hurdat2_windspeed.ipynb

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    "# HURDAT2 - Plot storms colored by wind speed\n",
    "\n",
    "In the following example, we use the `clouddrift` library to import and plot the HURDAT2 storm trajectories colored by their observed wind speed."
   ]
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   "source": [
    "# clouddrift imports for data and plotting\n",
    "from clouddrift.datasets import hurdat2\n",
    "from clouddrift.plotting import plot_ragged\n",
    "\n",
    "# mapping and plotting imports\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 13MB\n",
       "Dimensions:                          (traj: 3143, obs: 84188)\n",
       "Coordinates:\n",
       "    id                               (traj) &lt;U8 101kB ...\n",
       "    time                             (obs) datetime64[ns] 674kB ...\n",
       "Dimensions without coordinates: traj, obs\n",
       "Data variables: (12/22)\n",
       "    basin                            (traj) &lt;U2 25kB ...\n",
       "    year                             (traj) int64 25kB ...\n",
       "    rowsize                          (traj) int64 25kB ...\n",
       "    record_identifier                (obs) &lt;U1 337kB ...\n",
       "    system_status                    (obs) &lt;U2 674kB ...\n",
       "    lat                              (obs) float64 674kB ...\n",
       "    ...                               ...\n",
       "    max_med_wind_radius_nw           (obs) float64 674kB ...\n",
       "    max_high_wind_radius_ne          (obs) float64 674kB ...\n",
       "    max_high_wind_radius_se          (obs) float64 674kB ...\n",
       "    max_high_wind_radius_sw          (obs) float64 674kB ...\n",
       "    max_high_wind_radius_nw          (obs) float64 674kB ...\n",
       "    max_sustained_wind_speed_radius  (obs) float64 674kB ...\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-0ebe2ad8-5595-435e-a5f2-14e6b8f4a3db' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0ebe2ad8-5595-435e-a5f2-14e6b8f4a3db' 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>: 3143</li><li><span>obs</span>: 84188</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-931fdc1c-7894-4cc6-bce6-df2dc177c8f2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-931fdc1c-7894-4cc6-bce6-df2dc177c8f2' 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-813eb87c-2b73-46b3-a8c0-b8a436d74d70' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-813eb87c-2b73-46b3-a8c0-b8a436d74d70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a09f44f3-d06d-4946-abda-cc855df24826' class='xr-var-data-in' type='checkbox'><label for='data-a09f44f3-d06d-4946-abda-cc855df24826' 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>[3143 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-7c259bc5-c7c9-44b4-9a38-74ffa7b25a7f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7c259bc5-c7c9-44b4-9a38-74ffa7b25a7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e470c89c-e725-4eab-9422-a92689508bb0' class='xr-var-data-in' type='checkbox'><label for='data-e470c89c-e725-4eab-9422-a92689508bb0' 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>[84188 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a7eaa62a-fe23-47c8-aae0-786907c601eb' class='xr-section-summary-in' type='checkbox'  ><label for='section-a7eaa62a-fe23-47c8-aae0-786907c601eb' 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-0d8b8a8b-5062-42ac-816a-b2fe24b2d37a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d8b8a8b-5062-42ac-816a-b2fe24b2d37a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6864451-a038-4c91-8ce8-9787ec6cb55f' class='xr-var-data-in' type='checkbox'><label for='data-c6864451-a038-4c91-8ce8-9787ec6cb55f' 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>[3143 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-5ba646c5-1072-4595-9ed1-cc8344345278' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5ba646c5-1072-4595-9ed1-cc8344345278' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-490b485c-b360-4e89-be8a-05504fa96c2d' class='xr-var-data-in' type='checkbox'><label for='data-490b485c-b360-4e89-be8a-05504fa96c2d' 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>[3143 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-1d968c72-e134-4080-89f0-41d0501d6c6b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1d968c72-e134-4080-89f0-41d0501d6c6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96b05e1b-1f46-4748-97a0-e38d4cf398fc' class='xr-var-data-in' type='checkbox'><label for='data-96b05e1b-1f46-4748-97a0-e38d4cf398fc' 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>[3143 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-f8a04a22-2cac-4a56-bab4-7cd4b2e9de00' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8a04a22-2cac-4a56-bab4-7cd4b2e9de00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2d58130-3548-4e5a-85f4-96ee4592376a' class='xr-var-data-in' type='checkbox'><label for='data-b2d58130-3548-4e5a-85f4-96ee4592376a' 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>[84188 