NaN          NaN              NaN  \n",
-       "3                   NaN  NaN      NaN          NaN              NaN  \n",
-       "4                   NaN  NaN      NaN          NaN              NaN  \n",
-       "..                  ...  ...      ...          ...              ...  \n",
-       "189                 NaN  NaN      NaN          NaN              NaN  \n",
-       "190                 NaN  NaN      NaN          NaN              NaN  \n",
-       "191                 NaN  NaN      NaN          NaN              NaN  \n",
-       "192                 NaN  NaN      NaN          NaN              NaN  \n",
-       "193                 NaN  NaN      NaN          NaN              NaN  \n",
-       "\n",
-       "[2582 rows x 30 columns]"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "files = [\"LDS_matches.csv\", \"WRAPS.csv\", \"RL_Waikato.csv\"]\n",
-    "dfs = [df]\n",
-    "for f in files:\n",
-    "  dfs.append(pd.read_csv(f\"{prefix}/Nick/{f}\"))\n",
-    "df = pd.concat(dfs)\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<pre>✔️ 1.68 ms (2024-04-10T10:43:18/2024-04-10T10:43:18)</pre>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "assert sum(df.Pixel_ER.isna()) == 0"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Total UNCY:  \n",
-    "Total shoreline uncertainty (Et) is calculated as the root sum of squares of the pixel error (Ep), georeferencing error (Eg) and digitising error (Ed)  \n",
-    "\n",
-    "$E_t = \\sqrt{E_p^2 + E_g^2 + E_d^2}$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<pre>✔️ 13.4 ms (2024-04-10T10:43:19/2024-04-10T10:43:19)</pre>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>filename</th>\n",
-       "      <th>matched_image</th>\n",
-       "      <th>match_score</th>\n",
-       "      <th>Source</th>\n",
-       "      <th>n_lines</th>\n",
-       "      <th>CPS</th>\n",
-       "      <th>Photoscale</th>\n",
-       "      <th>Pixel_Er</th>\n",
-       "      <th>driver</th>\n",
-       "      <th>dtype</th>\n",
-       "      <th>nodata</th>\n",
-       "      <th>width</th>\n",
-       "      <th>height</th>\n",
-       "      <th>count</th>\n",
-       "      <th>crs</th>\n",
-       "      <th>transform</th>\n",
-       "      <th>blockxsize</th>\n",
-       "      <th>blockysize</th>\n",
-       "      <th>tiled</th>\n",
-       "      <th>compress</th>\n",
-       "      <th>interleave</th>\n",
-       "      <th>GCPs</th>\n",
-       "      <th>res</th>\n",
-       "      <th>photometric</th>\n",
-       "      <th>Pixel_ER</th>\n",
-       "      <th>matched_index_tiles</th>\n",
-       "      <th>date</th>\n",
-       "      <th>DSASDate</th>\n",
-       "      <th>matched_date</th>\n",
-       "      <th>matched_date_col</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Empty DataFrame\n",
-       "Columns: [filename, matched_image, match_score, Source, n_lines, CPS, Photoscale, Pixel_Er, driver, dtype, nodata, width, height, count, crs, transform, blockxsize, blockysize, tiled, compress, interleave, GCPs, res, photometric, Pixel_ER, matched_index_tiles, date, DSASDate, matched_date, matched_date_col]\n",
-       "Index: []"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "m = pd.read_csv(prefix+\"Nick/Photoscale=0.csv\")[\"0\"]\n",
-    "df = df[df.filename.isin(m)]\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<pre>✔️ 52.9 ms (2024-04-10T10:31:42/2024-04-10T10:31:42)</pre>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Id</th>\n",
-       "      <th>Region</th>\n",
-       "      <th>Site</th>\n",
-       "      <th>Date</th>\n",
-       "      <th>DSASDate</th>\n",
-       "      <th>Digitiser</th>\n",
-       "      <th>Scale</th>\n",
-       "      <th>Notes</th>\n",
-       "      <th>Source</th>\n",
-       "      <th>Proxy</th>\n",
-       "      <th>CPS</th>\n",
-       "      <th>Photoscale</th>\n",
-       "      <th>Georef_ER</th>\n",
-       "      <th>Pixel_Er</th>\n",
-       "      <th>Total_UNCY</th>\n",
-       "      <th>geometry</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>Otago</td>\n",
-       "      <td>Warrington</td>\n",
-       "      <td>1985-02-16</td>\n",
-       "      <td>16/02/1985</td>\n",
-       "      <td>MT</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>None</td>\n",
-       "      <td>RL</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>25000</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>0.723334</td>\n",
-       "      <td>4.737944</td>\n",
-       "      <td>LINESTRING (1413264.406 4933464.100, 1413254.088 4933451.400, 1413236.228 4933437.510, 1413232.260 4933426.000, 1413232.656 49...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0</td>\n",
-       "      <td>Otago</td>\n",
-       "      <td>Warrington</td>\n",
-       "      <td>1985-02-16</td>\n",
-       "      <td>16/02/1985</td>\n",
-       "      <td>MT</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>None</td>\n",
-       "      <td>RL</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>25000</td>\n",
-       "      <td>4.2</td>\n",
-       "      <td>0.723334</td>\n",
-       "      <td>4.283470</td>\n",
-       "      <td>LINESTRING (1412842.792 4932608.145, 1412851.523 4932610.262, 1412863.694 4932612.908, 1412872.690 4932613.172, 1412883.538 49...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0</td>\n",
-       "      <td>Otago</td>\n",
-       "      <td>Warrington</td>\n",
-       "      <td>1985-02-16</td>\n",
-       "      <td>16/02/1985</td>\n",
-       "      <td>MT</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>None</td>\n",
-       "      <td>RL</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>None</td>\n",
-       "      <td>0.723334</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>LINESTRING (1413198.932 4933995.239, 1413199.461 4934052.389, 1413198.932 4934103.718, 1413193.640 4934164.044, 1413189.407 49...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0</td>\n",
-       "      <td>Otago</td>\n",
-       "      <td>Warrington</td>\n",
-       "      <td>1985-02-16</td>\n",
-       "      <td>16/02/1985</td>\n",
-       "      <td>MT</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>None</td>\n",
-       "      <td>RL</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>None</td>\n",
-       "      <td>0.723334</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>LINESTRING (1413255.123 4933659.614, 1413247.979 4933673.108, 1413233.295 4933682.236, 1413213.451 4933688.983)</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0</td>\n",
-       "      <td>Otago</td>\n",
-       "      <td>Warrington</td>\n",
-       "      <td>1985-02-16</td>\n",
-       "      <td>16/02/1985</td>\n",
-       "      <td>MT</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>None</td>\n",
-       "      <td>RL</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>None</td>\n",
-       "      <td>0.723334</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>LINESTRING (1413201.148 4933744.149, 1413192.813 4933761.215, 1413171.779 4933778.677, 1413155.507 4933789.393, 1413140.822 49...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>0</td>\n",
-       "      <td>Otago</td>\n",
-       "      <td>Warrington</td>\n",
-       "      <td>1985-02-16</td>\n",
-       "      <td>16/02/1985</td>\n",
-       "      <td>MT</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>None</td>\n",
-       "      <td>RL</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>None</td>\n",
-       "      <td>0.723334</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>LINESTRING (1413176.938 4933894.168, 1413189.638 4933926.315, 1413196.385 4933961.240, 1413198.932 4933995.239)</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
+       "<p>2591 rows × 30 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "   Id Region        Site        Date    DSASDate Digitiser  Scale Notes  \\\n",
-       "0   0  Otago  Warrington  1985-02-16  16/02/1985        MT   1500  None   \n",
-       "1   0  Otago  Warrington  1985-02-16  16/02/1985        MT   1500  None   \n",
-       "2   0  Otago  Warrington  1985-02-16  16/02/1985        MT   1500  None   \n",
-       "3   0  Otago  Warrington  1985-02-16  16/02/1985        MT   1500  None   \n",
-       "4   0  Otago  Warrington  1985-02-16  16/02/1985        MT   1500  None   \n",
-       "5   0  Otago  Warrington  1985-02-16  16/02/1985        MT   1500  None   \n",
+       "                                                                                            filename  \\\n",
+       "0                                   Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_12DEC1985.shp   \n",
+       "1                                   Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_03JAN1978.shp   \n",
+       "2                                         Retrolens/Northland/Owhata/Shorelines/Owhata_06NOV1942.shp   \n",
+       "3    MaxarImagery/HighFreq/Manawatu-Whanganui/WhanganuiSouth/Shorelines/WhanganuiSouth_14APR2006.shp   \n",
+       "4                         MaxarImagery/HighFreq/Southland/ColacBay/Shorelines/ColacBay_13MAR2020.shp   \n",
+       "..                                                                                               ...   \n",
+       "198                                   Retrolens/Waikato/TeMataBay/Shorelines/TeMataBay_09FEB1971.shp   \n",
+       "199                                           Retrolens/Waikato/Aotea/Shorelines/Aotea_12SEP1961.shp   \n",
+       "200                         Retrolens/Waikato/Pauanui_Tairua/Shorelines/Pauanui_Tairua_09FEB1971.shp   \n",
+       "201                               Retrolens/Waikato/PortWaikato/Shorelines/PortWaikato_29MAR2012.shp   \n",
+       "202                                           Retrolens/Waikato/Mokau/Shorelines/Mokau_12JAN2013.shp   \n",
        "\n",
-       "  Source  Proxy  CPS  Photoscale Georef_ER  Pixel_Er  Total_UNCY  \\\n",
-       "0     RL      1    4       25000       4.2  0.723334    4.737944   \n",
-       "1     RL      1    1       25000       4.2  0.723334    4.283470   \n",
-       "2     RL      1    1           0      None  0.723334    0.000000   \n",
-       "3     RL      1    4           0      None  0.723334    0.000000   \n",
-       "4     RL      1    4           0      None  0.723334    0.000000   \n",
-       "5     RL      1    4           0      None  0.723334    0.000000   \n",
+       "                                                                                          matched_image  \\\n",
+       "0                                           Retrolens/Northland/HelenaBay/Stack/HelenaBay_12DEC1985.tif   \n",
+       "1                                           Retrolens/Northland/HelenaBay/Stack/HelenaBay_03JAN1978.tif   \n",
+       "2                                          Retrolens/Northland/Owhata/Stack/Owhata_06NOV1942_mosaic.jp2   \n",
+       "3    MaxarImagery/HighFreq/Manawatu-Whanganui/WhanganuiSouth/Imagery/Stack/WhanganuiSouth_14APR2006.tif   \n",
+       "4                         MaxarImagery/HighFreq/Southland/ColacBay/Imagery/Stack/ColacBay_13MAR2020.tif   \n",
+       "..                                                                                                  ...   \n",
+       "198                                           Retrolens/Northland/MataiBay/Stack/MataiBay_11FEB1971.tif   \n",
+       "199                                                  Retrolens/Auckland/Orewa/Stack/Orewa_12SEP1961.jp2   \n",
+       "200             MaxarImagery/HighFreq/Waikato/Pauanui_Tairua/Imagery/Stack/Pauanui_Tairua_09FEB2019.tif   \n",
+       "201                   MaxarImagery/HighFreq/Waikato/PortWaikato/Imagery/Stack/PortWaikato_09MAR2016.tif   \n",
+       "202                               MaxarImagery/HighFreq/Waikato/Mokau/Imagery/Stack/Mokau_11JAN2013.tif   \n",
        "\n",
-       "                                                                                                                            geometry  \n",
-       "0  LINESTRING (1413264.406 4933464.100, 1413254.088 4933451.400, 1413236.228 4933437.510, 1413232.260 4933426.000, 1413232.656 49...  \n",
-       "1  LINESTRING (1412842.792 4932608.145, 1412851.523 4932610.262, 1412863.694 4932612.908, 1412872.690 4932613.172, 1412883.538 49...  \n",
-       "2  LINESTRING (1413198.932 4933995.239, 1413199.461 4934052.389, 1413198.932 4934103.718, 1413193.640 4934164.044, 1413189.407 49...  \n",
-       "3                    LINESTRING (1413255.123 4933659.614, 1413247.979 4933673.108, 1413233.295 4933682.236, 1413213.451 4933688.983)  \n",
-       "4  LINESTRING (1413201.148 4933744.149, 1413192.813 4933761.215, 1413171.779 4933778.677, 1413155.507 4933789.393, 1413140.822 49...  \n",
-       "5                    LINESTRING (1413176.938 4933894.168, 1413189.638 4933926.315, 1413196.385 4933961.240, 1413198.932 4933995.239)  "
+       "     match_score Source  n_lines   CPS Photoscale Pixel_Er       driver  \\\n",
+       "0     100.000000     RL     47.0  True       True     True        GTiff   \n",
+       "1     100.000000     RL     17.0  True       True     True        GTiff   \n",
+       "2     100.000000     RL     10.0  True       True     True  JP2OpenJPEG   \n",
+       "3     100.000000    MAX      1.0  True       True     True        GTiff   \n",
+       "4     100.000000    MAX      7.0  True       True     True        GTiff   \n",
+       "..           ...    ...      ...   ...        ...      ...          ...   \n",
+       "198    82.352941     RL      3.0    OK       True     True          NaN   \n",
+       "199    85.714286     RL      1.0    OK       True     True          NaN   \n",
+       "200    90.476190     RL      4.0    OK       True     True          NaN   \n",
+       "201    92.307692     RL      1.0    OK       True     True          NaN   \n",
+       "202    92.857143     RL      1.0    OK       True     True          NaN   \n",
+       "\n",
+       "      dtype   nodata    width   height  count  \\\n",
+       "0    uint16  65535.0  36732.0  44101.0    1.0   \n",
+       "1    uint16  65535.0  34088.0  33193.0    3.0   \n",
+       "2    uint16    256.0  10940.0   6417.0    3.0   \n",
+       "3     uint8      NaN   7611.0   5001.0    3.0   \n",
+       "4     uint8      NaN  13572.0   7762.0    3.0   \n",
+       "..      ...      ...      ...      ...    ...   \n",
+       "198     NaN      NaN      NaN      NaN    NaN   \n",
+       "199     NaN      NaN      NaN      NaN    NaN   \n",
+       "200     NaN      NaN      NaN      NaN    NaN   \n",
+       "201     NaN      NaN      NaN      NaN    NaN   \n",
+       "202     NaN      NaN      NaN      NaN    NaN   \n",
+       "\n",
+       "                                                                                                                                   crs  \\\n",
+       "0    PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "1    PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "2    PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "3                                                                                                                                  NaN   \n",
+       "4    PROJCS[\"NZGD2000 / New Zealand Transverse Mercator 2000\",GEOGCS[\"NZGD2000\",DATUM[\"New_Zealand_Geodetic_Datum_2000\",SPHEROID[\"G...   \n",
+       "..                                                                                                                                 ...   \n",
+       "198                                                                                                                                NaN   \n",
+       "199                                                                                                                                NaN   \n",
+       "200                                                                                                                                NaN   \n",
+       "201                                                                                                                                NaN   \n",
+       "202                                                                                                                                NaN   \n",
+       "\n",
+       "                                                                     transform  \\\n",
+       "0    | 0.26, 0.00, 1720090.68|\\n| 0.00,-0.26, 6088098.48|\\n| 0.00, 0.00, 1.00|   \n",
+       "1    | 0.28, 0.00, 1720090.56|\\n| 0.00,-0.28, 6085896.33|\\n| 0.00, 0.00, 1.00|   \n",
+       "2    | 0.50, 0.00, 1613262.88|\\n| 0.00,-0.50, 6095555.07|\\n| 0.00, 0.00, 1.00|   \n",
+       "3    | 0.60, 0.00, 1769067.07|\\n| 0.00,-0.60, 5576211.82|\\n| 0.00, 0.00, 1.00|   \n",
+       "4    | 0.50, 0.00, 1205815.50|\\n| 0.00,-0.50, 4854130.00|\\n| 0.00, 0.00, 1.00|   \n",
+       "..                                                                         ...   \n",
+       "198                                                                        NaN   \n",
+       "199                                                                        NaN   \n",
+       "200                                                                        NaN   \n",
+       "201                                                                        NaN   \n",
+       "202                                                                        NaN   \n",
+       "\n",
