hurdat2_get_started.ipynb

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    "## HURDAT2, Get Started!\n",
    "\n",
    "In the following example we will walk through how we can leverage the `clouddrift` library to plot storm trajectories for the 2022 hurricane season.\n",
    "\n",
    "Let's proceed with loading in the dataset and selecting the subset of data we want to plot."
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   "source": [
    "# libraries import\n",
    "import  numpy as np\n",
    "import clouddrift as cd\n",
    "import cartopy.crs as ccrs\n",
    "import matplotlib.pyplot as plt"
   ]
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   "execution_count": 2,
   "metadata": {},
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 9MB\n",
       "Dimensions:                          (traj: 1951, obs: 53950)\n",
       "Coordinates:\n",
       "    id                               (traj) &lt;U8 62kB ...\n",
       "    time                             (obs) datetime64[ns] 432kB ...\n",
       "Dimensions without coordinates: traj, obs\n",
       "Data variables: (12/22)\n",
       "    basin                            (traj) &lt;U2 16kB ...\n",
       "    year                             (traj) int64 16kB ...\n",
       "    rowsize                          (traj) int64 16kB ...\n",
       "    record_identifier                (obs) &lt;U1 216kB ...\n",
       "    system_status                    (obs) &lt;U2 432kB ...\n",
       "    lat                              (obs) float64 432kB ...\n",
       "    ...                               ...\n",
       "    max_med_wind_radius_nw           (obs) float64 432kB ...\n",
       "    max_high_wind_radius_ne          (obs) float64 432kB ...\n",
       "    max_high_wind_radius_se          (obs) float64 432kB ...\n",
       "    max_high_wind_radius_sw          (obs) float64 432kB ...\n",
       "    max_high_wind_radius_nw          (obs) float64 432kB ...\n",
       "    max_sustained_wind_speed_radius  (obs) float64 432kB ...\n",
       "Attributes:\n",
       "    title:            HURricane DATa 2nd generation (HURDAT2)\n",
       "    date_created:     2024-04-01T14:15:46.463623\n",
       "    publisher_name:   NOAA AOML Hurricane Research Division\n",
       "    publisher_email:  AOML.HRDWebmaster@noaa.gov\n",
       "    publisher_url:    https://www.aoml.noaa.gov/hrd/hurdat/Data_Storm.html\n",
       "    institution:      NOAA Atlantic Oceanographic and Meteorological Laboratory\n",
       "    summary:          The National Hurricane Center (NHC) conducts a post-sto...</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-11783ee9-9933-450c-91f3-efc938911751' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-11783ee9-9933-450c-91f3-efc938911751' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>traj</span>: 1951</li><li><span>obs</span>: 53950</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4cd7bcdb-f263-47f4-b385-9c3850578a4b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4cd7bcdb-f263-47f4-b385-9c3850578a4b' class='xr-section-summary' >Coordinates: <span>(2)</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>id</span></div><div class='xr-var-dims'>(traj)</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6f197f0a-a50f-4648-9656-bf14993546f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f197f0a-a50f-4648-9656-bf14993546f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47c316ed-577e-432b-b186-7069464eefa5' class='xr-var-data-in' type='checkbox'><label for='data-47c316ed-577e-432b-b186-7069464eefa5' 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>standard_name :</span></dt><dd>automated_tropical_cyclone_forecasting_system_storm_identifier</dd><dt><span>comment :</span></dt><dd>The Automated Tropical Cyclone Forecasting System (ATCF) storm identifier is an 8 character string which identifies a tropical cyclone. The storm identifier has the form BBCCYYYY, where BB is the ocean basin, specifically: AL - North Atlantic basin, north of the Equator; SL - South Atlantic basin, south of the Equator; EP - North East Pacific basin, eastward of 140 degrees west longitude; CP - North Central Pacific basin, between the dateline and 140 degrees west longitude; WP - North West Pacific basin, westward of the dateline; IO - North Indian Ocean basin, north of the Equator between 40 and 100 degrees east longitude; SH - South Pacific Ocean basin and South Indian Ocean basin. CC is the cyclone number. Numbers 01 through 49 are reserved for tropical and subtropical cyclones. A cyclone number is assigned to each tropical or subtropical cyclone in each basin as it develops. Numbers are assigned in chronological order. Numbers 50 through 79 are reserved for internal use by operational forecast centers. Numbers 80 through 89 are reserved for training, exercises and testing. Numbers 90 through 99 are reserved for tropical disturbances having the potential to become tropical or subtropical cyclones. The 90&#x27;s are assigned sequentially and reused throughout the calendar year. YYYY is the four-digit year. This is calendar year for the northern hemisphere. For the southern hemisphere, the year begins July 1, with calendar year plus one. Reference: Miller, R.J., Schrader, A.J., Sampson, C.R., &amp; Tsui, T.L. (1990), The Automated Tropical Cyclone Forecasting System (ATCF), American Meteorological Society Computer Techniques, 5, 653 - 660.