06_MHW_metrics.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import glob\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([14385.0344213])"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = f'/burg/abernathey/users/hillary/ocetrac/mhw_4.csv'\n",
    "df = pd.read_csv(path)\n",
    "df['intensity_cumulative'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'['"
      ]
     },
     "execution_count": 168,
     "metadata": {},
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   ],
   "source": [
    "ds.date[0].values.tolist()[0]"
   ]
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  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "li = []\n",
    "\n",
    "for i in range(1,771):\n",
    "    path = f'/burg/abernathey/users/hillary/ocetrac/mhw_{str(i)}.csv'\n",
    "    df = pd.read_csv(path, index_col=None, header=0)\n",
    "    li.append(df)\n",
    "\n",
    "df = pd.concat(li, axis=0, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>coords</th>\n",
       "      <th>centroid</th>\n",
       "      <th>duration</th>\n",
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       "      <th>intensity_mean</th>\n",
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       "      <td>1</td>\n",
       "      <td>[1.57919061]</td>\n",
       "      <td>[1.38582916]</td>\n",
       "      <td>[1.21856325]</td>\n",
       "      <td>224.504324</td>\n",
       "      <td>[1905133.035593045]</td>\n",
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       "      <td>[1.29703114]</td>\n",
       "      <td>134.142377</td>\n",
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       "      id                                               date  \\\n",
       "0      1                                        ['1981-09']   \n",
       "1      2                                        ['1981-09']   \n",
       "2      3                                        ['1981-09']   \n",
       "3      4  ['1981-09' '1981-10' '1981-11' '1981-12' '1982...   \n",
       "4      5                                        ['1981-09']   \n",
       "..   ...                                                ...   \n",
       "765  766                                        ['2021-06']   \n",
       "766  767  ['2020-12' '2021-01' '2021-02' '2021-03' '2021...   \n",
       "767  768                                        ['2021-06']   \n",
       "768  769                                        ['2021-06']   \n",
       "769  770                                        ['2021-06']   \n",
       "\n",
       "                                                coords  \\\n",
       "0    [(array([-69.875, -69.875, -69.875, ..., -53.3...   \n",
       "1    [(array([-42.625, -42.625, -42.625, ..., -27.8...   \n",
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       "3    [(array([ 5.625,  5.625,  5.625, ..., 32.375, ...   \n",
       "4    [(array([39.625, 39.625, 39.625, ..., 59.375, ...   \n",
       "..                                                 ...   \n",
       "765  [(array([-66.875, -66.875, -66.875, ..., -20.1...   \n",
       "766  [(array([-43.125, -43.125, -43.125, ..., -23.3...   \n",
       "767  [(array([-63.375, -63.375, -63.375, ..., -47.6...   \n",
       "768  [(array([-60.875, -60.875, -60.875, ..., -27.3...   \n",
       "769  [(array([ 5.875,  5.875,  5.875, ..., 21.125, ...   \n",
       "\n",
       "                                              centroid  duration  \\\n",
       "0                               [[(-61.375, 286.375)]]         1   \n",
       "1                               [[(-35.375, 263.875)]]         1   \n",
       "2                               [[(-20.125, 195.125)]]         1   \n",
       "3    [[(20.125, 286.625)], [(16.625, 288.375), (54....         8   \n",
       "4                                [[(49.875, 347.625)]]         1   \n",
       "..                                                 ...       ...   \n",
       "765                             [[(-48.125, 309.875)]]         1   \n",
       "766  [[(-33.875, 335.375)], [(-42.625, 330.625)], [...         7   \n",
       "767                              [[(-56.375, 124.75)]]         1   \n",
       "768                               [[(-42.875, 85.75)]]         1   \n",
       "769                                 [[(13.125, 89.0)]]         1   \n",
       "\n",
       "                                         intensity_max  \\\n",
       "0                                         [1.94212041]   \n",
       "1                                         [1.72241809]   \n",
       "2                                         [1.84201865]   \n",
       "3    [1.2387234  1.66417643 3.50335513 4.08279576 2...   \n",
       "4                                         [1.57919061]   \n",
       "..                                                 ...   \n",
       "765                                       [3.42088718]   \n",
       "766  [2.37843469 2.64733391 2.7397324  2.60268997 2...   \n",
       "767                                        [1.9597067]   \n",
       "768                                       [3.86094158]   \n",
       "769                                       [1.68167987]   \n",
       "\n",
       "                                        intensity_mean  \\\n",
       "0                                         [1.55679627]   \n",
       "1                                         [1.49782032]   \n",
       "2                                         [1.36414079]   \n",
       "3    [1.2387234  1.43597741 1.65869806 1.75969181 1...   \n",
       "4                                         [1.38582916]   \n",
       "..                                                 ...   \n",
       "765                                       [1.63661543]   \n",
       "766  [1.52194497 1.56037467 1.60894302 1.57959328 1...   \n",
       "767                                       [1.54712838]   \n",
       "768                                       [1.85786081]   \n",
       "769                                       [1.49047085]   \n",
       "\n",
       "                                         intensity_min  intensity_cumulative  \\\n",
       "0                                         [1.21065692]            171.247590   \n",
       "1                                         [1.26134847]             86.873579   \n",
       "2                                          [1.1766758]            255.094327   \n",
       "3    [1.2387234  1.22977854 1.23317724 1.13555816 1...          14385.034421   \n",
       "4                                         [1.21856325]            224.504324   \n",
