diff --git a/notebooks/overview.ipynb b/notebooks/overview.ipynb
index 45c4fc5..23c6ea1 100644
--- a/notebooks/overview.ipynb
+++ b/notebooks/overview.ipynb
@@ -192,7 +192,7 @@
        "      <td>Prediction and Research Moored Array in the At...</td>\n",
        "      <td>International Partners</td>\n",
        "      <td>buoy</td>\n",
-       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -222,7 +222,7 @@
        "      <td>Prediction and Research Moored Array in the At...</td>\n",
        "      <td>International Partners</td>\n",
        "      <td>buoy</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -243,7 +243,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1339</th>\n",
+       "      <th>1340</th>\n",
        "      <td>yata2</td>\n",
        "      <td>59.548</td>\n",
        "      <td>-139.733</td>\n",
@@ -258,7 +258,7 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1340</th>\n",
+       "      <th>1341</th>\n",
        "      <td>ygnn6</td>\n",
        "      <td>43.262</td>\n",
        "      <td>-79.064</td>\n",
@@ -273,7 +273,7 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1341</th>\n",
+       "      <th>1342</th>\n",
        "      <td>yktv2</td>\n",
        "      <td>37.227</td>\n",
        "      <td>-76.479</td>\n",
@@ -288,7 +288,7 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1342</th>\n",
+       "      <th>1343</th>\n",
        "      <td>yrsv2</td>\n",
        "      <td>37.414</td>\n",
        "      <td>-76.712</td>\n",
@@ -303,7 +303,7 @@
        "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1343</th>\n",
+       "      <th>1344</th>\n",
        "      <td>zbqn7</td>\n",
        "      <td>33.955</td>\n",
        "      <td>-77.935</td>\n",
@@ -319,7 +319,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1344 rows × 12 columns</p>\n",
+       "<p>1345 rows × 12 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -330,11 +330,11 @@
        "3      13008  15.000  -38.000       0.0   \n",
        "4      13009   8.000  -38.000       0.0   \n",
        "...      ...     ...      ...       ...   \n",
-       "1339   yata2  59.548 -139.733      <NA>   \n",
-       "1340   ygnn6  43.262  -79.064      73.0   \n",
-       "1341   yktv2  37.227  -76.479       3.7   \n",
-       "1342   yrsv2  37.414  -76.712      11.0   \n",
-       "1343   zbqn7  33.955  -77.935      <NA>   \n",
+       "1340   yata2  59.548 -139.733      <NA>   \n",
+       "1341   ygnn6  43.262  -79.064      73.0   \n",
+       "1342   yktv2  37.227  -76.479       3.7   \n",
+       "1343   yrsv2  37.414  -76.712      11.0   \n",
+       "1344   zbqn7  33.955  -77.935      <NA>   \n",
        "\n",
        "                                             Name  \\\n",
        "0                     Sturgeon Bay CG Station, WI   \n",
@@ -343,11 +343,11 @@
        "3                                          Reggae   \n",
        "4                                         Lambada   \n",
        "...                                           ...   \n",
-       "1339           9453220 - Yakutat, Yakutat Bay, AK   \n",
-       "1340              Niagara Coast Guard Station, NY   \n",
-       "1341  8637689 - Yorktown USCG Training Center, VA   \n",
-       "1342   Taskinas Creek, Chesapeake Bay Reserve, VA   \n",
-       "1343                 Zeke's Basin, North Carolina   \n",
+       "1340           9453220 - Yakutat, Yakutat Bay, AK   \n",
+       "1341              Niagara Coast Guard Station, NY   \n",
+       "1342  8637689 - Yorktown USCG Training Center, VA   \n",
+       "1343   Taskinas Creek, Chesapeake Bay Reserve, VA   \n",
+       "1344                 Zeke's Basin, North Carolina   \n",
        "\n",
        "                                                  Owner  \\\n",
        "0                    U.S.C.G. Marine Reporting Stations   \n",
@@ -356,24 +356,24 @@
        "3     Prediction and Research Moored Array in the At...   \n",
        "4     Prediction and Research Moored Array in the At...   \n",
        "...                                                 ...   \n",
-       "1339                                                NOS   \n",
-       "1340                                 NWS Eastern Region   \n",
-       "1341                                                NOS   \n",
-       "1342         National Estuarine Research Reserve System   \n",
+       "1340                                                NOS   \n",
+       "1341                                 NWS Eastern Region   \n",
+       "1342                                                NOS   \n",
        "1343         National Estuarine Research Reserve System   \n",
+       "1344         National Estuarine Research Reserve System   \n",
        "\n",
        "                     Program   Type  Includes Meteorology  Includes Currents  \\\n",
        "0              IOOS Partners  fixed                 False              False   \n",
        "1     International Partners   buoy                  True              False   \n",
-       "2     International Partners   buoy                 False              False   \n",
+       "2     International Partners   buoy                  True              False   \n",
        "3     International Partners   buoy                  True              False   \n",
-       "4     International Partners   buoy                  True              False   \n",
+       "4     International Partners   buoy                 False              False   \n",
        "...                      ...    ...                   ...                ...   \n",
-       "1339              NOS/CO-OPS  fixed                  True              False   \n",
-       "1340           IOOS Partners  fixed                  True              False   \n",
-       "1341              NOS/CO-OPS  fixed                  True              False   \n",
-       "1342                   NERRS  fixed                  True              False   \n",
-       "1343                   NERRS  fixed                 False              False   \n",
+       "1340              NOS/CO-OPS  fixed                  True              False   \n",
+       "1341           IOOS Partners  fixed                  True              False   \n",
+       "1342              NOS/CO-OPS  fixed                  True              False   \n",