</dd></dl></div><div class='xr-var-data'><pre>[1951 values with dtype=&lt;U8]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fc671dea-95c6-4f0b-a9fe-c4bf018d02ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc671dea-95c6-4f0b-a9fe-c4bf018d02ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46869ece-459c-4f6a-8e99-86ba4e15b34f' class='xr-var-data-in' type='checkbox'><label for='data-46869ece-459c-4f6a-8e99-86ba4e15b34f' 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>comments :</span></dt><dd>Computed property from YYY-MM-DD HH:MM in UTC</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-86b30703-7b44-4ed0-8181-0d1e6681568c' class='xr-section-summary-in' type='checkbox'  ><label for='section-86b30703-7b44-4ed0-8181-0d1e6681568c' class='xr-section-summary' >Data variables: <span>(22)</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>basin</span></div><div class='xr-var-dims'>(traj)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e7241725-86cf-499b-9469-0b44a3eee6ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7241725-86cf-499b-9469-0b44a3eee6ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ea9e86f-0050-4e77-9190-acca96e3f6b4' class='xr-var-data-in' type='checkbox'><label for='data-7ea9e86f-0050-4e77-9190-acca96e3f6b4' 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>comments :</span></dt><dd>Basin of origin, possible values: AL - North Atlantic basin, north of the Equator; SL - South Atlantic basin, south of the Equator; EP - North East Pacific basin, eastward of 140 degrees west longitude; CP - North Central Pacific basin, between the dateline and 140 degrees west longitude; WP - North West Pacific basin, westward of the dateline; IO - North Indian Ocean basin, north of the Equator between 40 and 100 degrees east longitude; SH - South Pacific Ocean basin and South Indian Ocean basin</dd></dl></div><div class='xr-var-data'><pre>[1951 values with dtype=&lt;U2]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>year</span></div><div class='xr-var-dims'>(traj)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2eb4e978-ef8e-4d27-a700-ec9614d258d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2eb4e978-ef8e-4d27-a700-ec9614d258d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3086f1db-6d45-463a-a3a3-22756bc7f4b3' class='xr-var-data-in' type='checkbox'><label for='data-3086f1db-6d45-463a-a3a3-22756bc7f4b3' 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>Year</dd></dl></div><div class='xr-var-data'><pre>[1951 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rowsize</span></div><div class='xr-var-dims'>(traj)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-201f378a-f1c2-415f-9ed9-7b3a131e4cb6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-201f378a-f1c2-415f-9ed9-7b3a131e4cb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1782ec5-39c8-4a1f-9e30-5b775afaf4d8' class='xr-var-data-in' type='checkbox'><label for='data-e1782ec5-39c8-4a1f-9e30-5b775afaf4d8' 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>comment :</span></dt><dd>Number of best track entries</dd></dl></div><div class='xr-var-data'><pre>[1951 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>record_identifier</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-07620fba-6541-4ab6-b969-e49c65427233' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07620fba-6541-4ab6-b969-e49c65427233' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00c77151-22cb-4278-a31c-e94238031218' class='xr-var-data-in' type='checkbox'><label for='data-00c77151-22cb-4278-a31c-e94238031218' 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>standard_name :</span></dt><dd>Record Idenfier</dd><dt><span>comments :</span></dt><dd>\n",
       "    C – Closest approach to a coast, not followed by a landfall\n",
       "    G – Genesis\n",
       "    I – An intensity peak in terms of both pressure and wind\n",
       "    L – Landfall (center of system crossing a coastline)\n",
       "    P – Minimum in central pressure\n",
       "    R – Provides additional detail on the intensity of the cyclone when rapid changes are underway\n",
       "    S – Change of status of the system\n",
       "    T – Provides additional detail on the track (position) of the cyclone\n",
       "    W – Maximum sustained wind speed\n",
       "    </dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=&lt;U1]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>system_status</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0203aaae-dd97-4709-9283-40d33793227e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0203aaae-dd97-4709-9283-40d33793227e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe070229-274c-4483-b0be-fee6a2448502' class='xr-var-data-in' type='checkbox'><label for='data-fe070229-274c-4483-b0be-fee6a2448502' 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>standard_name :</span></dt><dd>System Status</dd><dt><span>comments :</span></dt><dd>\n",
       "    TD – Tropical cyclone of tropical depression intensity (&lt; 34 knots)\n",
       "    TS – Tropical cyclone of tropical storm intensity (34-63 knots)\n",
       "    HU – Tropical cyclone of hurricane intensity (&gt; 64 knots)\n",
       "    EX – Extratropical cyclone (of any intensity)\n",
       "    SD – Subtropical cyclone of subtropical depression intensity (&lt; 34 knots)\n",
       "    SS – Subtropical cyclone of subtropical storm intensity (&gt; 34 knots)\n",
       "    LO – A low that is neither a tropical cyclone, a subtropical cyclone, nor an extratropical cyclone (of any intensity)\n",
       "    WV – Tropical Wave (of any intensity)\n",
       "    DB – Disturbance (of any intensity)\n",
       "    ET - UNKNOWN found in Northeast Pacific Basin\n",
       "    PT - UNKNOWN found in Northeast Pacific Basin\n",
       "    ST - UNKNOWN found in Northeast Pacific Basin\n",
       "    TY - UNKNOWN found in Northeast Pacific Basin\n",