+       "     blockxsize  blockysize tiled compress interleave  GCPs  \\\n",
+       "0         128.0       128.0  True      lzw       band   0.0   \n",
+       "1         128.0       128.0  True      lzw      pixel   0.0   \n",
+       "2        1024.0      1024.0  True      NaN      pixel   0.0   \n",
+       "3         128.0       128.0  True      lzw      pixel   3.0   \n",
+       "4         128.0       128.0  True      lzw      pixel   0.0   \n",
+       "..          ...         ...   ...      ...        ...   ...   \n",
+       "198         NaN         NaN   NaN      NaN        NaN   NaN   \n",
+       "199         NaN         NaN   NaN      NaN        NaN   NaN   \n",
+       "200         NaN         NaN   NaN      NaN        NaN   NaN   \n",
+       "201         NaN         NaN   NaN      NaN        NaN   NaN   \n",
+       "202         NaN         NaN   NaN      NaN        NaN   NaN   \n",
+       "\n",
+       "                                          res photometric  Pixel_ER  \\\n",
+       "0    (0.2642734532999967, 0.2642734532999967)         NaN  0.264273   \n",
+       "1    (0.2847753962000008, 0.2847753962000008)         NaN  0.284775   \n",
+       "2    (0.5027236098370393, 0.5027236098370481)         NaN  0.502724   \n",
+       "3    (0.6000000000000122, 0.5999999999999255)         NaN  0.600000   \n",
+       "4                                  (0.5, 0.5)         NaN  0.500000   \n",
+       "..                                        ...         ...       ...   \n",
+       "198                                       NaN         NaN  0.400000   \n",
+       "199                                       NaN         NaN  0.600000   \n",
+       "200                                       NaN         NaN  0.400000   \n",
+       "201                                       NaN         NaN  0.534714   \n",
+       "202                                       NaN         NaN  1.000000   \n",
+       "\n",
+       "    matched_index_tiles date DSASDate matched_date matched_date_col  \n",
+       "0                   NaN  NaN      NaN          NaN              NaN  \n",
+       "1                   NaN  NaN      NaN          NaN              NaN  \n",
+       "2                   NaN  NaN      NaN          NaN              NaN  \n",
+       "3                   NaN  NaN      NaN          NaN              NaN  \n",
+       "4                   NaN  NaN      NaN          NaN              NaN  \n",
+       "..                  ...  ...      ...          ...              ...  \n",
+       "198                 NaN  NaN      NaN          NaN              NaN  \n",
+       "199                 NaN  NaN      NaN          NaN              NaN  \n",
+       "200                 NaN  NaN      NaN          NaN              NaN  \n",
+       "201                 NaN  NaN      NaN          NaN              NaN  \n",
+       "202                 NaN  NaN      NaN          NaN              NaN  \n",
+       "\n",
+       "[2591 rows x 30 columns]"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "gpd.read_file('Retrolens/Otago/Warrington/Shorelines/Warrington_16FEB1985.shp')"
+    "files = [\"LDS_matches.csv\", \"WRAPS.csv\", \"RL_Waikato.csv\"]\n",
+    "dfs = [df]\n",
+    "for f in files:\n",
+    "  dfs.append(pd.read_csv(f\"{prefix}/Nick/{f}\"))\n",
+    "df = pd.concat(dfs)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre>✔️ 897 µs (2024-04-15T09:27:28/2024-04-15T09:27:28)</pre>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "assert sum(df.Pixel_ER.isna()) == 0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Total UNCY:  \n",
+    "Total shoreline uncertainty (Et) is calculated as the root sum of squares of the pixel error (Ep), georeferencing error (Eg) and digitising error (Ed)  \n",
+    "\n",
+    "$E_t = \\sqrt{E_p^2 + E_g^2 + E_d^2}$"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 1.81 s (2024-04-10T10:37:31/2024-04-10T10:37:33)</pre>"
+       "<pre>⌛ 471 ns (2024-04-15T09:27:28)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1462,12 +1152,12 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5bf57e8c239548e4901bfc1814fce033",
+       "model_id": "09898f54527d400cbef27dfad5f34a8a",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "  0%|          | 0/36 [00:00<?, ?it/s]"
+       "  0%|          | 0/2591 [00:00<?, ?it/s]"
       ]
      },
      "metadata": {},
@@ -1477,21 +1167,654 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Matching 11/09/1963 to 11/11/1963 with score 80.0 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Hokitika_North/Hokitika_North.csv\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HelenaBay/*.csv when trying to get_scale for Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_12DEC1985.shp, 12/12/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HelenaBay/*.csv when trying to get_scale for Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_03JAN1978.shp, 3/01/1978, 1978. Skipping\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata1.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata.csv']\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata1.csv for date 6/11/1942, removing RMSE filter\n",
+      "Scales now: [16000]\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile1/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_24NOV1979.shp, 24/11/1979, 1979. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Whananaki/*.csv when trying to get_scale for Retrolens/Northland/Whananaki/Shorelines/Whananaki_03JAN1978.shp, 3/01/1978, 1978. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ngunguru/*.csv when trying to get_scale for Retrolens/Northland/Ngunguru/Shorelines/Ngunguru_30APR1942.shp, 30/04/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HelenaBay/*.csv when trying to get_scale for Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_22NOV1976.shp, 22/11/1976, 1976. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/LangsBeach/*.csv when trying to get_scale for Retrolens/Northland/LangsBeach/Shorelines/LangsBeach_06JAN1978.shp, 6/01/1978, 1978. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HelenaBay/*.csv when trying to get_scale for Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_13OCT1950.shp, 13/10/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Parengarenga/*.csv when trying to get_scale for Retrolens/Northland/Parengarenga/Shorelines/Parengarenga_19JAN1957.shp, 19/01/1957, 1957. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayleysBeach/*.csv when trying to get_scale for Retrolens/Northland/BayleysBeach/Shorelines/BayleysBeach_02APR1957.shp, 2/04/1957, 1957. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ngunguru/*.csv when trying to get_scale for Retrolens/Northland/Ngunguru/Shorelines/Ngunguru_29JAN1969.shp, 29/01/1969, 1969. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/LangsBeach/*.csv when trying to get_scale for Retrolens/Northland/LangsBeach/Shorelines/LangsBeach_01OCT1983.shp, 1/10/1983, 1983. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HelenaBay/*.csv when trying to get_scale for Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_East/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_East/Shorelines/Bayofislands_East_04JAN1980.shp, 4/01/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_East/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_East/Shorelines/Bayofislands_East_03FEB1959.shp, 3/02/1959, 1959. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NorthHeadKaipara/*.csv when trying to get_scale for Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_15JAN1977.shp, 15/01/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_20MAR1961.shp, 20/03/1961, 1961. Skipping\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata1.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata.csv']\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata1.csv for date 11/05/1968, removing RMSE filter\n",
+      "Scales now: [64000]\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_East/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_East/Shorelines/Bayofislands_East_22NOV1976.shp, 22/11/1976, 1976. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_East/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_East/Shorelines/Bayofislands_East_22AUG1971.shp, 22/08/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HendersonsBay/*.csv when trying to get_scale for Retrolens/Northland/HendersonsBay/Shorelines/HendersonsBay_26MAY1947.shp, 26/05/1947, 1947. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HelenaBay/*.csv when trying to get_scale for Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_East/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_East/Shorelines/Bayofislands_East_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata1.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata.csv']\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata1.csv for date 3/10/1981, removing RMSE filter\n",
+      "Scales now: [25000]\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HendersonsBay/*.csv when trying to get_scale for Retrolens/Northland/HendersonsBay/Shorelines/HendersonsBay_24NOV1979.shp, 24/11/1979, 1979. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HendersonsBay/*.csv when trying to get_scale for Retrolens/Northland/HendersonsBay/Shorelines/HendersonsBay_21MAR1983.shp, 21/03/1983, 1983. Skipping\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata1.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata.csv']\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Owhata/Owhata1.csv for date 18/11/1977, removing RMSE filter\n",
+      "Scales now: [48000]\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Parengarenga/*.csv when trying to get_scale for Retrolens/Northland/Parengarenga/Shorelines/Parengarenga_05JAN1980.shp, 5/01/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HelenaBay/*.csv when trying to get_scale for Retrolens/Northland/HelenaBay/Shorelines/HelenaBay_04JAN1980.shp, 4/01/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_East/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_East/Shorelines/Bayofislands_East_06MAY1972.shp, 6/05/1972, 1972. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile1/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_19JAN1957.shp, 19/01/1957, 1957. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile1/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_10JUN1982.shp, 10/06/1982, 1982. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Whananaki/*.csv when trying to get_scale for Retrolens/Northland/Whananaki/Shorelines/Whananaki_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CapeReinga/*.csv when trying to get_scale for Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_05JAN1980.shp, 5/01/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Whananaki/*.csv when trying to get_scale for Retrolens/Northland/Whananaki/Shorelines/Whananaki_30APR1942.shp, 30/04/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Whananaki/*.csv when trying to get_scale for Retrolens/Northland/Whananaki/Shorelines/Whananaki_22DEC1968.shp, 22/12/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Whananaki/*.csv when trying to get_scale for Retrolens/Northland/Whananaki/Shorelines/Whananaki_12DEC1985.shp, 12/12/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ngunguru/*.csv when trying to get_scale for Retrolens/Northland/Ngunguru/Shorelines/Ngunguru_19MAY1942.shp, 19/05/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NorthHeadKaipara/*.csv when trying to get_scale for Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_24OCT1953.shp, 24/10/1953, 1953. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile1/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_31JAN1985.shp, 31/01/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NorthHeadKaipara/*.csv when trying to get_scale for Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_11MAY1938.shp, 11/05/1938, 1938. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NorthHeadKaipara/*.csv when trying to get_scale for Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_09FEB1982.shp, 9/02/1982, 1982. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Whananaki/*.csv when trying to get_scale for Retrolens/Northland/Whananaki/Shorelines/Whananaki_20FEB1984.shp, 20/02/1984, 1984. Skipping\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ngunguru/*.csv when trying to get_scale for Retrolens/Northland/Ngunguru/Shorelines/Ngunguru_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ngunguru/*.csv when trying to get_scale for Retrolens/Northland/Ngunguru/Shorelines/Ngunguru_05MAR1946.shp, 5/03/1946, 1946. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ngunguru/*.csv when trying to get_scale for Retrolens/Northland/Ngunguru/Shorelines/Ngunguru_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Whananaki/*.csv when trying to get_scale for Retrolens/Northland/Whananaki/Shorelines/Whananaki_11OCT1963.shp, 11/10/1963, 1963. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile1/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_04FEB1977.shp, 4/02/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_07FEB1970.shp, 7/02/1970, 1970. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NorthHeadKaipara/*.csv when trying to get_scale for Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_05FEB1996.shp, 5/02/1996, 1996. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_27APR1950.shp, 27/04/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Parengarenga/*.csv when trying to get_scale for Retrolens/Northland/Parengarenga/Shorelines/Parengarenga_09MAY1939.shp, 9/05/1939, 1939. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayleysBeach/*.csv when trying to get_scale for Retrolens/Northland/BayleysBeach/Shorelines/BayleysBeach_11MAY1938.shp, 11/05/1938, 1938. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayleysBeach/*.csv when trying to get_scale for Retrolens/Northland/BayleysBeach/Shorelines/BayleysBeach_21FEB1984.shp, 21/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_11FEB1970.shp, 11/02/1970, 1970. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CapeReinga/*.csv when trying to get_scale for Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_26MAY1947.shp, 26/05/1947, 1947. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Parengarenga/*.csv when trying to get_scale for Retrolens/Northland/Parengarenga/Shorelines/Parengarenga_26MAY1947.shp, 26/05/1947, 1947. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayleysBeach/*.csv when trying to get_scale for Retrolens/Northland/BayleysBeach/Shorelines/BayleysBeach_09FEB1982.shp, 9/02/1982, 1982. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayleysBeach/*.csv when trying to get_scale for Retrolens/Northland/BayleysBeach/Shorelines/BayleysBeach_17JUN1966.shp, 17/06/1966, 1966. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayleysBeach/*.csv when trying to get_scale for Retrolens/Northland/BayleysBeach/Shorelines/BayleysBeach_30SEP1952.shp, 30/09/1952, 1952. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_28MAY1942.shp, 28/05/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_19DEC1984.shp, 19/12/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_13MAR1950.shp, 13/03/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_12DEC1985.shp, 12/12/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Whananaki/*.csv when trying to get_scale for Retrolens/Northland/Whananaki/Shorelines/Whananaki_29MAR1951.shp, 29/03/1951, 1951. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhangareiHeads/*.csv when trying to get_scale for Retrolens/Northland/WhangareiHeads/Shorelines/WhangareiHeads_17JUN1966.shp, 17/06/1966, 1966. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Omapere/*.csv when trying to get_scale for Retrolens/Northland/Omapere/Shorelines/Omapere_09MAY1980.shp, 9/05/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CapeReinga/*.csv when trying to get_scale for Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_11FEB1971.shp, 11/02/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Rangiputa/*.csv when trying to get_scale for Retrolens/Northland/Rangiputa/Shorelines/Rangiputa_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Retrolens/Otago/Warrington/Shorelines/Warrington_08MAR1956.shp has ambiguous DSASDates: ['08/03/1956' '8/03/1956']\n",
+      "Retrolens/Otago/Warrington/Shorelines/Warrington_07MAR1975.shp has ambiguous DSASDates: ['07/03/1975' '7/03/1975']\n",
+      "Matching 2007 to 20/02/1967 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Otago/Warrington/Warrington.csv\n",
+      "Matching 26/02/1962 to 28/02/1962 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Otago/ChrystallsBeach/ChrystallsBeach.csv\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Taieri_Brighton.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Copy of Taieri_Brighton.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Taieri_Brighton.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Copy of Taieri_Brighton.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Taieri_Brighton.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Copy of Taieri_Brighton.csv']\n",
+      "Matching 20/02/1972 to 20/02/1967 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Otago/Ryans_Pipikaretu_Penguin_TeRauoneBeach/Ryans_Pipikaretu_Penguin_TeRauoneBeach.csv\n",
