From 5913cb4016b386bf1aa0daba8f8b3de3fd5f4146 Mon Sep 17 00:00:00 2001
From: Nick <nick.young@auckland.ac.nz>
Date: Mon, 21 Oct 2024 11:10:48 +1300
Subject: [PATCH] put nzd0562 bbox and shoreline in the standard geojson files

---
 bucklands_beach.ipynb |  376 +++++++++++++-
 polygons.geojson      |    4 +-
 shorelines.geojson    |    3 +-
 update.ipynb          | 1149 ++++++++++++++++++++---------------------
 4 files changed, 936 insertions(+), 596 deletions(-)

diff --git a/bucklands_beach.ipynb b/bucklands_beach.ipynb
index 5cc6faba..c53eb580 100644
--- a/bucklands_beach.ipynb
+++ b/bucklands_beach.ipynb
@@ -8,7 +8,7 @@
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 1.9 s (2024-10-18T15:53:19/2024-10-18T15:53:21)</pre>"
+       "<pre>✔️ 2.71 s (2024-10-21T11:00:51/2024-10-21T11:00:53)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -52,7 +52,7 @@
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 5.47 s (2024-10-18T15:53:21/2024-10-18T15:53:26)</pre>"
+       "<pre>✔️ 3.62 s (2024-10-21T11:00:53/2024-10-21T11:00:57)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -70,13 +70,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 17.1 ms (2024-10-18T16:35:41/2024-10-18T16:35:41)</pre>"
+       "<pre>✔️ 15.5 ms (2024-10-21T11:05:05/2024-10-21T11:05:05)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -87,23 +87,77 @@
     },
     {
      "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>geometry</th>\n",
+       "      <th>id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>POLYGON ((174.90844 -36.8799, 174.90844 -36.86...</td>\n",
+       "      <td>nzd0562</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "[(174.908438, -36.879895),\n",
-       " (174.908438, -36.86709),\n",
-       " (174.922771, -36.86709),\n",
-       " (174.922771, -36.879895),\n",
-       " (174.908438, -36.879895)]"
+       "                                            geometry       id\n",
+       "0  POLYGON ((174.90844 -36.8799, 174.90844 -36.86...  nzd0562"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "sitename = \"nzd0562\"\n",
-    "bbox = gpd.read_file(\"~/CoastSeg/bbox.geojson\").geometry[0]\n",
-    "list(bbox.exterior.coords)"
+    "bbox = gpd.read_file(\"~/CoastSeg/bbox.geojson\")\n",
+    "bbox[\"id\"] = sitename\n",
+    "bbox"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre>✔️ 154 ms (2024-10-21T11:06:42/2024-10-21T11:06:42)</pre>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "poly = gpd.read_file(\"polygons.geojson\")\n",
+    "pd.concat((poly, bbox)).to_file(\"polygons.geojson\", driver=\"GeoJSON\")"
    ]
   },
   {
@@ -161,13 +215,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 14.9 ms (2024-10-18T15:53:27/2024-10-18T15:53:27)</pre>"
+       "<pre>✔️ 835 ms (2024-10-21T11:07:39/2024-10-21T11:07:40)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -197,31 +251,315 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>area</th>\n",
+       "      <th>beach_length</th>\n",
+       "      <th>easting</th>\n",
+       "      <th>name</th>\n",
+       "      <th>northing</th>\n",
+       "      <th>Tide range</th>\n",
+       "      <th>median_orientation</th>\n",
+       "      <th>id_sorted</th>\n",
+       "      <th>same_beach</th>\n",
+       "      <th>median_slope</th>\n",
+       "      <th>ci</th>\n",
+       "      <th>n_points</th>\n",
+       "      <th>n_points_nonan</th>\n",
        "      <th>geometry</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>LINESTRING (174.92149 -36.87885, 174.92069 -36...</td>\n",
+       "      <td>aus0001</td>\n",
+       "      <td>14472901.48412414</td>\n",
+       "      <td>16824.52342226356</td>\n",
+       "      <td>526589.1754011525</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>7259734.061377056</td>\n",
+       "      <td>1.451</td>\n",
+       "      <td>92.466545</td>\n",
+       "      <td>aus0001</td>\n",
+       "      <td>None</td>\n",
+       "      <td>0.076702</td>\n",
+       "      <td>0.0214</td>\n",
+       "      <td>654.0</td>\n",
+       "      <td>520.0</td>\n",
+       "      <td>LINESTRING (153.26746 -24.70115, 153.26743 -24...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>aus0002</td>\n",
+       "      <td>53438721.70867591</td>\n",
+       "      <td>16794.63203331262</td>\n",
+       "      <td>529484.7418874454</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>7243833.021796449</td>\n",
+       "      <td>1.073</td>\n",
+       "      <td>64.603602</td>\n",
+       "      <td>aus0002</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.059681</td>\n",
+       "      <td>0.0203</td>\n",
+       "      <td>579.0</td>\n",
+       "      <td>407.0</td>\n",
+       "      <td>LINESTRING (153.26189 -24.85277, 153.26191 -24...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>aus0003</td>\n",
+       "      <td>945965.0455573548</td>\n",
+       "      <td>1373.06418305453</td>\n",
+       "      <td>535380.0262458471</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>7237842.578773651</td>\n",
+       "      <td>1.074</td>\n",
+       "      <td>93.116374</td>\n",
+       "      <td>aus0003</td>\n",
+       "      <td>None</td>\n",
+       "      <td>0.041382</td>\n",
+       "      <td>0.0112</td>\n",
+       "      <td>335.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>LINESTRING (153.35089 -24.96818, 153.35075 -24...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>aus0004</td>\n",
+       "      <td>376936.0048626679</td>\n",
+       "      <td>253.8720097247056</td>\n",
+       "      <td>535397.4773649719</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>7236435.680204276</td>\n",
+       "      <td>1.074</td>\n",
+       "      <td>79.203813</td>\n",
+       "      <td>aus0004</td>\n",
+       "      <td>None</td>\n",
+       "      <td>0.051540</td>\n",
+       "      <td>0.0154</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>238.0</td>\n",
+       "      <td>LINESTRING (153.35051 -24.98595, 153.35099 -24...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>aus0005</td>\n",
+       "      <td>1570125.540326883</td>\n",
+       "      <td>1830.166677525537</td>\n",
+       "      <td>535675.2172291321</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>7235101.123683789</td>\n",
+       "      <td>1.074</td>\n",
+       "      <td>74.946714</td>\n",
+       "      <td>aus0005</td>\n",
+       "      <td>None</td>\n",
+       "      <td>0.054151</td>\n",
+       "      <td>0.0245</td>\n",
+       "      <td>307.0</td>\n",
+       "      <td>231.5</td>\n",
+       "      <td>LINESTRING (153.35161 -24.99115, 153.35228 -24...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3141</th>\n",
+       "      <td>nzd0317</td>\n",
+       "      <td>998611.0209522904</td>\n",
+       "      <td>1388.636895098391</td>\n",
+       "      <td>-4971829.852334809</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>-4971829.852334809</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>309.396745</td>\n",
+       "      <td>nzd0556</td>\n",
+       "      <td>None</td>\n",
+       "      <td>0.051980</td>\n",
+       "      <td>0.0053</td>\n",
+       "      <td>397.0</td>\n",
+       "      <td>301.0</td>\n",
+       "      <td>LINESTRING (172.31541 -40.72839, 172.31783 -40...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3142</th>\n",
+       "      <td>nzd0316</td>\n",
+       "      <td>4300057.774234623</td>\n",
+       "      <td>4647.035750366853</td>\n",
+       "      <td>-4966165.280134064</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>-4966165.280134064</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>304.531268</td>\n",
+       "      <td>nzd0557</td>\n",
+       "      <td>None</td>\n",
+       "      <td>0.057371</td>\n",
+       "      <td>0.0078</td>\n",
+       "      <td>363.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>LINESTRING (172.36751 -40.69864, 172.3702 -40....</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3143</th>\n",
+       "      <td>nzd0313</td>\n",
+       "      <td>22919741.04033367</td>\n",
+       "      <td>17378.17283613481</td>\n",
+       "      <td>19237414.32246552</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>-4939929.050573792</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.636156</td>\n",
+       "      <td>nzd0558</td>\n",
+       "      <td>None</td>\n",
+       "      <td>0.026684</td>\n",
+       "      <td>0.0057</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>125.0</td>\n",
+       "      <td>LINESTRING (172.73493 -40.50746, 172.73502 -40...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3144</th>\n",
+       "      <td>nzd0314</td>\n",
+       "      <td>31243633.43084495</td>\n",
+       "      <td>17377.03046703852</td>\n",
+       "      <td>19254344.2757707</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>-4943101.660851713</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>15.255119</td>\n",
+       "      <td>nzd0559</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.023482</td>\n",
+       "      <td>0.0029</td>\n",
+       "      <td>340.0</td>\n",
+       "      <td>128.5</td>\n",
+       "      <td>LINESTRING (172.89029 -40.5122, 172.89037 -40....</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3145</th>\n",
+       "      <td>nzd0561</td>\n",
+       "      <td>871003.4889067992</td>\n",
+       "      <td>925.5347121883722</td>\n",
+       "      <td>-5905869.058151758</td>\n",
+       "      <td>noname</td>\n",
+       "      <td>-5905869.058151758</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>144.851964</td>\n",
+       "      <td>nzd0560</td>\n",
+       "      <td>None</td>\n",
+       "      <td>0.073659</td>\n",
+       "      <td>0.0210</td>\n",
+       "      <td>411.0</td>\n",
+       "      <td>271.0</td>\n",
+       "      <td>LINESTRING (168.53027 -46.77665, 168.53027 -46...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>3146 rows × 15 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                            geometry\n",
-       "0  LINESTRING (174.92149 -36.87885, 174.92069 -36..."