       "    </dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=&lt;U2]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-29fb6a7f-7e1d-49f3-814a-ad19863277a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29fb6a7f-7e1d-49f3-814a-ad19863277a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-408ce671-11ec-4b1c-86e8-9f6db33f8561' class='xr-var-data-in' type='checkbox'><label for='data-408ce671-11ec-4b1c-86e8-9f6db33f8561' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-462a3129-da8a-40e6-8964-72f7916a497b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-462a3129-da8a-40e6-8964-72f7916a497b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df173134-4f7a-4655-8bcc-c76d2e6f6759' class='xr-var-data-in' type='checkbox'><label for='data-df173134-4f7a-4655-8bcc-c76d2e6f6759' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_speed</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1ca430a3-1966-40df-98e4-52ea0d83f441' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ca430a3-1966-40df-98e4-52ea0d83f441' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5243df97-c68b-4aac-8b10-cf203f1b72f6' class='xr-var-data-in' type='checkbox'><label for='data-5243df97-c68b-4aac-8b10-cf203f1b72f6' 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>standard_name :</span></dt><dd>wind_speed</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cddc3a97-44aa-4a24-8eee-f9d6fd981f25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cddc3a97-44aa-4a24-8eee-f9d6fd981f25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5baa612b-45e4-4fa8-8f69-f66f36ec0b8b' class='xr-var-data-in' type='checkbox'><label for='data-5baa612b-45e4-4fa8-8f69-f66f36ec0b8b' 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>standard_name :</span></dt><dd>air_pressure</dd><dt><span>units :</span></dt><dd>Pa</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_low_wind_radius_ne</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-00d048f2-043d-46d6-aa46-4995ecbd867d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00d048f2-043d-46d6-aa46-4995ecbd867d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-813baab5-e5c3-459d-b3a4-c630a4af08bb' class='xr-var-data-in' type='checkbox'><label for='data-813baab5-e5c3-459d-b3a4-c630a4af08bb' 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>comment :</span></dt><dd>34 kt Wind maximum radius in the storms NE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_low_wind_radius_se</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-26577d38-86c1-44f0-8531-5170803279d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26577d38-86c1-44f0-8531-5170803279d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-301e0dc0-2e8e-4970-b72c-8fc742be5e75' class='xr-var-data-in' type='checkbox'><label for='data-301e0dc0-2e8e-4970-b72c-8fc742be5e75' 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>comment :</span></dt><dd>34 kt Wind maximum radius in the storms SE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_low_wind_radius_sw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ac6ca8cf-3350-4a65-a82f-9f066fb34dc0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ac6ca8cf-3350-4a65-a82f-9f066fb34dc0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-705ba6a2-1080-44b7-a8d6-9d2b2a7a49e2' class='xr-var-data-in' type='checkbox'><label for='data-705ba6a2-1080-44b7-a8d6-9d2b2a7a49e2' 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>comment :</span></dt><dd>34 kt Wind maximum radius in the storms SW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_low_wind_radius_nw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-89cb7b13-4aa9-4b91-9342-67da219d46b2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-89cb7b13-4aa9-4b91-9342-67da219d46b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cc6206f-58fa-4269-ab15-d583ede93239' class='xr-var-data-in' type='checkbox'><label for='data-0cc6206f-58fa-4269-ab15-d583ede93239' 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>comment :</span></dt><dd>34 kt Wind maximum radius in the storms NW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_med_wind_radius_ne</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-60bc1109-7f33-4953-970f-58910f84d1e1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60bc1109-7f33-4953-970f-58910f84d1e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a63b4b31-3415-4a7b-9391-f5c9fb3ea723' class='xr-var-data-in' type='checkbox'><label for='data-a63b4b31-3415-4a7b-9391-f5c9fb3ea723' 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>comment :</span></dt><dd>50 kt Wind maximum radius in the storms NE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_med_wind_radius_se</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-013c81a3-0a6b-4b78-ac2f-f33d8f568b37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-013c81a3-0a6b-4b78-ac2f-f33d8f568b37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36a83703-31fd-47b8-aa7e-02d4a00b479d' class='xr-var-data-in' type='checkbox'><label for='data-36a83703-31fd-47b8-aa7e-02d4a00b479d' 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>comment :</span></dt><dd>50 kt Wind maximum radius in the storms SE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_med_wind_radius_sw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2e1e2a4e-312e-4505-b1e5-39859382778d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e1e2a4e-312e-4505-b1e5-39859382778d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58b6d2d5-7f37-47aa-816b-b8fc32b6f9d4' class='xr-var-data-in' type='checkbox'><label for='data-58b6d2d5-7f37-47aa-816b-b8fc32b6f9d4' 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>comment :</span></dt><dd>50 kt Wind maximum radius in the storms SW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_med_wind_radius_nw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1e57d89a-9123-4202-8694-f5012edd9dd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e57d89a-9123-4202-8694-f5012edd9dd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4ea54ca-8095-4416-a725-8001ad92c9e6' class='xr-var-data-in' type='checkbox'><label for='data-b4ea54ca-8095-4416-a725-8001ad92c9e6' 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>comment :</span></dt><dd>50 kt Wind maximum radius in the