+      "Matching 11/19/1962 to 11/09/1962 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/NewBrighton_WaimakaririRiver/NewBrighton_WaimakaririRiver.csv\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Taieri_Brighton.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Copy of Taieri_Brighton.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Taieri_Brighton.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Copy of Taieri_Brighton.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Taieri_Brighton.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Taieri_Brighton/Copy of Taieri_Brighton.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/NorthOamaru.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/Copy of NorthOamaru.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/NorthOamaru.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/Copy of NorthOamaru.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/NorthOamaru.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/Copy of NorthOamaru.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/NorthOamaru.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/Copy of NorthOamaru.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/NorthOamaru.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/NorthOamaru/Copy of NorthOamaru.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Jacks_Surat_CannibalBay.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Copy of Jacks_Surat_CannibalBay1.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Jacks_Surat_CannibalBay.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Copy of Jacks_Surat_CannibalBay1.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Jacks_Surat_CannibalBay.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Copy of Jacks_Surat_CannibalBay1.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Jacks_Surat_CannibalBay.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Copy of Jacks_Surat_CannibalBay1.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Jacks_Surat_CannibalBay.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Copy of Jacks_Surat_CannibalBay1.csv']\n",
+      "Matching 1967 to 21/02/1967 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Otago/Jacks_Surat_CannibalBay/Jacks_Surat_CannibalBay.csv\n",
+      "Matching 20/02/1946 to 26/02/1946 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Otago/CoalPoint_SmithsBeach/CoalPoint_SmithsBeach.csv\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_22AUG1971.shp, 22/08/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_04JAN1980.shp, 4/01/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_08DEC1975.shp, 8/12/1975, 1975. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_23OCT1953.shp, 23/10/1953, 1953. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_13SEP1955.shp, 13/09/1955, 1955. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_23AUG1971.shp, 23/08/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_10JUN1968.shp, 10/06/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_06MAY1972.shp, 6/05/1972, 1972. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_29MAR1951.shp, 29/03/1951, 1951. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_10JAN1979.shp, 10/01/1979, 1979. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_12DEC1985.shp, 12/12/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_21NOV1986.shp, 21/11/1986, 1986. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_28MAY1942.shp, 28/05/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_13MAR1950.shp, 13/3/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_11OCT1963.shp, 11/10/1963, 1963. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Waipu/*.csv when trying to get_scale for Retrolens/Northland/Waipu/Shorelines/Waipu_17JUN1966.shp, 17/06/1966, 1966. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Waipu/*.csv when trying to get_scale for Retrolens/Northland/Waipu/Shorelines/Waipu_21NOV1986.shp, 21/11/1986, 1986. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Waipu/*.csv when trying to get_scale for Retrolens/Northland/Waipu/Shorelines/Waipu_10JAN1979.shp, 10/01/1979, 1979. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Waipu/*.csv when trying to get_scale for Retrolens/Northland/Waipu/Shorelines/Waipu_12MAR1995.shp, 12/03/1995, 1995. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MarsdenPoint/*.csv when trying to get_scale for Retrolens/Northland/MarsdenPoint/Shorelines/MarsdenPoint_17JUN1966.shp, 17/06/1966, 1966. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_03FEB1959.shp, 3/02/1959, 1959. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupiriBay/*.csv when trying to get_scale for Retrolens/Northland/TaupiriBay/Shorelines/TaupiriBay_12DEC1985.shp, 12/12/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TauroaPoint/*.csv when trying to get_scale for Retrolens/Northland/TauroaPoint/Shorelines/TauroaPoint_18NOV1977.shp, 18/11/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Rangiputa/*.csv when trying to get_scale for Retrolens/Northland/Rangiputa/Shorelines/Rangiputa_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Rangiputa/*.csv when trying to get_scale for Retrolens/Northland/Rangiputa/Shorelines/Rangiputa_22NOV1976.shp, 22/11/1976, 1976. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Rangiputa/*.csv when trying to get_scale for Retrolens/Northland/Rangiputa/Shorelines/Rangiputa_26MAY1947.shp, 26/05/1947, 1947. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Rawara/*.csv when trying to get_scale for Retrolens/Northland/Rawara/Shorelines/Rawara_19JAN1957.shp, 19/01/1957, 1957. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Rawara/*.csv when trying to get_scale for Retrolens/Northland/Rawara/Shorelines/Rawara_24NOV1979.shp, 24/11/1979, 1979. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Rawara/*.csv when trying to get_scale for Retrolens/Northland/Rawara/Shorelines/Rawara_26MAY1947.shp, 26/05/1947, 1947. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TokerauBeach/*.csv when trying to get_scale for Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TokerauBeach/*.csv when trying to get_scale for Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TokerauBeach/*.csv when trying to get_scale for Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_21NOV1986.shp, 21/11/1986, 1986. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TokerauBeach/*.csv when trying to get_scale for Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_14AUG1944.shp, 14/08/1944, 1944. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TokerauBeach/*.csv when trying to get_scale for Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_11FEB1971.shp, 11/02/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TokerauBeach/*.csv when trying to get_scale for Retrolens/Northland/TokerauBeach/Shorelines/TokerauBeach_18NOV1977.shp, 18/11/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TauroaPoint/*.csv when trying to get_scale for Retrolens/Northland/TauroaPoint/Shorelines/TauroaPoint_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TauroaPoint/*.csv when trying to get_scale for Retrolens/Northland/TauroaPoint/Shorelines/TauroaPoint_02MAY1960.shp, 2/05/1960, 1960. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TauroaPoint/*.csv when trying to get_scale for Retrolens/Northland/TauroaPoint/Shorelines/TauroaPoint_08FEB1982.shp, 8/02/1982, 1982. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TauroaPoint/*.csv when trying to get_scale for Retrolens/Northland/TauroaPoint/Shorelines/TauroaPoint_11JUN1972.shp, 11/06/1972, 1972. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TauroaPoint/*.csv when trying to get_scale for Retrolens/Northland/TauroaPoint/Shorelines/TauroaPoint_12OCT1950.shp, 12/10/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Rangiputa/*.csv when trying to get_scale for Retrolens/Northland/Rangiputa/Shorelines/Rangiputa_14AUG1944.shp, 14/08/1944, 1944. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Waipu/*.csv when trying to get_scale for Retrolens/Northland/Waipu/Shorelines/Waipu_15JAN1977.shp, 15/01/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile3/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_18NOV1977.shp, 18/11/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile3/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_09OCT1962.shp, 9/10/1962, 1962. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile3/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_21NOV1986.shp, 21/11/1986, 1986. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile3/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_12OCT1950.shp, 12/10/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile3/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Waipu/*.csv when trying to get_scale for Retrolens/Northland/Waipu/Shorelines/Waipu_10JAN1983.shp, 10/01/1983, 1983. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Waipu/*.csv when trying to get_scale for Retrolens/Northland/Waipu/Shorelines/Waipu_20MAY1963.shp, 20/05/1963, 1963. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Houhora/*.csv when trying to get_scale for Retrolens/Northland/Houhora/Shorelines/Houhora_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Houhora/*.csv when trying to get_scale for Retrolens/Northland/Houhora/Shorelines/Houhora_18NOV1977.shp, 18/11/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Houhora/*.csv when trying to get_scale for Retrolens/Northland/Houhora/Shorelines/Houhora_21MAR1983.shp, 21/03/1983, 1983. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Houhora/*.csv when trying to get_scale for Retrolens/Northland/Houhora/Shorelines/Houhora_14AUG1944.shp, 14/08/1944, 1944. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ahipara/*.csv when trying to get_scale for Retrolens/Northland/Ahipara/Shorelines/Ahipara_07FEB1970.shp, 7/02/1970, 1970. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ahipara/*.csv when trying to get_scale for Retrolens/Northland/Ahipara/Shorelines/Ahipara_11JUN1972.shp, 11/06/1972, 1972. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_08DEC1975.shp, 8/12/1975, 1975. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ahipara/*.csv when trying to get_scale for Retrolens/Northland/Ahipara/Shorelines/Ahipara_21NOV1986.shp, 21/11/1986, 1986. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ahipara/*.csv when trying to get_scale for Retrolens/Northland/Ahipara/Shorelines/Ahipara_18NOV1977.shp, 18/11/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ahipara/*.csv when trying to get_scale for Retrolens/Northland/Ahipara/Shorelines/Ahipara_12OCT1950.shp, 12/10/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile2/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile2/Shorelines/NinetyMile2_31JAN1985.shp, 31/01/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile2/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile2/Shorelines/NinetyMile2_04FEB1977.shp, 4/02/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile2/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile2/Shorelines/NinetyMile2_24NOV1979.shp, 24/11/1979, 1979. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile2/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile2/Shorelines/NinetyMile2_24MAY1983.shp, 24/05/1983, 1983. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile2/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile2/Shorelines/NinetyMile2_19JAN1957.shp, 19/01/1957, 1957. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile2/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile2/Shorelines/NinetyMile2_31AUG1985.shp, 31/08/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile3/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_10JUN1982.shp, 10/06/1982, 1982. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile3/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_19OCT1965.shp, 19/10/1965, 1965. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/NinetyMile3/*.csv when trying to get_scale for Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_03AUG1985.shp, 3/08/1985, 1985. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Ahipara/*.csv when trying to get_scale for Retrolens/Northland/Ahipara/Shorelines/Ahipara_02MAY1960.shp, 2/05/1960, 1960. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_02OCT1942.shp, 2/10/1942, 1942. Skipping\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Gisborne/Gisborne/Gisborne.csv for date 27/10/1988: Scale\n",
+      "6000     3\n",
+      "11800    1\n",
+      "Name: count, dtype: int64. Taking 6000\n",
+      "Matching 14/09/1988 to 14/09/1998 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Gisborne/WaipiroBay/WaipiroBay.csv\n",
+      "Matching 2014 to 12/10/1945 with score 57.14285714285714 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/WaiotaheBeach/WaiotaheBeach.csv\n",
+      "Matching 10/09/0971 to 10/9/1971 with score 84.21052631578947 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/OmaioBay/OmaioBay.csv\n",
       "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Gisborne/Tolaga_KaiauaBay/Tolaga_KaiauaBay.csv for date 27/01/1960, removing RMSE filter\n",
-      "Scales now: [44500]\n",
-      "Matching 19/09/1975 to 17/09/1975 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/RakaiaRiver_North/RakaiaRiver_North.csv\n",
+      "Scales now: [44500]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matching 10/06/1948 to 10/6/1948 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/PukehinaBeach/PukehinaBeach.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Wellington/Petone/Petone.csv for date 16/02/1995: Scale\n",
+      "5000    6\n",
+      "8000    1\n",
+      "Name: count, dtype: int64. Taking 5000\n",
+      "Matching 12/04/1973 to 12/04/1973 0:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Wellington/Ngawi/Ngawi.csv\n",
+      "Matching 22/08/1961 to 22/08/1961 0:00:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Wellington/PukeruaBay/PukeruaBay.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Wellington/KapitiSouth/KapitiSouth.csv for date 17/04/1952: Scale\n",
+      "17455    2\n",
+      "18909    1\n",
+      "Name: count, dtype: int64. Taking 17455\n",
+      "Matching 27/09/1944 to 27/09/1944 0:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Wellington/Tora/Tora.csv\n",
+      "Matching 27/09/1944 to 27/09/1944 0:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Wellington/Ngawi/Ngawi.csv\n",
+      "Matching 28/02/1995 to 28/02/1996 0:00 with score 85.26315789473685 for ressci201900060-RNC2-Coastal/Retrolens/Wellington/Ngawi/Ngawi.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Wellington/Ngawi/Ngawi.csv for date 28/02/1995, removing RMSE filter\n",
+      "Scales now: [52000]\n",
+      "Matching 9/04/1948 to 9/4/1948 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/WaihiBeach/WaihiBeach.csv\n",
+      "Matching 6/01/1999 to 6/1/1999 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/WaihiBeach/WaihiBeach.csv\n",
+      "Matching 4/07/1969 to 4/7/1969 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/WaihiBeach/WaihiBeach.csv\n",
+      "Matching 8/03/1987 to 08/03/1987 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/RangitaikiRiver/RangitaikiRiver.csv\n",
+      "Matching 20/10/1944 to 20/09/1944 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/RangitaikiRiver/RangitaikiRiver.csv\n",
+      "Matching 5/03/1992 to 5/3/1992 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/MountMaunganui/MountMaunganui.csv\n",
+      "Matching 9/02/1943 to 9/2/1943 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/MountMaunganui/MountMaunganui.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/HikuwaiBeach/HikuwaiBeach.csv for date 7/03/1987, removing RMSE filter\n",
+      "Scales now: [12000 34000]\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/HikuwaiBeach/HikuwaiBeach.csv for date 7/03/1987: Scale\n",
+      "12000    6\n",
+      "34000    4\n",
+      "Name: count, dtype: int64. Taking 12000\n",
+      "Matching 12/04/1975 to 12/4/1975 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/WaihiBeach/WaihiBeach.csv\n",
+      "Matching 8/02/1991 to 8/2/1991 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/WaihiBeach/WaihiBeach.csv\n",
+      "Matching 8/03/1987 to 8/3/1987 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/OhopeBeach/OhopeBeach.csv\n",
+      "Matching 4/06/1969 to 4/6/1969 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/OhopeBeach/OhopeBeach.csv\n",
+      "Matching 10/09/1971 to 10/9/1971 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/PortOhope/PortOhope.csv\n",
+      "Matching 6/03/1965 to 6/3/1965 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/PortOhope/PortOhope.csv\n",
+      "Matching 4/06/1969 to 4/6/1969 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/PortOhope/PortOhope.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/PortOhope/PortOhope.csv for date 4/06/1969, removing RMSE filter\n",
+      "Scales now: [73500]\n",
+      "Matching 1/10/1980 to 01/10/1980 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/PapateaBay/PapateaBay.csv\n",