+       "           id               area       beach_length             easting  \\\n",
+       "0     aus0001  14472901.48412414  16824.52342226356   526589.1754011525   \n",
+       "1     aus0002  53438721.70867591  16794.63203331262   529484.7418874454   \n",
+       "2     aus0003  945965.0455573548   1373.06418305453   535380.0262458471   \n",
+       "3     aus0004  376936.0048626679  253.8720097247056   535397.4773649719   \n",
+       "4     aus0005  1570125.540326883  1830.166677525537   535675.2172291321   \n",
+       "...       ...                ...                ...                 ...   \n",
+       "3141  nzd0317  998611.0209522904  1388.636895098391  -4971829.852334809   \n",
+       "3142  nzd0316  4300057.774234623  4647.035750366853  -4966165.280134064   \n",
+       "3143  nzd0313  22919741.04033367  17378.17283613481   19237414.32246552   \n",
+       "3144  nzd0314  31243633.43084495  17377.03046703852    19254344.2757707   \n",
+       "3145  nzd0561  871003.4889067992  925.5347121883722  -5905869.058151758   \n",
+       "\n",
+       "        name            northing  Tide range  median_orientation id_sorted  \\\n",
+       "0     noname   7259734.061377056       1.451           92.466545   aus0001   \n",
+       "1     noname   7243833.021796449       1.073           64.603602   aus0002   \n",
+       "2     noname   7237842.578773651       1.074           93.116374   aus0003   \n",
+       "3     noname   7236435.680204276       1.074           79.203813   aus0004   \n",
+       "4     noname   7235101.123683789       1.074           74.946714   aus0005   \n",
+       "...      ...                 ...         ...                 ...       ...   \n",
+       "3141  noname  -4971829.852334809         NaN          309.396745   nzd0556   \n",
+       "3142  noname  -4966165.280134064         NaN          304.531268   nzd0557   \n",
+       "3143  noname  -4939929.050573792         NaN            6.636156   nzd0558   \n",
+       "3144  noname  -4943101.660851713         NaN           15.255119   nzd0559   \n",
+       "3145  noname  -5905869.058151758         NaN          144.851964   nzd0560   \n",
+       "\n",
+       "     same_beach  median_slope      ci  n_points  n_points_nonan  \\\n",
+       "0          None      0.076702  0.0214     654.0           520.0   \n",
+       "1             1      0.059681  0.0203     579.0           407.0   \n",
+       "2          None      0.041382  0.0112     335.0           243.0   \n",
+       "3          None      0.051540  0.0154     319.0           238.0   \n",
+       "4          None      0.054151  0.0245     307.0           231.5   \n",
+       "...         ...           ...     ...       ...             ...   \n",
+       "3141       None      0.051980  0.0053     397.0           301.0   \n",
+       "3142       None      0.057371  0.0078     363.0           266.0   \n",
+       "3143       None      0.026684  0.0057     324.0           125.0   \n",
+       "3144          1      0.023482  0.0029     340.0           128.5   \n",
+       "3145       None      0.073659  0.0210     411.0           271.0   \n",
+       "\n",
+       "                                               geometry  \n",
+       "0     LINESTRING (153.26746 -24.70115, 153.26743 -24...  \n",
+       "1     LINESTRING (153.26189 -24.85277, 153.26191 -24...  \n",
+       "2     LINESTRING (153.35089 -24.96818, 153.35075 -24...  \n",
+       "3     LINESTRING (153.35051 -24.98595, 153.35099 -24...  \n",
+       "4     LINESTRING (153.35161 -24.99115, 153.35228 -24...  \n",
+       "...                                                 ...  \n",
+       "3141  LINESTRING (172.31541 -40.72839, 172.31783 -40...  \n",
+       "3142  LINESTRING (172.36751 -40.69864, 172.3702 -40....  \n",
+       "3143  LINESTRING (172.73493 -40.50746, 172.73502 -40...  \n",
+       "3144  LINESTRING (172.89029 -40.5122, 172.89037 -40....  \n",
+       "3145  LINESTRING (168.53027 -46.77665, 168.53027 -46...  \n",
+       "\n",
+       "[3146 rows x 15 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
+   "source": [
+    "shorelines = gpd.read_file(\"shorelines.geojson\")\n",
+    "shorelines"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre>✔️ 1.2 s (2024-10-21T11:09:48/2024-10-21T11:09:49)</pre>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "shoreline = gpd.read_file(\"~/CoastSeg/reference_shoreline.geojson\")\n",
-    "shoreline"
+    "shoreline[\"id\"] = sitename\n",
+    "pd.concat((shorelines, shoreline)).to_file(\"shorelines.geojson\", driver=\"GeoJSON\")"
    ]
   },
   {
diff --git a/polygons.geojson b/polygons.geojson
index 4597d9f0..448a599e 100644
--- a/polygons.geojson
+++ b/polygons.geojson
@@ -1,5 +1,6 @@
 {
 "type": "FeatureCollection",
+"name": "polygons",
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diff --git a/shorelines.geojson b/shorelines.geojson
index a8cf76ee..bdecf0c7 100644
--- a/shorelines.geojson
+++ b/shorelines.geojson
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diff --git a/update.ipynb b/update.ipynb
index 63cd1f45..546ced86 100644
--- a/update.ipynb
+++ b/update.ipynb
@@ -8,7 +8,7 @@
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-       "<pre>✔️ 1.9 s (2024-10-18T12:19:36/2024-10-18T12:19:38)</pre>"
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-       "<pre>✔️ 5.53 s (2024-10-18T12:19:38/2024-10-18T12:19:44)</pre>"
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@@ -70,13 +70,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 13.3 ms (2024-10-18T12:21:14/2024-10-18T12:21:14)</pre>"
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+       "      <th>2021-11-03 20:59:01+00:00</th>\n",
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+       "      <td>NaN</td>\n",
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+       "      <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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-12-29 22:06:17+00:00</th>\n",
+       "      <td>196.973934</td>\n",
+       "      <td>188.642701</td>\n",
+       "      <td>187.794876</td>\n",
+       "      <td>192.371452</td>\n",
+       "      <td>190.980733</td>\n",
+       "      <td>195.957130</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>182.388552</td>\n",
+       "      <td>176.736671</td>\n",
+       "      <td>179.503410</td>\n",
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+       "      <td>182.724645</td>\n",
+       "      <td>185.884475</td>\n",
+       "      <td>190.220689</td>\n",
+       "      <td>186.102431</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>538 rows × 15 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "[(174.908438, -36.879895),\n",
-       " (174.908438, -36.86709),\n",
-       " (174.922771, -36.86709),\n",
-       " (174.922771, -36.879895),\n",
-       " (174.908438, -36.879895)]"
+       "                           nzd0188-0000  nzd0188-0001  nzd0188-0002  \\\n",
+       "dates                                                                 \n",
+       "1999-08-12 21:52:44+00:00    196.828629    190.268379           NaN   \n",
+       "1999-08-19 21:58:52+00:00    207.485765    196.580927    195.307019   \n",
+       "1999-09-13 21:52:41+00:00           NaN           NaN           NaN   \n",
+       "1999-09-29 21:52:52+00:00    213.975717    203.984667    201.525830   \n",
+       "1999-10-15 21:52:49+00:00    209.211102    199.819992    194.981584   \n",
+       "...                                 ...           ...           ...   \n",
+       "2021-09-17 22:00:08+00:00    205.980687    201.920716    201.260355   \n",
+       "2021-09-24 22:06:20+00:00    182.123699    182.349259    182.437096   \n",
+       "2021-11-03 20:59:01+00:00    173.844782    170.171186           NaN   \n",
+       "2021-11-20 22:00:11+00:00           NaN           NaN           NaN   \n",
+       "2021-12-29 22:06:17+00:00    196.973934    188.642701    187.794876   \n",
+       "\n",
+       "                           nzd0188-0003  nzd0188-0004  nzd0188-0005  \\\n",
+       "dates                                                                 \n",
+       "1999-08-12 21:52:44+00:00           NaN           NaN           NaN   \n",
+       "1999-08-19 21:58:52+00:00    185.763909    179.419632    181.116426   \n",
+       "1999-09-13 21:52:41+00:00           NaN           NaN           NaN   \n",
+       "1999-09-29 21:52:52+00:00    202.736133    194.038465    189.686439   \n",
+       "1999-10-15 21:52:49+00:00    191.413944    184.906999    186.674699   \n",
+       "...                                 ...           ...           ...   \n",
+       "2021-09-17 22:00:08+00:00    192.136697    202.977916    187.639290   \n",
+       "2021-09-24 22:06:20+00:00    180.023709    184.755441    164.179313   \n",
+       "2021-11-03 20:59:01+00:00           NaN           NaN    177.620110   \n",
+       "2021-11-20 22:00:11+00:00           NaN           NaN           NaN   \n",
+       "2021-12-29 22:06:17+00:00    192.371452    190.980733    195.957130   \n",
+       "\n",
+       "                           nzd0188-0006  nzd0188-0007  nzd0188-0008  \\\n",
+       "dates                                                                 \n",
+       "1999-08-12 21:52:44+00:00           NaN           NaN           NaN   \n",
+       "1999-08-19 21:58:52+00:00    177.300310    176.733878    169.656241   \n",
+       "1999-09-13 21:52:41+00:00           NaN           NaN           NaN   \n",
+       "1999-09-29 21:52:52+00:00    198.867256    193.963189    190.388081   \n",
+       "1999-10-15 21:52:49+00:00    182.363095    180.816647    174.956075   \n",
+       "...                                 ...           ...           ...   \n",
+       "2021-09-17 22:00:08+00:00    176.355046    179.283420    180.109304   \n",
+       "2021-09-24 22:06:20+00:00    166.837185    167.775982    161.208635   \n",
+       "2021-11-03 20:59:01+00:00    151.458652    146.452454    157.949073   \n",
+       "2021-11-20 22:00:11+00:00           NaN           NaN           NaN   \n",
+       "2021-12-29 22:06:17+00:00           NaN    182.388552    176.736671   \n",
+       "\n",
+       "                           nzd0188-0009  nzd0188-0010  nzd0188-0011  \\\n",
+       "dates                                                                 \n",
+       "1999-08-12 21:52:44+00:00    157.275274    160.324198           NaN   \n",
+       "1999-08-19 21:58:52+00:00    172.787792    180.749103    186.358245   \n",
+       "1999-09-13 21:52:41+00:00           NaN    171.448816           NaN   \n",
+       "1999-09-29 21:52:52+00:00    193.107355    198.635200    208.950190   \n",
+       "1999-10-15 21:52:49+00:00    175.884418    190.418498    206.180365   \n",
+       "...                                 ...           ...           ...   \n",
+       "2021-09-17 22:00:08+00:00    184.509166    181.356575    183.129234   \n",
+       "2021-09-24 22:06:20+00:00    160.153376    167.816446    170.377521   \n",
+       "2021-11-03 20:59:01+00:00    156.981268    158.699426           NaN   \n",
+       "2021-11-20 22:00:11+00:00           NaN           NaN           NaN   \n",
+       "2021-12-29 22:06:17+00:00    179.503410    183.476772    182.724645   \n",
+       "\n",
+       "                           nzd0188-0012  nzd0188-0013  nzd0188-0014  \n",
+       "dates                                                                \n",
+       "1999-08-12 21:52:44+00:00           NaN    178.492409    171.223156  \n",
+       "1999-08-19 21:58:52+00:00    183.475767    183.119576           NaN  \n",
+       "1999-09-13 21:52:41+00:00           NaN    185.438392    186.709556  \n",
+       "1999-09-29 21:52:52+00:00    201.377834    199.960787    198.516028  \n",
+       "1999-10-15 21:52:49+00:00    204.797575    196.827495    193.010532  \n",
+       "...                                 ...           ...           ...  \n",
+       "2021-09-17 22:00:08+00:00    191.759309    191.176961    172.615341  \n",
+       "2021-09-24 22:06:20+00:00    173.116707    170.685173    160.486284  \n",
+       "2021-11-03 20:59:01+00:00           NaN    175.713936    163.554424  \n",
+       "2021-11-20 22:00:11+00:00           NaN           NaN           NaN  \n",