storms NW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_high_wind_radius_ne</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0c14f043-68d0-4508-9dae-2db770d9d2fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c14f043-68d0-4508-9dae-2db770d9d2fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3557da68-5517-49e1-b4a0-008bac4a95db' class='xr-var-data-in' type='checkbox'><label for='data-3557da68-5517-49e1-b4a0-008bac4a95db' 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>comment :</span></dt><dd>64 kt Wind maximum radius in the storms NE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_high_wind_radius_se</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3fed30d7-1df1-40c3-9e91-c66d113fc4f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3fed30d7-1df1-40c3-9e91-c66d113fc4f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-619905e8-d28a-4aba-ae74-858d3742e3a7' class='xr-var-data-in' type='checkbox'><label for='data-619905e8-d28a-4aba-ae74-858d3742e3a7' 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>comment :</span></dt><dd>64 kt Wind maximum radius in the storms SE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_high_wind_radius_sw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5e8b28da-cbe6-4aac-8b21-1cf9046460bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e8b28da-cbe6-4aac-8b21-1cf9046460bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e398d83-0200-42ed-8482-73675764d365' class='xr-var-data-in' type='checkbox'><label for='data-0e398d83-0200-42ed-8482-73675764d365' 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>comment :</span></dt><dd>64 kt Wind maximum radius in the storms SW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_high_wind_radius_nw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b723b4e2-1c84-41fd-a1e1-8ee2c0b12624' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b723b4e2-1c84-41fd-a1e1-8ee2c0b12624' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a08f578-33b7-48f5-80af-ededf4641b8e' class='xr-var-data-in' type='checkbox'><label for='data-7a08f578-33b7-48f5-80af-ededf4641b8e' 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>comment :</span></dt><dd>64 kt Wind maximum radius in the storms NW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_sustained_wind_speed_radius</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3f12cc73-cca7-4650-94db-e6413f58c3f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f12cc73-cca7-4650-94db-e6413f58c3f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6580c16e-e3f0-411f-bd2e-8295678dfa18' class='xr-var-data-in' type='checkbox'><label for='data-6580c16e-e3f0-411f-bd2e-8295678dfa18' 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>standard_name :</span></dt><dd>radius_of_tropical_cyclone_maximum_sustained_wind_speed</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[53950 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7b136328-9aff-40c7-94f0-a420cd38fa5e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7b136328-9aff-40c7-94f0-a420cd38fa5e' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-9a8f51a3-222d-4a9a-8629-24b6f4f7e41e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9a8f51a3-222d-4a9a-8629-24b6f4f7e41e' 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>title :</span></dt><dd>HURricane DATa 2nd generation (HURDAT2)</dd><dt><span>date_created :</span></dt><dd>2024-04-01T14:15:46.463623</dd><dt><span>publisher_name :</span></dt><dd>NOAA AOML Hurricane Research Division</dd><dt><span>publisher_email :</span></dt><dd>AOML.HRDWebmaster@noaa.gov</dd><dt><span>publisher_url :</span></dt><dd>https://www.aoml.noaa.gov/hrd/hurdat/Data_Storm.html</dd><dt><span>institution :</span></dt><dd>NOAA Atlantic Oceanographic and Meteorological Laboratory</dd><dt><span>summary :</span></dt><dd>The National Hurricane Center (NHC) conducts a post-storm analysis of each tropical cyclone in its area of responsibility to determine the official assessment of the cyclone&#x27;s history</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 9MB\n",
       "Dimensions:                          (traj: 1951, obs: 53950)\n",
       "Coordinates:\n",
       "    id                               (traj) <U8 62kB ...\n",
       "    time                             (obs) datetime64[ns] 432kB ...\n",
       "Dimensions without coordinates: traj, obs\n",
       "Data variables: (12/22)\n",
       "    basin                            (traj) <U2 16kB ...\n",
       "    year                             (traj) int64 16kB ...\n",
       "    rowsize                          (traj) int64 16kB ...\n",
       "    record_identifier                (obs) <U1 216kB ...\n",
       "    system_status                    (obs) <U2 432kB ...\n",
       "    lat                              (obs) float64 432kB ...\n",
       "    ...                               ...\n",
       "    max_med_wind_radius_nw           (obs) float64 432kB ...\n",
       "    max_high_wind_radius_ne          (obs) float64 432kB ...\n",
       "    max_high_wind_radius_se          (obs) float64 432kB ...\n",
       "    max_high_wind_radius_sw          (obs) float64 432kB ...\n",
       "    max_high_wind_radius_nw          (obs) float64 432kB ...\n",
       "    max_sustained_wind_speed_radius  (obs) float64 432kB ...\n",
       "Attributes:\n",
       "    title:            HURricane DATa 2nd generation (HURDAT2)\n",
       "    date_created:     2024-04-01T14:15:46.463623\n",
       "    publisher_name:   NOAA AOML Hurricane Research Division\n",
       "    publisher_email:  AOML.HRDWebmaster@noaa.gov\n",
       "    publisher_url:    https://www.aoml.noaa.gov/hrd/hurdat/Data_Storm.html\n",
       "    institution:      NOAA Atlantic Oceanographic and Meteorological Laboratory\n",
       "    summary:          The National Hurricane Center (NHC) conducts a post-sto..."