+      "Matching 3/06/1939 to 03/06/1939 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Bay of Plenty/PapateaBay/PapateaBay.csv\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_08MAR1977.shp, 8/03/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MataiBay/*.csv when trying to get_scale for Retrolens/Northland/MataiBay/Shorelines/MataiBay_11FEB1971.shp, 11/02/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MataiBay/*.csv when trying to get_scale for Retrolens/Northland/MataiBay/Shorelines/MataiBay_14AUG1944.shp, 14/08/1944, 1944. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MataiBay/*.csv when trying to get_scale for Retrolens/Northland/MataiBay/Shorelines/MataiBay_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupoBay/*.csv when trying to get_scale for Retrolens/Northland/TaupoBay/Shorelines/TaupoBay_12OCT1950.shp, 12/10/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupoBay/*.csv when trying to get_scale for Retrolens/Northland/TaupoBay/Shorelines/TaupoBay_18NOV1977.shp, 18/11/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupoBay/*.csv when trying to get_scale for Retrolens/Northland/TaupoBay/Shorelines/TaupoBay_09APR1948.shp, 9/04/1948, 1948. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupoBay/*.csv when trying to get_scale for Retrolens/Northland/TaupoBay/Shorelines/TaupoBay_22NOV1976.shp, 22/11/1976, 1976. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupoBay/*.csv when trying to get_scale for Retrolens/Northland/TaupoBay/Shorelines/TaupoBay_06JAN1978.shp, 6/01/1978, 1978. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupoBay/*.csv when trying to get_scale for Retrolens/Northland/TaupoBay/Shorelines/TaupoBay_28OCT1981.shp, 28/10/1981, 1981. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupoBay/*.csv when trying to get_scale for Retrolens/Northland/TaupoBay/Shorelines/TaupoBay_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TaupoBay/*.csv when trying to get_scale for Retrolens/Northland/TaupoBay/Shorelines/TaupoBay_11DEC1976.shp, 11/12/1976, 1976. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_06MAY1972.shp, 6/05/1972, 1972. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_04FEB1959.shp, 4/02/1959, 1959. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_04JAN1980.shp, 4/01/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_04JAN1981.shp, 4/01/1981, 1981. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_06FEB1968.shp, 6/02/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_15APR1958.shp, 15/04/1958, 1958. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_31MAR1971.shp, 31/03/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/BayofIslands_West/*.csv when trying to get_scale for Retrolens/Northland/BayofIslands_West/Shorelines/Bayofislands_West_29MAR1951.shp, 29/03/1951, 1951. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MataiBay/*.csv when trying to get_scale for Retrolens/Northland/MataiBay/Shorelines/MataiBay_22NOV1976.shp, 22/11/1976, 1976. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Matapouri/*.csv when trying to get_scale for Retrolens/Northland/Matapouri/Shorelines/Matapouri_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TakouBay/*.csv when trying to get_scale for Retrolens/Northland/TakouBay/Shorelines/TakouBay_07NOV1970.shp, 7/11/1970, 1970. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TakouBay/*.csv when trying to get_scale for Retrolens/Northland/TakouBay/Shorelines/TakouBay_12OCT1950.shp, 12/10/1950, 1950. Skipping\n",
+      "Matching 18/2/1988 to 18/02/1988 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/GreymouthSouth/GreymouthSouth.csv\n",
+      "Matching 21/5/1945 to 21/05/1945 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/GreymouthSouth/GreymouthSouth.csv\n",
+      "Matching 27/03/1943 to 27/05/1943 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Chesterfield/Chesterfield.csv\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TwilightBeach/*.csv when trying to get_scale for Retrolens/Northland/TwilightBeach/Shorelines/TwilightBeach_26MAY1947.shp, 26/05/1947, 1947. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TwilightBeach/*.csv when trying to get_scale for Retrolens/Northland/TwilightBeach/Shorelines/TwilightBeach_12DEC1980.shp, 12/12/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TwilightBeach/*.csv when trying to get_scale for Retrolens/Northland/TwilightBeach/Shorelines/TwilightBeach_19JAN1957.shp, 19/01/1957, 1957. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_10JAN1979.shp, 10/01/1979, 1979. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_21FEB1984.shp, 21/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_20JAN1957.shp, 20/01/1957, 1957. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_17JUN1966.shp, 17/06/1966, 1966. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_04DEC1956.shp, 4/12/1956, 1956. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_06JAN1978.shp, 6/01/1978, 1978. Skipping\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_20MAR1961.shp, 20/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_28MAY1942.shp, 28/05/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/ArangaBeach/*.csv when trying to get_scale for Retrolens/Northland/ArangaBeach/Shorelines/ArangaBeach_30SEP1952.shp, 30/09/1952, 1952. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TakouBay/*.csv when trying to get_scale for Retrolens/Northland/TakouBay/Shorelines/TakouBay_04FEB1959.shp, 4/02/1959, 1959. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TakouBay/*.csv when trying to get_scale for Retrolens/Northland/TakouBay/Shorelines/TakouBay_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TakouBay/*.csv when trying to get_scale for Retrolens/Northland/TakouBay/Shorelines/TakouBay_10JAN1979.shp, 10/01/1979, 1979. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/TakouBay/*.csv when trying to get_scale for Retrolens/Northland/TakouBay/Shorelines/TakouBay_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Matapouri/*.csv when trying to get_scale for Retrolens/Northland/Matapouri/Shorelines/Matapouri_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Pataua/*.csv when trying to get_scale for Retrolens/Northland/Pataua/Shorelines/Pataua_29JAN1969.shp, 29/01/1969, 1969. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Pataua/*.csv when trying to get_scale for Retrolens/Northland/Pataua/Shorelines/Pataua_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Pataua/*.csv when trying to get_scale for Retrolens/Northland/Pataua/Shorelines/Pataua_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CavalliCoast/*.csv when trying to get_scale for Retrolens/Northland/CavalliCoast/Shorelines/CavalliCoast_06JAN1978.shp, 6/01/1978, 1978. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CavalliCoast/*.csv when trying to get_scale for Retrolens/Northland/CavalliCoast/Shorelines/CavalliCoast_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CavalliCoast/*.csv when trying to get_scale for Retrolens/Northland/CavalliCoast/Shorelines/CavalliCoast_22NOV1976.shp, 22/11/1976, 1976. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CavalliCoast/*.csv when trying to get_scale for Retrolens/Northland/CavalliCoast/Shorelines/CavalliCoast_04FEB1959.shp, 4/02/1959, 1959. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CavalliCoast/*.csv when trying to get_scale for Retrolens/Northland/CavalliCoast/Shorelines/CavalliCoast_12OCT1950.shp, 12/10/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CavalliCoast/*.csv when trying to get_scale for Retrolens/Northland/CavalliCoast/Shorelines/CavalliCoast_09APR1948.shp, 9/04/1948, 1948. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhareanaBay/*.csv when trying to get_scale for Retrolens/Northland/WhareanaBay/Shorelines/WhareanaBay_05JAN1980.shp, 5/01/1980, 1980. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhareanaBay/*.csv when trying to get_scale for Retrolens/Northland/WhareanaBay/Shorelines/WhareanaBay_26MAY1947.shp, 26/05/1947, 1947. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhareanaBay/*.csv when trying to get_scale for Retrolens/Northland/WhareanaBay/Shorelines/WhareanaBay_19JAN1957.shp, 19/01/1957, 1957. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/WhareanaBay/*.csv when trying to get_scale for Retrolens/Northland/WhareanaBay/Shorelines/WhareanaBay_11FEB1971.shp, 11/02/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_21FEB1984.shp, 21/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_21NOV1986.shp, 21/11/1986, 1986. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_12OCT1950.shp, 12/10/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_06JAN1978.shp, 6/01/1978, 1978. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Kaikai/*.csv when trying to get_scale for Retrolens/Northland/Kaikai/Shorelines/Kaikai_29JAN1969.shp, 29/01/1969, 1969. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Pataua/*.csv when trying to get_scale for Retrolens/Northland/Pataua/Shorelines/Pataua_19MAY1942.shp, 19/05/1942, 1942. Skipping\n",
+      "Matching 1978 to 15/01/1977 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Northland/Mangawhai/Mangawhai.csv\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Matapouri/*.csv when trying to get_scale for Retrolens/Northland/Matapouri/Shorelines/Matapouri_30APR1942.shp, 30/04/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/Matapouri/*.csv when trying to get_scale for Retrolens/Northland/Matapouri/Shorelines/Matapouri_03FEB1959.shp, 3/02/1959, 1959. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MimiwhangataBeach/*.csv when trying to get_scale for Retrolens/Northland/MimiwhangataBeach/Shorelines/Mimiwhangata_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MimiwhangataBeach/*.csv when trying to get_scale for Retrolens/Northland/MimiwhangataBeach/Shorelines/Mimiwhangata_30APR1942.shp, 30/04/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MimiwhangataBeach/*.csv when trying to get_scale for Retrolens/Northland/MimiwhangataBeach/Shorelines/Mimiwhangata_20FEB1984.shp, 20/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MimiwhangataBeach/*.csv when trying to get_scale for Retrolens/Northland/MimiwhangataBeach/Shorelines/Mimiwhangata_17OCT1978.shp, 17/10/1978, 1978. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MimiwhangataBeach/*.csv when trying to get_scale for Retrolens/Northland/MimiwhangataBeach/Shorelines/Mimiwhangata_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/MimiwhangataBeach/*.csv when trying to get_scale for Retrolens/Northland/MimiwhangataBeach/Shorelines/Mimiwhangata_12JAN1950.shp, 12/01/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HokiangaNorth/*.csv when trying to get_scale for Retrolens/Northland/HokiangaNorth/Shorelines/HokiangaNorth_21FEB1984.shp, 21/02/1984, 1984. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HokiangaNorth/*.csv when trying to get_scale for Retrolens/Northland/HokiangaNorth/Shorelines/HokiangaNorth_18NOV1977.shp, 18/11/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HokiangaNorth/*.csv when trying to get_scale for Retrolens/Northland/HokiangaNorth/Shorelines/HokiangaNorth_02OCT1942.shp, 2/10/1942, 1942. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HokiangaNorth/*.csv when trying to get_scale for Retrolens/Northland/HokiangaNorth/Shorelines/HokiangaNorth_11MAY1968.shp, 11/05/1968, 1968. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HokiangaNorth/*.csv when trying to get_scale for Retrolens/Northland/HokiangaNorth/Shorelines/HokiangaNorth_02MAY1960.shp, 2/05/1960, 1960. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/HokiangaNorth/*.csv when trying to get_scale for Retrolens/Northland/HokiangaNorth/Shorelines/HokiangaNorth_20MAR1961.shp, 20/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CoopersBeach/*.csv when trying to get_scale for Retrolens/Northland/CoopersBeach/Shorelines/CoopersBeach_17MAR1961.shp, 17/03/1961, 1961. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CoopersBeach/*.csv when trying to get_scale for Retrolens/Northland/CoopersBeach/Shorelines/CoopersBeach_11FEB1971.shp, 11/02/1971, 1971. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CoopersBeach/*.csv when trying to get_scale for Retrolens/Northland/CoopersBeach/Shorelines/CoopersBeach_26JAN1972.shp, 26/01/1972, 1972. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CoopersBeach/*.csv when trying to get_scale for Retrolens/Northland/CoopersBeach/Shorelines/CoopersBeach_18NOV1977.shp, 18/11/1977, 1977. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CoopersBeach/*.csv when trying to get_scale for Retrolens/Northland/CoopersBeach/Shorelines/CoopersBeach_12OCT1950.shp, 12/10/1950, 1950. Skipping\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/Retrolens/Northland/CoopersBeach/*.csv when trying to get_scale for Retrolens/Northland/CoopersBeach/Shorelines/CoopersBeach_14AUG1944.shp, 14/08/1944, 1944. Skipping\n",
+      "Matching 1995 to 3/12/1995 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Northland/Mangawhai/Mangawhai.csv\n",
+      "Matching 21/03/1984 to 24/03/1984 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Hokitika_South/Hokitika_South.csv\n",
+      "Matching 11/09/1963 to 11/11/1963 with score 80.0 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Hokitika_North/Hokitika_North.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Hokitika_North/Hokitika_North.csv for date 24/03/1984: Scale\n",
+      "48000    1\n",
+      "43000    1\n",
+      "Name: count, dtype: int64. Taking 48000\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Hokitika_North/Hokitika_North.csv for date 4/05/1943, removing RMSE filter\n",
+      "Scales now: [16000]\n",
+      "Matching 18/2/1988 to 18/02/1988 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/GreymouthNorth/GreymouthNorth.csv\n",
+      "Matching 1/4/1948 to 1/04/1948 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/GreymouthNorth/GreymouthNorth.csv\n",
+      "Retrolens/WestCoast/Westport/Shorelines/Westport_13MAR1951.shp has ambiguous DSASDates: ['13/3/1951' '13/03/1951']\n",
+      "Matching 13/3/1951 to 13/03/1951 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Westport/Westport.csv\n",
+      "Retrolens/WestCoast/Westport/Shorelines/Westport_15JAN1988.shp has ambiguous sources: ['Rl' 'RL']\n",
+      "Matching 19/3/1970 to 19/03/1970 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/GreymouthNorth/GreymouthNorth.csv\n",
+      "Matching 18/04/1965 to 18/03/1965 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Sandy_MaoriBeach/Sandy_MaoriBeach.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/WoodpeckerBay/WoodpeckerBay.csv for date 18/02/1988, removing RMSE filter\n",
+      "Scales now: [15000]\n",
+      "Matching 17/04/1976 to 17/03/1976 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/WoodpeckerBay/WoodpeckerBay.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Sandy_MaoriBeach/Sandy_MaoriBeach.csv for date 26/02/1965, removing RMSE filter\n",
+      "Scales now: [67500]\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/CartersBeach/CartersBeach.csv for date 13/03/1951: Scale\n",
+      "15900    5\n",
+      "8000     1\n",
+      "Name: count, dtype: int64. Taking 15900\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/WestCoast/Punakaiki/Punakaiki.csv for date 17/03/1976: Scale\n",
+      "8000    5\n",
+      "7800    1\n",
+      "Name: count, dtype: int64. Taking 8000\n",
+      "Matching 28/01/1998 to 28/11/1998 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/OretiBeachSouth/OretiBeachSouth.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Southland/CurioBay/CurioBay.csv for date 21/02/1967, removing RMSE filter\n",
+      "Scales now: [67500]\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv is actually an Excel file\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv is actually an Excel file\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv is actually an Excel file\n",
+      "Matching 1938 to 1938-10-04 00:00:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoesBay_east/ToetoesBay_east.csv is actually an Excel file\n",
+      "Matching 1962 to 1962-01-03 00:00:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoesBay_east/ToetoesBay_east.csv\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoesBay_east/ToetoesBay_east.csv is actually an Excel file\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoesBay_east/ToetoesBay_east.csv is actually an Excel file\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoesBay_east/ToetoesBay_east.csv for date 15/03/1951, removing RMSE filter\n",
+      "Scales now: [15900]\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoesBay_east/ToetoesBay_east.csv is actually an Excel file\n",
+      "Matching 1969 to 1969-12-02 00:00:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoesBay_east/ToetoesBay_east.csv\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoesBay_east/ToetoesBay_east.csv is actually an Excel file\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoeBay_west/ToetoeBay_West.csv is actually an Excel file\n",
+      "Matching 1962 to 1962-01-03 00:00:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoeBay_west/ToetoeBay_West.csv\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoeBay_west/ToetoeBay_West.csv is actually an Excel file\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoeBay_west/ToetoeBay_West.csv is actually an Excel file\n",
+      "Matching 28/11/1978 to 28/11/1998 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoeBay_west/ToetoeBay_West.csv\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoeBay_west/ToetoeBay_West.csv is actually an Excel file\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/ToetoeBay_west/ToetoeBay_West.csv is actually an Excel file\n",