+       "1343                   NERRS  fixed                  True              False   \n",
+       "1344                   NERRS  fixed                 False              False   \n",
        "\n",
        "      Includes Water Quality  DART Program  \n",
        "0                      False         False  \n",
@@ -382,13 +382,13 @@
        "3                      False         False  \n",
        "4                      False         False  \n",
        "...                      ...           ...  \n",
-       "1339                   False         False  \n",
        "1340                   False         False  \n",
        "1341                   False         False  \n",
        "1342                   False         False  \n",
        "1343                   False         False  \n",
+       "1344                   False         False  \n",
        "\n",
-       "[1344 rows x 12 columns]"
+       "[1345 rows x 12 columns]"
       ]
      },
      "execution_count": 5,
@@ -487,9 +487,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['adcp', 'cwind', 'ocean', 'pwind', 'stdmet', 'swden', 'wlevel']"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "api.get_modes(use_opendap=True)"
    ]
@@ -539,7 +550,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -548,8 +559,9 @@
        "'tplm2'"
       ]
      },
+     "execution_count": 9,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -565,7 +577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -606,7 +618,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1279</th>\n",
+       "      <th>1280</th>\n",
        "      <td>tplm2</td>\n",
        "      <td>38.899</td>\n",
        "      <td>-76.436</td>\n",
@@ -631,14 +643,14 @@
        "      <td>Chesapeake Bay Interpretive Buoy System (CBIBS)</td>\n",
        "      <td>IOOS Partners</td>\n",
        "      <td>buoy</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>9.369909</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>622</th>\n",
+       "      <th>621</th>\n",
        "      <td>apam2</td>\n",
        "      <td>38.983</td>\n",
        "      <td>-76.479</td>\n",
@@ -654,7 +666,7 @@
        "      <td>12.225590</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>729</th>\n",
+       "      <th>730</th>\n",
        "      <td>cpvm2</td>\n",
        "      <td>38.995</td>\n",
        "      <td>-76.388</td>\n",
@@ -670,7 +682,7 @@
        "      <td>13.307985</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>678</th>\n",
+       "      <th>676</th>\n",
        "      <td>bslm2</td>\n",
        "      <td>38.781</td>\n",
        "      <td>-76.708</td>\n",
@@ -702,7 +714,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>693</th>\n",
+       "      <th>692</th>\n",
        "      <td>cblo1</td>\n",
        "      <td>41.981</td>\n",
        "      <td>-80.556</td>\n",
@@ -727,7 +739,7 @@
        "      <td>Environment and Climate Change Canada</td>\n",
        "      <td>International Partners</td>\n",
        "      <td>buoy</td>\n",
-       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>False</td>\n",
@@ -750,7 +762,7 @@
        "      <td>495.825675</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1178</th>\n",
+       "      <th>1179</th>\n",
        "      <td>rprn6</td>\n",
        "      <td>43.263</td>\n",
        "      <td>-77.598</td>\n",
@@ -766,7 +778,7 @@
        "      <td>497.635930</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1167</th>\n",
+       "      <th>1168</th>\n",
        "      <td>rcrn6</td>\n",
        "      <td>43.269</td>\n",
        "      <td>-77.626</td>\n",
@@ -783,79 +795,79 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>126 rows × 13 columns</p>\n",
+       "<p>125 rows × 13 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "     Station     Lat     Lon Elevation  \\\n",
-       "1279   tplm2  38.899 -76.436       0.0   \n",
+       "1280   tplm2  38.899 -76.436       0.0   \n",
        "213    44063  38.963 -76.448       0.0   \n",
-       "622    apam2  38.983 -76.479       1.4   \n",
-       "729    cpvm2  38.995 -76.388       3.4   \n",
-       "678    bslm2  38.781 -76.708       0.3   \n",
+       "621    apam2  38.983 -76.479       1.4   \n",
+       "730    cpvm2  38.995 -76.388       3.4   \n",
+       "676    bslm2  38.781 -76.708       0.3   \n",
        "...      ...     ...     ...       ...   \n",
-       "693    cblo1  41.981 -80.556     177.0   \n",
+       "692    cblo1  41.981 -80.556     177.0   \n",
        "270    45142  42.740 -79.290     174.0   \n",
        "239    44402  39.314 -70.717       0.0   \n",
-       "1178   rprn6  43.263 -77.598      75.0   \n",
-       "1167   rcrn6  43.269 -77.626      76.7   \n",
+       "1179   rprn6  43.263 -77.598      75.0   \n",
+       "1168   rcrn6  43.269 -77.626      76.7   \n",
        "\n",
        "                                                   Name  \\\n",
-       "1279                                   Thomas Point, MD   \n",
+       "1280                                   Thomas Point, MD   \n",
        "213                                       Annapolis, MD   \n",
-       "622                             8575512 - Annapolis, MD   \n",
-       "729      8575437 - Chesapeake Bay Bridge Visibility, MD   \n",
-       "678                 Jug Bay, Chesapeake Bay Reserve, MD   \n",
+       "621                             8575512 - Annapolis, MD   \n",
+       "730      8575437 - Chesapeake Bay Bridge Visibility, MD   \n",
+       "676                 Jug Bay, Chesapeake Bay Reserve, MD   \n",
        "...                                                 ...   \n",
-       "693                       Conneaut Breakwater Light, OH   \n",
+       "692                       Conneaut Breakwater Light, OH   \n",
        "270                                       Port Colborne   \n",
        "239   SOUTHEAST BLOCK CANYON - 130 NM SE of Fire Isl...   \n",
-       "1178                          Rochester Coast Guard, NY   \n",
-       "1167                            9052058 - Rochester, NY   \n",
+       "1179                          Rochester Coast Guard, NY   \n",
+       "1168                            9052058 - Rochester, NY   \n",
        "\n",