       "..                                                 ...                   ...   \n",
       "765                                       [1.18994739]           2130.873285   \n",
       "766  [1.15950597 1.17238469 1.18916473 1.20523438 1...          33530.121254   \n",
       "767                                       [1.24012628]             92.827703   \n",
       "768                                       [1.10486602]           3611.681416   \n",
       "769                                       [1.29703114]            134.142377   \n",
       "\n",
       "                                                  area  \n",
       "0                                  [952676.6776275958]  \n",
       "1                                 [2619629.2675804966]  \n",
       "2                                 [3012802.4885439994]  \n",
       "3    [4840552.2594525125, 4452807.745606111, 833196...  \n",
       "4                                  [1905133.035593045]  \n",
       "..                                                 ...  \n",
       "765                               [12521910.641938686]  \n",
       "766  [4564908.01648746, 7878102.0612018425, 4952286...  \n",
       "767                               [1224805.4268229585]  \n",
       "768                               [10242043.437140375]  \n",
       "769                               [2351806.1085898937]  \n",
       "\n",
       "[770 rows x 10 columns]"
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     "execution_count": 23,
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       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  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-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",
       "  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",
       "  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-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-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",
       "  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;\n",
       "Dimensions:               (index: 770)\n",
       "Coordinates:\n",
       "  * index                 (index) int64 0 1 2 3 4 5 ... 764 765 766 767 768 769\n",
       "Data variables:\n",
       "    id_name               (index) int64 1 2 3 4 5 6 ... 765 766 767 768 769 770\n",
       "    date                  (index) object &quot;[&#x27;1981-09&#x27;]&quot; ... &quot;[&#x27;2021-06&#x27;]&quot;\n",
       "    coords                (index) object &#x27;[(array([-69.875, -69.875, -69.875,...\n",
       "    centroid              (index) object &#x27;[[(-61.375, 286.375)]]&#x27; ... &#x27;[[(13....\n",
       "    duration              (index) int64 1 1 1 8 1 1 1 3 1 ... 1 1 2 1 1 7 1 1 1\n",
       "    intensity_max         (index) object &#x27;[1.94212041]&#x27; ... &#x27;[1.68167987]&#x27;\n",
       "    intensity_mean        (index) object &#x27;[1.55679627]&#x27; ... &#x27;[1.49047085]&#x27;\n",
       "    intensity_min         (index) object &#x27;[1.21065692]&#x27; ... &#x27;[1.29703114]&#x27;\n",
       "    intensity_cumulative  (index) float64 171.2 86.87 255.1 ... 3.612e+03 134.1\n",
       "    area                  (index) object &#x27;[952676.6776275958]&#x27; ... &#x27;[2351806....</pre><div class='xr-wrap' hidden><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-72762a1d-7712-4197-b8c7-77d7b47b2685' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-72762a1d-7712-4197-b8c7-77d7b47b2685' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>index</span>: 770</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-19fd219a-4634-444d-81ad-fc95ef612586' class='xr-section-summary-in' type='checkbox'  checked><label for='section-19fd219a-4634-444d-81ad-fc95ef612586' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 765 766 767 768 769</div><input id='attrs-ddeae231-171f-4357-b4ee-49170a71f14e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ddeae231-171f-4357-b4ee-49170a71f14e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46ec4bd7-439a-4372-b47e-43e75a7aa6b5' class='xr-var-data-in' type='checkbox'><label for='data-46ec4bd7-439a-4372-b47e-43e75a7aa6b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 767, 768, 769])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-132675e2-ab21-4391-84f6-f0f21b004a96' class='xr-section-summary-in' type='checkbox'  checked><label for='section-132675e2-ab21-4391-84f6-f0f21b004a96' class='xr-section-summary' >Data variables: <span>(10)</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_name</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 766 767 768 769 770</div><input id='attrs-89c6c03e-3f3e-42af-b7b8-6e5e667bf261' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89c6c03e-3f3e-42af-b7b8-6e5e667bf261' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-172e2884-fd67-4bd8-b26b-b9bdfeea9b9d' class='xr-var-data-in' type='checkbox'><label for='data-172e2884-fd67-4bd8-b26b-b9bdfeea9b9d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,  13,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,\n",
       "        27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,\n",
       "        40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,\n",
       "        53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,  65,\n",
       "        66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,  78,\n",
       "        79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,  91,\n",
       "        92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103, 104,\n",
       "       105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117,\n",
       "       118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130,\n",
       "       131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143,\n",
       "       144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156,\n",
       "       157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169,\n",
       "       170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182,\n",
       "       183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195,\n",
       "       196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208,\n",
       "       209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221,\n",
       "       222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234,\n",
       "       235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247,\n",
       "       248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260,\n",
       "...\n",
       "       521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532, 533,\n",