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the dataset for the Atlantic basin\n",
    "ds = cd.datasets.hurdat2(basin=\"atlantic\")\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 70kB\n",
       "Dimensions:                          (traj: 15, obs: 445)\n",
       "Coordinates:\n",
       "    id                               (traj) &lt;U8 480B &#x27;AL012022&#x27; ... &#x27;AL162022&#x27;\n",
       "    time                             (obs) datetime64[ns] 4kB 2022-06-02T18:0...\n",
       "Dimensions without coordinates: traj, obs\n",
       "Data variables: (12/22)\n",
       "    basin                            (traj) &lt;U2 120B ...\n",
       "    year                             (traj) int64 120B ...\n",
       "    rowsize                          (traj) int64 120B 17 55 6 62 ... 18 24 21\n",
       "    record_identifier                (obs) &lt;U1 2kB ...\n",
       "    system_status                    (obs) &lt;U2 4kB ...\n",
       "    lat                              (obs) float64 4kB ...\n",
       "    ...                               ...\n",
       "    max_med_wind_radius_nw           (obs) float64 4kB ...\n",
       "    max_high_wind_radius_ne          (obs) float64 4kB ...\n",
       "    max_high_wind_radius_se          (obs) float64 4kB ...\n",
       "    max_high_wind_radius_sw          (obs) float64 4kB ...\n",
       "    max_high_wind_radius_nw          (obs) float64 4kB ...\n",
       "    max_sustained_wind_speed_radius  (obs) float64 4kB ...\n",
       "Attributes:\n",
       "    title:            HURricane DATa 2nd generation (HURDAT2)\n",
       "    date_created:     2024-04-01T14:15:46.463623\n",
       "    publisher_name:   NOAA AOML Hurricane Research Division\n",
       "    publisher_email:  AOML.HRDWebmaster@noaa.gov\n",
       "    publisher_url:    https://www.aoml.noaa.gov/hrd/hurdat/Data_Storm.html\n",
       "    institution:      NOAA Atlantic Oceanographic and Meteorological Laboratory\n",
       "    summary:          The National Hurricane Center (NHC) conducts a post-sto...</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-764fc9b1-a86b-4192-a072-053b7a6ca6b3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-764fc9b1-a86b-4192-a072-053b7a6ca6b3' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>traj</span>: 15</li><li><span>obs</span>: 445</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8bef1ae6-a882-432a-9fbd-a1ae92a6329a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8bef1ae6-a882-432a-9fbd-a1ae92a6329a' class='xr-section-summary' >Coordinates: <span>(2)</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>id</span></div><div class='xr-var-dims'>(traj)</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;AL012022&#x27; ... &#x27;AL162022&#x27;</div><input id='attrs-fb0fae71-d4d2-4c80-8007-2a1cf6602950' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb0fae71-d4d2-4c80-8007-2a1cf6602950' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53937db2-7ff0-4dd7-af48-d7a461b76e4b' class='xr-var-data-in' type='checkbox'><label for='data-53937db2-7ff0-4dd7-af48-d7a461b76e4b' 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>standard_name :</span></dt><dd>automated_tropical_cyclone_forecasting_system_storm_identifier</dd><dt><span>comment :</span></dt><dd>The Automated Tropical Cyclone Forecasting System (ATCF) storm identifier is an 8 character string which identifies a tropical cyclone. The storm identifier has the form BBCCYYYY, where BB is the ocean basin, specifically: AL - North Atlantic basin, north of the Equator; SL - South Atlantic basin, south of the Equator; EP - North East Pacific basin, eastward of 140 degrees west longitude; CP - North Central Pacific basin, between the dateline and 140 degrees west longitude; WP - North West Pacific basin, westward of the dateline; IO - North Indian Ocean basin, north of the Equator between 40 and 100 degrees east longitude; SH - South Pacific Ocean basin and South Indian Ocean basin. CC is the cyclone number. Numbers 01 through 49 are reserved for tropical and subtropical cyclones. A cyclone number is assigned to each tropical or subtropical cyclone in each basin as it develops. Numbers are assigned in chronological order. Numbers 50 through 79 are reserved for internal use by operational forecast centers. Numbers 80 through 89 are reserved for training, exercises and testing. Numbers 90 through 99 are reserved for tropical disturbances having the potential to become tropical or subtropical cyclones. The 90&#x27;s are assigned sequentially and reused throughout the calendar year. YYYY is the four-digit year. This is calendar year for the northern hemisphere. For the southern hemisphere, the year begins July 1, with calendar year plus one. Reference: Miller, R.J., Schrader, A.J., Sampson, C.R., &amp; Tsui, T.L. (1990), The Automated Tropical Cyclone Forecasting System (ATCF), American Meteorological Society Computer Techniques, 5, 653 - 660.</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;AL012022&#x27;, &#x27;AL022022&#x27;, &#x27;AL032022&#x27;, &#x27;AL052022&#x27;, &#x27;AL062022&#x27;, &#x27;AL072022&#x27;,\n",
       "       &#x27;AL082022&#x27;, &#x27;AL092022&#x27;, &#x27;AL102022&#x27;, &#x27;AL112022&#x27;, &#x27;AL122022&#x27;, &#x27;AL132022&#x27;,\n",
       "       &#x27;AL142022&#x27;, &#x27;AL152022&#x27;, &#x27;AL162022&#x27;], dtype=&#x27;&lt;U8&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-06-02T18:00:00 ... 2022-11-...</div><input id='attrs-1300dc6c-730f-48c1-a403-ce8d113cf2bc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1300dc6c-730f-48c1-a403-ce8d113cf2bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7872b97d-e873-4236-b319-c33c5b902290' class='xr-var-data-in' type='checkbox'><label for='data-7872b97d-e873-4236-b319-c33c5b902290' 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>comments :</span></dt><dd>Computed property from YYY-MM-DD HH:MM in UTC</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-06-02T18:00:00.000000000&#x27;, &#x27;2022-06-03T00:00:00.000000000&#x27;,\n",
       "       &#x27;2022-06-03T06:00:00.000000000&#x27;, ..., &#x27;2022-11-04T06:00:00.000000000&#x27;,\n",