        "                                                Owner  \\\n",
-       "1279                                             NDBC   \n",
+       "1280                                             NDBC   \n",
        "213   Chesapeake Bay Interpretive Buoy System (CBIBS)   \n",
-       "622                                               NOS   \n",
-       "729                                    NOAA NOS PORTS   \n",
-       "678        National Estuarine Research Reserve System   \n",
+       "621                                               NOS   \n",
+       "730                                    NOAA NOS PORTS   \n",
+       "676        National Estuarine Research Reserve System   \n",
        "...                                               ...   \n",
-       "693                                NWS Eastern Region   \n",
+       "692                                NWS Eastern Region   \n",
        "270             Environment and Climate Change Canada   \n",
        "239                                              NDBC   \n",
-       "1178                               NWS Eastern Region   \n",
-       "1167                                              NOS   \n",
+       "1179                               NWS Eastern Region   \n",
+       "1168                                              NOS   \n",
        "\n",
        "                        Program   Type  Includes Meteorology  \\\n",
-       "1279  NDBC Meteorological/Ocean  fixed                  True   \n",
-       "213               IOOS Partners   buoy                  True   \n",
-       "622                  NOS/CO-OPS  fixed                  True   \n",
-       "729                  NOS/CO-OPS  fixed                  True   \n",
-       "678                       NERRS  fixed                  True   \n",
+       "1280  NDBC Meteorological/Ocean  fixed                  True   \n",
+       "213               IOOS Partners   buoy                 False   \n",
+       "621                  NOS/CO-OPS  fixed                  True   \n",
+       "730                  NOS/CO-OPS  fixed                  True   \n",
+       "676                       NERRS  fixed                  True   \n",
        "...                         ...    ...                   ...   \n",
-       "693               IOOS Partners  fixed                  True   \n",
-       "270      International Partners   buoy                  True   \n",
+       "692               IOOS Partners  fixed                  True   \n",
+       "270      International Partners   buoy                 False   \n",
        "239                     Tsunami   dart                 False   \n",
-       "1178              IOOS Partners  fixed                  True   \n",
-       "1167                 NOS/CO-OPS  fixed                  True   \n",
+       "1179              IOOS Partners  fixed                  True   \n",
+       "1168                 NOS/CO-OPS  fixed                  True   \n",
        "\n",
        "      Includes Currents  Includes Water Quality  DART Program    distance  \n",
-       "1279              False                   False         False    2.177979  \n",
-       "213                True                    True         False    9.369909  \n",
-       "622               False                   False         False   12.225590  \n",
-       "729               False                   False         False   13.307985  \n",
-       "678               False                   False         False   26.506690  \n",
+       "1280              False                   False         False    2.177979  \n",
+       "213               False                   False         False    9.369909  \n",
+       "621               False                   False         False   12.225590  \n",
+       "730               False                   False         False   13.307985  \n",
+       "676               False                   False         False   26.506690  \n",
        "...                 ...                     ...           ...         ...  \n",
-       "693               False                   False         False  491.192873  \n",
+       "692               False                   False         False  491.192873  \n",
        "270               False                   False         False  492.561301  \n",
        "239               False                   False          True  495.825675  \n",
-       "1178              False                   False         False  497.635930  \n",
-       "1167              False                   False         False  498.756609  \n",
+       "1179              False                   False         False  497.635930  \n",
+       "1168              False                   False         False  498.756609  \n",
        "\n",
-       "[126 rows x 13 columns]"
+       "[125 rows x 13 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1090,7 +1102,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1112,7 +1124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1248,7 +1260,7 @@
        "TIDE                       NaN                 NaN                 NaN"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1259,7 +1271,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1309,7 +1321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -1642,7 +1654,7 @@
        "    Timestamp('2020-01-02 00:00:00'): nan}}]}"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1666,7 +1678,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1692,7 +1704,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1821,7 +1833,7 @@
        "TIDE                       NaN                  NaN                  NaN"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1839,7 +1851,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -32878,7 +32890,7 @@
        "    ...}}]}"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -32906,628 +32918,305 @@
    "source": [
     "The NDBC API now supports retrieving data across stations and modes in the native `DODS NetCDF4` [format](https://dods.ndbc.noaa.gov/) provided by [THREDDS](https://dods.ndbc.noaa.gov/thredds/catalog/data/catalog.html). This data is retrieved from the DODS server through HTTPS, with the resulting data matching the quality-controlled records as closely as possible.\n",
     "\n",