       "       534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546,\n",
       "       547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559,\n",
       "       560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572,\n",
       "       573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585,\n",
       "       586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598,\n",
       "       599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611,\n",
       "       612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624,\n",
       "       625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637,\n",
       "       638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650,\n",
       "       651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663,\n",
       "       664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676,\n",
       "       677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689,\n",
       "       690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 700, 701, 702,\n",
       "       703, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715,\n",
       "       716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728,\n",
       "       729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741,\n",
       "       742, 743, 744, 745, 746, 747, 748, 749, 750, 751, 752, 753, 754,\n",
       "       755, 756, 757, 758, 759, 760, 761, 762, 763, 764, 765, 766, 767,\n",
       "       768, 769, 770])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>date</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&quot;[&#x27;1981-09&#x27;]&quot; ... &quot;[&#x27;2021-06&#x27;]&quot;</div><input id='attrs-a5277e3f-ab53-4ab9-98ba-82291ff02c3f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a5277e3f-ab53-4ab9-98ba-82291ff02c3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74f92cf3-93c1-47b8-a9ca-412d642500bb' class='xr-var-data-in' type='checkbox'><label for='data-74f92cf3-93c1-47b8-a9ca-412d642500bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&quot;[&#x27;1981-09&#x27;]&quot;, &quot;[&#x27;1981-09&#x27;]&quot;, &quot;[&#x27;1981-09&#x27;]&quot;,\n",
       "       &quot;[&#x27;1981-09&#x27; &#x27;1981-10&#x27; &#x27;1981-11&#x27; &#x27;1981-12&#x27; &#x27;1982-01&#x27; &#x27;1982-02&#x27; &#x27;1982-03&#x27;\\n &#x27;1982-04&#x27;]&quot;,\n",
       "       &quot;[&#x27;1981-09&#x27;]&quot;, &quot;[&#x27;1981-10&#x27;]&quot;, &quot;[&#x27;1981-10&#x27;]&quot;,\n",
       "       &quot;[&#x27;1981-10&#x27; &#x27;1981-11&#x27; &#x27;1981-12&#x27;]&quot;, &quot;[&#x27;1982-01&#x27;]&quot;, &quot;[&#x27;1982-03&#x27;]&quot;,\n",
       "       &quot;[&#x27;1982-05&#x27;]&quot;,\n",
       "       &quot;[&#x27;1981-09&#x27; &#x27;1981-10&#x27; &#x27;1981-11&#x27; &#x27;1981-12&#x27; &#x27;1982-01&#x27; &#x27;1982-02&#x27; &#x27;1982-03&#x27;\\n &#x27;1982-04&#x27; &#x27;1982-05&#x27; &#x27;1982-06&#x27; &#x27;1982-07&#x27; &#x27;1982-08&#x27; &#x27;1982-09&#x27; &#x27;1982-10&#x27;\\n &#x27;1982-11&#x27; &#x27;1982-12&#x27; &#x27;1983-01&#x27; &#x27;1983-02&#x27; &#x27;1983-03&#x27; &#x27;1983-04&#x27; &#x27;1983-05&#x27;\\n &#x27;1983-06&#x27; &#x27;1983-07&#x27; &#x27;1983-08&#x27; &#x27;1983-09&#x27; &#x27;1983-10&#x27; &#x27;1983-11&#x27; &#x27;1983-12&#x27;\\n &#x27;1984-01&#x27; &#x27;1984-02&#x27; &#x27;1984-03&#x27; &#x27;1984-04&#x27; &#x27;1984-05&#x27; &#x27;1984-06&#x27; &#x27;1984-07&#x27;\\n &#x27;1984-08&#x27; &#x27;1984-09&#x27; &#x27;1984-10&#x27; &#x27;1984-11&#x27; &#x27;1984-12&#x27;]&quot;,\n",
       "       &quot;[&#x27;1982-09&#x27; &#x27;1982-10&#x27; &#x27;1982-11&#x27; &#x27;1982-12&#x27;]&quot;, &quot;[&#x27;1982-10&#x27;]&quot;,\n",
       "       &quot;[&#x27;1982-11&#x27; &#x27;1982-12&#x27; &#x27;1983-01&#x27; &#x27;1983-02&#x27; &#x27;1983-03&#x27; &#x27;1983-04&#x27; &#x27;1983-05&#x27;\\n &#x27;1983-06&#x27;]&quot;,\n",
       "       &quot;[&#x27;1982-11&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-01&#x27; &#x27;1983-02&#x27; &#x27;1983-03&#x27; &#x27;1983-04&#x27; &#x27;1983-05&#x27; &#x27;1983-06&#x27; &#x27;1983-07&#x27;\\n &#x27;1983-08&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-02&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-02&#x27; &#x27;1983-03&#x27; &#x27;1983-04&#x27; &#x27;1983-05&#x27; &#x27;1983-06&#x27; &#x27;1983-07&#x27; &#x27;1983-08&#x27;\\n &#x27;1983-09&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-03&#x27;]&quot;, &quot;[&#x27;1983-03&#x27;]&quot;, &quot;[&#x27;1983-03&#x27; &#x27;1983-04&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-08&#x27;]&quot;, &quot;[&#x27;1983-08&#x27;]&quot;, &quot;[&#x27;1983-08&#x27; &#x27;1983-09&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-08&#x27;]&quot;, &quot;[&#x27;1983-09&#x27;]&quot;, &quot;[&#x27;1983-10&#x27; &#x27;1983-11&#x27; &#x27;1983-12&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-10&#x27;]&quot;, &quot;[&#x27;1983-10&#x27;]&quot;, &quot;[&#x27;1983-10&#x27; &#x27;1983-11&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-10&#x27; &#x27;1983-11&#x27; &#x27;1983-12&#x27; &#x27;1984-01&#x27; &#x27;1984-02&#x27; &#x27;1984-03&#x27; &#x27;1984-04&#x27;\\n &#x27;1984-05&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-11&#x27;]&quot;, &quot;[&#x27;1983-12&#x27;]&quot;, &quot;[&#x27;1983-12&#x27;]&quot;,\n",
       "       &quot;[&#x27;1983-12&#x27; &#x27;1984-01&#x27;]&quot;, &quot;[&#x27;1984-01&#x27; &#x27;1984-02&#x27;]&quot;, &quot;[&#x27;1984-02&#x27;]&quot;,\n",
       "       &quot;[&#x27;1984-02&#x27; &#x27;1984-03&#x27; &#x27;1984-04&#x27; &#x27;1984-05&#x27; &#x27;1984-06&#x27;]&quot;,\n",
       "...\n",
       "       &quot;[&#x27;2019-07&#x27;]&quot;, &quot;[&#x27;2019-08&#x27; &#x27;2019-09&#x27;]&quot;, &quot;[&#x27;2019-08&#x27;]&quot;,\n",
       "       &quot;[&#x27;2019-10&#x27;]&quot;, &quot;[&#x27;2019-10&#x27;]&quot;, &quot;[&#x27;2019-12&#x27;]&quot;, &quot;[&#x27;2020-02&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-02&#x27;]&quot;, &quot;[&#x27;2020-02&#x27; &#x27;2020-03&#x27; &#x27;2020-04&#x27; &#x27;2020-05&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-03&#x27; &#x27;2020-04&#x27;]&quot;, &quot;[&#x27;2020-03&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-03&#x27; &#x27;2020-04&#x27; &#x27;2020-05&#x27; &#x27;2020-06&#x27; &#x27;2020-07&#x27; &#x27;2020-08&#x27; &#x27;2020-09&#x27;\\n &#x27;2020-10&#x27; &#x27;2020-11&#x27; &#x27;2020-12&#x27; &#x27;2021-01&#x27; &#x27;2021-02&#x27; &#x27;2021-03&#x27; &#x27;2021-04&#x27;\\n &#x27;2021-05&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-04&#x27;]&quot;, &quot;[&#x27;2020-04&#x27;]&quot;, &quot;[&#x27;2020-05&#x27;]&quot;,\n",