+       "2021-12-29 22:06:17+00:00    185.884475    190.220689    186.102431  \n",
+       "\n",
+       "[538 rows x 15 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "sitename = \"bucklands_beach\"\n",
-    "bbox = gpd.read_file(\"~/CoastSeg/bbox.geojson\").geometry[0]\n",
-    "list(bbox.exterior.coords)"
+    "sitename = \"nzd0188\"\n",
+    "def read(f):\n",
+    "    vos = pd.read_csv(f)\n",
+    "    vos.drop(columns=\"Unnamed: 0\", inplace=True)\n",
+    "    vos.set_index(\"dates\", inplace=True)\n",
+    "    vos.index = pd.to_datetime(vos.index)\n",
+    "    return vos\n",
+    "vos = read(f\"shoreline_data_run6/New_Zealand/{sitename}/time_series_raw.csv\")\n",
+    "vos"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>✔️ 17.9 s (2024-10-18T12:47:49/2024-10-18T12:48:07)</pre>"
+       "<pre>✔️ 105 ms (2024-10-16T10:55:18/2024-10-16T10:55:18)</pre>"
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+      "text/plain": [
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+     "metadata": {},
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+       "    .dataframe tbody tr th {\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>area</th>\n",
+       "      <th>id_sorted</th>\n",
+       "      <th>northing</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>id</th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>nzd0001</th>\n",
+       "      <td>3.069093e+06</td>\n",
+       "      <td>nzd0001</td>\n",
+       "      <td>-4.085604e+06</td>\n",
+       "      <td>POLYGON ((172.96406 -34.43054, 172.99324 -34.4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0002</th>\n",
+       "      <td>1.507931e+06</td>\n",
+       "      <td>nzd0002</td>\n",
+       "      <td>-4.086100e+06</td>\n",
+       "      <td>POLYGON ((172.93456 -34.42857, 172.95856 -34.4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0003</th>\n",
+       "      <td>2.484730e+06</td>\n",
+       "      <td>nzd0003</td>\n",
+       "      <td>-4.087232e+06</td>\n",
+       "      <td>POLYGON ((173.0098 -34.42055, 173.00088 -34.44...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0006</th>\n",
+       "      <td>9.619509e+05</td>\n",
+       "      <td>nzd0004</td>\n",
+       "      <td>-4.090732e+06</td>\n",
+       "      <td>POLYGON ((173.00532 -34.46694, 173.00612 -34.4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0007</th>\n",
+       "      <td>3.109433e+06</td>\n",
+       "      <td>nzd0005</td>\n",
+       "      <td>-4.095516e+06</td>\n",
+       "      <td>POLYGON ((172.99847 -34.48102, 173.00081 -34.5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0317</th>\n",
+       "      <td>9.986110e+05</td>\n",
+       "      <td>nzd0556</td>\n",
+       "      <td>-4.971830e+06</td>\n",
+       "      <td>POLYGON ((172.32302 -40.7187, 172.3121 -40.728...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0316</th>\n",
+       "      <td>4.300058e+06</td>\n",
+       "      <td>nzd0557</td>\n",
+       "      <td>-4.966165e+06</td>\n",
+       "      <td>POLYGON ((172.37076 -40.70229, 172.39571 -40.6...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0313</th>\n",
+       "      <td>2.291974e+07</td>\n",
+       "      <td>nzd0558</td>\n",
+       "      <td>-4.939929e+06</td>\n",
+       "      <td>POLYGON ((172.89281 -40.50518, 172.73306 -40.5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0314</th>\n",
+       "      <td>3.124363e+07</td>\n",
+       "      <td>nzd0559</td>\n",
+       "      <td>-4.943102e+06</td>\n",
+       "      <td>POLYGON ((173.04122 -40.54521, 172.89309 -40.5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nzd0561</th>\n",
+       "      <td>8.710035e+05</td>\n",
+       "      <td>nzd0560</td>\n",
+       "      <td>-5.905869e+06</td>\n",
+       "      <td>POLYGON ((168.53017 -46.77383, 168.52 -46.7786...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>560 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 area id_sorted      northing  \\\n",
+       "id                                              \n",
+       "nzd0001  3.069093e+06   nzd0001 -4.085604e+06   \n",
+       "nzd0002  1.507931e+06   nzd0002 -4.086100e+06   \n",
+       "nzd0003  2.484730e+06   nzd0003 -4.087232e+06   \n",
+       "nzd0006  9.619509e+05   nzd0004 -4.090732e+06   \n",
+       "nzd0007  3.109433e+06   nzd0005 -4.095516e+06   \n",
+       "...               ...       ...           ...   \n",
+       "nzd0317  9.986110e+05   nzd0556 -4.971830e+06   \n",
+       "nzd0316  4.300058e+06   nzd0557 -4.966165e+06   \n",
+       "nzd0313  2.291974e+07   nzd0558 -4.939929e+06   \n",
+       "nzd0314  3.124363e+07   nzd0559 -4.943102e+06   \n",
+       "nzd0561  8.710035e+05   nzd0560 -5.905869e+06   \n",
+       "\n",
+       "                                                  geometry  \n",
+       "id                                                          \n",
+       "nzd0001  POLYGON ((172.96406 -34.43054, 172.99324 -34.4...  \n",
+       "nzd0002  POLYGON ((172.93456 -34.42857, 172.95856 -34.4...  \n",
+       "nzd0003  POLYGON ((173.0098 -34.42055, 173.00088 -34.44...  \n",
+       "nzd0006  POLYGON ((173.00532 -34.46694, 173.00612 -34.4...  \n",
+       "nzd0007  POLYGON ((172.99847 -34.48102, 173.00081 -34.5...  \n",
+       "...                                                    ...  \n",
+       "nzd0317  POLYGON ((172.32302 -40.7187, 172.3121 -40.728...  \n",
+       "nzd0316  POLYGON ((172.37076 -40.70229, 172.39571 -40.6...  \n",
+       "nzd0313  POLYGON ((172.89281 -40.50518, 172.73306 -40.5...  \n",
+       "nzd0314  POLYGON ((173.04122 -40.54521, 172.89309 -40.5...  \n",
+       "nzd0561  POLYGON ((168.53017 -46.77383, 168.52 -46.7786...  \n",
+       "\n",
+       "[560 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "poly = gpd.read_file(\"polygons.geojson\")\n",
+    "poly = poly[poly.id.str.startswith(\"nzd\")]\n",
+    "poly.set_index(\"id\", inplace=True)\n",
+    "poly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre>✔️ 19.5 s (2024-10-16T10:55:18/2024-10-16T10:55:37)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -129,40 +637,40 @@
      "text": [
       "Number of images available between 1900-01-01 and 2030-12-30:\n",
       "- In Landsat Tier 1 & Sentinel-2 Level-1C:\n",
-      "     L5: 212 images\n",
-      "     L7: 1255 images\n",
-      "     L8: 657 images\n",
-      "     L9: 157 images\n",
-      "L5:There are 212 images available, 140 images already exist, 72 to download\n",
-      "L7:There are 1255 images available, 0 images already exist, 1255 to download\n",
-      "L8:There are 657 images available, 0 images already exist, 657 to download\n",
-      "L9:There are 157 images available, 0 images already exist, 157 to download\n",
-      "  Total images available to download from Tier 1: 2141 images\n",
+      "     L5: 124 images\n",
+      "     L7: 848 images\n",
+      "     L8: 429 images\n",
+      "     L9: 117 images\n",
+      "L5:There are 124 images available, 86 images already exist, 38 to download\n",
+      "L7:There are 848 images available, 551 images already exist, 297 to download\n",
+      "L8:There are 429 images available, 311 images already exist, 118 to download\n",
+      "L9:There are 117 images available, 81 images already exist, 36 to download\n",
+      "  Total images available to download from Tier 1: 489 images\n",
       "  Total images available to download from Tier 2: 0 images\n"
      ]
     }
    ],
    "source": [
     "inputs = {\n",
-    "    \"polygon\": list(bbox.exterior.coords),# list(poly.geometry[sitename].exterior.coords),\n",
+    "    \"polygon\": list(poly.geometry[sitename].exterior.coords),\n",
     "    \"dates\": ['1900-01-01', '2030-12-30'], # All available imagery\n",
     "    \"sat_list\": ['L5','L7','L8','L9'],\n",
     "    \"sitename\": sitename,\n",
     "    \"filepath\": 'data',\n",
     "    \"landsat_collection\": 'C02',\n",
     "}\n",
-    "result = SDS_download.check_images_available(inputs)"
+    "#result = SDS_download.check_images_available(inputs)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<pre>⌛ 1 h 51 min 40 s (2024-10-18T12:48:12)</pre>"
+       "<pre>⌛ 2 min 40 s (2024-10-16T10:55:38)</pre>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -177,27 +685,27 @@
      "text": [
       "Number of images available between 1900-01-01 and 2030-12-30:\n",
       "- In Landsat Tier 1 & Sentinel-2 Level-1C:\n",
-      "     L5: 212 images\n",
-      "     L7: 1255 images\n",
-      "     L8: 657 images\n",
-      "     L9: 157 images\n",
-      "L5:There are 212 images available, 140 images already exist, 72 to download\n",
-      "L7:There are 1255 images available, 0 images already exist, 1255 to download\n",
-      "L8:There are 657 images available, 0 images already exist, 657 to download\n",
-      "L9:There are 157 images available, 0 images already exist, 157 to download\n",
-      "  Total images available to download from Tier 1: 2141 images\n",
+      "     L5: 124 images\n",
+      "     L7: 848 images\n",
+      "     L8: 429 images\n",
+      "     L9: 117 images\n",
+      "L5:There are 124 images available, 86 images already exist, 38 to download\n",
+      "L7:There are 848 images available, 551 images already exist, 297 to download\n",
+      "L8:There are 429 images available, 311 images already exist, 118 to download\n",
+      "L9:There are 117 images available, 81 images already exist, 36 to download\n",
+      "  Total images available to download from Tier 1: 489 images\n",
       "  Total images available to download from Tier 2: 0 images\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ce421d28eba94f47be8a20f8154795ab",
+       "model_id": "241397504acf4f3aa5733956b18e68bd",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "bucklands_beach: Downloading Imagery for 4 satellites:   0%|          | 0/4 [00:00<?, ?it/s]"
+       "nzd0188: Downloading Imagery for 4 satellites:   0%|          | 0/4 [00:00<?, ?it/s]"
       ]
      },
      "metadata": {},
@@ -206,104 +714,12 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d33a29b56a8643b4980dae41d9809331",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "bucklands_beach: Downloading Imagery for L5:   0%|          | 0/72 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "skipping image '2003-09-23-21-43-39_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-11-26-21-44-30_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-05-04-21-46-16_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-06-05-21-47-12_L5_bucklands_beach_ms.tif' due to cloud and no data cover 98.51% exceeds threshold of 95.00%\n",
-      "skipping image '2004-08-08-21-48-50_L5_bucklands_beach_ms.tif' due to cloud and no data cover 98.85% exceeds threshold of 95.00%\n",
-      "skipping image '2004-10-11-21-50-27_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-11-12-21-51-03_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-01-31-21-52-21_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-05-23-21-53-24_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-06-24-21-53-38_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-07-26-21-53-54_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.45% exceeds threshold of 95.00%\n",
-      "skipping image '2005-08-27-21-54-08_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-09-12-21-54-10_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-09-28-21-54-08_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-09-15-21-59-51_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-11-02-22-00-20_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-11-18-22-00-29_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-12-04-22-00-37_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2007-01-05-22-00-52_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2009-12-12-21-56-37_L5_bucklands_beach_ms.tif' due to cloud and no data cover 96.46% exceeds threshold of 95.00%\n",
-      "skipping image '2010-02-14-21-56-56_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2011-02-01-21-55-59_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.23% exceeds threshold of 95.00%\n",