-    "Data retrieval through THREDDS is controlled using the `use_opendap` argument (defaults to `False`).\n",
+    "Data retrieval through THREDDS is controlled using the `as_xarray_dataset` argument (defaults to `False`).\n",
     "\n",
     "As with the standard usage of the `get_data` method, the `start_time`, `end_time`, and `cols` arguments can be used to efficiently filter data during retrieval."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
-    "ds = api.get_data(station_ids=[\"tplm2\"], modes=[\"stdmet\"], start_time=\"2019-06-01\", end_time=\"2024-06-01\", use_opendap=True)"
+    "ds = api.get_data(station_ids=[\"tplm2\"], modes=[\"stdmet\"], start_time=\"2019-06-01\", end_time=\"2024-06-01\", as_xarray_dataset=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "data": {
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-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 3MB\n",
-       "Dimensions:                  (time: 39874, latitude: 1, longitude: 1)\n",
-       "Coordinates:\n",
-       "  * time                     (time) datetime64[ns] 319kB 2019-06-01 ... 2023-...\n",
-       "  * latitude                 (latitude) float32 4B 38.9\n",
-       "  * longitude                (longitude) float32 4B -76.44\n",
-       "Data variables: (12/14)\n",
-       "    wind_dir                 (time, latitude, longitude) float64 319kB 92.0 ....\n",
-       "    wind_spd                 (time, latitude, longitude) float32 159kB 1.8 .....\n",
-       "    gust                     (time, latitude, longitude) float32 159kB 1.9 .....\n",
-       "    wave_height              (time, latitude, longitude) float32 159kB nan .....\n",
-       "    dominant_wpd             (time, latitude, longitude) timedelta64[ns] 319kB ...\n",
-       "    average_wpd              (time, latitude, longitude) timedelta64[ns] 319kB ...\n",
-       "    ...                       ...\n",
-       "    air_temperature          (time, latitude, longitude) float32 159kB 25.5 ....\n",
-       "    sea_surface_temperature  (time, latitude, longitude) float32 159kB 23.7 ....\n",
-       "    dewpt_temperature        (time, latitude, longitude) float32 159kB 17.2 ....\n",
-       "    visibility               (time, latitude, longitude) float32 159kB nan .....\n",
-       "    water_level              (time, latitude, longitude) float32 159kB nan .....\n",
-       "    station_id               &lt;U5 20B &#x27;tplm2&#x27;\n",
-       "Attributes:\n",
-       "    institution:  NOAA National Data Buoy Center and Participators in Data As...\n",
-       "    url:          http://dods.ndbc.noaa.gov\n",
-       "    quality:      Automated QC checks with manual editing and comprehensive m...\n",
-       "    conventions:  COARDS\n",
-       "    station:      tplm2\n",
-       "    comment:      Thomas Point, MD\n",
-       "    location:     38.899 N 76.436 W </pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-16b23d2d-9a70-4c27-a34e-b738c09351c9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-16b23d2d-9a70-4c27-a34e-b738c09351c9' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 39874</li><li><span class='xr-has-index'>latitude</span>: 1</li><li><span class='xr-has-index'>longitude</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-95528c27-2a9e-4519-85cb-68ff29c8e8c5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-95528c27-2a9e-4519-85cb-68ff29c8e8c5' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-06-01 ... 2023-12-31T23:00:00</div><input id='attrs-05504a35-68b1-4111-9383-a99982775a7b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05504a35-68b1-4111-9383-a99982775a7b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2c9f448-24da-45a2-897c-c4cb8fa41361' class='xr-var-data-in' type='checkbox'><label for='data-a2c9f448-24da-45a2-897c-c4cb8fa41361' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Epoch Time</dd><dt><span>short_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-06-01T00:00:00.000000000&#x27;, &#x27;2019-06-01T01:00:00.000000000&#x27;,\n",
-       "       &#x27;2019-06-01T02:00:00.000000000&#x27;, ..., &#x27;2023-12-31T21:00:00.000000000&#x27;,\n",
-       "       &#x27;2023-12-31T22:00:00.000000000&#x27;, &#x27;2023-12-31T23:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>38.9</div><input id='attrs-c501b533-90c1-477d-be2a-9a9ab2fc3db9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c501b533-90c1-477d-be2a-9a9ab2fc3db9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74ea1909-b54d-490d-93a5-0ac37ea95e33' class='xr-var-data-in' type='checkbox'><label for='data-74ea1909-b54d-490d-93a5-0ac37ea95e33' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>short_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([38.899], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-76.44</div><input id='attrs-83259bd1-2d5c-4606-8ba9-e16be83a6b2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83259bd1-2d5c-4606-8ba9-e16be83a6b2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c714a7b-2205-4d52-b156-df3fce06addb' class='xr-var-data-in' type='checkbox'><label for='data-2c714a7b-2205-4d52-b156-df3fce06addb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>short_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-76.436], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-55055748-4fe1-4c7b-a206-ed0b10c82b83' class='xr-section-summary-in' type='checkbox'  checked><label for='section-55055748-4fe1-4c7b-a206-ed0b10c82b83' class='xr-section-summary' >Data variables: <span>(14)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>wind_dir</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>92.0 39.0 61.0 ... 141.0 146.0</div><input id='attrs-864e15b5-6cea-434e-8ed5-5a45ca66fa37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-864e15b5-6cea-434e-8ed5-5a45ca66fa37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ae338b8-e66f-4ca3-a35a-97924fbd6098' class='xr-var-data-in' type='checkbox'><label for='data-4ae338b8-e66f-4ca3-a35a-97924fbd6098' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wind Direction</dd><dt><span>short_name :</span></dt><dd>wdir</dd><dt><span>standard_name :</span></dt><dd>wind_from_direction</dd><dt><span>units :</span></dt><dd>degrees_true</dd></dl></div><div class='xr-var-data'><pre>array([[[ 92.]],\n",