       "       &quot;[&#x27;2019-09&#x27; &#x27;2019-10&#x27; &#x27;2019-11&#x27; &#x27;2019-12&#x27; &#x27;2020-01&#x27; &#x27;2020-02&#x27; &#x27;2020-03&#x27;\\n &#x27;2020-04&#x27; &#x27;2020-05&#x27; &#x27;2020-06&#x27; &#x27;2020-07&#x27; &#x27;2020-08&#x27; &#x27;2020-09&#x27; &#x27;2020-10&#x27;\\n &#x27;2020-11&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-05&#x27; &#x27;2020-06&#x27; &#x27;2020-07&#x27; &#x27;2020-08&#x27; &#x27;2020-09&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-06&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-07&#x27; &#x27;2020-08&#x27; &#x27;2020-09&#x27; &#x27;2020-10&#x27; &#x27;2020-11&#x27; &#x27;2020-12&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-07&#x27; &#x27;2020-08&#x27;]&quot;, &quot;[&#x27;2020-09&#x27; &#x27;2020-10&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-08&#x27; &#x27;2020-09&#x27;]&quot;, &quot;[&#x27;2020-09&#x27;]&quot;, &quot;[&#x27;2020-09&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-09&#x27; &#x27;2020-10&#x27; &#x27;2020-11&#x27; &#x27;2020-12&#x27; &#x27;2021-01&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-10&#x27; &#x27;2020-11&#x27;]&quot;, &quot;[&#x27;2020-11&#x27;]&quot;, &quot;[&#x27;2020-11&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-12&#x27; &#x27;2021-01&#x27; &#x27;2021-02&#x27; &#x27;2021-03&#x27; &#x27;2021-04&#x27;]&quot;,\n",
       "       &quot;[&#x27;2021-01&#x27; &#x27;2021-02&#x27; &#x27;2021-03&#x27; &#x27;2021-04&#x27;]&quot;, &quot;[&#x27;2021-01&#x27;]&quot;,\n",
       "       &quot;[&#x27;2021-01&#x27;]&quot;, &quot;[&#x27;2021-03&#x27;]&quot;, &quot;[&#x27;2021-04&#x27; &#x27;2021-05&#x27;]&quot;,\n",
       "       &quot;[&#x27;2021-05&#x27;]&quot;, &quot;[&#x27;2021-06&#x27;]&quot;,\n",
       "       &quot;[&#x27;2020-12&#x27; &#x27;2021-01&#x27; &#x27;2021-02&#x27; &#x27;2021-03&#x27; &#x27;2021-04&#x27; &#x27;2021-05&#x27; &#x27;2021-06&#x27;]&quot;,\n",
       "       &quot;[&#x27;2021-06&#x27;]&quot;, &quot;[&#x27;2021-06&#x27;]&quot;, &quot;[&#x27;2021-06&#x27;]&quot;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>coords</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;[(array([-69.875, -69.875, -69....</div><input id='attrs-582be320-d320-4378-9d87-6f49c3b515bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-582be320-d320-4378-9d87-6f49c3b515bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60f46dbd-683e-4ad5-a5bb-21ea53a8e5cb' class='xr-var-data-in' type='checkbox'><label for='data-60f46dbd-683e-4ad5-a5bb-21ea53a8e5cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;[(array([-69.875, -69.875, -69.875, ..., -53.375, -53.375, -53.375]), array([280.375, 280.625, 280.875, ..., 284.375, 284.625, 284.875]))]&#x27;,\n",
       "       &#x27;[(array([-42.625, -42.625, -42.625, ..., -27.875, -27.875, -27.875]), array([267.125, 267.375, 267.625, ..., 258.875, 259.125, 259.375]))]&#x27;,\n",
       "       &#x27;[(array([-31.625, -31.625, -31.625, ..., -11.375, -11.375, -11.375]), array([192.875, 193.125, 193.375, ..., 188.375, 188.625, 188.875]))]&#x27;,\n",
       "       &#x27;[(array([ 5.625,  5.625,  5.625, ..., 32.375, 32.375, 32.375]), array([307.625, 307.875, 308.125, ..., 283.375, 283.625, 283.875])), (array([ 9.375,  9.375,  9.375, ..., 60.125, 60.125, 60.125]), array([281.625, 281.875, 282.125, ..., 306.875, 307.125, 307.375])), (array([-0.625, -0.625, -0.625, ..., 59.625, 59.625, 59.625]), array([311.625, 311.875, 312.125, ..., 309.875, 310.125, 310.375])), (array([ 5.625,  5.625,  5.625, ..., 59.875, 59.875, 59.875]), array([324.875, 325.125, 325.375, ..., 312.625, 312.875, 313.125])), (array([ 6.375,  6.375,  6.375, ..., 59.625, 59.625, 59.625]), array([302.625, 302.875, 303.125, ..., 319.875, 320.125, 320.375])), (array([11.625, 11.625, 11.625, ..., 64.625, 64.625, 64.625]), array([288.375, 288.625, 288.875, ..., 332.625, 332.875, 333.125])), (array([15.875, 15.875, 15.875, ..., 64.875, 64.875, 64.875]), array([272.875, 273.125, 273.375, ..., 353.625, 353.875, 354.125])), (array([17.625, 17.625, 17.625, ..., 32.625, 32.625, 32.625]), array([285.375, 285.625, 285.875, ..., 284.875, 285.125, 285.375]))]&#x27;,\n",
       "       &#x27;[(array([39.625, 39.625, 39.625, ..., 59.375, 59.375, 59.375]), array([339.875, 340.125, 340.375, ..., 350.625, 350.875, 351.125]))]&#x27;,\n",
       "       &#x27;[(array([-31.375, -31.375, -31.375, ...,  -1.125,  -1.125,  -1.125]), array([70.375, 70.625, 70.875, ..., 43.625, 43.875, 44.125]))]&#x27;,\n",
       "       &#x27;[(array([-12.875, -12.875, -12.875, ...,  17.375,  17.375,  17.375]), array([89.625, 89.875, 90.125, ..., 71.875, 72.125, 72.375]))]&#x27;,\n",
       "       &#x27;[(array([-19.875, -19.875, -19.875, ...,   9.125,   9.125,   9.125]), array([  2.375,   2.625,   2.875, ..., 345.625, 345.875, 346.125])), (array([-27.375, -27.375, -27.375, ...,   8.125,   8.125,   8.125]), array([  8.875,   9.125,   9.375, ..., 334.375, 334.625, 334.875])), (array([-11.125, -11.125, -11.125, ...,   9.125,   9.125,   9.125]), array([344.375, 344.625, 344.875, ..., 345.625, 345.875, 346.125]))]&#x27;,\n",
       "       &#x27;[(array([-51.125, -51.125, -51.125, ..., -39.125, -39.125, -39.125]), array([279.375, 279.625, 279.875, ..., 280.625, 280.875, 281.125]))]&#x27;,\n",
       "       &#x27;[(array([ 2.125,  2.125,  2.125, ..., 12.375, 12.375, 12.375]), array([316.875, 317.125, 317.375, ..., 325.375, 325.625, 325.875]))]&#x27;,\n",
       "       &#x27;[(array([-34.375, -34.375, -34.375, ..., -20.125, -20.125, -20.125]), array([285.125, 285.375, 285.625, ..., 282.625, 282.875, 283.125]))]&#x27;,\n",