       "       &#x27;2022-11-04T12:00:00.000000000&#x27;, &#x27;2022-11-04T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d0e998dc-b0db-4d94-ad65-0e6429b0eedf' class='xr-section-summary-in' type='checkbox'  ><label for='section-d0e998dc-b0db-4d94-ad65-0e6429b0eedf' class='xr-section-summary' >Data variables: <span>(22)</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>basin</span></div><div class='xr-var-dims'>(traj)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d1247db3-9c80-421a-81f6-d4468edf6d9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1247db3-9c80-421a-81f6-d4468edf6d9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78bd3816-62dc-4bc3-8a3d-44f8afcd2a7a' class='xr-var-data-in' type='checkbox'><label for='data-78bd3816-62dc-4bc3-8a3d-44f8afcd2a7a' 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>comments :</span></dt><dd>Basin of origin, possible values: AL - North Atlantic basin, north of the Equator; SL - South Atlantic basin, south of the Equator; EP - North East Pacific basin, eastward of 140 degrees west longitude; CP - North Central Pacific basin, between the dateline and 140 degrees west longitude; WP - North West Pacific basin, westward of the dateline; IO - North Indian Ocean basin, north of the Equator between 40 and 100 degrees east longitude; SH - South Pacific Ocean basin and South Indian Ocean basin</dd></dl></div><div class='xr-var-data'><pre>[15 values with dtype=&lt;U2]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>year</span></div><div class='xr-var-dims'>(traj)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-50331131-134c-4f6c-97d2-fcce35070278' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50331131-134c-4f6c-97d2-fcce35070278' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfc3831c-eb0e-429a-9c43-fd39ea452aa7' class='xr-var-data-in' type='checkbox'><label for='data-bfc3831c-eb0e-429a-9c43-fd39ea452aa7' 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>Year</dd></dl></div><div class='xr-var-data'><pre>[15 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rowsize</span></div><div class='xr-var-dims'>(traj)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>17 55 6 62 52 61 ... 10 21 18 24 21</div><input id='attrs-7dab2f65-48ba-4b74-b3d1-37396cb29af9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7dab2f65-48ba-4b74-b3d1-37396cb29af9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e15d2d0-4f0f-4f23-a23b-f5d0614a490a' class='xr-var-data-in' type='checkbox'><label for='data-9e15d2d0-4f0f-4f23-a23b-f5d0614a490a' 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>comment :</span></dt><dd>Number of best track entries</dd></dl></div><div class='xr-var-data'><pre>array([17, 55,  6, 62, 52, 61, 34, 40, 12, 12, 10, 21, 18, 24, 21])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>record_identifier</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1ee9da80-d69b-47b3-ba4c-c57c01f91c1e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ee9da80-d69b-47b3-ba4c-c57c01f91c1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-946a4e05-0c3a-4631-94da-4b28dd7e2e3f' class='xr-var-data-in' type='checkbox'><label for='data-946a4e05-0c3a-4631-94da-4b28dd7e2e3f' 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>standard_name :</span></dt><dd>Record Idenfier</dd><dt><span>comments :</span></dt><dd>\n",
       "    C – Closest approach to a coast, not followed by a landfall\n",
       "    G – Genesis\n",
       "    I – An intensity peak in terms of both pressure and wind\n",
       "    L – Landfall (center of system crossing a coastline)\n",
       "    P – Minimum in central pressure\n",
       "    R – Provides additional detail on the intensity of the cyclone when rapid changes are underway\n",
       "    S – Change of status of the system\n",
       "    T – Provides additional detail on the track (position) of the cyclone\n",
       "    W – Maximum sustained wind speed\n",
       "    </dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=&lt;U1]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>system_status</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1ca12b25-eb8b-474a-84c8-03b32355b30c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ca12b25-eb8b-474a-84c8-03b32355b30c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e40bdd17-50bc-4a81-82e9-204d733eaaf6' class='xr-var-data-in' type='checkbox'><label for='data-e40bdd17-50bc-4a81-82e9-204d733eaaf6' 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>standard_name :</span></dt><dd>System Status</dd><dt><span>comments :</span></dt><dd>\n",
       "    TD – Tropical cyclone of tropical depression intensity (&lt; 34 knots)\n",
       "    TS – Tropical cyclone of tropical storm intensity (34-63 knots)\n",
       "    HU – Tropical cyclone of hurricane intensity (&gt; 64 knots)\n",
       "    EX – Extratropical cyclone (of any intensity)\n",
       "    SD – Subtropical cyclone of subtropical depression intensity (&lt; 34 knots)\n",
       "    SS – Subtropical cyclone of subtropical storm intensity (&gt; 34 knots)\n",
       "    LO – A low that is neither a tropical cyclone, a subtropical cyclone, nor an extratropical cyclone (of any intensity)\n",
       "    WV – Tropical Wave (of any intensity)\n",
       "    DB – Disturbance (of any intensity)\n",
       "    ET - UNKNOWN found in Northeast Pacific Basin\n",
       "    PT - UNKNOWN found in Northeast Pacific Basin\n",
       "    ST - UNKNOWN found in Northeast Pacific Basin\n",
       "    TY - UNKNOWN found in Northeast Pacific Basin\n",
       "    </dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=&lt;U2]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-81e891fc-9458-48a3-84f7-7d715a6ae066' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81e891fc-9458-48a3-84f7-7d715a6ae066' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-420ea041-1404-4897-a37e-e488ccb8b7ad' class='xr-var-data-in' type='checkbox'><label for='data-420ea041-1404-4897-a37e-e488ccb8b7ad' 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>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degree_north</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b10b66d3-cfc6-4fea-bc94-69ce2d4fd270' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b10b66d3-cfc6-4fea-bc94-69ce2d4fd270' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84b824dc-f10f-45ad-b800-f36a443c5763' class='xr-var-data-in' type='checkbox'><label