-       "\n",
-       "       [[ 39.]],\n",
-       "\n",
-       "       [[ 61.]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[141.]],\n",
-       "\n",
-       "       [[141.]],\n",
-       "\n",
-       "       [[146.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_spd</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.8 2.5 2.3 2.8 ... 4.7 3.9 4.3 5.7</div><input id='attrs-a8942414-5510-429b-9a2b-c7770b5b12ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a8942414-5510-429b-9a2b-c7770b5b12ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24e267b6-a739-4e84-8ed4-f81d76225c4a' class='xr-var-data-in' type='checkbox'><label for='data-24e267b6-a739-4e84-8ed4-f81d76225c4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wind Speed</dd><dt><span>short_name :</span></dt><dd>wspd</dd><dt><span>standard_name :</span></dt><dd>wind_speed</dd><dt><span>units :</span></dt><dd>meters/second</dd></dl></div><div class='xr-var-data'><pre>array([[[1.8]],\n",
-       "\n",
-       "       [[2.5]],\n",
-       "\n",
-       "       [[2.3]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[3.9]],\n",
-       "\n",
-       "       [[4.3]],\n",
-       "\n",
-       "       [[5.7]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gust</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.9 2.6 2.4 2.9 ... 4.9 4.3 5.0 6.1</div><input id='attrs-c57cfee4-e601-4f86-a2bf-95bd5e57d03e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c57cfee4-e601-4f86-a2bf-95bd5e57d03e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7bb8cca-259f-4cd5-b22f-0b9793064f98' class='xr-var-data-in' type='checkbox'><label for='data-b7bb8cca-259f-4cd5-b22f-0b9793064f98' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wind Gust Speed</dd><dt><span>short_name :</span></dt><dd>gst</dd><dt><span>standard_name :</span></dt><dd>gust</dd><dt><span>units :</span></dt><dd>meters/second</dd></dl></div><div class='xr-var-data'><pre>array([[[1.9]],\n",
-       "\n",
-       "       [[2.6]],\n",
-       "\n",
-       "       [[2.4]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[4.3]],\n",
-       "\n",
-       "       [[5. ]],\n",
-       "\n",
-       "       [[6.1]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wave_height</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-a37bed15-a5a3-4e67-84b6-d0e0a367ddd6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a37bed15-a5a3-4e67-84b6-d0e0a367ddd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f8ed2c6-e7f9-42d3-8df3-35628d2cb9c8' class='xr-var-data-in' type='checkbox'><label for='data-7f8ed2c6-e7f9-42d3-8df3-35628d2cb9c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Significant Wave Height</dd><dt><span>short_name :</span></dt><dd>wvht</dd><dt><span>standard_name :</span></dt><dd>significant_height_of_wave</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><pre>array([[[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dominant_wpd</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>NaT NaT NaT NaT ... NaT NaT NaT NaT</div><input id='attrs-5d8b9bb8-580d-4afd-a992-c640bc5f9c0f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5d8b9bb8-580d-4afd-a992-c640bc5f9c0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c286053-08f8-4a02-876f-e714fdd6ef21' class='xr-var-data-in' type='checkbox'><label for='data-2c286053-08f8-4a02-876f-e714fdd6ef21' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Dominant Wave Period</dd><dt><span>short_name :</span></dt><dd>dpd</dd><dt><span>standard_name :</span></dt><dd>dominant_wave_period</dd></dl></div><div class='xr-var-data'><pre>array([[[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]]], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>average_wpd</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>NaT NaT NaT NaT ... NaT NaT NaT NaT</div><input id='attrs-07df480e-c6b3-42d3-afc6-72a5be517ac5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07df480e-c6b3-42d3-afc6-72a5be517ac5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a8e591c-de5f-4651-87e1-02b8c7e59eef' class='xr-var-data-in' type='checkbox'><label for='data-3a8e591c-de5f-4651-87e1-02b8c7e59eef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Average Wave Period</dd><dt><span>short_name :</span></dt><dd>apd</dd><dt><span>standard_name :</span></dt><dd>average_wave_period</dd></dl></div><div class='xr-var-data'><pre>array([[[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]],\n",
-       "\n",
-       "       [[&#x27;NaT&#x27;]]], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mean_wave_dir</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-01561bd9-b13b-4924-90b1-933f96e711ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-01561bd9-b13b-4924-90b1-933f96e711ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff51bedb-cf80-463f-8512-047ad5f65537' class='xr-var-data-in' type='checkbox'><label for='data-ff51bedb-cf80-463f-8512-047ad5f65537' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Mean Wave Direction</dd><dt><span>short_name :</span></dt><dd>mwd</dd><dt><span>standard_name :</span></dt><dd>mean_wave_direction</dd><dt><span>units :</span></dt><dd>degrees_true</dd></dl></div><div class='xr-var-data'><pre>array([[[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_pressure</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.01e+03 1.01e+03 ... 1.017e+03</div><input id='attrs-bf904b6b-2699-4244-bc29-75ac4f5f9a08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf904b6b-2699-4244-bc29-75ac4f5f9a08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83e6b2f3-4914-4af1-8f8a-a2925529b6b7' class='xr-var-data-in' type='checkbox'><label for='data-83e6b2f3-4914-4af1-8f8a-a2925529b6b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Level Pressure</dd><dt><span>short_name :</span></dt><dd>pres</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_sea_level</dd><dt><span>units :</span></dt><dd>hPa</dd></dl></div><div class='xr-var-data'><pre>array([[[1009.5]],\n",
-       "\n",
-       "       [[1009.7]],\n",
-       "\n",
-       "       [[1010.3]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[1016.7]],\n",
-       "\n",
-       "       [[1017.1]],\n",
-       "\n",