-      "skipping image '2011-03-21-21-55-52_L5_bucklands_beach_ms.tif' due to cloud and no data cover 97.83% exceeds threshold of 95.00%\n",
-      "skipping image '2011-04-06-21-55-50_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.96% exceeds threshold of 95.00%\n",
-      "skipping image '2003-07-28-21-48-28_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.51% exceeds threshold of 95.00%\n",
-      "skipping image '2003-09-30-21-49-30_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-10-16-21-49-44_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-12-03-21-50-19_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-12-19-21-50-27_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-02-05-21-50-41_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-04-09-21-51-20_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-07-14-21-54-07_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-08-15-21-54-49_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-12-21-21-57-36_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-03-11-21-58-44_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.74% exceeds threshold of 95.00%\n",
-      "skipping image '2005-03-27-21-58-51_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-05-30-21-59-15_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-10-05-21-59-53_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-02-26-22-02-35_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-03-14-22-02-55_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-04-15-22-03-30_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-05-01-22-03-45_L5_bucklands_beach_ms.tif' due to cloud and no data cover 98.42% exceeds threshold of 95.00%\n",
-      "skipping image '2006-07-04-22-04-41_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.91% exceeds threshold of 95.00%\n",
-      "skipping image '2006-09-22-22-05-43_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.87% exceeds threshold of 95.00%\n",
-      "skipping image '2006-10-08-22-05-53_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-10-24-22-06-02_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2007-01-12-22-06-41_L5_bucklands_beach_ms.tif' due to cloud and no data cover 98.26% exceeds threshold of 95.00%\n",
-      "skipping image '2007-02-13-22-06-47_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2007-09-09-22-04-57_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2008-02-16-22-02-22_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2009-12-03-22-02-19_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2010-02-05-22-02-41_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2010-12-06-22-01-36_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-07-28-21-48-52_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.57% exceeds threshold of 95.00%\n",
-      "skipping image '2003-09-30-21-49-54_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.71% exceeds threshold of 95.00%\n",
-      "skipping image '2003-10-16-21-50-08_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-12-03-21-50-43_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-12-19-21-50-51_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-02-05-21-51-05_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-04-09-21-51-44_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2004-07-14-21-54-31_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-03-11-21-59-07_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.75% exceeds threshold of 95.00%\n",
-      "skipping image '2005-05-14-21-59-30_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2005-10-05-22-00-17_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-03-14-22-03-19_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-04-15-22-03-54_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-05-01-22-04-09_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-11-25-22-06-43_L5_bucklands_beach_ms.tif' due to cloud and no data cover 97.05% exceeds threshold of 95.00%\n",
-      "skipping image '2006-12-11-22-06-52_L5_bucklands_beach_ms.tif' due to cloud and no data cover 99.84% exceeds threshold of 95.00%\n",
-      "skipping image '2007-02-13-22-07-11_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2008-03-03-22-02-28_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2010-12-06-22-02-00_L5_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ab8f5a7bcff34936800074a74e8979b2",
+       "model_id": "4a9abafa12804ca5a8b7cd2bc650c069",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "bucklands_beach: Downloading Imagery for L7:   0%|          | 0/1255 [00:00<?, ?it/s]"
+       "nzd0188: Downloading Imagery for L5:   0%|          | 0/38 [00:00<?, ?it/s]"
       ]
      },
      "metadata": {},
@@ -313,448 +729,31 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "skipping image '1999-10-06-21-59-04_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '1999-10-22-21-58-52_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.44% exceeds threshold of 95.00%\n",
-      "skipping image '1999-11-07-21-58-56_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.22% exceeds threshold of 95.00%\n",
-      "skipping image '1999-11-23-21-58-47_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '1999-12-25-21-58-52_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-01-26-21-58-50_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-02-27-21-58-40_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-04-15-21-58-19_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-05-01-21-58-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-06-18-21-57-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-07-04-21-57-38_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-08-05-21-57-08_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-08-21-21-57-02_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-10-24-21-56-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-11-25-21-56-23_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.19% exceeds threshold of 95.00%\n",
-      "skipping image '2000-12-27-21-56-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-01-28-21-56-32_L7_bucklands_beach_ms.tif' due to cloud and no data cover 99.68% exceeds threshold of 95.00%\n",
-      "skipping image '2001-02-13-21-56-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-03-17-21-56-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-04-18-21-56-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-06-05-21-55-40_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-08-24-21-54-48_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-12-30-21-54-37_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.93% exceeds threshold of 95.00%\n",
-      "skipping image '2002-03-04-21-54-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-04-05-21-54-49_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-07-10-21-54-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-11-15-21-54-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-12-01-21-54-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-02-03-21-54-38_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-02-19-21-54-42_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-04-08-21-54-47_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-10-17-21-54-15_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.30% exceeds threshold of 95.00%\n",
-      "skipping image '2003-11-02-21-54-26_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.74% exceeds threshold of 95.00%\n",
-      "skipping image '2004-01-05-21-54-57_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.77% exceeds threshold of 95.00%\n",
-      "skipping image '2004-02-22-21-55-07_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.39% exceeds threshold of 95.00%\n",
-      "skipping image '2004-04-26-21-55-10_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2004-05-12-21-55-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.37% exceeds threshold of 95.00%\n",
-      "skipping image '2004-06-29-21-55-03_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.04% exceeds threshold of 95.00%\n",
-      "skipping image '2004-11-04-21-54-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.97% exceeds threshold of 95.00%\n",
-      "skipping image '2004-12-06-21-55-11_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.48% exceeds threshold of 95.00%\n",
-      "skipping image '2005-01-07-21-55-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.64% exceeds threshold of 95.00%\n",
-      "skipping image '2005-01-23-21-55-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.44% exceeds threshold of 95.00%\n",
-      "skipping image '2005-05-15-21-55-39_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.32% exceeds threshold of 95.00%\n",
-      "skipping image '2005-05-31-21-55-35_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.41% exceeds threshold of 95.00%\n",
-      "skipping image '2005-07-18-21-55-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.59% exceeds threshold of 95.00%\n",
-      "skipping image '2005-09-04-21-55-11_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.68% exceeds threshold of 95.00%\n",
-      "skipping image '2005-12-09-21-55-38_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.62% exceeds threshold of 95.00%\n",
-      "skipping image '2005-12-25-21-55-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.40% exceeds threshold of 95.00%\n",
-      "skipping image '2006-05-18-21-56-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.17% exceeds threshold of 95.00%\n",
-      "skipping image '2006-07-05-21-55-54_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.26% exceeds threshold of 95.00%\n",
-      "skipping image '2006-10-25-21-55-41_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.39% exceeds threshold of 95.00%\n",
-      "skipping image '2006-11-10-21-55-54_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.41% exceeds threshold of 95.00%\n",
-      "skipping image '2006-11-26-21-56-05_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.30% exceeds threshold of 95.00%\n",
-      "skipping image '2006-12-12-21-56-11_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.99% exceeds threshold of 95.00%\n",
-      "skipping image '2006-12-28-21-56-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.30% exceeds threshold of 95.00%\n",
-      "skipping image '2007-01-13-21-56-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.46% exceeds threshold of 95.00%\n",
-      "skipping image '2007-05-05-21-56-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.34% exceeds threshold of 95.00%\n",
-      "skipping image '2007-09-10-21-55-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.39% exceeds threshold of 95.00%\n",
-      "skipping image '2007-11-29-21-56-15_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.70% exceeds threshold of 95.00%\n",
-      "skipping image '2008-01-16-21-56-23_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.39% exceeds threshold of 95.00%\n",
-      "skipping image '2008-02-17-21-56-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.86% exceeds threshold of 95.00%\n",
-      "skipping image '2008-04-05-21-56-10_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.66% exceeds threshold of 95.00%\n",
-      "skipping image '2008-07-26-21-55-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.28% exceeds threshold of 95.00%\n",
-      "skipping image '2008-10-30-21-54-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.23% exceeds threshold of 95.00%\n",
-      "skipping image '2008-11-15-21-55-11_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.57% exceeds threshold of 95.00%\n",
-      "skipping image '2008-12-01-21-55-23_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.49% exceeds threshold of 95.00%\n",
-      "skipping image '2009-05-10-21-56-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.61% exceeds threshold of 95.00%\n",
-      "skipping image '2009-05-26-21-56-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.05% exceeds threshold of 95.00%\n",
-      "skipping image '2009-07-29-21-56-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.62% exceeds threshold of 95.00%\n",