       "       &#x27;[(array([-69.875, -69.875, -69.875, ...,  60.375,  60.375,  60.375]), array([210.875, 211.125, 211.375, ..., 168.375, 168.625, 168.875])), (array([-69.875, -69.875, -69.875, ...,  63.875,  63.875,  63.875]), array([198.125, 198.375, 198.625, ..., 183.875, 184.125, 184.375])), (array([-69.375, -69.375, -69.375, ...,  61.125,  61.125,  61.125]), array([195.875, 196.125, 196.375, ..., 177.875, 178.125, 178.375])), (array([-66.625, -66.625, -66.625, ...,  61.875,  61.875,  61.875]), array([127.125, 127.375, 127.625, ..., 179.875, 180.125, 180.375])), (array([-67.625, -67.625, -67.625, ...,  64.875,  64.875,  64.875]), array([145.875, 146.125, 146.375, ..., 183.875, 184.125, 184.375])), (array([-66.875, -66.875, -66.875, ...,  64.875,  64.875,  64.875]), array([142.375, 142.625, 142.875, ..., 192.875, 193.125, 193.375])), (array([-56.125, -56.125, -56.125, ...,  64.875,  64.875,  64.875]), array([316.125, 316.375, 316.625, ..., 192.875, 193.125, 193.375])), (array([-64.625, -64.625, -64.625, ...,  64.875,  64.875,  64.875]), array([178.625, 178.875, 179.125, ..., 180.375, 180.625, 180.875])), (array([-57.625, -57.625, -57.625, ...,  62.375,  62.375,  62.375]), array([167.625, 167.875, 168.125, ..., 180.875, 181.125, 181.375])), (array([-58.375, -58.375, -58.375, ...,  46.875,  46.875,  46.875]), array([313.375, 313.625, 313.875, ..., 171.625, 171.875, 172.125])), (array([-56.125, -56.125, -56.125, ...,  24.875,  24.875,  24.875]), array([170.125, 170.375, 170.625, ...,  65.625,  65.875,  66.125])), (array([-63.125, -63.125, -63.125, ...,  21.125,  21.125,  21.125]), array([182.375, 182.625, 182.875, ..., 253.125, 253.375, 253.625])), (array([-64.125, -64.125, -64.125, ...,  24.125,  24.125,  24.125]), array([182.375, 182.625, 182.875, ..., 251.125, 251.375, 251.625])), (array([-69.875, -69.875, -69.875, ...,  24.875,  24.875,  24.875]), array([241.125, 241.375, 241.625, ...,  65.875,  66.125,  66.375])), (array([-69.375, -69.375, -69.375, ...,  27.875,  27.875,  27.875]), array([227.625, 227.875, 228.125, ..., 122.875, 123.125, 123.375])), (array([-69.125, -69.125, -69.125, ...,  16.875,  16.875,  16.875]), array([228.125, 228.375, 228.625, ...,  72.125,  72.375,  72.625])), (array([-69.875, -69.875, -69.875, ...,  46.625,  46.625,  46.625]), array([1.25000e-01, 3.75000e-01, 6.25000e-01, ..., 1.51125e+02,\\n       1.51375e+02, 1.51625e+02])), (array([-69.875, -69.875, -69.875, ...,  23.125,  23.125,  23.125]), array([1.25000e-01, 3.75000e-01, 6.25000e-01, ..., 1.28875e+02,\\n       1.29125e+02, 1.29375e+02])), (array([-69.875, -69.875, -69.875, ...,  20.375,  20.375,  20.375]), array([170.625, 170.875, 171.125, ..., 120.875, 121.125, 121.375])), (array([-68.375, -68.375, -68.375, ...,  32.375,  32.375,  32.375]), array([ 25.375,  25.625,  25.875, ..., 141.125, 141.375, 141.625])), (array([-69.625, -69.625, -69.625, ...,  40.875,  40.875,  40.875]), array([ 23.375,  23.625,  23.875, ..., 147.625, 147.875, 148.125])), (array([-67.875, -67.875, -67.875, ...,  21.625,  21.625,  21.625]), array([255.625, 255.875, 256.125, ...,  90.125,  90.375,  90.625])), (array([-67.125, -67.125, -67.125, ...,  26.125,  26.125,  26.125]), array([260.375, 260.625, 260.875, ..., 247.375, 247.625, 248.625])), (array([-64.875, -64.875, -64.875, ...,  30.375,  30.375,  30.375]), array([246.875, 247.125, 247.375, ..., 123.875, 124.125, 124.375])), (array([-69.875, -69.875, -69.875, ...,  46.625,  46.625,  46.625]), array([271.375, 271.625, 271.875, ..., 195.125, 195.375, 195.625])), (array([-65.125, -65.125, -65.125, ...,  40.875,  40.875,  40.875]), array([263.875, 264.125, 264.375, ..., 131.125, 131.375, 131.625])), (array([-48.125, -48.125, -48.125, ...,  35.625,  35.625,  35.625]), array([262.875, 263.125, 263.375, ..., 188.625, 188.875, 189.125])), (array([-58.375, -58.375, -58.375, ...,  30.875,  30.875,  30.875]), array([176.625, 176.875, 177.125, ..., 172.875, 173.125, 173.375])), (array([-61.625, -61.625, -61.625, ...,  38.375,  38.375,  38.375]), array([184.875, 185.125, 185.375, ..., 233.375, 233.625, 233.875])), (array([-63.625, -63.625, -63.625, ...,  35.375,  35.375,  35.375]), array([202.375, 202.625, 202.875, ..., 234.875, 235.125, 235.375])), (array([-54.125, -54.125, -54.125, ...,  37.125,  37.125,  37.125]), array([171.125, 171.375, 171.625, ..., 227.125, 227.375, 227.625])), (array([-60.625, -60.625, -60.625, ...,  35.875,  35.875,  35.875]), array([169.125, 169.375, 169.625, ..., 225.375, 225.625, 225.875])), (array([-48.375, -48.375, -48.375, ...,  35.875,  35.875,  35.875]), array([191.375, 191.625, 191.875, ..., 224.625, 224.875, 225.125])), (array([-26.875, -26.875, -26.875, ...,  37.625,  37.625,  37.625]), array([250.875, 251.125, 251.375, ..., 222.625, 222.875, 223.125])), (array([-1.125, -1.125, -1.125, ..., 38.375, 38.375, 38.375]), array([152.875, 153.125, 153.375, ..., 214.125, 214.375, 214.625])), (array([12.125, 12.125, 12.125, ..., 37.375, 37.375, 37.375]), array([162.875, 163.125, 163.375, ..., 212.125, 212.375, 212.625])), (array([-1.625, -1.625, -1.625, ..., 26.375, 26.375, 26.375]), array([156.875, 157.125, 157.375, ..., 171.375, 171.625, 171.875])), (array([ 5.875,  5.875,  5.875, ..., 38.125, 38.125, 38.125]), array([128.625, 128.875, 129.125, ..., 224.125, 224.375, 224.625])), (array([ 3.625,  3.625,  3.625, ..., 36.875, 36.875, 36.875]), array([158.875, 159.125, 159.375, ..., 223.125, 223.375, 223.625])), (array([ 7.625,  7.625,  7.625, ..., 37.125, 37.125, 37.125]), array([159.625, 159.875, 160.125, ..., 203.875, 204.125, 204.375]))]&#x27;,\n",
       "       &#x27;[(array([28.375, 28.375, 28.375, ..., 44.625, 44.625, 44.625]), array([298.625, 298.875, 299.125, ..., 317.625, 317.875, 318.125])), (array([26.625, 26.625, 26.625, ..., 38.625, 38.625, 38.625]), array([322.625, 322.875, 323.125, ..., 318.375, 318.625, 318.875])), (array([29.125, 29.125, 29.125, ..., 45.625, 45.875, 45.875]), array([304.625, 304.875, 305.125, ..., 300.125, 299.125, 300.125])), (array([25.875, 25.875, 25.875, ..., 36.625, 36.625, 36.625]), array([310.125, 310.375, 310.625, ..., 317.875, 318.125, 318.375]))]&#x27;,\n",
       "       &#x27;[(array([-26.625, -26.625, -26.625, ..., -10.125, -10.125, -10.125]), array([10.125, 10.375, 10.625, ...,  1.375,  1.625,  1.875]))]&#x27;,\n",
       "       &#x27;[(array([-63.125, -63.125, -63.125, ..., -45.625, -45.625, -45.625]), array([73.375, 73.625, 73.875, ..., 72.125, 72.375, 72.625])), (array([-69.875, -69.875, -69.875, ..., -44.125, -44.125, -44.125]), array([69.125, 69.375, 69.625, ..., 69.625, 69.875, 70.125])), (array([-60.875, -60.875, -60.875, ..., -45.875, -45.875, -45.875]), array([ 63.375,  63.625,  63.875, ..., 106.125, 106.375, 106.625])), (array([-66.875, -66.875, -66.875, ..., -48.375, -48.375, -48.375]), array([117.125, 117.375, 117.625, ...,  91.625,  91.875,  92.125])), (array([-60.125, -60.125, -60.125, ..., -45.625, -45.625, -45.625]), array([87.375, 87.625, 87.875, ..., 99.125, 99.375, 99.625])), (array([-62.375, -62.375, -62.375, ..., -37.375, -37.375, -37.375]), array([ 94.625,  94.875,  95.125, ..., 104.125, 104.375, 104.625])), (array([-61.125, -61.125, -61.125, ..., -36.375, -36.375, -36.375]), array([106.375, 106.625, 106.875, ..., 105.375, 105.625, 105.875])), (array([-55.625, -55.625, -55.625, ..., -35.875, -35.875, -35.875]), array([112.625, 112.875, 113.125, ..., 104.875, 105.125, 105.375]))]&#x27;,\n",