+      "Matching 8/10/1985 to 18/10/1984 with score 84.21052631578947 for ressci201900060-RNC2-Coastal/Retrolens/Southland/CosyNook/CosyNook.csv\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv is actually an Excel file\n",
+      "Matching 13/04/1983 to 13/04/1962 with score 80.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/BayView/BayView.csv\n",
+      "Matching 17/09/1986 to 17/10/1986 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Tahaenui/Tahaenui.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Tahaenui/Tahaenui.csv for date 27/12/1978, removing RMSE filter\n",
+      "Scales now: [47000]\n",
+      "Matching 1981 to 31/03/1981 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/MohakaRiver_East/MohakaRiver_East.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/MohakaRiver_East/MohakaRiver_East.csv for date 9/11/1981, removing RMSE filter\n",
+      "Scales now: [15000]\n",
+      "Matching 6/07/1948 to 6/7/1948 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Awatoto/Awatoto.csv\n",
+      "Matching 5/09/1964 to 5/9/1964 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Awatoto/Awatoto.csv\n",
+      "Matching 17/12/1998 to 17/12/1980 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Awatoto/Awatoto.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Awatoto/Awatoto.csv for date 17/12/1998, removing RMSE filter\n",
+      "Scales now: [4325]\n",
+      "Matching 1981 to 18/09/1981 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Waihua/Waihua.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Waihua/Waihua.csv for date 9/11/1981, removing RMSE filter\n",
+      "Scales now: [25000]\n",
+      "Retrolens/HawkesBay/Clifton_Haumoana/Shorelines/Clifton_Haumoana_23SEP1963.shp has ambiguous sources: ['RL' None]\n",
+      "Matching 23/09/1963 to 23/09/1964 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Clifton_Haumoana/Clifton_Haumoana.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Clifton_Haumoana/Clifton_Haumoana.csv for date 23/09/1963, removing RMSE filter\n",
+      "Scales now: [16700]\n",
+      "Matching 1988 to 26/11/1988 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Clifton_Haumoana/Clifton_Haumoana.csv\n",
+      "Retrolens/HawkesBay/TableCape/Shorelines/TableCape_18SEP1981.shp has no DSASDate\n",
+      "Matching 1981 to 18/09/1981 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/TableCape/TableCape.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/MahangaBeach/MahangaBeach.csv for date 25/02/1938: Scale\n",
+      "10800    5\n",
+      "11000    1\n",
+      "Name: count, dtype: int64. Taking 10800\n",
+      "Got No CSV found for ressci201900060-RNC2-Coastal/MaxarImagery/HighFreq/WestCoast/GreymouthSouth/*.csv when trying to get_scale for MaxarImagery/HighFreq/WestCoast/GreymouthSouth/Shorelines/GreymouthSouth_23JUNE2019.shp, 23/06/2019, 2019. Skipping\n",
+      "Matching 25/06/1939 to 15/06/1939 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Wairoa/Wairoa.csv\n",
+      "Matching 14/08/1980 to 14/10/1980 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/Porangahau/Porangahau.csv\n",
+      "Matching 26/09/1970 to 26/09/1972 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/WhakakiLagoon/WhakakiLagoon.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/WhakakiLagoon/WhakakiLagoon.csv for date 26/09/1970, removing RMSE filter\n",
+      "Scales now: [7900]\n",
+      "Matching 22/11/1969 to 22/09/1969 with score 80.0 for ressci201900060-RNC2-Coastal/Retrolens/Nelson/Nelson/Nelson.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/HawkesBay/OpoutamaBeach/OpoutamaBeach.csv for date 25/02/1938: Scale\n",
+      "11000    3\n",
+      "10800    1\n",
+      "Name: count, dtype: int64. Taking 11000\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv is actually an Excel file\n",
+      "Matching 1/03/1962 to 31/03/1968 with score 84.21052631578947 for ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv is actually an Excel file\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Southland/Toetoes_Harbour/Toetoes_Harbour.csv is actually an Excel file\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga2.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga2.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga2.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga2.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga2.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga2.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Tasman/PortPuponga/PortPuponga2.csv']\n",
+      "Matching 7/11/1952 to 17/11/1952 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Tasman/TorrentBay/TorrentBay.csv\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Tasman/RuataniwhaInlet/RuataniwhaInlet.csv for date 11/10/1950: Scale\n",
+      "17400    6\n",
+      "16700    1\n",
+      "Name: count, dtype: int64. Taking 17400\n",
+      "Matching 1980 to 30/01/1980 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Tasman/RuataniwhaInlet/RuataniwhaInlet.csv\n",
+      "Retrolens/Tasman/Totaranui/Shorelines/Totaranui_09APR1965.shp has ambiguous DSASDates: ['09/04/1965' '9/04/1965']\n",
+      "Retrolens/Tasman/Totaranui/Shorelines/Totaranui_08FEB1952.shp has ambiguous DSASDates: ['08/02/1952' '8/02/1952']\n",
+      "Matching 18/09/1985 to 13/09/1985 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Tasman/MoutereSpit/MoutereSpit.csv\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n",
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ressci201900060-RNC2-Coastal/Retrolens/Manawatu/Akitio/Akitio.csv is actually an Excel file\n",
+      "ressci201900060-RNC2-Coastal/Retrolens/Manawatu/Akitio/Akitio.csv is actually an Excel file\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n",
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Matching 29/12/1985 to 29/10/1985 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Manawatu/HokioBeach/HokioBeach.csv\n",
+      "Matching 19/10/1985 to 29/10/1985 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Manawatu/SantoftForest_Rangitikei/SantoftForest_Rangitikei.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Manawatu/HimatangiBeach_South/HimatangiBeach_South.csv for date 15/03/1939, removing RMSE filter\n",
+      "Scales now: [10800]\n",
+      "Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_02JAN2004.shp has ambiguous DSASDates: [None '02/01/2004']\n",
+      "Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_02JAN2004.shp has no DSASDate\n",
+      "Matching 2004 to 2/01/2004 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Tapapakanga/Tapapakanga.csv\n",
+      "Matching 29/09/1995 to 29/09/1998 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/AshburtonRiver_North/AshburtonRiver_North.csv\n",
+      "Matching 24/09/1980 to 25/09/1980 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/KaikouraBeach/KaikouraBeach.csv\n",
+      "Matching 16/12/1942 to 16/10/1942 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/RakaiaSouth/RakaiaSouth.csv\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/OpihiRiver_RangitataRiver/OpihiRiver_RangitataRiver.csv for date 9/09/1954: Scale\n",
       "17400    5\n",
       "16700    1\n",
-      "Name: count, dtype: int64. Taking 17400\n"
+      "Name: count, dtype: int64. Taking 17400\n",
+      "Matching 28/12/1984 to 28/10/1984 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/SouthNewBrighton/SouthNewBrighton.csv\n",
+      "Matching 19/09/1975 to 17/09/1975 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/RakaiaRiver_North/RakaiaRiver_North.csv\n",
+      "Matching 22/06/1938 to 22/05/1938 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/WainononLagoon_PareoaRiver/WainonoLagoon_PareoraRiver.csv\n",
+      "Matching 4/03/1967 to 04/03/1967 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/WainononLagoon_PareoaRiver/WainonoLagoon_PareoraRiver.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Tasman/MoutereRiver/MoutereRiver.csv for date 19/05/1958, removing RMSE filter\n",
+      "Scales now: [44500]\n",
+      "Retrolens/Canterbury/PareoraRiver_Timaru/Shorelines/PareoraRiver_Timaru_18OCT1967.shp has ambiguous DSASDates: ['18/10/1967' None]\n",
+      "Matching 18/10/1967 to 18/08/1967 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/PareoraRiver_Timaru/PareoraRiver_Timaru.csv\n",
+      "Matching 2/10/1966 to 02/10/1966 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/RakaiaRiverSouth_AshburtonRiverNorth/RakaiaRiverSouth_AshburtonRiverNorth.csv\n",
+      "Matching 6/10/1955 to 06/10/1955 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Canterbury/Motunau/Motunau.csv\n",
+      "Matching 11/12/1987 to 12/11/1987 with score 80.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Tapapakanga/Tapapakanga.csv\n",
+      "Retrolens/Taranaki/OpunakeBeach/Shorelines/OpunakeBeach_8NOV1970.shp has ambiguous DSASDates: ['08/11/1970' '8/11/1970']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Taranaki/Manutahi/Manutahi1.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Taranaki/Manutahi/Manutahi.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Taranaki/Manutahi/Manutahi1.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Taranaki/Manutahi/Manutahi.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Taranaki/Manutahi/Manutahi1.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Taranaki/Manutahi/Manutahi.csv']\n",
+      "Matching 28/10/1972 to 28/08/1972 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Taranaki/Oeo/Oeo.csv\n",
+      "Matching 29/1/1964 to 29/01/1964 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Taranaki/MohakatinoRiver/MohakatinoRiver.csv\n",
+      "Matching 1/4/1950 to 1/04/1950 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Taranaki/MohakatinoRiver/MohakatinoRiver.csv\n",
+      "Matching 1/4/1979 to 1/04/1979 with score 94.11764705882352 for ressci201900060-RNC2-Coastal/Retrolens/Taranaki/MohakatinoRiver/MohakatinoRiver.csv\n",
+      "Matching 10/08/1985 to 18/10/1985 with score 80.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/Riverton/Riverton.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Southland/Riverton/Riverton.csv for date 10/08/1985, removing RMSE filter\n",
+      "Scales now: [ 3000 25000]\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Southland/Riverton/Riverton.csv for date 10/08/1985: Scale\n",
+      "25000    3\n",
+      "3000     1\n",
+      "Name: count, dtype: int64. Taking 25000\n",
+      "Matching 18/10/1985 to 18/10/1984 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/TeWaewaeBay_East1/TeWaewaeBay_East1.csv\n",
+      "Matching 10/07/1985 to 17/10/1985 with score 80.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/WaipapaPoint/WaipapaPoint.csv\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Southland/WaipapaPoint/WaipapaPoint.csv for date 25/02/1978: Scale\n",
+      "27000    4\n",
+      "49000    2\n",
+      "Name: count, dtype: int64. Taking 27000\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_2103342/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
+      "/tmp/ipykernel_484179/3046519458.py:155: UserWarning: Parsing dates in %d/%m/%Y format when dayfirst=False (the default) was specified. Pass `dayfirst=True` or specify a format to silence this warning.\n",
       "  shapefile[\"DSASDate\"] = pd.to_datetime(shapefile.Date).dt.strftime(\"%d/%m/%Y\")\n"
      ]
     },
@@ -1499,7 +1822,142 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Matching 19/10/1985 to 29/10/1985 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Manawatu/SantoftForest_Rangitikei/SantoftForest_Rangitikei.csv\n"
+      "Matching 17/03/1975 to 17/02/1975 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/MartinsBay/MartinsBay.csv\n",
+      "Matching 7/10/1985 to 17/10/1985 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Southland/HaldaneBay/HaldaneBay.csv\n",
+      "Matching 16/12/1945 to 16/10/1945 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Taranaki/PariokariwaPoint/PariokariwaPoint.csv\n",
+      "Retrolens/Taranaki/TongaporutuRiver/Shorelines/TongaporutuRiver_07NOV1970.shp has ambiguous DSASDates: ['07/11/1970' '7/11/1970']\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Taranaki/TongaporutuRiver/TongaporutuRiver.csv for date 7/11/1970: Scale\n",
+      "12300    3\n",
+      "23700    1\n",
+      "Name: count, dtype: int64. Taking 12300\n",
+      "Matching 18/10/1985 to 18/10/1984 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Southland/OretiBeach_West/OretiBeach_West.csv\n",
+      "Retrolens/Auckland/Orewa/Shorelines/Orewa_01MAR1988.shp has ambiguous DSASDates: ['01/03/1988' '1/03/1988']\n",
+      "Matching 1996 to 2/05/1996 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/TeArai/TeArai.csv\n",
+      "Matching 15/1/1977 to 15/01/1977 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/TeArai/TeArai.csv\n",
+      "Matching 14/04/1961 to 4/04/1961 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Muriwai2/Muriwai2.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Muriwai2/Muriwai2.csv for date 14/04/1961, removing RMSE filter\n",
+      "Scales now: [8700]\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Muriwai2/Muriwai2.csv for date 28/09/1968, removing RMSE filter\n",
+      "Scales now: [67500]\n",
+      "Matching 22/09/1940 to 22/04/1940 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/MuriwaiSouth/MuriwaiSouth.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Muriwai4/Muriwai4.csv for date 17/09/1962, removing RMSE filter\n",
+      "Scales now: [8300]\n",
+      "Matching 1/01/2004 to 2/01/2004 with score 88.88888888888889 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/MatingarahiPoint/MatingarahiPoint.csv\n",
+      "Matching 9/02/1982 to 7/02/1982 with score 88.88888888888889 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/PakiriBeach/PakiriBeach.csv\n",
+      "Retrolens/Auckland/PakiriBeach/Shorelines/PakiriBeach_15JAN1977.shp has ambiguous sources: ['RL' None]\n",
+      "Retrolens/Auckland/PakiriBeach/Shorelines/PakiriBeach_15JAN1977.shp has ambiguous DSASDates: ['15/01/1977' None]\n",
+      "Retrolens/Auckland/PakiriBeach/Shorelines/PakiriBeach_24OCT1953.shp has ambiguous sources: ['RL' None]\n",
+      "Retrolens/Auckland/PakiriBeach/Shorelines/PakiriBeach_24OCT1953.shp has ambiguous DSASDates: ['24/10/1953' None]\n",
+      "Matching 21/10/1979 to 24/10/1979 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/MedlandsKaitoke/MedlandsKaitoke.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Auckland/MedlandsKaitoke/MedlandsKaitoke.csv for date 21/10/1979: Scale\n",
+      "15000    3\n",
+      "25000    1\n",
+      "Name: count, dtype: int64. Taking 15000\n",
+      "Matching 29/10/1981 to 29/03/1981 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Muriwai1/Muriwai1.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Whatipu/Whatipu.csv for date 30/04/1969, removing RMSE filter\n",
+      "Scales now: [67500]\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Whatipu/Whatipu.csv for date 14/05/1954, removing RMSE filter\n",
+      "Scales now: [16000]\n",
+      "Matching 9/08/1955 to 9/09/1955 with score 88.88888888888889 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/KarekareBethells/KarekareBethells.csv\n",
+      "Matching 14/10/1980 to 24/10/1980 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/TawhitokinoBeach/TawhitokinoBeach.csv\n",
+      "Matching 1949 to 14/04/1940 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Whatipu/Whatipu.csv\n",
+      "Matching 9/02/1982 to 7/02/1982 with score 88.88888888888889 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/PakiriBeach_North/PakiriBeach_North.csv\n",
+      "Matching 1995 to 3/12/1995 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/PakiriBeach_North/PakiriBeach_North.csv\n",
+      "Matching 4/04/1972 to 14/04/1972 with score 94.73684210526316 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Oneroa_PalmBeach/Oneroa_PalmBeach.csv\n",
+      "Matching 19/02/1992 to 29/02/1992 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Auckland/Omaha/Omaha.csv\n",
+      "Matching 20/09/1980 to 20/09/1980 0:00:00 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Wellington/PukeruaBay/PukeruaBay.csv\n",
+      "Retrolens/Canterbury/Motunau/Shorelines/Motunau_09JAN2015.shp has ambiguous sources: ['LDS' None]\n",
+      "Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_24FEB2014.shp has no CPS\n",
+      "Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_14FEB2017.shp has no CPS\n",
+      "Retrolens/Taranaki/OpunakeBeach/Shorelines/OpunakeBeach_11FEB2017.shp has ambiguous sources: ['LDS' None]\n",
+      "Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_14MAR2021.shp has no CPS\n",
+      "Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_25NOV2015.shp has no CPS\n",
+      "Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_31MAR2005.shp has no CPS\n",
+      "Retrolens/HawkesBay/Awatoto/Shorelines/Awatoto_06MAR2019.shp has ambiguous sources: ['LDS' None]\n",
+      "Matching 2002 to 10/05/1968 with score 45.0 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/CrayfishPoint/CrayfishPoint.csv\n",
+      "Matching 2002 to 7/10/2002 with score 90.0 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whitianga/Whitianga.csv\n",