-      "skipping image '2009-10-01-21-56-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.28% exceeds threshold of 95.00%\n",
-      "skipping image '2009-10-17-21-56-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.99% exceeds threshold of 95.00%\n",
-      "skipping image '2009-11-02-21-56-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.55% exceeds threshold of 95.00%\n",
-      "skipping image '2009-12-04-21-56-52_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.24% exceeds threshold of 95.00%\n",
-      "skipping image '2009-12-20-21-57-07_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.95% exceeds threshold of 95.00%\n",
-      "skipping image '2010-01-21-21-57-38_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.45% exceeds threshold of 95.00%\n",
-      "skipping image '2010-03-26-21-58-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.26% exceeds threshold of 95.00%\n",
-      "skipping image '2010-04-11-21-58-15_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.64% exceeds threshold of 95.00%\n",
-      "skipping image '2010-04-27-21-58-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.38% exceeds threshold of 95.00%\n",
-      "skipping image '2010-08-01-21-58-15_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.37% exceeds threshold of 95.00%\n",
-      "skipping image '2010-08-17-21-58-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.07% exceeds threshold of 95.00%\n",
-      "skipping image '2010-09-02-21-58-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.34% exceeds threshold of 95.00%\n",
-      "skipping image '2010-09-18-21-58-19_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.61% exceeds threshold of 95.00%\n",
-      "skipping image '2010-12-07-21-59-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.53% exceeds threshold of 95.00%\n",
-      "skipping image '2011-01-08-21-59-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.34% exceeds threshold of 95.00%\n",
-      "skipping image '2011-02-09-21-59-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.55% exceeds threshold of 95.00%\n",
-      "skipping image '2011-04-30-21-59-39_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.79% exceeds threshold of 95.00%\n",
-      "skipping image '2011-08-04-21-59-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.54% exceeds threshold of 95.00%\n",
-      "skipping image '2011-09-21-21-59-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.12% exceeds threshold of 95.00%\n",
-      "skipping image '2011-11-08-21-59-31_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.17% exceeds threshold of 95.00%\n",
-      "skipping image '2011-11-24-21-59-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.37% exceeds threshold of 95.00%\n",
-      "skipping image '2012-01-11-22-00-03_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.22% exceeds threshold of 95.00%\n",
-      "skipping image '2012-01-27-22-00-03_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.50% exceeds threshold of 95.00%\n",
-      "skipping image '2012-02-12-22-00-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.86% exceeds threshold of 95.00%\n",
-      "skipping image '2012-09-23-22-01-33_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.34% exceeds threshold of 95.00%\n",
-      "skipping image '2012-10-09-22-01-40_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.13% exceeds threshold of 95.00%\n",
-      "skipping image '2012-10-25-22-01-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.58% exceeds threshold of 95.00%\n",
-      "skipping image '2013-01-29-22-02-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.14% exceeds threshold of 95.00%\n",
-      "skipping image '2013-02-14-22-02-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.31% exceeds threshold of 95.00%\n",
-      "skipping image '2013-03-02-22-02-10_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.18% exceeds threshold of 95.00%\n",
-      "skipping image '2013-03-18-22-02-08_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.37% exceeds threshold of 95.00%\n",
-      "skipping image '2013-04-19-22-01-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.26% exceeds threshold of 95.00%\n",
-      "skipping image '2013-06-06-22-01-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.28% exceeds threshold of 95.00%\n",
-      "skipping image '2013-08-25-22-01-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.68% exceeds threshold of 95.00%\n",
-      "skipping image '2013-10-28-22-02-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.54% exceeds threshold of 95.00%\n",
-      "skipping image '2013-11-13-22-02-12_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.88% exceeds threshold of 95.00%\n",
-      "skipping image '2013-12-31-22-02-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.68% exceeds threshold of 95.00%\n",
-      "skipping image '2014-01-16-22-02-38_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.39% exceeds threshold of 95.00%\n",
-      "skipping image '2014-03-21-22-02-56_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.93% exceeds threshold of 95.00%\n",
-      "skipping image '2014-05-08-22-03-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.48% exceeds threshold of 95.00%\n",
-      "skipping image '2014-05-24-22-03-23_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.50% exceeds threshold of 95.00%\n",
-      "skipping image '2014-10-31-22-04-11_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.48% exceeds threshold of 95.00%\n",
-      "skipping image '2015-01-03-22-04-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.65% exceeds threshold of 95.00%\n",
-      "skipping image '2015-02-20-22-04-48_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.99% exceeds threshold of 95.00%\n",
-      "skipping image '2015-03-08-22-04-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.04% exceeds threshold of 95.00%\n",
-      "skipping image '2015-04-09-22-05-12_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.73% exceeds threshold of 95.00%\n",
-      "skipping image '2015-07-14-22-05-46_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.44% exceeds threshold of 95.00%\n",
-      "skipping image '2015-07-30-22-05-48_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.21% exceeds threshold of 95.00%\n",
-      "skipping image '2015-10-02-22-05-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.44% exceeds threshold of 95.00%\n",
-      "skipping image '2016-02-07-22-07-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.44% exceeds threshold of 95.00%\n",
-      "skipping image '2016-03-10-22-08-05_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.01% exceeds threshold of 95.00%\n",
-      "skipping image '2016-04-27-22-08-23_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.79% exceeds threshold of 95.00%\n",
-      "skipping image '2016-09-02-22-08-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.60% exceeds threshold of 95.00%\n",
-      "skipping image '2016-10-04-22-08-47_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.17% exceeds threshold of 95.00%\n",
-      "skipping image '2017-01-08-22-08-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.35% exceeds threshold of 95.00%\n",
-      "skipping image '2017-03-13-22-08-12_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.79% exceeds threshold of 95.00%\n",
-      "skipping image '2017-06-01-22-08-35_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.28% exceeds threshold of 95.00%\n",
-      "skipping image '2017-06-17-22-08-39_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.90% exceeds threshold of 95.00%\n",
-      "skipping image '2017-07-19-22-08-41_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.88% exceeds threshold of 95.00%\n",
-      "skipping image '2017-09-21-22-08-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.06% exceeds threshold of 95.00%\n",
-      "skipping image '2018-03-16-22-07-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.74% exceeds threshold of 95.00%\n",
-      "skipping image '2018-04-01-22-06-59_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.77% exceeds threshold of 95.00%\n",
-      "skipping image '2018-04-17-22-06-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.57% exceeds threshold of 95.00%\n",
-      "skipping image '2018-06-20-22-05-38_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.79% exceeds threshold of 95.00%\n",
-      "skipping image '2018-07-06-22-05-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.97% exceeds threshold of 95.00%\n",
-      "skipping image '2018-07-22-22-05-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.59% exceeds threshold of 95.00%\n",
-      "skipping image '2018-09-08-22-04-05_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.05% exceeds threshold of 95.00%\n",
-      "skipping image '2018-10-10-22-03-20_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.24% exceeds threshold of 95.00%\n",
-      "skipping image '2018-11-27-22-02-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.06% exceeds threshold of 95.00%\n",
-      "skipping image '2019-01-14-22-00-49_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.41% exceeds threshold of 95.00%\n",
-      "skipping image '2019-07-25-21-54-04_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.00% exceeds threshold of 95.00%\n",
-      "skipping image '2019-09-11-21-52-03_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.41% exceeds threshold of 95.00%\n",
-      "skipping image '2019-09-27-21-51-21_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.74% exceeds threshold of 95.00%\n",
-      "skipping image '2019-10-29-21-50-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.35% exceeds threshold of 95.00%\n",
-      "skipping image '2020-01-01-21-46-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.20% exceeds threshold of 95.00%\n",
-      "skipping image '2020-01-17-21-46-05_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.97% exceeds threshold of 95.00%\n",
-      "skipping image '2020-02-18-21-44-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.89% exceeds threshold of 95.00%\n",
-      "skipping image '2020-04-22-21-40-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.88% exceeds threshold of 95.00%\n",
-      "skipping image '2020-06-25-21-37-04_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.88% exceeds threshold of 95.00%\n",
-      "skipping image '2020-07-11-21-36-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.55% exceeds threshold of 95.00%\n",
-      "skipping image '2020-07-27-21-35-07_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.34% exceeds threshold of 95.00%\n",
-      "skipping image '2020-09-29-21-30-59_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.48% exceeds threshold of 95.00%\n",
-      "skipping image '2021-01-19-21-23-11_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.19% exceeds threshold of 95.00%\n",
-      "skipping image '2021-02-04-21-22-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.14% exceeds threshold of 95.00%\n",
-      "skipping image '2021-03-08-21-19-35_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.63% exceeds threshold of 95.00%\n",
-      "skipping image '2021-06-12-21-11-37_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.48% exceeds threshold of 95.00%\n",
-      "skipping image '2021-07-30-21-07-33_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.41% exceeds threshold of 95.00%\n",
-      "skipping image '2021-08-15-21-06-07_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.37% exceeds threshold of 95.00%\n",
-      "skipping image '2021-08-31-21-04-45_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.50% exceeds threshold of 95.00%\n",
-      "skipping image '2021-09-16-21-03-20_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.21% exceeds threshold of 95.00%\n",
-      "skipping image '2021-10-02-21-01-54_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.30% exceeds threshold of 95.00%\n",
-      "skipping image '2021-10-18-21-00-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.44% exceeds threshold of 95.00%\n",
-      "skipping image '2021-11-03-20-59-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.30% exceeds threshold of 95.00%\n",