       "       &#x27;[(array([ 3.375,  3.375,  3.375, ..., 19.875, 19.875, 19.875]), array([145.625, 145.875, 146.125, ..., 177.375, 177.625, 177.875]))]&#x27;,\n",
       "       &#x27;[(array([32.375, 32.375, 32.375, ..., 51.625, 51.625, 51.625]), array([288.125, 288.375, 288.625, ..., 304.375, 304.625, 304.875])), (array([31.875, 31.875, 31.875, ..., 50.125, 50.125, 50.125]), array([314.125, 314.375, 314.625, ..., 301.125, 301.375, 301.625])), (array([33.875, 33.875, 33.875, ..., 57.625, 57.625, 57.625]), array([287.875, 288.125, 288.375, ..., 315.625, 315.875, 316.125])), (array([37.125, 37.125, 37.125, ..., 55.375, 55.375, 55.375]), array([319.125, 319.375, 319.625, ..., 310.375, 310.625, 310.875])), (array([32.625, 32.625, 32.625, ..., 55.125, 55.125, 55.125]), array([312.125, 312.375, 312.625, ..., 312.875, 313.125, 313.375])), (array([28.875, 28.875, 28.875, ..., 52.875, 52.875, 52.875]), array([294.375, 294.625, 294.875, ..., 320.125, 320.375, 320.625])), (array([40.875, 40.875, 40.875, ..., 52.875, 52.875, 52.875]), array([305.125, 305.375, 305.625, ..., 320.125, 320.375, 320.625])), (array([41.875, 41.875, 41.875, ..., 56.125, 56.125, 56.125]), array([320.375, 320.625, 320.875, ..., 353.375, 353.625, 353.875]))]&#x27;,\n",
       "       &#x27;[(array([-12.125, -12.125, -12.125, ...,   1.875,   1.875,   1.875]), array([  7.125,   7.375,   7.625, ..., 353.625, 353.875, 354.125]))]&#x27;,\n",
       "       &#x27;[(array([ 1.125,  1.125,  1.125, ..., 21.625, 21.625, 21.625]), array([327.375, 327.625, 327.875, ..., 279.125, 279.375, 279.625])), (array([-1.625, -1.625, -1.625, ..., 24.125, 24.125, 24.125]), array([315.375, 315.625, 315.875, ..., 321.625, 321.875, 322.125])), (array([-0.625, -0.625, -0.625, ..., 30.875, 30.875, 30.875]), array([311.625, 311.875, 312.125, ..., 324.375, 324.625, 324.875])), (array([-0.125, -0.125, -0.125, ..., 23.625, 23.625, 23.625]), array([310.875, 311.125, 311.375, ..., 291.625, 291.875, 292.125])), (array([ 0.625,  0.625,  0.625, ..., 25.875, 25.875, 25.875]), array([318.875, 319.125, 319.375, ..., 290.375, 290.625, 290.875])), (array([-1.125, -1.125, -1.125, ..., 13.125, 13.125, 13.125]), array([318.625, 318.875, 319.125, ..., 319.875, 320.125, 320.375])), (array([-4.625, -4.625, -4.625, ...,  8.875,  8.875,  8.875]), array([323.625, 323.875, 324.125, ..., 330.875, 331.125, 331.375])), (array([ 1.125,  1.125,  1.125, ..., 13.125, 13.125, 13.125]), array([316.375, 316.625, 316.875, ..., 331.375, 331.625, 331.875]))]&#x27;,\n",
       "       &#x27;[(array([-41.625, -41.625, -41.625, ..., -28.625, -28.625, -28.625]), array([323.875, 324.125, 324.375, ..., 326.375, 326.625, 326.875]))]&#x27;,\n",
       "...\n",
       "       &#x27;[(array([-37.875, -37.875, -37.875, ..., -25.375, -25.375, -25.375]), array([350.375, 350.625, 350.875, ..., 353.375, 353.625, 353.875])), (array([-39.375, -39.375, -39.375, ..., -26.875, -26.875, -26.875]), array([353.875, 354.125, 354.375, ...,  12.875,  13.125,  13.375]))]&#x27;,\n",
       "       &#x27;[(array([-32.125, -32.125, -32.125, ..., -17.875, -17.875, -17.875]), array([313.625, 313.875, 314.125, ..., 326.625, 326.875, 327.125]))]&#x27;,\n",
       "       &#x27;[(array([31.125, 31.125, 31.125, ..., 44.875, 44.875, 44.875]), array([32.625, 32.875, 33.625, ..., 13.625, 13.875, 14.125]))]&#x27;,\n",
       "       &#x27;[(array([35.875, 35.875, 35.875, ..., 49.875, 49.875, 49.875]), array([313.625, 313.875, 314.125, ..., 308.125, 308.375, 308.625])), (array([32.625, 32.625, 32.625, ..., 50.875, 50.875, 50.875]), array([304.375, 304.625, 304.875, ..., 306.625, 306.875, 307.125])), (array([28.375, 28.375, 28.375, ..., 44.875, 44.875, 44.875]), array([308.125, 308.375, 308.625, ..., 306.875, 307.125, 307.375])), (array([28.125, 28.125, 28.125, ..., 48.375, 48.375, 48.375]), array([303.375, 303.625, 303.875, ..., 300.125, 300.375, 300.625])), (array([37.625, 37.625, 37.625, ..., 49.375, 49.375, 49.375]), array([297.875, 298.125, 298.375, ..., 300.125, 300.375, 300.625]))]&#x27;,\n",
       "       &#x27;[(array([-38.625, -38.625, -38.625, ..., -26.375, -26.375, -26.375]), array([160.125, 160.375, 160.625, ..., 162.125, 162.375, 162.625])), (array([-42.875, -42.875, -42.875, ..., -21.625, -21.625, -21.625]), array([180.875, 181.125, 181.375, ..., 176.625, 176.875, 177.125]))]&#x27;,\n",
       "       &#x27;[(array([-28.875, -28.875, -28.875, ...,  10.125,  10.125,  10.125]), array([98.125, 98.375, 98.625, ..., 80.875, 81.125, 81.375]))]&#x27;,\n",
       "       &#x27;[(array([-9.375, -9.375, -9.375, ...,  5.625,  5.625,  5.625]), array([327.375, 327.625, 327.875, ..., 327.625, 327.875, 328.125]))]&#x27;,\n",
       "       &#x27;[(array([-37.875, -37.875, -37.875, ..., -19.875, -19.875, -19.875]), array([225.875, 226.125, 226.375, ..., 208.125, 208.375, 208.625])), (array([-37.125, -37.125, -37.125, ..., -20.875, -20.875, -20.875]), array([224.875, 225.125, 225.375, ..., 196.875, 197.125, 197.375])), (array([-47.125, -47.125, -47.125, ..., -20.125, -20.125, -20.125]), array([205.625, 205.875, 206.125, ..., 198.125, 198.375, 198.625])), (array([-57.125, -57.125, -57.125, ..., -34.625, -34.625, -34.625]), array([190.375, 190.625, 190.875, ..., 213.875, 214.125, 214.375])), (array([-56.125, -56.125, -56.125, ..., -29.125, -29.125, -29.125]), array([200.625, 200.875, 201.125, ..., 218.625, 218.875, 219.125]))]&#x27;,\n",
       "       &#x27;[(array([-48.875, -48.875, -48.875, ..., -35.875, -35.875, -35.875]), array([100.125, 100.375, 100.625, ...,  87.625,  87.875,  88.125])), (array([-49.875, -49.875, -49.875, ..., -20.375, -20.375, -20.375]), array([109.875, 110.125, 110.375, ...,  50.875,  51.125,  51.375])), (array([-53.875, -53.875, -53.875, ..., -28.875, -28.875, -28.875]), array([133.625, 133.875, 134.125, ...,  68.875,  69.125,  69.375])), (array([-53.375, -53.375, -53.375, ..., -37.875, -37.875, -37.875]), array([123.375, 123.625, 123.875, ..., 109.875, 110.125, 110.375]))]&#x27;,\n",
       "       &#x27;[(array([-31.625, -31.625, -31.625, ..., -11.625, -11.625, -11.625]), array([109.375, 109.625, 109.875, ..., 123.625, 123.875, 124.125]))]&#x27;,\n",
       "       &#x27;[(array([-1.375, -1.375, -1.375, ..., 12.125, 12.125, 12.125]), array([316.125, 316.375, 316.625, ..., 328.375, 328.625, 328.875]))]&#x27;,\n",
       "       &#x27;[(array([-48.125, -48.125, -48.125, ..., -31.375, -31.375, -31.375]), array([277.875, 278.125, 278.375, ..., 266.875, 267.125, 267.375]))]&#x27;,\n",
       "       &#x27;[(array([24.625, 24.625, 24.625, ..., 40.625, 40.625, 40.625]), array([342.875, 343.125, 343.375, ..., 342.875, 343.125, 343.375])), (array([24.625, 24.625, 24.625, ..., 40.375, 40.375, 40.375]), array([307.625, 307.875, 308.125, ..., 343.625, 343.875, 344.125]))]&#x27;,\n",
