ncra_coastal_waters.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8c134bca",
   "metadata": {},
   "source": [
    "# NCRA coastal waters \n",
    "\n",
    "The Australian Climate Service (ACS)\n",
    "defines a set of geographic regions defined for the National Climate Risk Assessment for coastal waters of Australia.\n",
    "\n",
    "This notebook gives a basic demonstration of the shapefiles found at:  \n",
    "`/g/data/ia39/aus-ref-clim-data-nci/shapefiles/data/NCRA_regions_coastal_waters_GDA94/`\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbdf9552-f927-4cc4-a43b-1ecd7c6cba41",
   "metadata": {},
   "source": [
    "This dataset contains the shapefile of the National Climate Risk Assessment Geographic Regions, coastal waters. \n",
    "\n",
    "The base shapefile is from the Coastal Waters areas (AMB2020) dataset: [Coastal Waters areas (AMB2020) | Coastal Waters areas (AMB2020) | Australian Marine Spatial Information System (AMSIS) (arcgis.com)](https://amsis-geoscience-au.hub.arcgis.com/datasets/37a401e932544c88828a7d099880afb5_1/explore). \n",
    "\n",
    "The coastal waters region were extracted from the base dataset using the difference function (QGIS) and the NCRA regions (mainland) dataset: [NCRA regions | Australian Climate Service (acs.gov.au)](https://www.acs.gov.au/datasets/4f8b960fd3694fc28d6ff3d1278e9e75_0/about). \n",
    "\n",
    "The coastal waters of Queensland and Western Australia were split into north and south regions based on the coastal split in the NCRA regions (mainland) dataset.  The rationale for splitting WA and QLD into two regions is given in the published [National Climate Risk Assessment Methodology](https://www.dcceew.gov.au/climate-change/publications/national-climate-risk-assessment)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fcd8a730",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gp\n",
    "from IPython.display import Image\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5eed8f05",
   "metadata": {},
   "outputs": [],
   "source": [
    "ncra_coastal_waters_file = '/g/data/ia39/aus-ref-clim-data-nci/shapefiles/data/NCRA_regions_coastal_waters_GDA94/NCRA_regions_coastal_waters_GDA94.shp'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "514377f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fid</th>\n",
       "      <th>objectid</th>\n",
       "      <th>name</th>\n",
       "      <th>objnam</th>\n",
       "      <th>mrn</th>\n",
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       "      <th>nation</th>\n",
       "      <th>phcs</th>\n",
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       "      <th>ip_owner</th>\n",
       "      <th>licence</th>\n",
       "      <th>disclaimer</th>\n",
       "      <th>frli_ref</th>\n",
       "      <th>date_</th>\n",
       "      <th>NCRA</th>\n",
       "      <th>label</th>\n",
       "      <th>regionname</th>\n",
       "      <th>area</th>\n",
       "      <th>perimeter</th>\n",
       "      <th>geometry</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Coastal Waters (State Powers) Act 1980 - AMB20...</td>\n",
       "      <td>C2004A02276:Section3(1)(Area:New South Wales)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02276:Section3(1)(New Sou...</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (State Powers) Acts 1980</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
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       "      <td>https://www.legislation.gov.au/Series/C2004A02276</td>\n",
       "      <td>2019-08-30</td>\n",
       "      <td>NSW</td>\n",
       "      <td>NSW</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>0.901184</td>\n",
       "      <td>48.708193</td>\n",
       "      <td>MULTIPOLYGON (((150.59387 -35.18223, 150.59383...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Coastal Waters (Northern Territory Powers) Act...</td>\n",
       "      <td>C2004A02277:Section3(1)(Area:Northern Territory)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02277:Section3(1)(Norther...</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (Northern Territory Powers) Act...</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
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       "      <td>2019-08-30</td>\n",
       "      <td>NT</td>\n",
       "      <td>NT</td>\n",
       "      <td>Northern Territory</td>\n",
       "      <td>5.981539</td>\n",
       "      <td>116.845118</td>\n",
       "      <td>MULTIPOLYGON (((135.74962 -14.78267, 135.75129...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>8</td>\n",
       "      <td>Coastal Waters (State Powers) Act 1980 - AMB20...</td>\n",