-      "skipping image '2021-11-19-20-57-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.48% exceeds threshold of 95.00%\n",
-      "skipping image '2021-12-05-20-55-57_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.32% exceeds threshold of 95.00%\n",
-      "skipping image '2022-06-04-20-37-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.41% exceeds threshold of 95.00%\n",
-      "skipping image '2022-10-18-20-25-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.32% exceeds threshold of 95.00%\n",
-      "skipping image '2022-11-21-20-21-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.36% exceeds threshold of 95.00%\n",
-      "skipping image '2023-02-19-20-10-46_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.32% exceeds threshold of 95.00%\n",
-      "skipping image '2023-05-13-20-02-03_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.65% exceeds threshold of 95.00%\n",
-      "skipping image '2023-10-07-19-46-10_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.21% exceeds threshold of 95.00%\n",
-      "skipping image '1999-07-25-22-04-39_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '1999-09-11-22-04-40_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '1999-11-30-22-04-35_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-01-17-22-04-35_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-03-05-22-04-24_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.76% exceeds threshold of 95.00%\n",
-      "skipping image '2000-05-08-22-03-57_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.96% exceeds threshold of 95.00%\n",
-      "skipping image '2000-10-31-22-02-10_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-11-16-22-02-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.91% exceeds threshold of 95.00%\n",
-      "skipping image '2000-12-18-22-02-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-03-08-22-02-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-07-14-22-01-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-08-31-22-00-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-09-16-22-00-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.93% exceeds threshold of 95.00%\n",
-      "skipping image '2001-10-18-22-00-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 99.15% exceeds threshold of 95.00%\n",
-      "skipping image '2002-02-23-22-00-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-03-11-22-00-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 99.93% exceeds threshold of 95.00%\n",
-      "skipping image '2002-03-27-22-00-37_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.51% exceeds threshold of 95.00%\n",
-      "skipping image '2002-04-12-22-00-37_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-05-14-22-00-31_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-05-30-22-00-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 99.95% exceeds threshold of 95.00%\n",
-      "skipping image '2002-07-01-22-00-15_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-08-02-22-00-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.34% exceeds threshold of 95.00%\n",
-      "skipping image '2002-09-03-21-59-48_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-09-19-21-59-35_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-10-05-21-59-31_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.96% exceeds threshold of 95.00%\n",
-      "skipping image '2002-10-21-21-59-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.36% exceeds threshold of 95.00%\n",
-      "skipping image '2002-11-22-21-59-57_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.37% exceeds threshold of 95.00%\n",
-      "skipping image '2002-12-24-22-00-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-01-09-22-00-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.80% exceeds threshold of 95.00%\n",
-      "skipping image '2003-02-10-22-00-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-03-30-22-00-31_L7_bucklands_beach_ms.tif' due to cloud and no data cover 99.23% exceeds threshold of 95.00%\n",
-      "skipping image '2003-10-24-22-00-10_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.81% exceeds threshold of 95.00%\n",
-      "skipping image '2003-11-25-22-00-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.96% exceeds threshold of 95.00%\n",
-      "skipping image '2003-12-11-22-00-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.15% exceeds threshold of 95.00%\n",
-      "skipping image '2004-04-17-22-00-57_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.47% exceeds threshold of 95.00%\n",
-      "skipping image '2004-06-04-22-00-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.49% exceeds threshold of 95.00%\n",
-      "skipping image '2004-07-22-22-00-44_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.85% exceeds threshold of 95.00%\n",
-      "skipping image '2004-08-07-22-00-37_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.19% exceeds threshold of 95.00%\n",
-      "skipping image '2004-10-26-22-00-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.81% exceeds threshold of 95.00%\n",
-      "skipping image '2004-11-27-22-00-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.46% exceeds threshold of 95.00%\n",
-      "skipping image '2004-12-13-22-01-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.87% exceeds threshold of 95.00%\n",
-      "skipping image '2005-03-03-22-01-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.71% exceeds threshold of 95.00%\n",
-      "skipping image '2005-04-20-22-01-20_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.14% exceeds threshold of 95.00%\n",
-      "skipping image '2005-06-07-22-01-19_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.57% exceeds threshold of 95.00%\n",
-      "skipping image '2005-07-09-22-01-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.96% exceeds threshold of 95.00%\n",
-      "skipping image '2005-07-25-22-01-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.10% exceeds threshold of 95.00%\n",
-      "skipping image '2005-08-26-22-01-03_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.54% exceeds threshold of 95.00%\n",
-      "skipping image '2005-09-27-22-00-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.20% exceeds threshold of 95.00%\n",
-      "skipping image '2005-10-13-22-00-54_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.47% exceeds threshold of 95.00%\n",
-      "skipping image '2005-10-29-22-01-08_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.77% exceeds threshold of 95.00%\n",
-      "skipping image '2005-11-14-22-01-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.32% exceeds threshold of 95.00%\n",
-      "skipping image '2005-12-16-22-01-26_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.05% exceeds threshold of 95.00%\n",
-      "skipping image '2006-01-17-22-01-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.07% exceeds threshold of 95.00%\n",
-      "skipping image '2006-02-18-22-01-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.64% exceeds threshold of 95.00%\n",
-      "skipping image '2006-03-22-22-01-54_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.17% exceeds threshold of 95.00%\n",
-      "skipping image '2006-04-07-22-01-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.62% exceeds threshold of 95.00%\n",
-      "skipping image '2006-05-09-22-01-52_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.07% exceeds threshold of 95.00%\n",
-      "skipping image '2006-08-13-22-01-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.57% exceeds threshold of 95.00%\n",
-      "skipping image '2006-08-29-22-01-26_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.80% exceeds threshold of 95.00%\n",
-      "skipping image '2006-12-03-22-01-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2006-12-19-22-02-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.20% exceeds threshold of 95.00%\n",
-      "skipping image '2007-06-13-22-02-04_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.24% exceeds threshold of 95.00%\n",
-      "skipping image '2007-07-15-22-02-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.93% exceeds threshold of 95.00%\n",
-      "skipping image '2007-07-31-22-01-56_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.06% exceeds threshold of 95.00%\n",
-      "skipping image '2007-08-16-22-01-50_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.79% exceeds threshold of 95.00%\n",
-      "skipping image '2007-09-17-22-01-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.75% exceeds threshold of 95.00%\n",
-      "skipping image '2007-10-19-22-01-39_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.06% exceeds threshold of 95.00%\n",
-      "skipping image '2007-11-20-22-01-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.69% exceeds threshold of 95.00%\n",
-      "skipping image '2007-12-22-22-02-08_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.07% exceeds threshold of 95.00%\n",
-      "skipping image '2008-04-28-22-01-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.32% exceeds threshold of 95.00%\n",
-      "skipping image '2008-07-01-22-01-22_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.19% exceeds threshold of 95.00%\n",
-      "skipping image '2008-08-02-22-01-03_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.65% exceeds threshold of 95.00%\n",
-      "skipping image '2008-11-06-22-00-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.69% exceeds threshold of 95.00%\n",
-      "skipping image '2009-03-30-22-02-04_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.85% exceeds threshold of 95.00%\n",
-      "skipping image '2009-04-15-22-02-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.97% exceeds threshold of 95.00%\n",
-      "skipping image '2009-08-21-22-01-59_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.16% exceeds threshold of 95.00%\n",
-      "skipping image '2009-09-22-22-01-57_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.90% exceeds threshold of 95.00%\n",
-      "skipping image '2009-10-24-22-02-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.38% exceeds threshold of 95.00%\n",
-      "skipping image '2009-12-27-22-03-02_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.19% exceeds threshold of 95.00%\n",
-      "skipping image '2010-01-12-22-03-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.76% exceeds threshold of 95.00%\n",
-      "skipping image '2010-02-13-22-03-42_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.90% exceeds threshold of 95.00%\n",
-      "skipping image '2010-04-02-22-04-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.50% exceeds threshold of 95.00%\n",
-      "skipping image '2010-04-18-22-04-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2010-07-07-22-04-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.15% exceeds threshold of 95.00%\n",
-      "skipping image '2010-07-23-22-04-02_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.81% exceeds threshold of 95.00%\n",
-      "skipping image '2010-09-09-22-04-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.94% exceeds threshold of 95.00%\n",
-      "skipping image '2010-10-27-22-04-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.19% exceeds threshold of 95.00%\n",
-      "skipping image '2011-01-15-22-05-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.38% exceeds threshold of 95.00%\n",
-      "skipping image '2011-01-31-22-05-12_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.38% exceeds threshold of 95.00%\n",
-      "skipping image '2011-04-21-22-05-24_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.78% exceeds threshold of 95.00%\n",
-      "skipping image '2011-06-24-22-05-21_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2011-08-11-22-05-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.56% exceeds threshold of 95.00%\n",
-      "skipping image '2011-09-12-22-05-05_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.71% exceeds threshold of 95.00%\n",
-      "skipping image '2011-11-15-22-05-23_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.38% exceeds threshold of 95.00%\n",