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-b322d427-d9f0-4192-8167-ff7c9d1c1b38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b322d427-d9f0-4192-8167-ff7c9d1c1b38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55e7c8bd-034d-425f-854c-5fc2f68b49b6' class='xr-var-data-in' type='checkbox'><label for='data-55e7c8bd-034d-425f-854c-5fc2f68b49b6' 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>[84188 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-d665395c-0031-4dae-a8f5-40ccf0e7e88d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d665395c-0031-4dae-a8f5-40ccf0e7e88d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e601f2a-019b-484a-80bb-0f881d0c7d92' class='xr-var-data-in' type='checkbox'><label for='data-9e601f2a-019b-484a-80bb-0f881d0c7d92' 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>[84188 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-ff7797d9-3379-4648-8b21-bf4b9e5ae93e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ff7797d9-3379-4648-8b21-bf4b9e5ae93e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c662eae3-bb08-42f3-9df9-1c1df52af7b3' class='xr-var-data-in' type='checkbox'><label for='data-c662eae3-bb08-42f3-9df9-1c1df52af7b3' 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>[84188 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-8de6ed95-3b62-49af-bee6-d5d9f8ff36f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8de6ed95-3b62-49af-bee6-d5d9f8ff36f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08a33686-bdf4-47c5-809c-d1a325dc56e2' class='xr-var-data-in' type='checkbox'><label for='data-08a33686-bdf4-47c5-809c-d1a325dc56e2' 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>[84188 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-7453bacd-4ffc-4fb2-ba3c-170c978751d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7453bacd-4ffc-4fb2-ba3c-170c978751d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-830acf06-75fc-469b-902f-a2d2488da11e' class='xr-var-data-in' type='checkbox'><label for='data-830acf06-75fc-469b-902f-a2d2488da11e' 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>[84188 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-2cce6b8e-f38f-473e-a435-c6b0d12698c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2cce6b8e-f38f-473e-a435-c6b0d12698c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6f95a87-caf1-47e8-83cc-4eb33cf9b6b8' class='xr-var-data-in' type='checkbox'><label for='data-a6f95a87-caf1-47e8-83cc-4eb33cf9b6b8' 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>[84188 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-6ba60bb7-eb2a-494e-b11c-89dc83fffaac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ba60bb7-eb2a-494e-b11c-89dc83fffaac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e994653-c622-41ca-b268-cc098555a068' class='xr-var-data-in' type='checkbox'><label for='data-1e994653-c622-41ca-b268-cc098555a068' 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>[84188 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-e1e5e45e-f118-4160-af0f-d1c236315373' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e1e5e45e-f118-4160-af0f-d1c236315373' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7937a652-b3fd-44f5-94cc-dd8c48f8542c' class='xr-var-data-in' type='checkbox'><label for='data-7937a652-b3fd-44f5-94cc-dd8c48f8542c' 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>[84188 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-593f4ba2-dcdc-4f4a-a082-0daa1959e68f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-593f4ba2-dcdc-4f4a-a082-0daa1959e68f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53955a9b-5ecb-4283-b8af-e02982ddcfa1' class='xr-var-data-in' type='checkbox'><label for='data-53955a9b-5ecb-4283-b8af-e02982ddcfa1' 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>[84188 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-143889f7-15b1-46fb-a7fa-3ce09fd8e7be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-143889f7-15b1-46fb-a7fa-3ce09fd8e7be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1d081e1-86bb-49a5-816a-a51e2e49c9fa' class='xr-var-data-in' type='checkbox'><label for='data-b1d081e1-86bb-49a5-816a-a51e2e49c9fa' 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>[84188 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-e7998aa4-5456-4d0f-b283-b720388282d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7998aa4-5456-4d0f-b283-b720388282d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b3fcbde-afcb-4782-9e79-e2aacf005f3f' class='xr-var-data-in' type='checkbox'><label for='data-9b3fcbde-afcb-4782-9e79-e2aacf005f3f' 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>[84188 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-f9bc4e92-b4ef-4378-8ad3-a217eba33c51' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f9bc4e92-b4ef-4378-8ad3-a217eba33c51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89f0e089-bf04-420b-a1ad-e8f7a9ad9bb7' class='xr-var-data-in' type='checkbox'><label for='data-89f0e089-bf04-420b-a1ad-e8f7a9ad9bb7' 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>[84188 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-66f0c0c1-d30e-4fb0-97ef-ce1a2a0e89f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66f0c0c1-d30e-4fb0-97ef-ce1a2a0e89f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28281f2e-041c-432e-80de-d62d8155ec0d' class='xr-var-data-in' type='checkbox'><label