for='data-84b824dc-f10f-45ad-b800-f36a443c5763' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degree_east</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_speed</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7f494410-038e-4dc9-a446-0fb31565720e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f494410-038e-4dc9-a446-0fb31565720e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e243993b-3a73-44cd-9f00-e7c1a7b005e0' class='xr-var-data-in' type='checkbox'><label for='data-e243993b-3a73-44cd-9f00-e7c1a7b005e0' 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>standard_name :</span></dt><dd>wind_speed</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pressure</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-213b9bb5-acac-4700-a215-c2ba3667e64b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-213b9bb5-acac-4700-a215-c2ba3667e64b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e091d7b3-a1f2-4680-a7f9-1ac5b47f53ad' class='xr-var-data-in' type='checkbox'><label for='data-e091d7b3-a1f2-4680-a7f9-1ac5b47f53ad' 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>standard_name :</span></dt><dd>air_pressure</dd><dt><span>units :</span></dt><dd>Pa</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_low_wind_radius_ne</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c3b76ba5-99c8-417d-a2ba-24b0a4a1d3ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3b76ba5-99c8-417d-a2ba-24b0a4a1d3ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-659d43d4-3292-4012-b04c-6db888ce01c8' class='xr-var-data-in' type='checkbox'><label for='data-659d43d4-3292-4012-b04c-6db888ce01c8' 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>comment :</span></dt><dd>34 kt Wind maximum radius in the storms NE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_low_wind_radius_se</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5c9760e2-4569-4259-bc79-a166f4637d3f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5c9760e2-4569-4259-bc79-a166f4637d3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c6c6a52-b028-4697-9fb2-043b00ba793e' class='xr-var-data-in' type='checkbox'><label for='data-2c6c6a52-b028-4697-9fb2-043b00ba793e' 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>comment :</span></dt><dd>34 kt Wind maximum radius in the storms SE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_low_wind_radius_sw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a9b1485c-e76e-4a2a-8920-9d9ded8add4a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9b1485c-e76e-4a2a-8920-9d9ded8add4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-132faa6f-7399-4d85-917d-416ac7973b8d' class='xr-var-data-in' type='checkbox'><label for='data-132faa6f-7399-4d85-917d-416ac7973b8d' 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>comment :</span></dt><dd>34 kt Wind maximum radius in the storms SW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_low_wind_radius_nw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6cb3cea4-ddb7-404e-a357-daf495f62aed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6cb3cea4-ddb7-404e-a357-daf495f62aed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4fb1229-566b-42a2-8b82-016340b23400' class='xr-var-data-in' type='checkbox'><label for='data-e4fb1229-566b-42a2-8b82-016340b23400' 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>comment :</span></dt><dd>34 kt Wind maximum radius in the storms NW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_med_wind_radius_ne</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2aaf389a-025e-4ef6-8ee5-3af291a877ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2aaf389a-025e-4ef6-8ee5-3af291a877ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c4398c4-de6d-4a02-b6ab-1ae6123dc25f' class='xr-var-data-in' type='checkbox'><label for='data-2c4398c4-de6d-4a02-b6ab-1ae6123dc25f' 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>comment :</span></dt><dd>50 kt Wind maximum radius in the storms NE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_med_wind_radius_se</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9d5a6874-8620-41ed-9b84-970211f8b8ef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d5a6874-8620-41ed-9b84-970211f8b8ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5841584-fcf0-4587-85e4-7382de9f5af7' class='xr-var-data-in' type='checkbox'><label for='data-a5841584-fcf0-4587-85e4-7382de9f5af7' 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>comment :</span></dt><dd>50 kt Wind maximum radius in the storms SE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_med_wind_radius_sw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6f7a9a2e-a9f6-4303-914a-c5a5f0f919e1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f7a9a2e-a9f6-4303-914a-c5a5f0f919e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fae93094-be11-42ff-b5d8-8d969f7d6d7b' class='xr-var-data-in' type='checkbox'><label for='data-fae93094-be11-42ff-b5d8-8d969f7d6d7b' 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>comment :</span></dt><dd>50 kt Wind maximum radius in the storms SW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_med_wind_radius_nw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-dd8bbc19-ceb5-4908-9261-888f1f0e5b62' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd8bbc19-ceb5-4908-9261-888f1f0e5b62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da4b0fa1-c8f9-4d16-ac77-b8f2a7d6846f' class='xr-var-data-in' type='checkbox'><label for='data-da4b0fa1-c8f9-4d16-ac77-b8f2a7d6846f' 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>comment :</span></dt><dd>50 kt Wind maximum radius in the storms NW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_high_wind_radius_ne</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2314448b-79d7-4268-9927-a36fb5296521' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2314448b-79d7-4268-9927-a36fb5296521' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bb715a2-63c4-4d00-b6f3-7d797fa46fb2' class='xr-var-data-in' type='checkbox'><label for='data-5bb715a2-63c4-4d00-b6f3-7d797fa46fb2' 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>comment :</span></dt><dd>64 kt Wind maximum radius in the storms NE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_high_wind_radius_se</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b2d94f02-5ecd-4565-90d9-ca3c1a741697' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2d94f02-5ecd-4565-90d9-ca3c1a741697' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1dc64b8-e144-4654-82fd-10257268518e' class='xr-var-data-in' type='checkbox'><label