       "       &#x27;[(array([33.625, 33.625, 33.625, ..., 44.875, 44.875, 44.875]), array([200.875, 201.125, 201.375, ..., 223.375, 223.625, 223.875]))]&#x27;,\n",
       "       &#x27;[(array([-66.875, -66.875, -66.875, ..., -20.125, -20.125, -20.125]), array([180.875, 181.125, 181.375, ..., 218.625, 218.875, 219.125]))]&#x27;,\n",
       "       &#x27;[(array([-43.125, -43.125, -43.125, ..., -23.375, -23.375, -23.375]), array([331.625, 331.875, 332.125, ..., 327.625, 327.875, 328.125])), (array([-59.375, -59.375, -59.375, ..., -21.625, -21.625, -21.625]), array([307.125, 307.375, 307.625, ..., 322.625, 322.875, 323.125])), (array([-57.375, -57.375, -57.375, ..., -29.625, -29.625, -29.625]), array([319.625, 319.875, 320.125, ..., 351.875, 352.125, 352.375])), (array([-54.375, -54.375, -54.375, ..., -31.125, -31.125, -31.125]), array([337.875, 338.125, 338.375, ..., 346.125, 346.375, 346.625])), (array([-64.125, -64.125, -64.125, ..., -15.375, -15.375, -15.375]), array([311.875, 312.125, 312.375, ..., 359.375, 359.625, 359.875])), (array([-64.125, -64.125, -64.125, ...,  -5.125,  -5.125,  -5.125]), array([306.875, 307.125, 307.375, ..., 359.375, 359.625, 359.875])), (array([-65.875, -65.875, -65.625, ...,   7.625,   7.625,   7.625]), array([295.125, 295.375, 295.125, ..., 344.625, 344.875, 345.125]))]&#x27;,\n",
       "       &#x27;[(array([-63.375, -63.375, -63.375, ..., -47.625, -47.625, -47.625]), array([127.875, 128.125, 128.375, ..., 122.125, 122.375, 122.625]))]&#x27;,\n",
       "       &#x27;[(array([-60.875, -60.875, -60.875, ..., -27.375, -27.375, -27.375]), array([78.125, 78.375, 78.625, ..., 63.375, 63.625, 63.875]))]&#x27;,\n",
       "       &#x27;[(array([ 5.875,  5.875,  5.875, ..., 21.125, 21.125, 21.125]), array([87.375, 87.625, 87.875, ..., 91.125, 91.375, 91.625]))]&#x27;],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>centroid</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;[[(-61.375, 286.375)]]&#x27; ... &#x27;[[...</div><input id='attrs-e58bbf66-6a76-476b-ad7a-8afc3078a2f8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e58bbf66-6a76-476b-ad7a-8afc3078a2f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1b50640-7086-44de-8d3d-867347069fa1' class='xr-var-data-in' type='checkbox'><label for='data-e1b50640-7086-44de-8d3d-867347069fa1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;[[(-61.375, 286.375)]]&#x27;, &#x27;[[(-35.375, 263.875)]]&#x27;,\n",
       "       &#x27;[[(-20.125, 195.125)]]&#x27;,\n",
       "       &#x27;[[(20.125, 286.625)], [(16.625, 288.375), (54.875, 310.625)], [(14.875, 302.875), (51.625, 310.125)], [(33.125, 319.375)], [(15.125, 293.625), (26.875, 335.625), (51.125, 326.875)], [(20.875, 279.875), (28.125, 337.625), (53.625, 331.625)], [(24.125, 280.125), (46.625, 345.375)], [(24.125, 283.125)]]&#x27;,\n",
       "       &#x27;[[(49.875, 347.625)]]&#x27;, &#x27;[[(-15.875, 57.5)]]&#x27;,\n",
       "       &#x27;[[(0.125, 79.5)]]&#x27;,\n",
       "       &#x27;[[(-5.125, 348.875)], [(-5.875, 346.875)], [(-1.375, 348.375)]]&#x27;,\n",
       "       &#x27;[[(-45.625, 277.625)]]&#x27;, &#x27;[[(7.125, 314.875)]]&#x27;,\n",
       "       &#x27;[[(-27.125, 270.875)]]&#x27;,\n",
       "       &#x27;[[(-53.375, 353.125), (-51.375, 54.0), (-45.375, 335.125), (-3.375, 139.5), (26.375, 218.875), (37.625, 165.75), (53.375, 45.5)], [(-53.625, 319.875), (-57.375, 41.5), (-43.125, 354.625), (-46.625, 82.0), (-7.375, 120.25), (12.125, 158.5), (51.375, 26.75)], [(-58.625, 210.875), (-57.375, 148.5), (-43.625, 336.375), (-45.875, 79.75), (-40.625, 2.25), (-34.875, 212.125), (5.875, 149.0), (52.125, 28.0)], [(-52.625, 110.0), (-49.125, 68.5), (-41.875, 333.625), (-41.125, 6.0), (-31.625, 204.375), (9.875, 117.75), (54.625, 339.625)], [(-55.625, 141.0), (-50.625, 67.75), (-41.875, 355.125), (-10.625, 49.75), (17.875, 204.125), (55.625, 346.125)], [(-62.625, 143.75), (-44.375, 325.875), (-17.875, 198.125), (4.125, 147.0), (11.125, 196.625), (47.625, 324.875)], [(-44.125, 329.625), (-40.875, 74.0), (-24.875, 212.625), (10.375, 196.125), (47.125, 336.375)], [(-47.375, 31.0), (-47.125, 73.25), (-41.625, 333.875), (-5.625, 267.875), (2.625, 137.5), (0.875, 74.25), (10.375, 255.375), (46.125, 21.5)], [(-42.875, 150.75), (-48.125, 209.375), (-44.125, 77.25), (-42.875, 330.875), (-1.125, 73.5), (0.875, 338.625), (5.125, 118.5), (46.125, 49.75)], [(-45.125, 313.375), (-47.875, 160.75), (-42.875, 68.0), (0.125, 315.625), (-2.875, 56.25), (36.875, 160.25)], [(-48.625, 160.75), (-35.875, 65.25), (-41.625, 320.125), (-29.125, 253.625), (-10.375, 2.0), (8.625, 63.75), (6.625, 244.875), (11.875, 278.625)], [(-48.375, 7.5), (-46.875, 336.375), (-23.625, 241.625), (-2.375, 68.5), (2.125, 274.375)], [(-53.125, 29.5), (-53.875, 228.375), (-7.875, 250.875), (-23.125, 64.75), (-40.625, 332.375)], [(-55.125, 254.375), (-57.875, 245.625), (-45.875, 342.125), (-36.375, 4.25), (-8.625, 250.125), (-0.875, 60.75), (13.125, 89.75)], [(-57.125, 244.125), (-51.125, 350.125), (-41.875, 4.5), (-21.875, 108.0), (-4.375, 250.625), (0.625, 82.5)], [(-55.125, 246.125), (-61.625, 216.625), (-58.125, 10.5), (-6.875, 109.5), (-26.625, 349.625), (-4.625, 249.375), (-4.375, 72.25), (-8.625, 46.0)], [(-57.625, 4.25), (-55.125, 255.125), (-20.125, 94.0), (-26.125, 358.375), (-4.375, 242.875), (-11.375, 161.0), (-8.875, 126.5), (1.375, 91.0), (9.125, 113.5), (34.125, 148.75)], [(-63.375, 351.375), (-55.375, 248.875), (-56.375, 24.75), (-55.875, 2.5), (-5.375, 100.25), (-6.125, 240.875), (-7.625, 51.0)], [(-54.875, 242.875), (-57.375, 33.75), (-22.875, 51.25), (-8.625, 99.0), (-3.375, 245.375)], [(-59.125, 32.25), (-52.375, 240.125), (-56.625, 354.125), (-17.125, 53.25), (-17.625, 155.5), (-8.125, 100.25), (-4.875, 252.625), (20.875, 126.5)], [(-46.875, 31.0), (-51.375, 247.875), (-20.625, 96.25), (-17.375, 157.25), (-3.875, 252.625), (11.375, 87.75), (30.875, 138.25)], [(-49.625, 245.375), (-45.375, 63.0), (-12.875, 54.25), (-5.875, 96.75), (-20.875, 156.5), (-4.125, 257.375)], [(-51.125, 249.125), (-10.375, 64.5), (0.125, 261.625), (18.875, 127.25)], [(-45.375, 234.875), (-9.875, 70.5), (-2.375, 263.125), (13.875, 115.5)], [(-50.125, 248.375), (-7.125, 267.125), (8.625, 106.25), (40.375, 193.125)], [(-47.375, 258.875), (-23.375, 104.25), (-10.625, 262.875), (1.125, 68.75), (22.875, 106.75)], [(-40.375, 267.125), (-20.125, 98.0), (-12.125, 127.0), (-11.125, 261.625), (21.375, 84.75)], [(-46.375, 209.125), (-41.625, 273.875), (-15.625, 246.375), (12.875, 153.0)], [(-51.875, 226.125), (-19.125, 239.625), (-18.375, 203.625), (4.375, 153.25), (30.375, 230.125)], [(-54.875, 316.125), (-0.625, 357.875), (29.375, 224.875)], [(-45.875, 344.875), (-28.125, 243.625), (-14.625, 107.0), (-13.875, 209.125), (20.125, 336.875)], [(-53.125, 163.75), (-46.375, 234.375), (-18.875, 296.875), (-22.875, 247.625), (20.625, 15.25)], [(-27.875, 238.375), (-21.375, 243.875), (19.625, 38.5)], [(-18.625, 239.875), (22.875, 339.625)], [(20.875, 351.125)], [(20.375, 59.5), (31.875, 211.625)], [(12.875, 159.0)], [(15.125, 142.5), (27.875, 208.125)], [(22.125, 3.0)], [(14.375, 153.75), (30.375, 206.625)]]&#x27;,\n",