-       "       [[1017.3]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>air_temperature</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>25.5 25.0 25.3 25.0 ... 7.2 7.0 7.0</div><input id='attrs-b7f574d9-2568-49cc-a89d-239475906a87' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7f574d9-2568-49cc-a89d-239475906a87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d29c3a63-8ac8-43d1-9d6f-95c93cb33077' class='xr-var-data-in' type='checkbox'><label for='data-d29c3a63-8ac8-43d1-9d6f-95c93cb33077' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Air Temperature</dd><dt><span>short_name :</span></dt><dd>atmp</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>degree_Celsius</dd></dl></div><div class='xr-var-data'><pre>array([[[25.5]],\n",
-       "\n",
-       "       [[25. ]],\n",
-       "\n",
-       "       [[25.3]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[ 7.2]],\n",
-       "\n",
-       "       [[ 7. ]],\n",
-       "\n",
-       "       [[ 7. ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sea_surface_temperature</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>23.7 23.8 23.4 23.1 ... nan nan nan</div><input id='attrs-56a6e302-ef7e-43f5-b6b2-0b3c1cbb8818' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56a6e302-ef7e-43f5-b6b2-0b3c1cbb8818' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5b0a79b-ad85-42a3-b8ac-ae31f9ac63f6' class='xr-var-data-in' type='checkbox'><label for='data-f5b0a79b-ad85-42a3-b8ac-ae31f9ac63f6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>short_name :</span></dt><dd>wtmp</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>units :</span></dt><dd>degree_Celsius</dd></dl></div><div class='xr-var-data'><pre>array([[[23.7]],\n",
-       "\n",
-       "       [[23.8]],\n",
-       "\n",
-       "       [[23.4]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[ nan]],\n",
-       "\n",
-       "       [[ nan]],\n",
-       "\n",
-       "       [[ nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dewpt_temperature</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>17.2 18.2 16.5 16.9 ... nan nan nan</div><input id='attrs-23b4fc97-587f-4cb8-ad6b-e485e202bb91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23b4fc97-587f-4cb8-ad6b-e485e202bb91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-382b65bb-4c83-4866-8f81-a2993fa7a0f2' class='xr-var-data-in' type='checkbox'><label for='data-382b65bb-4c83-4866-8f81-a2993fa7a0f2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Dew Point Temperature</dd><dt><span>short_name :</span></dt><dd>dewp</dd><dt><span>standard_name :</span></dt><dd>dew_point_temperature</dd><dt><span>units :</span></dt><dd>degree_Celsius</dd></dl></div><div class='xr-var-data'><pre>array([[[17.2]],\n",
-       "\n",
-       "       [[18.2]],\n",
-       "\n",
-       "       [[16.5]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[ nan]],\n",
-       "\n",
-       "       [[ nan]],\n",
-       "\n",
-       "       [[ nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>visibility</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-c9798f5c-f926-423d-bf50-5fd92b1abfc7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9798f5c-f926-423d-bf50-5fd92b1abfc7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fda55c24-dd0e-4c2c-82a0-161b809dda3f' class='xr-var-data-in' type='checkbox'><label for='data-fda55c24-dd0e-4c2c-82a0-161b809dda3f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Visibility</dd><dt><span>short_name :</span></dt><dd>vis</dd><dt><span>standard_name :</span></dt><dd>visibility_in_air</dd><dt><span>units :</span></dt><dd>US_statute_miles</dd></dl></div><div class='xr-var-data'><pre>array([[[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>water_level</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-bc2112a0-b165-48fe-a2d9-7622162a504a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc2112a0-b165-48fe-a2d9-7622162a504a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8f9951d-02ab-4229-9b75-6b3492abcf5e' class='xr-var-data-in' type='checkbox'><label for='data-f8f9951d-02ab-4229-9b75-6b3492abcf5e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Tide Water Level</dd><dt><span>short_name :</span></dt><dd>tide</dd><dt><span>standard_name :</span></dt><dd>water_level</dd><dt><span>units :</span></dt><dd>feet</dd></dl></div><div class='xr-var-data'><pre>array([[[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       [[nan]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[nan]],\n",
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
        "\n",
-       "       [[nan]],\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
        "\n",
-       "       [[nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>station_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;tplm2&#x27;</div><input id='attrs-076a8ecd-f323-4081-9f54-9db94d8b40d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-076a8ecd-f323-4081-9f54-9db94d8b40d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7dcc6e60-0a6a-4fbf-9654-d331e1d4e9b8' class='xr-var-data-in' type='checkbox'><label for='data-7dcc6e60-0a6a-4fbf-9654-d331e1d4e9b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;tplm2&#x27;, dtype=&#x27;&lt;U5&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-20ae5d7f-1124-4138-a65b-90f01f8a1061' class='xr-section-summary-in' type='checkbox'  ><label for='section-20ae5d7f-1124-4138-a65b-90f01f8a1061' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a0be602a-df6b-42dc-9a46-efdcbcae3b61' class='xr-index-data-in' type='checkbox'/><label for='index-a0be602a-df6b-42dc-9a46-efdcbcae3b61' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2019-06-01 00:00:00&#x27;, &#x27;2019-06-01 01:00:00&#x27;,\n",
-       "               &#x27;2019-06-01 02:00:00&#x27;, &#x27;2019-06-01 03:00:00&#x27;,\n",
-       "               &#x27;2019-06-01 04:00:00&#x27;, &#x27;2019-06-01 05:00:00&#x27;,\n",
-       "               &#x27;2019-06-01 06:00:00&#x27;, &#x27;2019-06-01 07:00:00&#x27;,\n",
-       "               &#x27;2019-06-01 08:00:00&#x27;, &#x27;2019-06-01 09:00:00&#x27;,\n",
-       "               ...\n",
-       "               &#x27;2023-12-31 14:00:00&#x27;, &#x27;2023-12-31 15:00:00&#x27;,\n",
-       "               &#x27;2023-12-31 16:00:00&#x27;, &#x27;2023-12-31 17:00:00&#x27;,\n",