for='data-f1dc64b8-e144-4654-82fd-10257268518e' 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>comment :</span></dt><dd>64 kt Wind maximum radius in the storms SE Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_high_wind_radius_sw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d89926f6-dc4d-412a-97f1-7cc147ebaa15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d89926f6-dc4d-412a-97f1-7cc147ebaa15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ceea522a-126a-4c11-9f02-b1bbb82ad85b' class='xr-var-data-in' type='checkbox'><label for='data-ceea522a-126a-4c11-9f02-b1bbb82ad85b' 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>comment :</span></dt><dd>64 kt Wind maximum radius in the storms SW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_high_wind_radius_nw</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-152b4ba2-99a2-4e9c-8fd7-3232d89a39e7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-152b4ba2-99a2-4e9c-8fd7-3232d89a39e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ded2fc68-2bcc-492e-b6aa-2fd90841126a' class='xr-var-data-in' type='checkbox'><label for='data-ded2fc68-2bcc-492e-b6aa-2fd90841126a' 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>comment :</span></dt><dd>64 kt Wind maximum radius in the storms NW Quadrant</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_sustained_wind_speed_radius</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-11a4e29e-f3ae-488c-9b79-052f1f70341c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11a4e29e-f3ae-488c-9b79-052f1f70341c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a71c165-1a25-4c93-8e09-a3dd90f28167' class='xr-var-data-in' type='checkbox'><label for='data-3a71c165-1a25-4c93-8e09-a3dd90f28167' 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>standard_name :</span></dt><dd>radius_of_tropical_cyclone_maximum_sustained_wind_speed</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[445 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e866795e-be48-4e5a-83cc-f874669ff5e2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e866795e-be48-4e5a-83cc-f874669ff5e2' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-5ff73987-c776-4eea-a21a-1e9801a80195' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5ff73987-c776-4eea-a21a-1e9801a80195' 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>title :</span></dt><dd>HURricane DATa 2nd generation (HURDAT2)</dd><dt><span>date_created :</span></dt><dd>2024-04-01T14:15:46.463623</dd><dt><span>publisher_name :</span></dt><dd>NOAA AOML Hurricane Research Division</dd><dt><span>publisher_email :</span></dt><dd>AOML.HRDWebmaster@noaa.gov</dd><dt><span>publisher_url :</span></dt><dd>https://www.aoml.noaa.gov/hrd/hurdat/Data_Storm.html</dd><dt><span>institution :</span></dt><dd>NOAA Atlantic Oceanographic and Meteorological Laboratory</dd><dt><span>summary :</span></dt><dd>The National Hurricane Center (NHC) conducts a post-storm analysis of each tropical cyclone in its area of responsibility to determine the official assessment of the cyclone&#x27;s history</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 70kB\n",
       "Dimensions:                          (traj: 15, obs: 445)\n",
       "Coordinates:\n",
       "    id                               (traj) <U8 480B 'AL012022' ... 'AL162022'\n",
       "    time                             (obs) datetime64[ns] 4kB 2022-06-02T18:0...\n",
       "Dimensions without coordinates: traj, obs\n",
       "Data variables: (12/22)\n",
       "    basin                            (traj) <U2 120B ...\n",
       "    year                             (traj) int64 120B ...\n",
       "    rowsize                          (traj) int64 120B 17 55 6 62 ... 18 24 21\n",
       "    record_identifier                (obs) <U1 2kB ...\n",
       "    system_status                    (obs) <U2 4kB ...\n",
       "    lat                              (obs) float64 4kB ...\n",
       "    ...                               ...\n",
       "    max_med_wind_radius_nw           (obs) float64 4kB ...\n",
       "    max_high_wind_radius_ne          (obs) float64 4kB ...\n",
       "    max_high_wind_radius_se          (obs) float64 4kB ...\n",
       "    max_high_wind_radius_sw          (obs) float64 4kB ...\n",
       "    max_high_wind_radius_nw          (obs) float64 4kB ...\n",
       "    max_sustained_wind_speed_radius  (obs) float64 4kB ...\n",
       "Attributes:\n",
       "    title:            HURricane DATa 2nd generation (HURDAT2)\n",
       "    date_created:     2024-04-01T14:15:46.463623\n",
       "    publisher_name:   NOAA AOML Hurricane Research Division\n",
       "    publisher_email:  AOML.HRDWebmaster@noaa.gov\n",
       "    publisher_url:    https://www.aoml.noaa.gov/hrd/hurdat/Data_Storm.html\n",
       "    institution:      NOAA Atlantic Oceanographic and Meteorological Laboratory\n",
       "    summary:          The National Hurricane Center (NHC) conducts a post-sto..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select the data for the year 2022 only by using the ragged.subset method\n",
    "year = 2022\n",
    "ds = cd.ragged.subset(\n",
    "    ds,\n",
    "    {\"time\": (np.datetime64(f\"{year}-01-01\"), np.datetime64(f\"{year}-12-31\"))},\n",
    "    row_dim_name=\"traj\",\n",
    ")\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now plot the trajectories using the `plot_ragged` function from the `plotting` utility module provided by `clouddrift`. It helps handle and abstract away having to extract each rows/trajectories segment in the lon/lat ragged array so that we can plot them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.gridliner.Gridliner at 0x127e86f80>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make figure\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n",
    "hl = cd.plotting.plot_ragged(\n",
    "    ax,\n",
    "    ds.lon,\n",
    "    ds.lat,\n",
    "    ds.rowsize,\n",
    "    transform=ccrs.PlateCarree(),\n",
    ")\n",
    "ax.set_extent([-150, 0, 5, 70], crs=ccrs.PlateCarree())\n",
    "ax.set_title(f\"Hurricane Season {year}\")\n",
    "ax.coastlines()\n",
    "ax.gridlines(draw_labels=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "hurdat2-get-started",
   "language": "python",
   "name": "python3"
  },
  "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": 2
}