+      "Matching 2002 to 20/08/1960 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Miranda/Miranda.csv\n",
+      "Matching 2002 to 22/03/1944 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/TekahaPoint/TeKahaPoint.csv\n",
+      "Matching 2002 to 12/05/1967 with score 45.0 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/RuapukeBeach/RuapukeBeach.csv\n",
+      "Matching 2002 to 8/04/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/AwakinoNorth/AwakinoNorth.csv\n",
+      "Matching 2002 to 12/09/1961 with score 45.0 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Aotea/Aotea.csv\n",
+      "Matching 2002 to 8/04/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/NukuhakariBay/NukuhakariBay.csv\n",
+      "Matching 2002 to 29/01/1964 with score 45.0 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Awakino/Awakino.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Awakino/Awakino.csv for date 1/01/2002: Scale\n",
+      "8100    4\n",
+      "8000    3\n",
+      "Name: count, dtype: int64. Taking 8100\n",
+      "Matching 2002 to 12/09/1961 with score 45.0 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/PotahiPoint/PotahiPoint.csv\n",
+      "Matching 2002 to 4/01/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Taharoa/Taharoa.csv\n",
+      "Matching 2002 to 4/01/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/MarakopaRiver/MarakopaRiver.csv\n",
+      "Matching 2002 to 20/05/1979 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/KaawaStream_South/KaawaStream_South.csv\n",
+      "Matching 2002 to 29/01/1964 with score 45.0 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Mokau/Mokau.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Mokau/Mokau.csv for date 1/01/2002: Scale\n",
+      "8100    9\n",
+      "8000    2\n",
+      "Name: count, dtype: int64. Taking 8100\n",
+      "Matching 2002 to 20/05/1979 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/PortWaikato/PortWaikato.csv\n",
+      "Matching 2013 to 22/03/1944 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Raglan/Raglan.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whitianga/Whitianga.csv for date 26/01/1981: Scale\n",
+      "24500    10\n",
+      "8000      5\n",
+      "Name: count, dtype: int64. Taking 24500\n",
+      "Matching 2009 to 26/07/1966 with score 45.0 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Raglan/Raglan.csv\n",
+      "Matching 2012 to 21/02/1969 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/CrayfishPoint/CrayfishPoint.csv\n",
+      "Matching 2012 to 4/01/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/UrawhitikiPoint/UrawhitikiPoint.csv\n",
+      "Matching 2012 to 22/03/1944 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/TekahaPoint/TeKahaPoint.csv\n",
+      "Matching 12/05/1967 to 1/05/1974 with score 84.21052631578947 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Raglan/Raglan.csv\n",
+      "Matching 2013 to 21/02/1969 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/KaawaStream_South/KaawaStream_South.csv\n",
+      "Matching 1980 to 19-03-86 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv for date 3/12/1980, removing RMSE filter\n",
+      "Scales now: [25000]\n",
+      "Matching 2012 to 12/05/1967 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/RuapukeBeach/RuapukeBeach.csv\n",
+      "Matching 2013 to 22/01/1942 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/KaawaStream_North/KaawaStream_North.csv\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Waikato/OpitoBay/Opito_OtamaBay2.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Waikato/OpitoBay/Opito_OtamaBay.csv']\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Waikato/OpitoBay/Opito_OtamaBay2.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Waikato/OpitoBay/Opito_OtamaBay.csv']\n",
+      "Matching 2012 to 8/04/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/WaikawauRiver/WaikawauRiver.csv\n",
+      "Matching 2012 to 21/02/1969 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/GibsonBeach/GibsonBeach.csv\n",
+      "Matching 1959 to 17-01-59 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv for date 17/01/1959, removing RMSE filter\n",
+      "Scales now: [44500]\n",
+      "Ambiguous CSVs: ['ressci201900060-RNC2-Coastal/Retrolens/Waikato/OpitoBay/Opito_OtamaBay2.csv', 'ressci201900060-RNC2-Coastal/Retrolens/Waikato/OpitoBay/Opito_OtamaBay.csv']\n",
+      "Matching 2013 to 8/04/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/NukuhakariBay/NukuhakariBay.csv\n",
+      "Matching 1969 to 06-01-99 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv for date 21/02/1969, removing RMSE filter\n",
+      "Scales now: [50000]\n",
+      "Matching 1948 to 29-11-94 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv for date 9/04/1948, removing RMSE filter\n",
+      "Scales now: [51500]\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Mokau/Mokau.csv for date 29/01/1964: Scale\n",
+      "8100    9\n",
+      "8000    2\n",
+      "Name: count, dtype: int64. Taking 8100\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Awakino/Awakino.csv for date 29/01/1964: Scale\n",
+      "8100    4\n",
+      "8000    3\n",
+      "Name: count, dtype: int64. Taking 8100\n",
+      "Matching 2013 to 21/11/1986 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Awakino/Awakino.csv\n",
+      "Matching 2013 to 8/04/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/AwakinoNorth/AwakinoNorth.csv\n",
+      "Matching 2013 to 13/02/1963 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Aotea/Aotea.csv\n",
+      "Matching 10/12/1973 to 10/12/73 with score 88.88888888888889 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whangamata/Whangamata.csv\n",
+      "Matching 20/08/1966 to 20/08/66 with score 88.88888888888889 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whangamata/Whangamata.csv\n",
+      "Matching 6/10/1954 to 6/10/54 with score 87.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whangamata/Whangamata.csv\n",
+      "Matching 1975 to 26-01-75 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whiritoa/Whiritoa.csv for date 26/01/1975, removing RMSE filter\n",
+      "Scales now: [24900]\n",
+      "Matching 17/01/1959 to 17/01/59 with score 88.88888888888889 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whangamata/Whangamata.csv\n",
+      "Matching 2013 to 4/01/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/MarakopaRiver/MarakopaRiver.csv\n",
+      "Matching 3/12/1980 to 3/12/80 with score 87.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whangamata/Whangamata.csv\n",
+      "No scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whangamata/Whangamata.csv for date 3/12/1980, removing RMSE filter\n",
+      "Scales now: [8000]\n",
+      "Matching 2012 to 4/01/2001 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Taharoa/Taharoa.csv\n",
+      "Matching 17/05/1944 to 17/05/44 with score 88.88888888888889 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Whangamata/Whangamata.csv\n",
+      "Ambiguous scales found for ressci201900060-RNC2-Coastal/Retrolens/Waikato/MatarangiBeach/MatarangiBeach.csv for date 26/01/1981: Scale\n",
+      "24500    16\n",
+      "8000      2\n",
+      "Name: count, dtype: int64. Taking 24500\n",
+      "Matching 2012 to 22/12/1965 with score 67.5 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/PortWaikato/PortWaikato.csv\n",
+      "Matching 2013 to 13/05/1968 with score 60.00000000000001 for ressci201900060-RNC2-Coastal/Retrolens/Waikato/Mokau/Mokau.csv\n"
      ]
     }
    ],
@@ -1718,13 +2176,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 1 min 22 s (2024-04-10T10:37:44/2024-04-10T10:39:06)</pre>"
+       "<pre>✔️ 1 min 9 s (2024-04-15T09:33:20/2024-04-15T09:34:29)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1737,19 +2195,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "./aggregate_shapefiles_to_geojson.py:36: TqdmWarning: Iterable length 3002 > 1000 but `chunksize` is not set. This may seriously degrade multiprocess performance. Set `chunksize=1` or more.\n",
+      "./aggregate_shapefiles_to_geojson.py:36: TqdmWarning: Iterable length 3011 > 1000 but `chunksize` is not set. This may seriously degrade multiprocess performance. Set `chunksize=1` or more.\n",
       "  df = gpd.GeoDataFrame(pd.concat(process_map(read, df.filename))).to_crs(epsg=4326)\n",
-      " 20%|███████▊                                | 591/3002 [00:12<00:52, 45.70it/s]Can't read MaxarImagery/HighFreq/WestCoast/Ohinemaka/Shorelines/Ohinemaka_12MAR2012.shp\n",
-      "Can't read MaxarImagery/HighFreq/WestCoast/Ohinemaka/Shorelines/Ohinemaka_30OCT2016.shp\n",
-      "Can't read MaxarImagery/HighFreq/WestCoast/Ohinemaka/Shorelines/Ohinemaka_14MAR2015.shp\n",
-      "Can't read MaxarImagery/HighFreq/WestCoast/Ngakawau/Shorelines/Ngakawau_14Feb2011.shp\n",
-      " 83%|████████████████████████████████▏      | 2480/3002 [00:50<00:09, 53.73it/s]Can't read Retrolens/WestCoast/Karamea_South_AOI/Shorelines/Karamea_South_17NOV2023.shp\n",
-      "Can't read Retrolens/WestCoast/Karamea_South_AOI/Shorelines/Karamea_South_25NOV1974.shp\n",
-      "Can't read Retrolens/WestCoast/Karamea_South_AOI/Shorelines/Karamea_South_15JAN1988.shp\n",
-      "Can't read Retrolens/WestCoast/Karamea_South_AOI/Shorelines/Karamea_South_12APR1955.shp\n",
-      "Can't read Retrolens/WestCoast/Karamea_South_AOI/Shorelines/Karamea_South_29DEC2015.shp\n",
-      "Can't read Retrolens/WestCoast/Karamea_South_AOI/Shorelines/Karamea_South_25JAN1968.shp\n",
-      "100%|███████████████████████████████████████| 3002/3002 [01:01<00:00, 48.99it/s]\n",
+      "100%|███████████████████████████████████████| 3011/3011 [00:48<00:00, 62.69it/s]\n",
       "/home/nyou045/.local/lib/python3.8/site-packages/geopandas/array.py:1486: UserWarning: CRS not set for some of the concatenation inputs. Setting output's CRS as NZGD2000 / New Zealand Transverse Mercator 2000 (the single non-null crs provided).\n",
       "  warnings.warn(\n"
      ]
@@ -1761,13 +2209,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 15.5 s (2024-04-10T10:44:16/2024-04-10T10:44:32)</pre>"
+       "<pre>✔️ 15.3 s (2024-04-15T09:34:29/2024-04-15T09:34:44)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1779,14 +2227,14 @@
     {
      "data": {
       "text/plain": [
-       "count                 22151\n",
-       "unique                 2929\n",
+       "count                 22266\n",
+       "unique                 2943\n",
        "top       2.295931183637698\n",
-       "freq                    984\n",
+       "freq                    987\n",
        "Name: Total_UNCY, dtype: object"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1798,13 +2246,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 7.27 ms (2024-04-10T10:39:22/2024-04-10T10:39:22)</pre>"
+       "<pre>✔️ 7.05 ms (2024-04-15T09:34:44/2024-04-15T09:34:44)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1817,22 +2265,21 @@
      "data": {
       "text/plain": [
        "Source\n",
-       "RL     8847\n",
-       "LDS    5632\n",
-       "MAX    5623\n",
-       "RLN     769\n",
+       "RL     8875\n",
+       "LDS    5705\n",
+       "MAX    5631\n",
+       "RLN     760\n",
        "PLE     397\n",
-       "Max     311\n",
+       "Max     326\n",
        "NEO     296\n",
        "CRI     154\n",
        "VEX      46\n",
        "PNE      36\n",
        "RLS      30\n",
        "GE1      27\n",
-       "max      22\n",
+       "max      26\n",
        "JIL      18\n",
        "JIN      16\n",
-       "WRC      13\n",
        "RS        6\n",
        "WV3       2\n",
        "SAT       2\n",
@@ -1840,7 +2287,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1851,13 +2298,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 14.6 ms (2024-04-10T10:39:22/2024-04-10T10:39:22)</pre>"
+       "<pre>✔️ 14.3 ms (2024-04-15T09:34:45/2024-04-15T09:34:45)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1880,7 +2327,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1891,13 +2338,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 4.69 ms (2024-04-10T10:39:22/2024-04-10T10:39:22)</pre>"
+       "<pre>✔️ 4.3 ms (2024-04-15T09:34:45/2024-04-15T09:34:45)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1910,12 +2357,12 @@
      "data": {
       "text/plain": [
        "Total_UNCY\n",
-       "False    22151\n",
-       "True       542\n",
+       "False    22266\n",
+       "True       538\n",
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1926,13 +2373,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 65.1 ms (2024-04-10T10:39:22/2024-04-10T10:39:22)</pre>"
+       "<pre>✔️ 606 ms (2024-04-15T09:34:45/2024-04-15T09:34:45)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2125,7 +2572,7 @@
        "5  LINESTRING (1731092.202 5905598.419, 1731088.763 5905599.213, 1731084.794 5905599.742, 1731081.354 5905600.271, 1731078.444 59...  "
       ]
      },
-     "execution_count": 34,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2136,13 +2583,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 13.6 ms (2024-04-10T10:42:34/2024-04-10T10:42:34)</pre>"
+       "<pre>✔️ 25.7 ms (2024-04-15T09:34:46/2024-04-15T09:34:46)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2166,36 +2613,34 @@
        "10                         MaxarImagery/HighFreq/Otago/OamaruNorth/Shorelines/OamaruNorth_11MAR2020.shp\n",
        "7                          MaxarImagery/HighFreq/Otago/OamaruNorth/Shorelines/OamaruNorth_17JAN2015.shp\n",
        "9                          MaxarImagery/HighFreq/Otago/OamaruNorth/Shorelines/OamaruNorth_31JAN2021.shp\n",
-       "34              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_04MAR1938.shp\n",
-       "32              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_09SEP1954.shp\n",
-       "37              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_14FEB2017.shp\n",
-       "35              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_14NOV1998.shp\n",
-       "33              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_22FEB1987.shp\n",
-       "36              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_23FEB1977.shp\n",
-       "39              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_27MAY1952.shp\n",
-       "38              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_31OCT1965.shp\n",
-       "26                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_17SEP1975.shp\n",
-       "30                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_20MAY1952.shp\n",
-       "25                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_25NOV2015.shp\n",
-       "28                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_26NOV1994.shp\n",
-       "27                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_28OCT1984.shp\n",
-       "24                             Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_2OCT1966.shp\n",
-       "31                             Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_5DEC2000.shp\n",
-       "29                             Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_6MAY1943.shp\n",
-       "50                                  Retrolens/Northland/Mangawhai/Shorelines/Mangawhai_06JAN1978_CF.shp\n",
-       "47                                  Retrolens/Northland/Mangawhai/Shorelines/Mangawhai_10JAN1983_CF.shp\n",
-       "48                                  Retrolens/Northland/Mangawhai/Shorelines/Mangawhai_12MAR1995_CF.shp\n",
-       "49                                  Retrolens/Northland/Mangawhai/Shorelines/Mangawhai_20MAY1963_CF.shp\n",
-       "40                   Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_14MAR2021.shp\n",
-       "43                   Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_18APR1947.shp\n",
-       "42                    Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_1MAY1956.shp\n",
-       "44                   Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_24FEB2014.shp\n",
-       "46                   Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_31MAR2005.shp\n",
-       "45                    Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_7MAR1975.shp\n",
-       "41                    Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_8MAR1982.shp\n",
-       "22                                   Retrolens/Waikato/OpitoBay/Shorelines/Opito_OtamaBay_23AUG1971.shp\n",
-       "23                                   Retrolens/Waikato/OpitoBay/Shorelines/Opito_OtamaBay_26JAN1981.shp\n",
-       "21                                   Retrolens/Waikato/OpitoBay/Shorelines/Opito_OtamaBay_29MAR1945.shp\n",
+       "32              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_04MAR1938.shp\n",
+       "30              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_09SEP1954.shp\n",
+       "35              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_14FEB2017.shp\n",
+       "33              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_14NOV1998.shp\n",
+       "31              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_22FEB1987.shp\n",
+       "34              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_23FEB1977.shp\n",
+       "37              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_27MAY1952.shp\n",