       "      <td>C2004A02276:Section3(1)(Area:Queensland)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02276:Section3(1)(Queensl...</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (State Powers) Acts 1980</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
       "      <td>Creative Commons Attribution 4.0 International...</td>\n",
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       "      <td>https://www.legislation.gov.au/Series/C2004A02276</td>\n",
       "      <td>2019-08-30</td>\n",
       "      <td>QLDNorth</td>\n",
       "      <td>QLD North</td>\n",
       "      <td>Queensland North</td>\n",
       "      <td>9.471564</td>\n",
       "      <td>172.481007</td>\n",
       "      <td>MULTIPOLYGON (((143.65810 -11.83062, 143.65627...</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>9</td>\n",
       "      <td>Coastal Waters (State Powers) Act 1980 - AMB20...</td>\n",
       "      <td>C2004A02276:Section3(1)(Area:Queensland)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02276:Section3(1)(Queensl...</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (State Powers) Acts 1980</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
       "      <td>Creative Commons Attribution 4.0 International...</td>\n",
       "      <td>This data is a digital representation of lines...</td>\n",
       "      <td>https://www.legislation.gov.au/Series/C2004A02276</td>\n",
       "      <td>2019-08-30</td>\n",
       "      <td>QLDSouth</td>\n",
       "      <td>QLD South</td>\n",
       "      <td>Queensland South</td>\n",
       "      <td>0.912874</td>\n",
       "      <td>28.104373</td>\n",
       "      <td>POLYGON ((152.06163 -24.51975, 152.10666 -24.4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5</td>\n",
       "      <td>Coastal Waters (State Powers) Act 1980 - AMB20...</td>\n",
       "      <td>C2004A02276:Section3(1)(Area:South Australia)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02276:Section3(1)(South A...</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (State Powers) Acts 1980</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
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       "      <td>This data is a digital representation of lines...</td>\n",
       "      <td>https://www.legislation.gov.au/Series/C2004A02276</td>\n",
       "      <td>2019-08-30</td>\n",
       "      <td>SA</td>\n",
       "      <td>SA</td>\n",
       "      <td>South Australia</td>\n",
       "      <td>5.908875</td>\n",
       "      <td>74.065398</td>\n",
       "      <td>MULTIPOLYGON (((137.23249 -36.44828, 137.23019...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Coastal Waters (State Powers) Act 1980 - AMB20...</td>\n",
       "      <td>C2004A02276:Section3(1)(Tasmania)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02276:Section3(1)(Tasmania)</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (State Powers) Acts 1980</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
       "      <td>Creative Commons Attribution 4.0 International...</td>\n",
       "      <td>This data is a digital representation of lines...</td>\n",
       "      <td>https://www.legislation.gov.au/Series/C2004A02276</td>\n",
       "      <td>2019-08-30</td>\n",
       "      <td>TAS</td>\n",
       "      <td>TAS</td>\n",
       "      <td>Tasmania</td>\n",
       "      <td>2.606619</td>\n",
       "      <td>106.353471</td>\n",
       "      <td>MULTIPOLYGON (((146.96427 -43.91050, 146.96178...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Coastal Waters (State Powers) Act 1980 - AMB20...</td>\n",
       "      <td>C2004A02276:Section3(1)(Area:Victoria)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02276:Section3(1)(Victoria)</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (State Powers) Acts 1980</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
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       "      <td>2019-08-30</td>\n",
       "      <td>VIC</td>\n",
       "      <td>VIC</td>\n",
       "      <td>Victoria</td>\n",
       "      <td>1.034738</td>\n",
       "      <td>38.650827</td>\n",
       "      <td>MULTIPOLYGON (((147.06627 -39.15042, 147.06819...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Coastal Waters (State Powers) Act 1980 - AMB20...</td>\n",
       "      <td>C2004A02276:Section3(1)(Area:Western Australia)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02276:Section3(1)(Western...</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (State Powers) Acts 1980</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
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       "      <td>https://www.legislation.gov.au/Series/C2004A02276</td>\n",
       "      <td>2019-08-30</td>\n",
       "      <td>WANorth</td>\n",
       "      <td>WA North</td>\n",
       "      <td>Western Australia North</td>\n",
       "      <td>7.766966</td>\n",