-       "               &#x27;2023-12-31 18:00:00&#x27;, &#x27;2023-12-31 19:00:00&#x27;,\n",
-       "               &#x27;2023-12-31 20:00:00&#x27;, &#x27;2023-12-31 21:00:00&#x27;,\n",
-       "               &#x27;2023-12-31 22:00:00&#x27;, &#x27;2023-12-31 23:00:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=39874, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dd80e0d3-7e04-4f11-9129-75bb13239473' class='xr-index-data-in' type='checkbox'/><label for='index-dd80e0d3-7e04-4f11-9129-75bb13239473' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([38.899], dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b6a28efb-e804-4b44-a920-9592c026cc09' class='xr-index-data-in' type='checkbox'/><label for='index-b6a28efb-e804-4b44-a920-9592c026cc09' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-76.436], dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-889e6008-4e69-4ee2-bd0c-209237328edf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-889e6008-4e69-4ee2-bd0c-209237328edf' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>institution :</span></dt><dd>NOAA National Data Buoy Center and Participators in Data Assembly Center</dd><dt><span>url :</span></dt><dd>http://dods.ndbc.noaa.gov</dd><dt><span>quality :</span></dt><dd>Automated QC checks with manual editing and comprehensive monthly QC</dd><dt><span>conventions :</span></dt><dd>COARDS</dd><dt><span>station :</span></dt><dd>tplm2</dd><dt><span>comment :</span></dt><dd>Thomas Point, MD</dd><dt><span>location :</span></dt><dd>38.899 N 76.436 W </dd></dl></div></li></ul></div></div>"
+       "    .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></th>\n",
+       "      <th>WDIR</th>\n",
+       "      <th>WSPD</th>\n",
+       "      <th>GST</th>\n",
+       "      <th>WVHT</th>\n",
+       "      <th>DPD</th>\n",
+       "      <th>APD</th>\n",
+       "      <th>MWD</th>\n",
+       "      <th>PRES</th>\n",
+       "      <th>ATMP</th>\n",
+       "      <th>WTMP</th>\n",
+       "      <th>DEWP</th>\n",
+       "      <th>VIS</th>\n",
+       "      <th>TIDE</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>timestamp</th>\n",
+       "      <th>station_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-06-01 00:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>92.0</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1009.5</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>23.7</td>\n",
+       "      <td>17.2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-06-01 01:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>39.0</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1009.7</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>23.8</td>\n",
+       "      <td>18.2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-06-01 02:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>61.0</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1010.3</td>\n",
+       "      <td>25.3</td>\n",
+       "      <td>23.4</td>\n",
+       "      <td>16.5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-06-01 03:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>114.0</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>2.9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1010.9</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>23.1</td>\n",
+       "      <td>16.9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-06-01 04:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>21.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1010.1</td>\n",
+       "      <td>24.1</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>19.2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-12-31 20:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>129.0</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>4.9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1016.6</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-12-31 21:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>141.0</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1016.7</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-12-31 22:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>141.0</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1017.1</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-12-31 23:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>146.0</td>\n",
+       "      <td>5.7</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1017.3</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-06-01 00:00:00</th>\n",
+       "      <th>tplm2</th>\n",
+       "      <td>170.0</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1023.4</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>39875 rows × 13 columns</p>\n",
+       "</div>"
       ],
       "text/plain": [
-       "<xarray.Dataset> Size: 3MB\n",
-       "Dimensions:                  (time: 39874, latitude: 1, longitude: 1)\n",
-       "Coordinates:\n",
-       "  * time                     (time) datetime64[ns] 319kB 2019-06-01 ... 2023-...\n",
-       "  * latitude                 (latitude) float32 4B 38.9\n",
-       "  * longitude                (longitude) float32 4B -76.44\n",
-       "Data variables: (12/14)\n",
-       "    wind_dir                 (time, latitude, longitude) float64 319kB 92.0 ....\n",
-       "    wind_spd                 (time, latitude, longitude) float32 159kB 1.8 .....\n",
-       "    gust                     (time, latitude, longitude) float32 159kB 1.9 .....\n",
-       "    wave_height              (time, latitude, longitude) float32 159kB nan .....\n",
-       "    dominant_wpd             (time, latitude, longitude) timedelta64[ns] 319kB ...\n",
-       "    average_wpd              (time, latitude, longitude) timedelta64[ns] 319kB ...\n",
-       "    ...                       ...\n",
-       "    air_temperature          (time, latitude, longitude) float32 159kB 25.5 ....\n",
-       "    sea_surface_temperature  (time, latitude, longitude) float32 159kB 23.7 ....\n",
-       "    dewpt_temperature        (time, latitude, longitude) float32 159kB 17.2 ....\n",
-       "    visibility               (time, latitude, longitude) float32 159kB nan .....\n",
-       "    water_level              (time, latitude, longitude) float32 159kB nan .....\n",
-       "    station_id               <U5 20B 'tplm2'\n",