-      "skipping image '2011-12-01-22-05-32_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.93% exceeds threshold of 95.00%\n",
-      "skipping image '2012-01-02-22-05-49_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.85% exceeds threshold of 95.00%\n",
-      "skipping image '2012-01-18-22-05-49_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.54% exceeds threshold of 95.00%\n",
-      "skipping image '2012-04-07-22-05-52_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.08% exceeds threshold of 95.00%\n",
-      "skipping image '2012-05-09-22-06-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2012-07-12-22-06-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.21% exceeds threshold of 95.00%\n",
-      "skipping image '2012-09-30-22-07-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.06% exceeds threshold of 95.00%\n",
-      "skipping image '2012-10-16-22-07-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.41% exceeds threshold of 95.00%\n",
-      "skipping image '2012-11-17-22-07-47_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.22% exceeds threshold of 95.00%\n",
-      "skipping image '2012-12-19-22-07-56_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.18% exceeds threshold of 95.00%\n",
-      "skipping image '2013-04-26-22-07-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.13% exceeds threshold of 95.00%\n",
-      "skipping image '2013-06-13-22-07-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.73% exceeds threshold of 95.00%\n",
-      "skipping image '2013-08-16-22-07-07_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.59% exceeds threshold of 95.00%\n",
-      "skipping image '2013-10-03-22-07-40_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.04% exceeds threshold of 95.00%\n",
-      "skipping image '2013-11-20-22-08-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.68% exceeds threshold of 95.00%\n",
-      "skipping image '2014-01-07-22-08-15_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.83% exceeds threshold of 95.00%\n",
-      "skipping image '2014-02-24-22-08-31_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.13% exceeds threshold of 95.00%\n",
-      "skipping image '2014-04-13-22-08-52_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.85% exceeds threshold of 95.00%\n",
-      "skipping image '2014-09-04-22-09-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.20% exceeds threshold of 95.00%\n",
-      "skipping image '2014-09-20-22-09-32_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.47% exceeds threshold of 95.00%\n",
-      "skipping image '2014-10-22-22-09-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.71% exceeds threshold of 95.00%\n",
-      "skipping image '2014-11-23-22-10-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.69% exceeds threshold of 95.00%\n",
-      "skipping image '2014-12-25-22-10-20_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.60% exceeds threshold of 95.00%\n",
-      "skipping image '2015-02-11-22-10-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.80% exceeds threshold of 95.00%\n",
-      "skipping image '2015-03-15-22-10-46_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.77% exceeds threshold of 95.00%\n",
-      "skipping image '2015-04-16-22-11-02_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.66% exceeds threshold of 95.00%\n",
-      "skipping image '2015-05-02-22-11-08_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.82% exceeds threshold of 95.00%\n",
-      "skipping image '2015-05-18-22-11-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.17% exceeds threshold of 95.00%\n",
-      "skipping image '2015-06-03-22-11-21_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.02% exceeds threshold of 95.00%\n",
-      "skipping image '2015-08-06-22-11-37_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.07% exceeds threshold of 95.00%\n",
-      "skipping image '2015-09-23-22-11-46_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.22% exceeds threshold of 95.00%\n",
-      "skipping image '2015-10-25-22-12-11_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.32% exceeds threshold of 95.00%\n",
-      "skipping image '2015-11-10-22-12-26_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.51% exceeds threshold of 95.00%\n",
-      "skipping image '2016-01-29-22-13-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.43% exceeds threshold of 95.00%\n",
-      "skipping image '2016-02-14-22-13-41_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.69% exceeds threshold of 95.00%\n",
-      "skipping image '2016-03-01-22-13-46_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.78% exceeds threshold of 95.00%\n",
-      "skipping image '2016-04-02-22-13-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.48% exceeds threshold of 95.00%\n",
-      "skipping image '2016-04-18-22-14-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.82% exceeds threshold of 95.00%\n",
-      "skipping image '2016-05-04-22-14-11_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.64% exceeds threshold of 95.00%\n",
-      "skipping image '2016-05-20-22-14-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.38% exceeds threshold of 95.00%\n",
-      "skipping image '2016-06-05-22-14-20_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.43% exceeds threshold of 95.00%\n",
-      "skipping image '2016-07-07-22-14-22_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.30% exceeds threshold of 95.00%\n",
-      "skipping image '2016-10-11-22-14-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.06% exceeds threshold of 95.00%\n",
-      "skipping image '2016-10-27-22-14-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.18% exceeds threshold of 95.00%\n",
-      "skipping image '2016-11-12-22-14-22_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.83% exceeds threshold of 95.00%\n",
-      "skipping image '2016-12-30-22-14-08_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.45% exceeds threshold of 95.00%\n",
-      "skipping image '2017-01-31-22-13-49_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.17% exceeds threshold of 95.00%\n",
-      "skipping image '2017-02-16-22-13-47_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.17% exceeds threshold of 95.00%\n",
-      "skipping image '2017-03-04-22-13-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.76% exceeds threshold of 95.00%\n",
-      "skipping image '2017-04-05-22-14-04_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.58% exceeds threshold of 95.00%\n",
-      "skipping image '2017-04-21-22-14-12_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.24% exceeds threshold of 95.00%\n",
-      "skipping image '2017-05-07-22-14-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.04% exceeds threshold of 95.00%\n",
-      "skipping image '2017-05-23-22-14-19_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.62% exceeds threshold of 95.00%\n",
-      "skipping image '2017-06-24-22-14-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.80% exceeds threshold of 95.00%\n",
-      "skipping image '2017-07-26-22-14-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.76% exceeds threshold of 95.00%\n",
-      "skipping image '2017-08-11-22-14-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.82% exceeds threshold of 95.00%\n",
-      "skipping image '2017-08-27-22-14-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.73% exceeds threshold of 95.00%\n",
-      "skipping image '2017-09-12-22-14-24_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.76% exceeds threshold of 95.00%\n",
-      "skipping image '2017-10-30-22-14-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.69% exceeds threshold of 95.00%\n",
-      "skipping image '2017-12-17-22-14-09_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.10% exceeds threshold of 95.00%\n",
-      "skipping image '2018-02-03-22-13-27_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.78% exceeds threshold of 95.00%\n",
-      "skipping image '2018-03-07-22-13-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.20% exceeds threshold of 95.00%\n",
-      "skipping image '2018-04-08-22-12-39_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.60% exceeds threshold of 95.00%\n",
-      "skipping image '2018-06-11-22-11-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.73% exceeds threshold of 95.00%\n",
-      "skipping image '2018-12-04-22-07-49_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.38% exceeds threshold of 95.00%\n",
-      "skipping image '2018-12-20-22-07-22_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2019-04-11-22-03-48_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.80% exceeds threshold of 95.00%\n",
-      "skipping image '2019-05-13-22-02-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.60% exceeds threshold of 95.00%\n",
-      "skipping image '2019-07-16-22-00-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.22% exceeds threshold of 95.00%\n",
-      "skipping image '2019-08-01-21-59-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.38% exceeds threshold of 95.00%\n",
-      "skipping image '2019-08-17-21-58-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.71% exceeds threshold of 95.00%\n",
-      "skipping image '2019-09-02-21-58-14_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.67% exceeds threshold of 95.00%\n",
-      "skipping image '2019-10-04-21-56-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.93% exceeds threshold of 95.00%\n",
-      "skipping image '2019-11-05-21-55-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.73% exceeds threshold of 95.00%\n",
-      "skipping image '2019-12-23-21-53-08_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.45% exceeds threshold of 95.00%\n",
-      "skipping image '2020-01-08-21-52-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.69% exceeds threshold of 95.00%\n",
-      "skipping image '2020-04-29-21-46-15_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.85% exceeds threshold of 95.00%\n",
-      "skipping image '2020-05-15-21-45-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.36% exceeds threshold of 95.00%\n",
-      "skipping image '2020-05-31-21-44-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.71% exceeds threshold of 95.00%\n",
-      "skipping image '2020-06-16-21-43-22_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.81% exceeds threshold of 95.00%\n",
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-      "skipping image '2020-10-22-21-35-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.80% exceeds threshold of 95.00%\n",
-      "skipping image '2020-11-07-21-34-12_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.13% exceeds threshold of 95.00%\n",
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-      "skipping image '2021-03-31-21-23-31_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.71% exceeds threshold of 95.00%\n",
-      "skipping image '2021-09-23-21-08-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.98% exceeds threshold of 95.00%\n",
-      "skipping image '2022-09-02-20-36-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.71% exceeds threshold of 95.00%\n",
-      "skipping image '2023-01-21-20-22-24_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2023-02-24-20-14-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.44% exceeds threshold of 95.00%\n",
-      "skipping image '2023-10-12-19-48-46_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.96% exceeds threshold of 95.00%\n",
-      "skipping image '2023-12-10-19-41-26_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.91% exceeds threshold of 95.00%\n",
-      "skipping image '2023-12-15-19-43-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.08% exceeds threshold of 95.00%\n",
-      "skipping image '2000-10-31-22-02-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2000-12-18-22-02-37_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-02-20-22-02-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.39% exceeds threshold of 95.00%\n",
-      "skipping image '2001-05-27-22-02-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2001-10-18-22-00-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 99.11% exceeds threshold of 95.00%\n",