       "      <td>199.491056</td>\n",
       "      <td>MULTIPOLYGON (((113.89991 -27.22911, 113.89925...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.0</td>\n",
       "      <td>5</td>\n",
       "      <td>Coastal Waters (State Powers) Act 1980 - AMB20...</td>\n",
       "      <td>C2004A02276:Section3(1)(Area:Western Australia)</td>\n",
       "      <td>urn:mrn:mlb:AU:C2004A02276:Section3(1)(Western...</td>\n",
       "      <td>Coastal Waters</td>\n",
       "      <td>AU</td>\n",
       "      <td>GDA94</td>\n",
       "      <td>Coastal Waters (State Powers) Acts 1980</td>\n",
       "      <td>Commonwealth of Australia (Geoscience Australia)</td>\n",
       "      <td>Creative Commons Attribution 4.0 International...</td>\n",
       "      <td>This data is a digital representation of lines...</td>\n",
       "      <td>https://www.legislation.gov.au/Series/C2004A02276</td>\n",
       "      <td>2019-08-30</td>\n",
       "      <td>WASouth</td>\n",
       "      <td>WA South</td>\n",
       "      <td>Western Australia South</td>\n",
       "      <td>2.592664</td>\n",
       "      <td>78.056813</td>\n",
       "      <td>MULTIPOLYGON (((116.21373 -35.06653, 116.21149...</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "   fid  objectid                                               name  \\\n",
       "0  1.0         3  Coastal Waters (State Powers) Act 1980 - AMB20...   \n",
       "1  2.0         4  Coastal Waters (Northern Territory Powers) Act...   \n",
       "2  3.0         8  Coastal Waters (State Powers) Act 1980 - AMB20...   \n",
       "3  4.0         9  Coastal Waters (State Powers) Act 1980 - AMB20...   \n",
       "4  5.0         5  Coastal Waters (State Powers) Act 1980 - AMB20...   \n",
       "5  6.0         6  Coastal Waters (State Powers) Act 1980 - AMB20...   \n",
       "6  7.0         4  Coastal Waters (State Powers) Act 1980 - AMB20...   \n",
       "7  8.0         1  Coastal Waters (State Powers) Act 1980 - AMB20...   \n",
       "8  9.0         5  Coastal Waters (State Powers) Act 1980 - AMB20...   \n",
       "\n",
       "                                             objnam  \\\n",
       "0     C2004A02276:Section3(1)(Area:New South Wales)   \n",
       "1  C2004A02277:Section3(1)(Area:Northern Territory)   \n",
       "2          C2004A02276:Section3(1)(Area:Queensland)   \n",
       "3          C2004A02276:Section3(1)(Area:Queensland)   \n",
       "4     C2004A02276:Section3(1)(Area:South Australia)   \n",
       "5                 C2004A02276:Section3(1)(Tasmania)   \n",
       "6            C2004A02276:Section3(1)(Area:Victoria)   \n",
       "7   C2004A02276:Section3(1)(Area:Western Australia)   \n",
       "8   C2004A02276:Section3(1)(Area:Western Australia)   \n",
       "\n",
       "                                                 mrn          catlim nation  \\\n",
       "0  urn:mrn:mlb:AU:C2004A02276:Section3(1)(New Sou...  Coastal Waters     AU   \n",
       "1  urn:mrn:mlb:AU:C2004A02277:Section3(1)(Norther...  Coastal Waters     AU   \n",
       "2  urn:mrn:mlb:AU:C2004A02276:Section3(1)(Queensl...  Coastal Waters     AU   \n",
       "3  urn:mrn:mlb:AU:C2004A02276:Section3(1)(Queensl...  Coastal Waters     AU   \n",
       "4  urn:mrn:mlb:AU:C2004A02276:Section3(1)(South A...  Coastal Waters     AU   \n",
       "5   urn:mrn:mlb:AU:C2004A02276:Section3(1)(Tasmania)  Coastal Waters     AU   \n",
       "6   urn:mrn:mlb:AU:C2004A02276:Section3(1)(Victoria)  Coastal Waters     AU   \n",
       "7  urn:mrn:mlb:AU:C2004A02276:Section3(1)(Western...  Coastal Waters     AU   \n",
       "8  urn:mrn:mlb:AU:C2004A02276:Section3(1)(Western...  Coastal Waters     AU   \n",
       "\n",
       "    phcs                                             legsou  \\\n",
       "0  GDA94            Coastal Waters (State Powers) Acts 1980   \n",
       "1  GDA94  Coastal Waters (Northern Territory Powers) Act...   \n",
       "2  GDA94            Coastal Waters (State Powers) Acts 1980   \n",
       "3  GDA94            Coastal Waters (State Powers) Acts 1980   \n",
       "4  GDA94            Coastal Waters (State Powers) Acts 1980   \n",
       "5  GDA94            Coastal Waters (State Powers) Acts 1980   \n",
       "6  GDA94            Coastal Waters (State Powers) Acts 1980   \n",
       "7  GDA94            Coastal Waters (State Powers) Acts 1980   \n",
       "8  GDA94            Coastal Waters (State Powers) Acts 1980   \n",
       "\n",
       "                                           ip_owner  \\\n",
       "0  Commonwealth of Australia (Geoscience Australia)   \n",
       "1  Commonwealth of Australia (Geoscience Australia)   \n",
       "2  Commonwealth of Australia (Geoscience Australia)   \n",
       "3  Commonwealth of Australia (Geoscience Australia)   \n",