-       "Attributes:\n",
-       "    institution:  NOAA National Data Buoy Center and Participators in Data As...\n",
-       "    url:          http://dods.ndbc.noaa.gov\n",
-       "    quality:      Automated QC checks with manual editing and comprehensive m...\n",
-       "    conventions:  COARDS\n",
-       "    station:      tplm2\n",
-       "    comment:      Thomas Point, MD\n",
-       "    location:     38.899 N 76.436 W "
+       "                                 WDIR  WSPD  GST  WVHT  DPD  APD  MWD    PRES  \\\n",
+       "timestamp           station_id                                                  \n",
+       "2019-06-01 00:00:00 tplm2        92.0   1.8  1.9   NaN  NaN  NaN  NaN  1009.5   \n",
+       "2019-06-01 01:00:00 tplm2        39.0   2.5  2.6   NaN  NaN  NaN  NaN  1009.7   \n",
+       "2019-06-01 02:00:00 tplm2        61.0   2.3  2.4   NaN  NaN  NaN  NaN  1010.3   \n",
+       "2019-06-01 03:00:00 tplm2       114.0   2.8  2.9   NaN  NaN  NaN  NaN  1010.9   \n",
+       "2019-06-01 04:00:00 tplm2        21.0   0.2  0.5   NaN  NaN  NaN  NaN  1010.1   \n",
+       "...                               ...   ...  ...   ...  ...  ...  ...     ...   \n",
+       "2023-12-31 20:00:00 tplm2       129.0   4.7  4.9   NaN  NaN  NaN  NaN  1016.6   \n",
+       "2023-12-31 21:00:00 tplm2       141.0   3.9  4.3   NaN  NaN  NaN  NaN  1016.7   \n",
+       "2023-12-31 22:00:00 tplm2       141.0   4.3  5.0   NaN  NaN  NaN  NaN  1017.1   \n",
+       "2023-12-31 23:00:00 tplm2       146.0   5.7  6.1   NaN  NaN  NaN  NaN  1017.3   \n",
+       "2024-06-01 00:00:00 tplm2       170.0   3.8  4.0   NaN  NaN  NaN  NaN  1023.4   \n",
+       "\n",
+       "                                ATMP  WTMP  DEWP  VIS  TIDE  \n",
+       "timestamp           station_id                               \n",
+       "2019-06-01 00:00:00 tplm2       25.5  23.7  17.2  NaN   NaN  \n",
+       "2019-06-01 01:00:00 tplm2       25.0  23.8  18.2  NaN   NaN  \n",
+       "2019-06-01 02:00:00 tplm2       25.3  23.4  16.5  NaN   NaN  \n",
+       "2019-06-01 03:00:00 tplm2       25.0  23.1  16.9  NaN   NaN  \n",
+       "2019-06-01 04:00:00 tplm2       24.1  23.0  19.2  NaN   NaN  \n",
+       "...                              ...   ...   ...  ...   ...  \n",
+       "2023-12-31 20:00:00 tplm2        6.8   NaN   NaN  NaN   NaN  \n",
+       "2023-12-31 21:00:00 tplm2        7.2   NaN   NaN  NaN   NaN  \n",
+       "2023-12-31 22:00:00 tplm2        7.0   NaN   NaN  NaN   NaN  \n",
+       "2023-12-31 23:00:00 tplm2        7.0   NaN   NaN  NaN   NaN  \n",
+       "2024-06-01 00:00:00 tplm2       21.2   NaN   NaN  NaN   NaN  \n",
+       "\n",
+       "[39875 rows x 13 columns]"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -33545,11 +33234,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'DataFrame' object has no attribute 'to_netcdf'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[24], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mapi\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msave_xarray_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43mds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtest.nc\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/GitHub/ndbc-api/ndbc_api/ndbc_api.py:665\u001b[0m, in \u001b[0;36mNdbcApi.save_xarray_dataset\u001b[0;34m(dataset, output_filepath, **kwargs)\u001b[0m\n\u001b[1;32m    652\u001b[0m \u001b[38;5;129m@staticmethod\u001b[39m\n\u001b[1;32m    653\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msave_xarray_dataset\u001b[39m(dataset: xarray\u001b[38;5;241m.\u001b[39mDataset, output_filepath: \u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    654\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    655\u001b[0m \u001b[38;5;124;03m    Saves an `xarray.Dataset` to netCDF a user-specified file path.\u001b[39;00m\n\u001b[1;32m    656\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    663\u001b[0m \u001b[38;5;124;03m        None: The dataset is written to disk\u001b[39;00m\n\u001b[1;32m    664\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 665\u001b[0m     \u001b[43mdataset\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_netcdf\u001b[49m(output_filepath, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/pandas/core/generic.py:6299\u001b[0m, in \u001b[0;36mNDFrame.__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   6292\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m   6293\u001b[0m     name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_internal_names_set\n\u001b[1;32m   6294\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_metadata\n\u001b[1;32m   6295\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_accessors\n\u001b[1;32m   6296\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_info_axis\u001b[38;5;241m.\u001b[39m_can_hold_identifiers_and_holds_name(name)\n\u001b[1;32m   6297\u001b[0m ):\n\u001b[1;32m   6298\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m[name]\n\u001b[0;32m-> 6299\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mobject\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__getattribute__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'to_netcdf'"
+     ]
+    }
+   ],
+   "source": [
+    "api.save_xarray_dataset(ds, \"test.nc\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "api.save_netcdf_dataset(ds, \"test.nc\")"
+    "The `save_xarray_dataset` method will save the dataset to disk in the specified file path. The file path should include the desired file name and extension (e.g. `my_dataset.nc`).\n",
+    "\n",
+    "The method also supports keyword arguments, which are passed to the underlying `xarray.Dataset`'s `to_netcdf` method. This allows for additional control over the saved dataset, such as compression level, encoding, and other options. For example, to use the `h5netcdf` backend when saving the dataset, one could specify `kwargs={'engine': 'h5netcdf'}`."
    ]
   },
   {
@@ -33578,7 +33290,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -33589,7 +33301,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -34042,7 +33754,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -34056,7 +33768,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.10.10"
   },
   "orig_nbformat": 4
  },