+       "36              Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_31OCT1965.shp\n",
+       "24                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_17SEP1975.shp\n",
+       "28                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_20MAY1952.shp\n",
+       "23                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_25NOV2015.shp\n",
+       "26                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_26NOV1994.shp\n",
+       "25                            Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_28OCT1984.shp\n",
+       "22                             Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_2OCT1966.shp\n",
+       "29                             Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_5DEC2000.shp\n",
+       "27                             Retrolens/Canterbury/Taumutu_South/Shorelines/Taumutu_South_6MAY1943.shp\n",
+       "48                                  Retrolens/Northland/Mangawhai/Shorelines/Mangawhai_06JAN1978_CF.shp\n",
+       "45                                  Retrolens/Northland/Mangawhai/Shorelines/Mangawhai_10JAN1983_CF.shp\n",
+       "46                                  Retrolens/Northland/Mangawhai/Shorelines/Mangawhai_12MAR1995_CF.shp\n",
+       "47                                  Retrolens/Northland/Mangawhai/Shorelines/Mangawhai_20MAY1963_CF.shp\n",
+       "38                   Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_14MAR2021.shp\n",
+       "41                   Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_18APR1947.shp\n",
+       "40                    Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_1MAY1956.shp\n",
+       "42                   Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_24FEB2014.shp\n",
+       "44                   Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_31MAR2005.shp\n",
+       "43                    Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_7MAR1975.shp\n",
+       "39                    Retrolens/Otago/Moeraki_HampdenBeach/Shorelines/Moeraki_HampdenBeach_8MAR1982.shp\n",
+       "21                                   Retrolens/Waikato/OpitoBay/Shorelines/Opito_OtamaBay_23AUG1971.shp\n",
        "15                                             Retrolens/Waikato/Raglan/Shorelines/Raglan_01JAN2009.shp\n",
        "18                                             Retrolens/Waikato/Raglan/Shorelines/Raglan_01MAY1974.shp\n",
        "20                                             Retrolens/Waikato/Raglan/Shorelines/Raglan_06MAR1980.shp\n",
@@ -2230,13 +2675,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 28.1 ms (2024-04-10T10:42:39/2024-04-10T10:42:39)</pre>"
+       "<pre>✔️ 24.8 ms (2024-04-15T09:34:46/2024-04-15T09:34:46)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2248,10 +2693,24 @@
     {
      "data": {
       "text/plain": [
-       "3       Retrolens/Gisborne/Tolaga_KaiauaBay/Shorelines/Tolaga_KaiauaBay_14MAR1943.shp\n",
-       "0             Retrolens/Manawatu/SantoftForest/Shorelines/SantoftForest_12MAR2016.shp\n",
-       "2          Retrolens/WestCoast/Hokitika_South/Shorelines/Hokitika_South_28MAR2023.shp\n",
-       "1    Retrolens/WestCoast/TaramakauRiver_North/Shorelines/TaramakauRiver_06DEC2022.shp\n",
+       "5                         Retrolens/Auckland/KawakawaBay/Shorelines/KawakawaBay_15DEC2020.shp\n",
+       "3                               Retrolens/Auckland/Muriwai4/Shorelines/Muriwai4_17SEP1962.shp\n",
+       "2                           Retrolens/Auckland/OmanaBeach/Shorelines/OmanaBeach_15DEC2020.shp\n",
+       "4                         Retrolens/Auckland/PakiriBeach/Shorelines/PakiriBeach_15JAN1977.shp\n",
+       "7                         Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_02JAN2004.shp\n",
+       "10                        Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_04JUN1974.shp\n",
+       "6                         Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_12NOV1987.shp\n",
+       "11                        Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_15DEC2020.shp\n",
+       "9                         Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_22AUG1960.shp\n",
+       "12                        Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_24OCT1980.shp\n",
+       "8                         Retrolens/Auckland/Tapapakanga/Shorelines/Tapapakanga_29DEC1939.shp\n",
+       "0               Retrolens/Auckland/TawhitokinoBeach/Shorelines/TawhitokinoBeach_15DEC2020.shp\n",
+       "1                             Retrolens/Auckland/WairoaBay/Shorelines/WairoaBay_12DEC2020.shp\n",
+       "15    Retrolens/Canterbury/AshburtonRiver_North/Shorelines/AshburtonRiver_North_02DEC2020.shp\n",
+       "14    Retrolens/Canterbury/RangitataRiver_North/Shorelines/RangitataRiver_North_02DEC2020.shp\n",
+       "13                    Retrolens/Manawatu/SantoftForest/Shorelines/SantoftForest_12MAR2016.shp\n",
+       "17                 Retrolens/WestCoast/Hokitika_South/Shorelines/Hokitika_South_28MAR2023.shp\n",
+       "16           Retrolens/WestCoast/TaramakauRiver_North/Shorelines/TaramakauRiver_06DEC2022.shp\n",
        "dtype: object"
       ]
      },
@@ -2273,7 +2732,7 @@
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 544 ms (2024-04-09T17:13:16/2024-04-09T17:13:17)</pre>"
+       "<pre>✔️ 476 ms (2024-04-15T09:34:46/2024-04-15T09:34:46)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2294,7 +2753,7 @@
     },
     {
      "data": {
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rpbCwUE6n020BAAA3rusKRN98843++te/qnXr1lq0aJGeffZZHT16VKmpqcrJydGwYcOqPFZCQoIOHjyoNWvWXE9LNSIpKUmBgYGuJTw83NstAQCAWuRRIFq0aJF69uypP/7xj8rJydGqVat0/PhxvfTSS2rfvr0GDBig5ORkffvtt1Uab9KkSdq0aZO2b9+uNm3auLbbbDYVFRUpPz/frT4vL082m81Vc+WnzsrWr1VjtVrVpEmTcv1Mnz5dBQUFruXEiRNVmgcAAKifPApES5cu1ejRo3X8+HFt3LhR9913nxo0cB8qJCRE7777bqXjGIahSZMm6cMPP9S2bdvUvn17t/19+/aVv7+/0tLSXNuysrKUnZ0tu90uSbLb7Tpw4IBOnTrlqklNTZXValW3bt1cNb8fo6ymbIwrBQQEyGq1ui0AAODG1ciTGx0+fPiaNRaLRePGjau0JiEhQatXr9ZHH32k5s2bu675CQwMVJMmTRQYGKj4+HglJiYqODhYVqtVTz31lOx2u/r37y9Jio6OVrdu3fTII49o/vz5cjgceuGFF5SQkKCAgABJ0oQJE/TGG29o6tSpevzxx7Vt2zatW7dOKSnX/qQUAAC48Xl0hmjFihVav359ue3r16/XypUrqzzO0qVLVVBQoLvvvlutW7d2LWvXrnXVvPLKK7rvvvsUFxengQMHymazacOGDa79DRs21KZNm9SwYUPZ7XY9/PDDGjt2rGbPnu2qad++vVJSUpSamqrevXtr4cKFeueddxQTE+PJ9AEAwA3Go+8h6tSpk9566y0NGjTIbfvOnTs1fvz4ct82Xd/xPUTl8T1EAABfV+vfQ5SdnV3ueh9JioiIUHZ2tidDAgAAeI1HgSgkJET79+8vt/27775TixYtrrspAACAuuRRIHrooYf0X//1X9q+fbtKSkpUUlKibdu26emnn9aoUaNqukcAAIBa5dGnzObMmaNffvlFgwcPVqNG/xqitLRUY8eO1d///vcabRAAAKC2eRSILBaL1q5dqzlz5ui7775TkyZN1LNnT0VERNR0fwAAALXOo0BUplOnTurUqVNN9QIAAOAVHgWikpISJScnKy0tTadOnVJpaanb/m3bttVIcwAAAHXBo0D09NNPKzk5WbGxserRo4f8/Pxqui8AAIA641EgWrNmjdatW6d77723pvsBAACocx597N5isahjx4413QsAAIBXeBSInnnmGS1evFge/OoHAACAz/HoLbMvvvhC27dv16effqru3bvL39/fbf/vf3wVAADA13kUiIKCgvTAAw/UdC8AAABe4VEgWrFiRU33AQAA4DUeXUMkSZcvX9bWrVv11ltv6dy5c5KknJwcnT9/vsaaAwAAqAsenSE6fvy4hgwZouzsbBUWFupPf/qTmjdvrnnz5qmwsFDLli2r6T4BAABqjUdniJ5++mndfvvt+vXXX9WkSRPX9gceeEBpaWk11hwAAEBd8OgM0eeff67du3fLYrG4bW/Xrp3++c9/1khjAAAAdcWjM0SlpaUqKSkpt/3kyZNq3rz5dTcFAABQlzwKRNHR0Xr11Vdd635+fjp//rxmzpzJz3kAAIB6x6O3zBYuXKiYmBh169ZNly5d0ujRo3X48GG1bNlSH3zwQU33CNSads+nuK3/MjfWS50AALzJo0DUpk0bfffdd1qzZo3279+v8+fPKz4+XmPGjHG7yBqoK1cGG4lwAwCoOo8CkSQ1atRIDz/8cE32AgAA4BUeBaJVq1ZVun/s2LEeNQMAAOANHgWip59+2m29uLhYv/32mywWi5o2bUogAgAA9YpHnzL79ddf3Zbz588rKytLd911FxdVAwCAesfj3zK70q233qq5c+eWO3sEAADg62osEEn/utA6JyenJocEAACodR5dQ/Txxx+7rRuGodzcXL3xxhu68847a6QxAACAuuJRIBo+fLjbup+fn1q1aqV77rlHCxcurIm+AAAA6oxHgai0tLSm+wAAAPCaGr2GCAAAoD7y6AxRYmJilWsXLVrkyV0AAADUGY8C0b59+7Rv3z4VFxerc+fOkqSffvpJDRs2VJ8+fVx1fn5+NdMlAABALfIoEN1///1q3ry5Vq5cqZtvvlnSv76s8bHHHtOAAQP0zDPP1GiTAAAAtcmja4gWLlyopKQkVxiSpJtvvlkvvfQSnzIDAAD1jkeByOl06vTp0+W2nz59WufOnbvupgAAAOqSR4HogQce0GOPPaYNGzbo5MmTOnnypP7nf/5H8fHxGjFiRE33CAAAUKs8uoZo2bJlevbZZzV69GgVFxf/a6BGjRQfH68FCxbUaIMAAAC1zaNA1LRpU7355ptasGCBjh49Kknq0KGDmjVrVqPNAQAA1IXr+mLG3Nxc5ebm6tZbb1WzZs1kGEZN9QUAAFBnPApEZ86c0eDBg9WpUyfde++9ys3NlSTFx8fzkXsAAFDveBSIpkyZIn9/f2VnZ6tp06au7SNHjtTmzZtrrDkAAIC64FEg+uyzzzRv3jy1adPGbfutt96q48ePV3mcXbt26f7771dYWJj8/Py0ceNGt/2PPvqo/Pz83JYhQ4a41Zw9e1ZjxoyR1WpVUFCQ4uPjdf78ebea/fv3a8CAAWrcuLHCw8M1f/786k0YAADc0DwKRBcuXHA7M1Tm7NmzCggIqNY4vXv31pIlS65aM2TIENe1Srm5ufrggw/c9o8ZM0aHDh1SamqqNm3apF27dmn8+PGu/U6nU9HR0YqIiFBGRoYWLFigWbNm6e23365ynwAA4Mbm0afMBgwYoFWrVmnOnDmS/vWbZaWlpZo/f74GDRpU5XGGDh2qoUOHVloTEBAgm81W4b4ffvhBmzdv1tdff63bb79dkvT666/r3nvv1csvv6ywsDC9//77Kioq0vLly2WxWNS9e3dlZmZq0aJFbsEJAACYl0dniObPn6+3335bQ4cOVVFRkaZOnaoePXpo165dmjdvXo02uGPHDoWEhKhz586aOHGizpw549qXnp6uoKAgVxiSpKioKDVo0EB79+511QwcOFAWi8VVExMTo6ysLP36668V3mdhYaGcTqfbAgAAblweBaIePXrop59+0l133aVhw4bpwoULGjFihPbt26cOHTrUWHNDhgzRqlWrlJaWpnnz5mnnzp0aOnSoSkpKJEkOh0MhISFut2nUqJGCg4PlcDhcNaGhoW41ZetlNVdKSkpSYGCgawkPD6+xOQEAAN9T7bfMiouLNWTIEC1btkz//d//XRs9uYwaNcr17549e6pXr17q0KGDduzYocGDB9fa/U6fPl2JiYmudafTSSgCAOAGVu0zRP7+/tq/f39t9HJNt9xyi1q2bKkjR45Ikmw2m06dOuVWc/nyZZ09e9Z13ZHNZlNeXp5bTdn61a5NCggIkNVqdVsAAMCNy6O3zB5++GG9++67Nd3LNZ08eVJnzpxR69atJUl2u135+fnKyMhw1Wzbtk2lpaWKjIx01ezatcv1m2uSlJqaqs6dO+vmm2+u2wkAAACf5NGnzC5fvqzly5dr69at6tu3b7nfMFu0aFGVxjl//rzrbI8kHTt2TJmZmQoODlZwcLBefPFFxcXFyWaz6ejRo5o6dao6duyomJgYSVLXrl01ZMgQPfnkk1q2bJmKi4s1adIkjRo1SmFhYZKk0aNH68UXX1R8fLymTZumgwcPavHixXrllVc8mToAALgBVSsQ/fzzz2rXrp0OHjyoPn36SJJ++ukntxo/P78qj/fNN9+4fUy/7LqdcePGaenSpdq/f79Wrlyp/Px8hYWFKTo6WnPmzHH7rqP3339fkyZN0uDBg9WgQQPFxcXptddec+0PDAzUZ599poSEBPXt21ctW7bUjBkz+Mg9AABwqVYguvXWW5Wbm6vt27dL+tdPdbz22mvlPsVVVXfffXelPwi7ZcuWa44RHBys1atXV1rTq1cvff7559XuDwAAmEO1riG6Mrx8+umnunDhQo02BAAAUNc8uqi6TGVndwAAAOqLar1lVvYDq1duAzzV7vmUctt+mRvrhU4AAGZWrUBkGIYeffRR10XNly5d0oQJE8p9ymzDhg011yEAAEAtq1YgGjdunNv6ww8/XKPNAAAAeEO1AtGKFStqqw8AAACvua6LqgEAAG4EBCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6jbzdAGpOu+dT3NZ/mRvrpU4AAKhfOEMEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMjy9mrKeu/BJGAADgOc4QAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0/NqINq1a5fuv/9+hYWFyc/PTxs3bnTbbxiGZsyYodatW6tJkyaKiorS4cOH3WrOnj2rMWPGyGq1KigoSPHx8Tp//rxbzf79+zVgwAA1btxY4eHhmj9/fm1PDQAA1CNeDUQXLlxQ7969tWTJkgr3z58/X6+99pqWLVumvXv3qlmzZoqJidGlS5dcNWPGjNGhQ4eUmpqqTZs2adeuXRo/frxrv9PpVHR0tCIiIpSRkaEFCxZo1qxZevvtt2t9fgAAoH7w6o+7Dh06VEOHDq1wn2EYevXVV/XCCy9o2LBhkqRVq1YpNDRUGzdu1KhRo/TDDz9o8+bN+vrrr3X77bdLkl5//XXde++9evnllxUWFqb3339fRUVFWr58uSwWi7p3767MzEwtWrTILTgBAADz8tlriI4dOyaHw6GoqCjXtsDAQEVGRio9PV2SlJ6erqCgIFcYkqSoqCg1aNBAe/fuddUMHDhQFovFVRMTE6OsrCz9+uuvFd53YWGhnE6n2wIAAG5cPhuIHA6HJCk0NNRte2hoqGufw+FQSEiI2/5GjRopODjYraaiMX5/H1dKSkpSYGCgawkPD7/+CQEAAJ/ls4HIm6ZPn66CggLXcuLECW+3BAAAapHPBiKbzSZJysvLc9uel5fn2mez2XTq1Cm3/ZcvX9bZs2fdaioa4/f3caWAgABZrVa3BQAA3Lh8NhC1b99eNptNaWlprm1Op1N79+6V3W6XJNntduXn5ysjI8NVs23bNpWWlioyMtJVs2vXLhUXF7tqUlNT1blzZ9188811NBsAAODLvBqIzp8/r8zMTGVmZkr614XUmZmZys7Olp+fnyZPnqyXXnpJH3/8sQ4cOKCxY8cqLCxMw4cPlyR17dpVQ4YM0ZNPPqmvvvpKX375pSZNmqRRo0YpLCxMkjR69GhZLBbFx8fr0KFDWrt2rRYvXqzExEQvzRoAAPgar37s/ptvvtGgQYNc62UhZdy4cUpOTtbUqVN14cIFjR8/Xvn5+brrrru0efNmNW7c2HWb999/X5MmTdLgwYPVoEEDxcXF6bXXXnPtDwwM1GeffaaEhAT17dtXLVu21IwZM/jIPQAAcPFqILr77rtlGMZV9/v5+Wn27NmaPXv2VWuCg4O1evXqSu+nV69e+vzzzz3uEwAA3Nh89hoiAACAukIgAgAApufVt8yAG0W751Pc1n+ZG+ulTgAAnuAMEQAAMD0CEQAAMD0CEQAAMD2uIbqBXXldi8S1LQAAVIQzRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQaebsBAKhIu+dTym37ZW6sFzoBYAacIQIAAKbHGSL4PM4UAABqG4EIqAWEOACoX3jLDAAAmB6BCAAAmB5vmcE0Knoby5Pb8dYXANx4OEMEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMz6cD0axZs+Tn5+e2dOnSxbX/0qVLSkhIUIsWLXTTTTcpLi5OeXl5bmNkZ2crNjZWTZs2VUhIiJ577jldvny5rqcCqN3zKW4LAMB3+Pw3VXfv3l1bt251rTdq9H8tT5kyRSkpKVq/fr0CAwM1adIkjRgxQl9++aUkqaSkRLGxsbLZbNq9e7dyc3M1duxY+fv76+9//3udzwUAAPgmnw9EjRo1ks1mK7e9oKBA7777rlavXq177rlHkrRixQp17dpVe/bsUf/+/fXZZ5/p+++/19atWxUaGqrbbrtNc+bM0bRp0zRr1ixZLJa6ng4AAPBBPh+IDh8+rLCwMDVu3Fh2u11JSUlq27atMjIyVFxcrKioKFdtly5d1LZtW6Wnp6t///5KT09Xz549FRoa6qqJiYnRxIkTdejQIf3hD3+o8D4LCwtVWFjoWnc6nbU3QQCSPP+tOQCoCT59DVFkZKSSk5O1efNmLV26VMeOHdOAAQN07tw5ORwOWSwWBQUFud0mNDRUDodDkuRwONzCUNn+sn1Xk5SUpMDAQNcSHh5esxMDAAA+xafPEA0dOtT17169eikyMlIRERFat26dmjRpUmv3O336dCUmJrrWnU4noQgAgBuYT58hulJQUJA6deqkI0eOyGazqaioSPn5+W41eXl5rmuObDZbuU+dla1XdF1SmYCAAFmtVrcFAADcuOpVIDp//ryOHj2q1q1bq2/fvvL391daWpprf1ZWlrKzs2W32yVJdrtdBw4c0KlTp1w1qampslqt6tatW533D6D28fUGADzh02+ZPfvss7r//vsVERGhnJwczZw5Uw0bNtRDDz2kwMBAxcfHKzExUcHBwbJarXrqqadkt9vVv39/SVJ0dLS6deumRx55RPPnz5fD4dALL7yghIQEBQQEeHl2AADAV/h0IDp58qQeeughnTlzRq1atdJdd92lPXv2qFWrVpKkV155RQ0aNFBcXJwKCwsVExOjN99803X7hg0batOmTZo4caLsdruaNWumcePGafbs2d6aEoAaxBkgADXFpwPRmjVrKt3fuHFjLVmyREuWLLlqTUREhP7xj3/UdGsAAOAG4tOBCP+Hv4QBAKg99eqiagAAgNpAIAIAAKZHIAIAAKZHIAIAAKbHRdUA6hwfEgDgazhDBAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI8vZgRgOld+MeQvc2O91AkAX8EZIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHr8uKsP4IcmAQDwLs4QAQAA0yMQAQAA0yMQAQAA0+MaIsBLrrx2TOL6MQDwFs4QAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0+Nj96iXKvrIOgAAniIQAag3aisI851QAAhEqFOc2QEA+CICkcnwlzAAAOWZKhAtWbJECxYskMPhUO/evfX666+rX79+3m4LAABT8cU/zk0TiNauXavExEQtW7ZMkZGRevXVVxUTE6OsrCyFhIR4uz3UAk/envP2W3pX3r+3/wcBAGZhmkC0aNEiPfnkk3rsscckScuWLVNKSoqWL1+u559/3svdARXzxb+iAOBGZIpAVFRUpIyMDE2fPt21rUGDBoqKilJ6enq5+sLCQhUWFrrWCwoKJElOp7NW+ist/M1tvaL7ubKmJrWdst5t/eCLMde8TVX6uXLcqrpy/rU5d0/U9fGpyv3XN97+71WV+78R/jsDvqqi52BtPOfKxjQM49rFhgn885//NCQZu3fvdtv+3HPPGf369StXP3PmTEMSCwsLCwsLyw2wnDhx4ppZwRRniKpr+vTpSkxMdK2Xlpbq7NmzatGihfz8/Gr0vpxOp8LDw3XixAlZrdYaHdsXML/6jfnVb8yvfmN+188wDJ07d05hYWHXrDVFIGrZsqUaNmyovLw8t+15eXmy2Wzl6gMCAhQQEOC2LSgoqDZblNVqvSEf8GWYX/3G/Oo35le/Mb/rExgYWKU6U/yWmcViUd++fZWWlubaVlpaqrS0NNntdi92BgAAfIEpzhBJUmJiosaNG6fbb79d/fr106uvvqoLFy64PnUGAADMyzSBaOTIkTp9+rRmzJghh8Oh2267TZs3b1ZoaKhX+woICNDMmTPLvUV3o2B+9Rvzq9+YX/3G/OqWn2FU5bNoAAAANy5TXEMEAABQGQIRAAAwPQIRAAAwPQIRAAAwPQJRHViyZInatWunxo0bKzIyUl999VWl9evXr1eXLl3UuHFj9ezZU//4xz/qqNPqSUpK0h133KHmzZsrJCREw4cPV1ZWVqW3SU5Olp+fn9vSuHHjOuq4embNmlWu1y5dulR6m/py7CSpXbt25ebn5+enhISECut9/djt2rVL999/v8LCwuTn56eNGze67TcMQzNmzFDr1q3VpEkTRUVF6fDhw9cct7rP39pS2fyKi4s1bdo09ezZU82aNVNYWJjGjh2rnJycSsf05DFem651DB999NFy/Q4ZMuSa49aHYyipwuejn5+fFixYcNUxfeUYVuX14NKlS0pISFCLFi100003KS4urtwXJl/J0+etJwhEtWzt2rVKTEzUzJkz9e2336p3796KiYnRqVOnKqzfvXu3HnroIcXHx2vfvn0aPny4hg8froMHD9Zx59e2c+dOJSQkaM+ePUpNTVVxcbGio6N14cKFSm9ntVqVm5vrWo4fP15HHVdf9+7d3Xr94osvrlpbn46dJH399dduc0tNTZUk/cd//MdVb+PLx+7ChQvq3bu3lixZUuH++fPn67XXXtOyZcu0d+9eNWvWTDExMbp06dJVx6zu87c2VTa/3377Td9++63+9re/6dtvv9WGDRuUlZWlP//5z9cctzqP8dp2rWMoSUOGDHHr94MPPqh0zPpyDCW5zSs3N1fLly+Xn5+f4uLiKh3XF45hVV4PpkyZok8++UTr16/Xzp07lZOToxEjRlQ6rifPW4/VxI+n4ur69etnJCQkuNZLSkqMsLAwIykpqcL6v/zlL0ZsbKzbtsjISOM///M/a7XPmnDq1ClDkrFz586r1qxYscIIDAysu6auw8yZM43evXtXub4+HzvDMIynn37a6NChg1FaWlrh/vp07CQZH374oWu9tLTUsNlsxoIFC1zb8vPzjYCAAOODDz646jjVff7WlSvnV5GvvvrKkGQcP378qjXVfYzXpYrmOG7cOGPYsGHVGqc+H8Nhw4YZ99xzT6U1vnoMr3w9yM/PN/z9/Y3169e7an744QdDkpGenl7hGJ4+bz3FGaJaVFRUpIyMDEVFRbm2NWjQQFFRUUpPT6/wNunp6W71khQTE3PVel9SUFAgSQoODq607vz584qIiFB4eLiGDRumQ4cO1UV7Hjl8+LDCwsJ0yy23aMyYMcrOzr5qbX0+dkVFRXrvvff0+OOPV/oDxvXp2P3esWPH5HA43I5PYGCgIiMjr3p8PHn++pKCggL5+fld83cYq/MY9wU7duxQSEiIOnfurIkTJ+rMmTNXra3PxzAvL08pKSmKj4+/Zq0vHsMrXw8yMjJUXFzsdiy6dOmitm3bXvVYePK8vR4Eolr0v//7vyopKSn3bdihoaFyOBwV3sbhcFSr3leUlpZq8uTJuvPOO9WjR4+r1nXu3FnLly/XRx99pPfee0+lpaX64x//qJMnT9Zht1UTGRmp5ORkbd68WUuXLtWxY8c0YMAAnTt3rsL6+nrsJGnjxo3Kz8/Xo48+etWa+nTsrlR2DKpzfDx5/vqKS5cuadq0aXrooYcq/dHM6j7GvW3IkCFatWqV0tLSNG/ePO3cuVNDhw5VSUlJhfX1+RiuXLlSzZs3v+ZbSr54DCt6PXA4HLJYLOUC+rVeD8tqqnqb62Gan+5A7UpISNDBgwev+d613W53+0HdP/7xj+rataveeustzZkzp7bbrJahQ4e6/t2rVy9FRkYqIiJC69atq9JfbfXJu+++q6FDhyosLOyqNfXp2JlZcXGx/vKXv8gwDC1durTS2vr2GB81apTr3z179lSvXr3UoUMH7dixQ4MHD/ZiZzVv+fLlGjNmzDU/uOCLx7Cqrwe+hjNEtahly5Zq2LBhuavo8/LyZLPZKryNzWarVr0vmDRpkjZt2qTt27erTZs21bqtv7+//vCHP+jIkSO11F3NCQoKUqdOna7aa308dpJ0/Phxbd26VU888US1blefjl3ZMajO8fHk+ettZWHo+PHjSk1NrfTsUEWu9Rj3Nbfccotatmx51X7r4zGUpM8//1xZWVnVfk5K3j+GV3s9sNlsKioqUn5+vlv9tV4Py2qqepvrQSCqRRaLRX379lVaWpprW2lpqdLS0tz+0v49u93uVi9JqampV633JsMwNGnSJH344Yfatm2b2rdvX+0xSkpKdODAAbVu3boWOqxZ58+f19GjR6/aa306dr+3YsUKhYSEKDY2tlq3q0/Hrn379rLZbG7Hx+l0au/evVc9Pp48f72pLAwdPnxYW7duVYsWLao9xrUe477m5MmTOnPmzFX7rW/HsMy7776rvn37qnfv3tW+rbeO4bVeD/r27St/f3+3Y5GVlaXs7OyrHgtPnrfXOwnUojVr1hgBAQFGcnKy8f333xvjx483goKCDIfDYRiGYTzyyCPG888/76r/8ssvjUaNGhkvv/yy8cMPPxgzZ840/P39jQMHDnhrClc1ceJEIzAw0NixY4eRm5vrWn777TdXzZXze/HFF40tW7YYR48eNTIyMoxRo0YZjRs3Ng4dOuSNKVTqmWeeMXbs2GEcO3bM+PLLL42oqCijZcuWxqlTpwzDqN/HrkxJSYnRtm1bY9q0aeX21bdjd+7cOWPfvn3Gvn37DEnGokWLjH379rk+ZTV37lwjKCjI+Oijj4z9+/cbw4YNM9q3b29cvHjRNcY999xjvP766671az1/fWV+RUVFxp///GejTZs2RmZmptvzsbCw8Krzu9ZjvK5VNsdz584Zzz77rJGenm4cO3bM2Lp1q9GnTx/j1ltvNS5duuQao74ewzIFBQVG06ZNjaVLl1Y4hq8ew6q8HkyYMMFo27atsW3bNuObb74x7Ha7Ybfb3cbp3LmzsWHDBtd6VZ63NYVAVAdef/11o23btobFYjH69etn7Nmzx7Xv3//9341x48a51a9bt87o1KmTYbFYjO7duxspKSl13HHVSKpwWbFihavmyvlNnjzZ9d8iNDTUuPfee41vv/227puvgpEjRxqtW7c2LBaL8W//9m/GyJEjjSNHjrj21+djV2bLli2GJCMrK6vcvvp27LZv317h47FsDqWlpcbf/vY3IzQ01AgICDAGDx5cbt4RERHGzJkz3bZV9vytS5XN79ixY1d9Pm7fvt01xpXzu9ZjvK5VNsfffvvNiI6ONlq1amX4+/sbERERxpNPPlku2NTXY1jmrbfeMpo0aWLk5+dXOIavHsOqvB5cvHjR+Otf/2rcfPPNRtOmTY0HHnjAyM3NLTfO729TledtTfH7/w0AAACYFtcQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0/t/jC5ljrNw5DgAAAAASUVORK5CYII=",