-      "skipping image '2002-02-07-22-01-06_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-02-23-22-01-07_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-03-11-22-01-07_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-03-27-22-01-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.30% exceeds threshold of 95.00%\n",
-      "skipping image '2002-05-14-22-00-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2002-07-01-22-00-39_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.74% exceeds threshold of 95.00%\n",
-      "skipping image '2002-08-02-22-00-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.78% exceeds threshold of 95.00%\n",
-      "skipping image '2002-10-05-21-59-55_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.35% exceeds threshold of 95.00%\n",
-      "skipping image '2002-11-22-22-00-21_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.39% exceeds threshold of 95.00%\n",
-      "skipping image '2003-02-10-22-00-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2003-02-26-22-00-52_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.21% exceeds threshold of 95.00%\n",
-      "skipping image '2003-09-22-22-00-24_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.65% exceeds threshold of 95.00%\n",
-      "skipping image '2003-10-24-22-00-34_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.13% exceeds threshold of 95.00%\n",
-      "skipping image '2003-12-11-22-00-57_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.11% exceeds threshold of 95.00%\n",
-      "skipping image '2004-06-04-22-01-19_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.61% exceeds threshold of 95.00%\n",
-      "skipping image '2004-07-22-22-01-08_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.82% exceeds threshold of 95.00%\n",
-      "skipping image '2004-08-07-22-01-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.56% exceeds threshold of 95.00%\n",
-      "skipping image '2004-10-26-22-01-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.64% exceeds threshold of 95.00%\n",
-      "skipping image '2005-07-09-22-01-38_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.04% exceeds threshold of 95.00%\n",
-      "skipping image '2005-10-13-22-01-18_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2005-10-29-22-01-32_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.63% exceeds threshold of 95.00%\n",
-      "skipping image '2005-11-14-22-01-41_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.20% exceeds threshold of 95.00%\n",
-      "skipping image '2006-01-17-22-02-07_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.02% exceeds threshold of 95.00%\n",
-      "skipping image '2006-02-18-22-02-17_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.58% exceeds threshold of 95.00%\n",
-      "skipping image '2006-04-07-22-02-15_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.15% exceeds threshold of 95.00%\n",
-      "skipping image '2006-05-09-22-02-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.98% exceeds threshold of 95.00%\n",
-      "skipping image '2006-07-12-22-02-01_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2006-08-13-22-01-53_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.58% exceeds threshold of 95.00%\n",
-      "skipping image '2006-08-29-22-01-50_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.91% exceeds threshold of 95.00%\n",
-      "skipping image '2007-06-13-22-02-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.41% exceeds threshold of 95.00%\n",
-      "skipping image '2007-09-17-22-02-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.67% exceeds threshold of 95.00%\n",
-      "skipping image '2007-11-20-22-02-22_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.76% exceeds threshold of 95.00%\n",
-      "skipping image '2007-12-22-22-02-32_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.76% exceeds threshold of 95.00%\n",
-      "skipping image '2009-04-15-22-02-33_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.76% exceeds threshold of 95.00%\n",
-      "skipping image '2009-10-24-22-02-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.56% exceeds threshold of 95.00%\n",
-      "skipping image '2010-04-02-22-04-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.91% exceeds threshold of 95.00%\n",
-      "skipping image '2010-04-18-22-04-25_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.39% exceeds threshold of 95.00%\n",
-      "skipping image '2010-07-23-22-04-26_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.89% exceeds threshold of 95.00%\n",
-      "skipping image '2010-08-24-22-04-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.54% exceeds threshold of 95.00%\n",
-      "skipping image '2010-09-09-22-04-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.19% exceeds threshold of 95.00%\n",
-      "skipping image '2011-01-15-22-05-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.76% exceeds threshold of 95.00%\n",
-      "skipping image '2011-01-31-22-05-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.39% exceeds threshold of 95.00%\n",
-      "skipping image '2011-04-21-22-05-48_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.87% exceeds threshold of 95.00%\n",
-      "skipping image '2011-08-11-22-05-37_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.65% exceeds threshold of 95.00%\n",
-      "skipping image '2011-09-12-22-05-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.45% exceeds threshold of 95.00%\n",
-      "skipping image '2011-12-01-22-05-56_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.00% exceeds threshold of 95.00%\n",
-      "skipping image '2012-01-18-22-06-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2012-04-07-22-06-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.93% exceeds threshold of 95.00%\n",
-      "skipping image '2012-05-09-22-06-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
-      "skipping image '2012-08-29-22-07-29_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.02% exceeds threshold of 95.00%\n",
-      "skipping image '2012-10-16-22-07-57_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.28% exceeds threshold of 95.00%\n",
-      "skipping image '2014-01-07-22-08-39_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.82% exceeds threshold of 95.00%\n",
-      "skipping image '2014-04-13-22-09-16_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.76% exceeds threshold of 95.00%\n",
-      "skipping image '2014-07-18-22-09-45_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.54% exceeds threshold of 95.00%\n",
-      "skipping image '2014-09-04-22-09-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.02% exceeds threshold of 95.00%\n",
-      "skipping image '2014-09-20-22-09-56_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.43% exceeds threshold of 95.00%\n",
-      "skipping image '2014-12-25-22-10-44_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.63% exceeds threshold of 95.00%\n",
-      "skipping image '2015-02-11-22-10-52_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.72% exceeds threshold of 95.00%\n",
-      "skipping image '2015-05-18-22-11-40_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.09% exceeds threshold of 95.00%\n",
-      "skipping image '2015-09-23-22-12-10_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.93% exceeds threshold of 95.00%\n",
-      "skipping image '2015-10-25-22-12-35_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.80% exceeds threshold of 95.00%\n",
-      "skipping image '2016-01-29-22-14-00_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2016-03-01-22-14-10_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.85% exceeds threshold of 95.00%\n",
-      "skipping image '2016-04-02-22-14-22_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.43% exceeds threshold of 95.00%\n",
-      "skipping image '2016-04-18-22-14-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.78% exceeds threshold of 95.00%\n",
-      "skipping image '2016-06-05-22-14-44_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.56% exceeds threshold of 95.00%\n",
-      "skipping image '2016-08-08-22-14-50_L7_bucklands_beach_ms.tif' due to cloud and no data cover 95.21% exceeds threshold of 95.00%\n",
-      "skipping image '2016-10-11-22-14-58_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.98% exceeds threshold of 95.00%\n",
-      "skipping image '2016-10-27-22-14-54_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.11% exceeds threshold of 95.00%\n",
-      "skipping image '2016-11-12-22-14-46_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.35% exceeds threshold of 95.00%\n",
-      "skipping image '2016-11-28-22-14-43_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.50% exceeds threshold of 95.00%\n",
-      "skipping image '2017-01-31-22-14-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.87% exceeds threshold of 95.00%\n",
-      "skipping image '2017-04-05-22-14-28_L7_bucklands_beach_ms.tif' due to cloud and no data cover 96.91% exceeds threshold of 95.00%\n",
-      "skipping image '2017-04-21-22-14-36_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.00% exceeds threshold of 95.00%\n",
-      "skipping image '2017-08-27-22-14-49_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.52% exceeds threshold of 95.00%\n",
-      "skipping image '2017-09-12-22-14-48_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.80% exceeds threshold of 95.00%\n",
-      "skipping image '2017-10-30-22-14-51_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.48% exceeds threshold of 95.00%\n",
-      "skipping image '2018-03-07-22-13-30_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.00% exceeds threshold of 95.00%\n",
-      "skipping image '2018-04-08-22-13-03_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.48% exceeds threshold of 95.00%\n",
-      "skipping image '2018-10-01-22-09-44_L7_bucklands_beach_ms.tif' due to cloud and no data cover 98.06% exceeds threshold of 95.00%\n",
-      "skipping image '2018-12-04-22-08-13_L7_bucklands_beach_ms.tif' due to cloud and no data cover 97.58% exceeds threshold of 95.00%\n"
+      "skipping image '2004-11-05-21-44-47_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-01-08-21-45-52_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-04-30-21-47-03_L5_nzd0188_ms.tif' due to cloud and no data cover 99.06% exceeds threshold of 95.00%\n",
+      "skipping image '2005-09-21-21-47-59_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-10-07-21-47-54_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-11-08-21-48-04_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-11-24-21-48-28_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2006-01-27-21-49-58_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2006-06-04-21-52-16_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2006-10-26-21-54-06_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2006-12-29-21-54-38_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2011-11-09-21-47-28_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2003-08-22-21-43-08_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2003-11-26-21-44-30_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2004-05-04-21-46-16_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2004-08-24-21-49-18_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2004-09-09-21-49-43_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2004-11-12-21-51-03_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-01-31-21-52-21_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-02-16-21-52-37_L5_nzd0188_ms.tif' due to cloud and no data cover 97.68% exceeds threshold of 95.00%\n",
+      "skipping image '2005-03-20-21-53-02_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-04-05-21-53-07_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-08-27-21-54-08_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-09-12-21-54-10_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n",
+      "skipping image '2005-09-28-21-54-08_L5_nzd0188_ms.tif' due to cloud and no data cover 100.00% exceeds threshold of 95.00%\n"
      ]
     }
    ],