       "4  Commonwealth of Australia (Geoscience Australia)   \n",
       "5  Commonwealth of Australia (Geoscience Australia)   \n",
       "6  Commonwealth of Australia (Geoscience Australia)   \n",
       "7  Commonwealth of Australia (Geoscience Australia)   \n",
       "8  Commonwealth of Australia (Geoscience Australia)   \n",
       "\n",
       "                                             licence  \\\n",
       "0  Creative Commons Attribution 4.0 International...   \n",
       "1  Creative Commons Attribution 4.0 International...   \n",
       "2  Creative Commons Attribution 4.0 International...   \n",
       "3  Creative Commons Attribution 4.0 International...   \n",
       "4  Creative Commons Attribution 4.0 International...   \n",
       "5  Creative Commons Attribution 4.0 International...   \n",
       "6  Creative Commons Attribution 4.0 International...   \n",
       "7  Creative Commons Attribution 4.0 International...   \n",
       "8  Creative Commons Attribution 4.0 International...   \n",
       "\n",
       "                                          disclaimer  \\\n",
       "0  This data is a digital representation of lines...   \n",
       "1  This data is a digital representation of lines...   \n",
       "2  This data is a digital representation of lines...   \n",
       "3  This data is a digital representation of lines...   \n",
       "4  This data is a digital representation of lines...   \n",
       "5  This data is a digital representation of lines...   \n",
       "6  This data is a digital representation of lines...   \n",
       "7  This data is a digital representation of lines...   \n",
       "8  This data is a digital representation of lines...   \n",
       "\n",
       "                                            frli_ref       date_      NCRA  \\\n",
       "0  https://www.legislation.gov.au/Series/C2004A02276  2019-08-30       NSW   \n",
       "1  https://www.legislation.gov.au/Series/C2004A02277  2019-08-30        NT   \n",
       "2  https://www.legislation.gov.au/Series/C2004A02276  2019-08-30  QLDNorth   \n",
       "3  https://www.legislation.gov.au/Series/C2004A02276  2019-08-30  QLDSouth   \n",
       "4  https://www.legislation.gov.au/Series/C2004A02276  2019-08-30        SA   \n",
       "5  https://www.legislation.gov.au/Series/C2004A02276  2019-08-30       TAS   \n",
       "6  https://www.legislation.gov.au/Series/C2004A02276  2019-08-30       VIC   \n",
       "7  https://www.legislation.gov.au/Series/C2004A02276  2019-08-30   WANorth   \n",
       "8  https://www.legislation.gov.au/Series/C2004A02276  2019-08-30   WASouth   \n",
       "\n",
       "       label               regionname      area   perimeter  \\\n",
       "0        NSW          New South Wales  0.901184   48.708193   \n",
       "1         NT       Northern Territory  5.981539  116.845118   \n",
       "2  QLD North         Queensland North  9.471564  172.481007   \n",
       "3  QLD South         Queensland South  0.912874   28.104373   \n",
       "4         SA          South Australia  5.908875   74.065398   \n",
       "5        TAS                 Tasmania  2.606619  106.353471   \n",
       "6        VIC                 Victoria  1.034738   38.650827   \n",
       "7   WA North  Western Australia North  7.766966  199.491056   \n",
       "8   WA South  Western Australia South  2.592664   78.056813   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((150.59387 -35.18223, 150.59383...  \n",
       "1  MULTIPOLYGON (((135.74962 -14.78267, 135.75129...  \n",
       "2  MULTIPOLYGON (((143.65810 -11.83062, 143.65627...  \n",
       "3  POLYGON ((152.06163 -24.51975, 152.10666 -24.4...  \n",
       "4  MULTIPOLYGON (((137.23249 -36.44828, 137.23019...  \n",
       "5  MULTIPOLYGON (((146.96427 -43.91050, 146.96178...  \n",
       "6  MULTIPOLYGON (((147.06627 -39.15042, 147.06819...  \n",
       "7  MULTIPOLYGON (((113.89991 -27.22911, 113.89925...  \n",
       "8  MULTIPOLYGON (((116.21373 -35.06653, 116.21149...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ncra_coastal_waters = gp.read_file(ncra_coastal_waters_file)\n",
    "ncra_coastal_waters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "99ac5282",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ncra_coastal_waters.plot(\n",
    "    figsize=[5, 5],\n",
    "    column='label',\n",
    "    legend=True,\n",
    "    linewidth=0.1,\n",
    "    edgecolor='black',\n",
    "    legend_kwds={'loc': 'right', 'bbox_to_anchor': (1.5, 0.5)},\n",
    ")\n",
    "plt.title('NCRA coastal waters')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7de806ee",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:analysis3-24.04] *",
   "language": "python",
   "name": "conda-env-analysis3-24.04-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}