for='data-28281f2e-041c-432e-80de-d62d8155ec0d' 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>[84188 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-8f36f0c5-7b3e-4742-8ed2-5486582c9336' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f36f0c5-7b3e-4742-8ed2-5486582c9336' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-febfebb4-f407-4c3c-b1d5-4742b20f3cbe' class='xr-var-data-in' type='checkbox'><label for='data-febfebb4-f407-4c3c-b1d5-4742b20f3cbe' 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>[84188 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-1f08503f-22f6-4100-b453-79dce2e804bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f08503f-22f6-4100-b453-79dce2e804bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3a5cc36-0f78-4526-b3f3-9694c68c1a90' class='xr-var-data-in' type='checkbox'><label for='data-b3a5cc36-0f78-4526-b3f3-9694c68c1a90' 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>[84188 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-21231ad5-29f6-4399-b8f9-7ac85255d00f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21231ad5-29f6-4399-b8f9-7ac85255d00f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d3b9de3-a143-4cd7-9c79-d30ad6455632' class='xr-var-data-in' type='checkbox'><label for='data-8d3b9de3-a143-4cd7-9c79-d30ad6455632' 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>[84188 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-762c4a6f-6e0c-4750-90cc-16fc21f719bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-762c4a6f-6e0c-4750-90cc-16fc21f719bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8fe4d09-0c87-4466-9769-fc2a056ded54' class='xr-var-data-in' type='checkbox'><label for='data-a8fe4d09-0c87-4466-9769-fc2a056ded54' 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>[84188 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-4360c614-ec40-4aa6-a241-3b92eca88712' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4360c614-ec40-4aa6-a241-3b92eca88712' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4987b8e-a8e2-4050-87be-adeee127beb3' class='xr-var-data-in' type='checkbox'><label for='data-c4987b8e-a8e2-4050-87be-adeee127beb3' 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>[84188 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2862b042-1c71-4736-b660-0475c10817a9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2862b042-1c71-4736-b660-0475c10817a9' 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-85f5738d-4c7d-4e39-9324-4e0a338c37e6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-85f5738d-4c7d-4e39-9324-4e0a338c37e6' 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: 13MB\n",
       "Dimensions:                          (traj: 3143, obs: 84188)\n",
       "Coordinates:\n",
       "    id                               (traj) <U8 101kB ...\n",
       "    time                             (obs) datetime64[ns] 674kB ...\n",
       "Dimensions without coordinates: traj, obs\n",
       "Data variables: (12/22)\n",
       "    basin                            (traj) <U2 25kB ...\n",
       "    year                             (traj) int64 25kB ...\n",
       "    rowsize                          (traj) int64 25kB ...\n",
       "    record_identifier                (obs) <U1 337kB ...\n",
       "    system_status                    (obs) <U2 674kB ...\n",
       "    lat                              (obs) float64 674kB ...\n",
       "    ...                               ...\n",
       "    max_med_wind_radius_nw           (obs) float64 674kB ...\n",
       "    max_high_wind_radius_ne          (obs) float64 674kB ...\n",
       "    max_high_wind_radius_se          (obs) float64 674kB ...\n",
       "    max_high_wind_radius_sw          (obs) float64 674kB ...\n",
       "    max_high_wind_radius_nw          (obs) float64 674kB ...\n",
       "    max_sustained_wind_speed_radius  (obs) float64 674kB ...\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": [
    "# open the HURDAT2 dataset which is buit-in the clouddrift package\n",
    "ds = hurdat2()\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1600f6f20>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now create a plot of all storms with their track color-coded by the wind speed. This uses the plot_ragged function from the clouddrift.plotting module. Plot_ragged is a wrapper \n",
    "# around plotting functions and is able to handle ragged arrays.\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "ax = fig.add_subplot(1, 1, 1, projection=ccrs.Mollweide(central_longitude=-110))\n",
    "hl = plot_ragged(\n",
    "    ax,\n",
    "    ds.lon,\n",
    "    ds.lat,\n",
    "    ds.rowsize,\n",
    "    colors=ds.wind_speed.values,\n",
    "    transform=ccrs.PlateCarree(),\n",
    "    cmap=\"inferno\",\n",
    ")\n",
    "ax.set_extent([-180, 180, 0, 80], crs=ccrs.PlateCarree())\n",
    "ax.coastlines()\n",
    "ax.gridlines(draw_labels=True)\n",
    "divider = make_axes_locatable(ax)\n",
    "cax = divider.append_axes('right', size=\"3%\", pad=0.25, axes_class=plt.Axes)\n",
    "fig.colorbar(hl, cax=cax, label=\"m/s\")"
   ]
  }
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