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OO9SnTx9JksPhkMViUVBQkFttaGioHA6Hq+bXYah8f/m+6mqcTqcuXbpUoZekpCQFBga6loiIiBrPAwAAND7NPHnQsmXLtHr1amVlZWnkyJFau3atRo4cqSZNfslXnTt3VnJysjp16lTjMRMSEnTo0CF9+umnnrRUp2bNmqXExETXutPpJBQBAHAd8ygQrVixQo899pgeeeQRhYWFVVoTEhKiN998s0bjTZkyRZs3b9bu3bvVvn1713abzabi4mLl5+e7nSXKy8uTzWZz1Vx5QXf5XWi/rrnyzrS8vDxZrVa1aNGiQj8BAQEKCAioUe8AAKDx8+gjsyNHjmjWrFlVhiFJslgsmjhxYrXjGIahKVOm6L333tP27dvVuXNnt/0DBw6Uv7+/0tLSXNuysrKUnZ0tu90uSbLb7Tp48KBOnz7tqklNTZXValWvXr1cNb8eo7ymfAwAAGBuHgWi1atXa+PGjRW2b9y4UWvWrKnxOAkJCXrrrbe0bt06tW7dWg6HQw6Hw3VdT2BgoOLj45WYmKgdO3YoIyNDjz76qOx2uwYNGiRJio6OVq9evTR+/Hh9/fXX2rp1q5577jklJCS4zvJMmjRJP/zwg6ZPn67vvvtOr776qjZs2KBp06Z5Mn0AAHCd8SgQJSUlqW3bthW2h4SE6G9/+1uNx1mxYoUKCgp01113KSwszLWsX7/eVfPCCy/onnvuUVxcnIYMGSKbzaZNmza59jdt2lSbN29W06ZNZbfb9fDDD2vChAmaP3++q6Zz585KSUlRamqq+vfvr6VLl+qNN95QTEyMJ9MHAADXGY++h6h58+b67rvvKlw0feLECfXs2bPSO7caM76HqCK+hwgA4Ovq/XuIQkJCdODAgQrbv/76a7Vp08aTIQEAALzGo0D04IMP6j//8z+1Y8cOlZaWqrS0VNu3b9dTTz2lsWPH1nWPAAAA9cqj2+4XLFigEydOaNiwYWrW7JchysrKNGHChFpdQwQAAOALPApEFotF69ev14IFC/T111+rRYsW6tu3rzp27FjX/QEAANQ7jwJRuW7duqlbt2511QsAAIBXeBSISktLlZycrLS0NJ0+fVplZWVu+7dv314nzQEAADQEjwLRU089peTkZMXGxqpPnz7y8/Or674AAAAajEeB6N1339WGDRs0cuTIuu4HAACgwXl0273FYlHXrl3ruhcAAACv8CgQPf3003rppZfkwZdcAwAA+ByPPjL79NNPtWPHDn300Ufq3bu3/P393fb/+rfGAAAAfJ1HgSgoKEj33XdfXfcCAADgFR4FotWrV9d1HwAAAF7j0TVEknT58mVt27ZNr732ms6fPy9JysnJ0YULF+qsOQAAgIbg0RmikydPavjw4crOzlZRUZF+97vfqXXr1lq0aJGKioq0cuXKuu4TAACg3nh0huipp57Srbfeqp9++kktWrRwbb/vvvuUlpZWZ80BAAA0BI/OEH3yySfas2ePLBaL2/ZOnTrpX//6V500BgAA0FA8OkNUVlam0tLSCttPnTql1q1bX3NTAAAADcmjM0TR0dF68cUX9frrr0uS/Pz8dOHCBc2ZM4ef80Cj0mlmitv6iYWxXuoEAOBNHgWipUuXKiYmRr169VJhYaEeeughHTlyRG3bttU777xT1z0CV3VlsJEINwCAmvMoELVv315ff/213n33XR04cEAXLlxQfHy8xo0b53aRNQAAQGPgUSCSpGbNmunhhx+uy14AAAC8wqNAtHbt2mr3T5gwwaNmAAAAvMGjQPTUU0+5rZeUlOjnn3+WxWJRy5YtCUQAAKBR8ei2+59++sltuXDhgrKysnTnnXdyUTUAAGh0PP4tsyvdfPPNWrhwYYWzRwAAAL6uzgKR9MuF1jk5OXU5JAAAQL3z6BqiDz74wG3dMAzl5ubq73//u+644446aQwAAKCheBSIRo8e7bbu5+endu3a6e6779bSpUvroi8AAIAG41EgKisrq+s+AAAAvKZOryECAABojDw6Q5SYmFjj2mXLlnnyFAAAAA3Go0C0f/9+7d+/XyUlJerevbsk6fvvv1fTpk01YMAAV52fn1/ddAkAAFCPPApE9957r1q3bq01a9boxhtvlPTLlzU++uijGjx4sJ5++uk6bRIAAKA+eXQN0dKlS5WUlOQKQ5J044036q9//St3mQEAgEbHo0DkdDp15syZCtvPnDmj8+fPX3NTAAAADcmjQHTffffp0Ucf1aZNm3Tq1CmdOnVK//3f/634+HiNGTOmrnsEAACoVx5dQ7Ry5Uo988wzeuihh1RSUvLLQM2aKT4+XkuWLKnTBgEAAOqbR4GoZcuWevXVV7VkyRIdO3ZMktSlSxe1atWqTpsDAABoCNf0xYy5ubnKzc3VzTffrFatWskwjLrqCwAAoMF4FIjOnj2rYcOGqVu3bho5cqRyc3MlSfHx8dxyDwAAGh2PAtG0adPk7++v7OxstWzZ0rX9gQce0JYtW+qsOQAAgIbgUSD6+OOPtWjRIrVv395t+80336yTJ0/WeJzdu3fr3nvvVXh4uPz8/PT++++77X/kkUfk5+fntgwfPtyt5ty5cxo3bpysVquCgoIUHx+vCxcuuNUcOHBAgwcPVvPmzRUREaHFixfXbsIAAOC65lEgunjxotuZoXLnzp1TQEBArcbp37+/li9fXmXN8OHDXdcq5ebm6p133nHbP27cOB0+fFipqanavHmzdu/erSeffNK13+l0Kjo6Wh07dlRGRoaWLFmiuXPn6vXXX69xnwAA4Prm0V1mgwcP1tq1a7VgwQJJv/xmWVlZmRYvXqyhQ4fWeJwRI0ZoxIgR1dYEBATIZrNVuu/bb7/Vli1b9MUXX+jWW2+VJL3yyisaOXKknn/+eYWHh+vtt99WcXGxVq1aJYvFot69eyszM1PLli1zC04AAMC8PDpDtHjxYr3++usaMWKEiouLNX36dPXp00e7d+/WokWL6rTBnTt3KiQkRN27d9fkyZN19uxZ17709HQFBQW5wpAkRUVFqUmTJtq3b5+rZsiQIbJYLK6amJgYZWVl6aeffqr0OYuKiuR0Ot0WAABw/fIoEPXp00fff/+97rzzTo0aNUoXL17UmDFjtH//fnXp0qXOmhs+fLjWrl2rtLQ0LVq0SLt27dKIESNUWloqSXI4HAoJCXF7TLNmzRQcHCyHw+GqCQ0NdaspXy+vuVJSUpICAwNdS0RERJ3NCQAA+J5af2RWUlKi4cOHa+XKlfqv//qv+ujJZezYsa7/7tu3r/r166cuXbpo586dGjZsWL0976xZs5SYmOhadzqdhCIAAK5jtT5D5O/vrwMHDtRHL1d10003qW3btjp69KgkyWaz6fTp0241ly9f1rlz51zXHdlsNuXl5bnVlK9XdW1SQECArFar2wIAAK5fHn1k9vDDD+vNN9+s616u6tSpUzp79qzCwsIkSXa7Xfn5+crIyHDVbN++XWVlZYqMjHTV7N692/Wba5KUmpqq7t2768Ybb2zYCQAAAJ/k0V1mly9f1qpVq7Rt2zYNHDiwwm+YLVu2rEbjXLhwwXW2R5KOHz+uzMxMBQcHKzg4WPPmzVNcXJxsNpuOHTum6dOnq2vXroqJiZEk9ezZU8OHD9cTTzyhlStXqqSkRFOmTNHYsWMVHh4uSXrooYc0b948xcfHa8aMGTp06JBeeuklvfDCC55MHQAAXIdqFYh++OEHderUSYcOHdKAAQMkSd9//71bjZ+fX43H+/LLL91u0y+/bmfixIlasWKFDhw4oDVr1ig/P1/h4eGKjo7WggUL3L7r6O2339aUKVM0bNgwNWnSRHFxcXr55Zdd+wMDA/Xxxx8rISFBAwcOVNu2bTV79mxuuQcAAC61CkQ333yzcnNztWPHDkm//FTHyy+/XOEurpq66667qv1B2K1bt151jODgYK1bt67amn79+umTTz6pdX8AAMAcanUN0ZXh5aOPPtLFixfrtCEAAICG5tFF1eWqO7sDAADQWNQqEJX/wOqV2wAAABqzWl1DZBiGHnnkEddFzYWFhZo0aVKFu8w2bdpUdx0CAADUs1oFookTJ7qtP/zww3XaDMyn08yUCttOLIz1QicAADOrVSBavXp1ffUBAADgNdd0UTUAAMD1gEAEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMr5m3G0Dd6TQzxW39xMJYL3UCAEDjwhkiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgenwPUSN15XcOAQAAz3GGCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmJ5XA9Hu3bt17733Kjw8XH5+fnr//ffd9huGodmzZyssLEwtWrRQVFSUjhw54lZz7tw5jRs3TlarVUFBQYqPj9eFCxfcag4cOKDBgwerefPmioiI0OLFi+t7agAAoBHxaiC6ePGi+vfvr+XLl1e6f/HixXr55Ze1cuVK7du3T61atVJMTIwKCwtdNePGjdPhw4eVmpqqzZs3a/fu3XryySdd+51Op6Kjo9WxY0dlZGRoyZIlmjt3rl5//fV6nx8AAGgcvPpr9yNGjNCIESMq3WcYhl588UU999xzGjVqlCRp7dq1Cg0N1fvvv6+xY8fq22+/1ZYtW/TFF1/o1ltvlSS98sorGjlypJ5//nmFh4fr7bffVnFxsVatWiWLxaLevXsrMzNTy5YtcwtOAADAvHz2GqLjx4/L4XAoKirKtS0wMFCRkZFKT0+XJKWnpysoKMgVhiQpKipKTZo00b59+1w1Q4YMkcVicdXExMQoKytLP/30U6XPXVRUJKfT6bYAAIDrl88GIofDIUkKDQ112x4aGura53A4FBIS4ra/WbNmCg4OdqupbIxfP8eVkpKSFBgY6FoiIiKufUIAAMBn+Wwg8qZZs2apoKDAtfz444/ebgkAANQjnw1ENptNkpSXl+e2PS8vz7XPZrPp9OnTbvsvX76sc+fOudVUNsavn+NKAQEBslqtbgsAALh++Wwg6ty5s2w2m9LS0lzbnE6n9u3bJ7vdLkmy2+3Kz89XRkaGq2b79u0qKytTZGSkq2b37t0qKSlx1aSmpqp79+668cYbG2g2AADAl3k1EF24cEGZmZnKzMyU9MuF1JmZmcrOzpafn5+mTp2qv/71r/rggw908OBBTZgwQeHh4Ro9erQkqWfPnho+fLieeOIJff755/rss880ZcoUjR07VuHh4ZKkhx56SBaLRfHx8Tp8+LDWr1+vl156SYmJiV6aNQAA8DVeve3+yy+/1NChQ13r5SFl4sSJSk5O1vTp03Xx4kU9+eSTys/P15133qktW7aoefPmrse8/fbbmjJlioYNG6YmTZooLi5OL7/8smt/YGCgPv74YyUkJGjgwIFq27atZs+ezS33AADAxauB6K677pJhGFXu9/Pz0/z58zV//vwqa4KDg7Vu3bpqn6dfv3765JNPPO4TAABc33z2GiIAAICGQiACAACmRyACAACm59VriIDrRaeZKW7rJxbGeqkTAIAnOEMEAABMj0AEAABMj4/MrmNXfowj8VEOAACV4QwRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwvWbebgAAKtNpZkqFbScWxnqhEwBmwBkiAABgepwhgs/jTAEAoL4RiIB6QIgDgMaFQARcxZXhhmADANcfAhFMo7KzNgAASFxUDQAAQCACAAAgEAEAANMjEAEAANMjEAEAANMjEAEAANMjEAEAANPje4iABsIXPAKA7+IMEQAAMD2fDkRz586Vn5+f29KjRw/X/sLCQiUkJKhNmza64YYbFBcXp7y8PLcxsrOzFRsbq5YtWyokJETPPvusLl++3NBTAQAAPsznPzLr3bu3tm3b5lpv1uz/W542bZpSUlK0ceNGBQYGasqUKRozZow+++wzSVJpaaliY2Nls9m0Z88e5ebmasKECfL399ff/va3Bp8LAADwTT4fiJo1ayabzVZhe0FBgd58802tW7dOd999tyRp9erV6tmzp/bu3atBgwbp448/1jfffKNt27YpNDRUt9xyixYsWKAZM2Zo7ty5slgsDT0dAADgg3w+EB05ckTh4eFq3ry57Ha7kpKS1KFDB2VkZKikpERRUVGu2h49eqhDhw5KT0/XoEGDlJ6err59+yo0NNRVExMTo8mTJ+vw4cP6zW9+U+lzFhUVqaioyLXudDrrb4IAJPHjuwC8y6cDUWRkpJKTk9W9e3fl5uZq3rx5Gjx4sA4dOiSHwyGLxaKgoCC3x4SGhsrhcEiSHA6HWxgq31++rypJSUmaN29e3U4GQIPgbj4AnvDpQDRixAjXf/fr10+RkZHq2LGjNmzYoBYtWtTb886aNUuJiYmudafTqYiIiHp7PgAA4F0+fZfZlYKCgtStWzcdPXpUNptNxcXFys/Pd6vJy8tzXXNks9kq3HVWvl7ZdUnlAgICZLVa3RYAAHD9alSB6MKFCzp27JjCwsI0cOBA+fv7Ky0tzbU/KytL2dnZstvtkiS73a6DBw/q9OnTrprU1FRZrVb16tWrwfsHAAC+yac/MnvmmWd07733qmPHjsrJydGcOXPUtGlTPfjggwoMDFR8fLwSExMVHBwsq9WqP//5z7Lb7Ro0aJAkKTo6Wr169dL48eO1ePFiORwOPffcc0pISFBAQICXZwfgWnEhNoC64tOB6NSpU3rwwQd19uxZtWvXTnfeeaf27t2rdu3aSZJeeOEFNWnSRHFxcSoqKlJMTIxeffVV1+ObNm2qzZs3a/LkybLb7WrVqpUmTpyo+fPne2tKAADAB/l0IHr33Xer3d+8eXMtX75cy5cvr7KmY8eO+uc//1nXrQEAgOuITwci/D8+GgAAoP40qouqAQAA6gOBCAAAmB6BCAAAmB6BCAAAmB4XVQNocNwkAMDXcIYIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHl/MCMB0rvxiyBMLY73UCQBfwRkiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABgegQiAABges283QBgVp1mplTYdmJhrBc6AQAQiHzAlW+MvCkCANCw+MgMAACYHoEIAACYHoEIAACYHoEIAACYHoEIAACYHneZoVGq7JZ1AAA8RSAC0GjUVxDmO6EAEIjQoDizAwDwRQQik+FfwgAAVGSqQLR8+XItWbJEDodD/fv31yuvvKLbb7/d220BAGAqvviPc9MEovXr1ysxMVErV65UZGSkXnzxRcXExCgrK0shISHebg/1wJOP57z9kR4/4wIA3mGaQLRs2TI98cQTevTRRyVJK1euVEpKilatWqWZM2d6uTugcr74rygAuB6ZIhAVFxcrIyNDs2bNcm1r0qSJoqKilJ6eXqG+qKhIRUVFrvWCggJJktPprJf+yop+dluv7HmurKlLHaZtdFs/NC/mqo+pST9XjltTV86/PufuiYY+PjV5/sbG2/+/avL818P/Z8BXVfYarI/XXPmYhmFcvdgwgX/961+GJGPPnj1u25999lnj9ttvr1A/Z84cQxILCwsLCwvLdbD8+OOPV80KpjhDVFuzZs1SYmKia72srEznzp1TmzZt5OfnV6fP5XQ6FRERoR9//FFWq7VOx/YFzK9xY36NG/Nr3JjftTMMQ+fPn1d4ePhVa00RiNq2baumTZsqLy/PbXteXp5sNluF+oCAAAUEBLhtCwoKqs8WZbVar8s/+HLMr3Fjfo0b82vcmN+1CQwMrFGdKX7LzGKxaODAgUpLS3NtKysrU1pamux2uxc7AwAAvsAUZ4gkKTExURMnTtStt96q22+/XS+++KIuXrzouusMAACYl2kC0QMPPKAzZ85o9uzZcjgcuuWWW7RlyxaFhoZ6ta+AgADNmTOnwkd01wvm17gxv8aN+TVuzK9h+RlGTe5FAwAAuH6Z4hoiAACA6hCIAACA6RGIAACA6RGIAACA6RGIGsDy5cvVqVMnNW/eXJGRkfr888+rrd+4caN69Oih5s2bq2/fvvrnP//ZQJ3WTlJSkm677Ta1bt1aISEhGj16tLKysqp9THJysvz8/NyW5s2bN1DHtTN37twKvfbo0aPaxzSWYydJnTp1qjA/Pz8/JSQkVFrv68du9+7duvfeexUeHi4/Pz+9//77bvsNw9Ds2bMVFhamFi1aKCoqSkeOHLnquLV9/daX6uZXUlKiGTNmqG/fvmrVqpXCw8M1YcIE5eTkVDumJ3/j9elqx/CRRx6p0O/w4cOvOm5jOIaSKn09+vn5acmSJVWO6SvHsCbvB4WFhUpISFCbNm10ww03KC4ursIXJl/J09etJwhE9Wz9+vVKTEzUnDlz9NVXX6l///6KiYnR6dOnK63fs2ePHnzwQcXHx2v//v0aPXq0Ro8erUOHDjVw51e3a9cuJSQkaO/evUpNTVVJSYmio6N18eLFah9ntVqVm5vrWk6ePNlAHdde79693Xr99NNPq6xtTMdOkr744gu3uaWmpkqS/uM//qPKx/jysbt48aL69++v5cuXV7p/8eLFevnll7Vy5Urt27dPrVq1UkxMjAoLC6scs7av3/pU3fx+/vlnffXVV/rLX/6ir776Sps2bVJWVpZ+//vfX3Xc2vyN17erHUNJGj58uFu/77zzTrVjNpZjKMltXrm5uVq1apX8/PwUFxdX7bi+cAxr8n4wbdo0ffjhh9q4caN27dqlnJwcjRkzptpxPXndeqwufjwVVbv99tuNhIQE13ppaakRHh5uJCUlVVr/hz/8wYiNjXXbFhkZafzxj3+s1z7rwunTpw1Jxq5du6qsWb16tREYGNhwTV2DOXPmGP37969xfWM+doZhGE899ZTRpUsXo6ysrNL9jenYSTLee+8913pZWZlhs9mMJUuWuLbl5+cbAQEBxjvvvFPlOLV9/TaUK+dXmc8//9yQZJw8ebLKmtr+jTekyuY4ceJEY9SoUbUapzEfw1GjRhl33313tTW+egyvfD/Iz883/P39jY0bN7pqvv32W0OSkZ6eXukYnr5uPcUZonpUXFysjIwMRUVFubY1adJEUVFRSk9Pr/Qx6enpbvWSFBMTU2W9LykoKJAkBQcHV1t34cIFdezYURERERo1apQOHz7cEO155MiRIwoPD9dNN92kcePGKTs7u8raxnzsiouL9dZbb+mxxx6r9geMG9Ox+7Xjx4/L4XC4HZ/AwEBFRkZWeXw8ef36koKCAvn5+V31dxhr8zfuC3bu3KmQkBB1795dkydP1tmzZ6usbczHMC8vTykpKYqPj79qrS8ewyvfDzIyMlRSUuJ2LHr06KEOHTpUeSw8ed1eCwJRPfqf//kflZaWVvg27NDQUDkcjkof43A4alXvK8rKyjR16lTdcccd6tOnT5V13bt316pVq/SPf/xDb731lsrKyvTb3/5Wp06dasBuayYyMlLJycnasmWLVqxYoePHj2vw4ME6f/58pfWN9dhJ0vvvv6/8/Hw98sgjVdY0pmN3pfJjUJvj48nr11cUFhZqxowZevDBB6v90cza/o172/Dhw7V27VqlpaVp0aJF2rVrl0aMGKHS0tJK6xvzMVyzZo1at2591Y+UfPEYVvZ+4HA4ZLFYKgT0q70fltfU9DHXwjQ/3YH6lZCQoEOHDl31s2u73e72g7q//e1v1bNnT7322mtasGBBfbdZKyNGjHD9d79+/RQZGamOHTtqw4YNNfpXW2Py5ptvasSIEQoPD6+ypjEdOzMrKSnRH/7wBxmGoRUrVlRb29j+xseOHev67759+6pfv37q0qWLdu7cqWHDhnmxs7q3atUqjRs37qo3LvjiMazp+4Gv4QxRPWrbtq2aNm1a4Sr6vLw82Wy2Sh9js9lqVe8LpkyZos2bN2vHjh1q3759rR7r7++v3/zmNzp69Gg9dVd3goKC1K1btyp7bYzHTpJOnjypbdu26fHHH6/V4xrTsSs/BrU5Pp68fr2tPAydPHlSqamp1Z4dqszV/sZ9zU033aS2bdtW2W9jPIaS9MknnygrK6vWr0nJ+8ewqvcDm82m4uJi5efnu9Vf7f2wvKamj7kWBKJ6ZLFYNHDgQKWlpbm2lZWVKS0tze1f2r9mt9vd6iUpNTW1ynpvMgxDU6ZM0Xvvvaft27erc+fOtR6jtLRUBw8eVFhYWD10WLcuXLigY8eOVdlrYzp2v7Z69WqFhIQoNja2Vo9rTMeuc+fOstlsbsfH6XRq3759VR4fT16/3lQeho4cOaJt27apTZs2tR7jan/jvubUqVM6e/Zslf02tmNY7s0339TAgQPVv3//Wj/WW8fwau8HAwcOlL+/v9uxyMrKUnZ2dpXHwpPX7bVOAvXo3XffNQICAozk5GTjm2++MZ588kkjKCjIcDgchmEYxvjx442ZM2e66j/77DOjWbNmxvPPP298++23xpw5cwx/f3/j4MGD3ppClSZPnmwEBgYaO3fuNHJzc13Lzz//7Kq5cn7z5s0ztm7dahw7dszIyMgwxo4dazRv3tw4fPiwN6ZQraefftrYuXOncfz4ceOzzz4zoqKijLZt2xqnT582DKNxH7typaWlRocOHYwZM2ZU2NfYjt358+eN/fv3G/v37zckGcuWLTP279/vustq4cKFRlBQkPGPf/zDOHDggDFq1Cijc+fOxqVLl1xj3H333cYrr7ziWr/a69dX5ldcXGz8/ve/N9q3b29kZma6vR6LioqqnN/V/sYbWnVzPH/+vPHMM88Y6enpxvHjx41t27YZAwYMMG6++WajsLDQNUZjPYblCgoKjJYtWxorVqyodAxfPYY1eT+YNGmS0aFDB2P79u3Gl19+adjtdsNut7uN0717d2PTpk2u9Zq8busKgagBvPLKK0aHDh0Mi8Vi3H777cbevXtd+/793//dmDhxolv9hg0bjG7duhkWi8Xo3bu3kZKS0sAd14ykSpfVq1e7aq6c39SpU13/L0JDQ42RI0caX331VcM3XwMPPPCAERYWZlgsFuPf/u3fjAceeMA4evSoa39jPnbltm7dakgysrKyKuxrbMdux44dlf49ls+hrKzM+Mtf/mKEhoYaAQEBxrBhwyrMu2PHjsacOXPctlX3+m1I1c3v+PHjVb4ed+zY4Rrjyvld7W+8oVU3x59//tmIjo422rVrZ/j7+xsdO3Y0nnjiiQrBprEew3Kvvfaa0aJFCyM/P7/SMXz1GNbk/eDSpUvGn/70J+PGG280WrZsadx3331Gbm5uhXF+/ZiavG7rit//NQAAAGBaXEMEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABMj0AEAABM738BlMhQw3Hyw7kAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -2316,7 +2775,7 @@
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 9.34 ms (2024-04-09T17:13:17/2024-04-09T17:13:17)</pre>"
+       "<pre>✔️ 9.26 ms (2024-04-15T09:34:47/2024-04-15T09:34:47)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2359,8 +2818,8 @@
        "Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_15JAN1977.shp                       9.977714\n",
        "Retrolens/Northland/NinetyMile3/Shorelines/NinetyMile3_03AUG1985.shp                                 9.974593\n",
        "Retrolens/Northland/NinetyMile2/Shorelines/NinetyMile2_19JAN1957.shp                                 9.974206\n",
-       "Retrolens/Northland/Rawara/Shorelines/Rawara_19JAN1957.shp                                           9.974206\n",
        "Retrolens/Northland/NinetyMile1/Shorelines/NinetyMile1_19JAN1957.shp                                 9.974206\n",
+       "Retrolens/Northland/Rawara/Shorelines/Rawara_19JAN1957.shp                                           9.974206\n",
        "Retrolens/Northland/TwilightBeach/Shorelines/TwilightBeach_19JAN1957.shp                             9.974206\n",
        "Retrolens/Northland/Matapouri/Shorelines/Matapouri_17MAR1961.shp                                     9.971632\n",
        "Retrolens/Wellington/OceanBeach/Shorelines/OceanBeach_16APR1995.shp                                  9.954346\n",
@@ -2370,15 +2829,15 @@
        "Retrolens/Canterbury/Washdyke/Shorelines/Washdyke_19FEB1977.shp                                      9.591992\n",
        "Retrolens/Marlborough/CloudyBay/Shorelines/CloudyBay_20MAR1973.shp                                   9.591399\n",
        "Retrolens/Bay of Plenty/PapateaBay/Shorelines/PapateaBay_1OCT1980.shp                                9.591219\n",
+       "Retrolens/Canterbury/OpihiRiver_South/Shorelines/OpihiRiver_South_19FEB1977.shp                      9.587393\n",
        "Retrolens/Canterbury/Washdyke/Shorelines/Washdyke_18AUG1967.shp                                      9.587134\n",
+       "Retrolens/Canterbury/OpihiRiver_South/Shorelines/OpihiRiver_South_18AUG1967.shp                      9.580611\n",
        "Retrolens/Canterbury/AshburtonRiver/Shorelines/AshburtonRiver_31OCT1965.shp                          9.580611\n",
-       "Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_05JAN1980.shp                                   9.572431\n",
        "Retrolens/Northland/Parengarenga/Shorelines/Parengarenga_05JAN1980.shp                               9.572431\n",
+       "Retrolens/Northland/CapeReinga/Shorelines/CapeReinga_05JAN1980.shp                                   9.572431\n",
        "Retrolens/Canterbury/Washdyke/Shorelines/Washdyke_22FEB1987.shp                                      9.571117\n",
+       "Retrolens/Canterbury/OpihiRiver_South/Shorelines/OpihiRiver_South_22FEB1987.shp                      9.570167\n",
        "Retrolens/Northland/NorthHeadKaipara/Shorelines/NorthHeadKaipara_09FEB1982.shp                       9.568515\n",
-       "Retrolens/Northland/Rawara/Shorelines/Rawara_26MAY1947.shp                                           9.567314\n",
-       "Retrolens/Northland/TwilightBeach/Shorelines/TwilightBeach_26MAY1947.shp                             9.567314\n",
-       "Retrolens/Northland/Parengarenga/Shorelines/Parengarenga_26MAY1947.shp                               9.567314\n",
        "Name: Total_UNCY, dtype: float64"
       ]
      },
@@ -2399,7 +2858,7 @@
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 8.07 ms (2024-04-09T17:13:17/2024-04-09T17:13:17)</pre>"
+       "<pre>✔️ 7.5 ms (2024-04-15T09:34:47/2024-04-15T09:34:47)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2413,25 +2872,24 @@
       "text/plain": [
        "Source\n",
        "RS     6.813094\n",
-       "RL     5.320726\n",
+       "RL     5.408608\n",
        "CRI    5.066792\n",
+       "RLN    4.924923\n",
        "RLS    4.916569\n",
-       "RLN    4.884907\n",
        "Rl     3.714563\n",
        "NEO    3.242751\n",
        "JIL    3.095256\n",
        "PLE    3.034761\n",
-       "MAX    3.019269\n",
+       "MAX    3.017358\n",
        "SAT    2.975786\n",
-       "Max    2.368145\n",
+       "Max    2.362258\n",
        "JIN    2.331288\n",
-       "max    2.277971\n",
+       "max    2.277503\n",
        "WV3    2.260818\n",
        "PNE    2.256973\n",
        "GE1    2.199101\n",
        "VEX    2.162227\n",
-       "LDS    2.116425\n",
-       "WRC         NaN\n",
+       "LDS    2.094196\n",
        "Name: Total_UNCY, dtype: float64"
       ]
      },
@@ -2452,7 +2910,7 @@
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 4.71 ms (2024-04-09T17:13:17/2024-04-09T17:13:17)</pre>"
+       "<pre>✔️ 5 ms (2024-04-15T09:34:47/2024-04-15T09:34:47)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2465,18 +2923,18 @@
      "data": {
       "text/plain": [
        "Photoscale\n",
-       "25000    1339\n",
-       "16000    1079\n",
-       "50000     626\n",
-       "44500     512\n",
-       "24000     477\n",
+       "25000    1380\n",
+       "16000    1083\n",
+       "50000     632\n",
+       "44500     521\n",
+       "24000     476\n",
        "         ... \n",
-       "8300        1\n",
+       "18850       1\n",
+       "19600       1\n",
        "35100       1\n",
+       "8300        1\n",
        "51500       1\n",
-       "19600       1\n",
-       "18850       1\n",
-       "Name: count, Length: 106, dtype: int64"
+       "Name: count, Length: 105, dtype: int64"
       ]
      },
      "execution_count": 16,
@@ -2496,7 +2954,7 @@
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 5.52 ms (2024-04-09T17:13:17/2024-04-09T17:13:17)</pre>"
+       "<pre>✔️ 3.13 ms (2024-04-15T09:34:47/2024-04-15T09:34:47)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2509,13 +2967,13 @@
      "data": {
       "text/plain": [
        "Georef_ER\n",
-       "2.02        6926\n",
-       "0           5130\n",
-       "3.61        2890\n",
-       "4.2         2832\n",
-       "5.03        2682\n",
+       "2.020000    6935\n",
+       "0.000000    5234\n",
+       "3.610000    2930\n",
+       "4.200000    2893\n",
+       "5.030000    2702\n",
        "2.596504    1568\n",
-       "None         693\n",
+       "NaN          542\n",
        "Name: count, dtype: int64"
       ]
      },