       "       &#x27;[[(35.875, 307.125)], [(33.125, 319.625)], [(35.625, 302.375)], [(31.625, 317.125)]]&#x27;,\n",
       "       &#x27;[[(-18.125, 5.25)]]&#x27;,\n",
       "       &#x27;[[(-55.875, 80.75)], [(-54.875, 77.5)], [(-53.625, 94.5)], [(-57.125, 99.5)], [(-53.625, 95.0)], [(-50.875, 102.5)], [(-48.375, 111.75)], [(-46.375, 107.0)]]&#x27;,\n",
       "       &#x27;[[(10.375, 82.5)]]&#x27;,\n",
       "       &#x27;[[(41.125, 294.375)], [(41.375, 308.125)], [(46.375, 307.875)], [(45.125, 310.375)], [(43.125, 310.875)], [(42.875, 305.125)], [(47.125, 316.625)], [(49.375, 335.375)]]&#x27;,\n",
       "       &#x27;[[(-4.375, 2.0)]]&#x27;,\n",
       "       &#x27;[[(6.625, 332.375), (15.625, 285.625)], [(12.875, 316.125)], [(13.625, 313.875)], [(13.125, 307.125)], [(9.875, 317.625), (17.625, 282.125)], [(6.625, 318.125)], [(3.125, 322.375)], [(7.125, 327.875)]]&#x27;,\n",
       "       &#x27;[[(-35.125, 327.875)]]&#x27;, &#x27;[[(27.125, 242.375)]]&#x27;,\n",
       "       &#x27;[[(55.375, 52.75), (55.125, 214.625)], [(55.375, 205.375)]]&#x27;,\n",
       "       &#x27;[[(-56.875, 334.875)]]&#x27;, &#x27;[[(-46.625, 115.75)]]&#x27;,\n",
       "       &#x27;[[(-44.875, 150.25)], [(-33.625, 164.25)]]&#x27;,\n",
       "...\n",
       "       &#x27;[[(-4.625, 5.5)], [(-50.625, 230.125), (-9.375, 6.5)], [(-56.125, 264.375), (-55.875, 347.875), (-50.375, 325.625), (-9.875, 358.875)], [(-56.375, 289.875), (-53.875, 89.5), (-48.875, 274.875), (-4.625, 350.875)], [(-55.125, 276.125), (-60.625, 33.5), (-57.875, 89.5), (-57.375, 315.375), (-5.875, 347.375)], [(-60.875, 226.375), (-57.875, 323.625), (-57.625, 87.0), (-1.375, 346.125)], [(-55.625, 243.375), (-56.125, 75.5), (-54.875, 322.625), (-1.125, 337.875)], [(-51.375, 227.375), (-57.625, 66.0), (-50.875, 292.875), (-45.125, 10.5), (-6.375, 337.375)], [(-55.375, 228.375), (-59.125, 64.25), (-51.625, 285.625), (-17.875, 346.625), (-15.875, 2.0)], [(-58.125, 286.375), (-54.875, 215.375), (-13.875, 342.875)], [(-59.125, 282.375), (-55.625, 212.875)], [(-59.875, 272.625), (-54.875, 211.125)], [(-57.625, 238.625)], [(-59.375, 249.125)], [(-61.125, 271.875)]]&#x27;,\n",
       "       &#x27;[[(-6.125, 55.75)], [(-6.125, 63.5)], [(7.375, 71.5)], [(4.625, 88.75)], [(3.625, 89.5)]]&#x27;,\n",
       "       &#x27;[[(27.875, 252.875)]]&#x27;,\n",
       "       &#x27;[[(-56.125, 125.25), (-52.125, 93.0)], [(-51.625, 100.0)], [(-49.625, 109.5)], [(-51.375, 108.75)], [(-51.875, 118.0)], [(-56.125, 121.0)]]&#x27;,\n",
       "       &#x27;[[(20.125, 287.625)], [(33.875, 289.375)]]&#x27;,\n",
       "       &#x27;[[(-34.375, 224.875)], [(-30.875, 232.625)]]&#x27;,\n",
       "       &#x27;[[(-31.875, 351.375)], [(-33.625, 357.875)]]&#x27;,\n",
       "       &#x27;[[(-24.625, 323.875)]]&#x27;, &#x27;[[(36.875, 21.25)]]&#x27;,\n",
       "       &#x27;[[(42.625, 311.125)], [(42.625, 313.875)], [(37.375, 306.625)], [(38.125, 308.625)], [(43.125, 307.375)]]&#x27;,\n",
       "       &#x27;[[(-32.875, 163.5)], [(-31.125, 85.5)]]&#x27;, &#x27;[[(-13.375, 84.5)]]&#x27;,\n",
       "       &#x27;[[(-1.125, 324.375)]]&#x27;,\n",
       "       &#x27;[[(-28.625, 220.875)], [(-28.375, 213.375)], [(-33.125, 212.375)], [(-45.875, 210.625)], [(-42.125, 211.875)]]&#x27;,\n",
       "       &#x27;[[(-42.125, 96.5)], [(-36.125, 73.5)], [(-41.125, 100.75)], [(-46.125, 117.25)]]&#x27;,\n",
       "       &#x27;[[(-19.875, 113.25)]]&#x27;, &#x27;[[(4.875, 320.625)]]&#x27;,\n",
       "       &#x27;[[(-38.875, 274.375)]]&#x27;,\n",
       "       &#x27;[[(31.375, 340.625)], [(31.125, 323.125)]]&#x27;,\n",
       "       &#x27;[[(38.625, 213.625)]]&#x27;, &#x27;[[(-48.125, 309.875)]]&#x27;,\n",
       "       &#x27;[[(-33.875, 335.375)], [(-42.625, 330.625)], [(-41.875, 334.875)], [(-43.375, 346.125)], [(-48.125, 307.375), (-24.625, 359.625)], [(-37.875, 336.625), (-18.375, 6.75)], [(-39.125, 316.625), (-25.875, 9.25)]]&#x27;,\n",
       "       &#x27;[[(-56.375, 124.75)]]&#x27;, &#x27;[[(-42.875, 85.75)]]&#x27;,\n",
       "       &#x27;[[(13.125, 89.0)]]&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>duration</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 8 1 1 1 3 ... 1 2 1 1 7 1 1 1</div><input id='attrs-6349da4f-64bb-43a3-bd38-ae073019fbd6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6349da4f-64bb-43a3-bd38-ae073019fbd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccf4a4fa-a648-46f7-aa9a-93e0ef90f49b' class='xr-var-data-in' type='checkbox'><label for='data-ccf4a4fa-a648-46f7-aa9a-93e0ef90f49b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  1,  1,  8,  1,  1,  1,  3,  1,  1,  1, 40,  4,  1,  8,  1,  8,\n",
       "        1,  8,  1,  1,  2,  1,  1,  2,  1,  1,  3,  1,  1,  2,  8,  1,  1,\n",
       "        1,  2,  2,  1,  5,  2,  7,  1,  1,  7,  1,  4,  9,  3,  9,  1,  2,\n",
       "        2,  1,  1,  5,  1,  1,  1,  1,  3,  3,  1,  3,  1,  1,  1,  1,  1,\n",
       "        3,  1,  4,  1,  2,  1,  1,  1,  1,  4,  3,  1,  5,  2, 19,  1,  1,\n",
       "        2,  1,  1,  7,  2,  5,  1,  8,  1,  6,  1,  1,  7,  1,  5,  1,  2,\n",
       "        1,  1,  5,  3,  8,  1,  3,  4,  2,  2,  1,  1, 10,  5,  1,  1,  1,\n",
       "        1,  1,  3,  2,  2,  1,  1,  1,  1,  1,  2,  3,  1, 19,  1,  7,  2,\n",
       "        3,  5,  8,  2,  2,  6,  2,  4,  1,  3,  3,  1, 34,  1,  2,  1,  4,\n",
       "        2,  1,  1,  6,  3,  5, 38,  1,  3,  2,  1,  1,  1,  1,  2,  1,  1,\n",
       "        1,  1,  2,  2,  1,  1,  1,  1, 14,  4,  2,  1, 10,  1, 10,  1,  1,\n",
       "        2,  1,  2,  8,  1,  1,  4,  1,  5,  7,  2,  1,  2,  2,  1,  1,  1,\n",
       "        1,  1,  3,  2, 12,  1,  1, 14,  1,  1,  2,  1,  1,  2,  3,  1,  3,\n",
       "        1,  1,  3,  3,  2,  1,  6,  1, 11,  6,  1,  1,  1,  1,  1,  7,  1,\n",
       "        1,  1,  5,  7,  1,  1,  1,  1,  4,  1,  1,  1,  4,  2,  1,  1,  7,\n",
       "        2,  3,  5,  4,  2,  1,  2,  1,  1,  1,  1,  1,  1,  1,  6,  2,  1,\n",
       "       22,  2,  4,  5,  4,  2,  2,  1,  5,  1,  2,  1,  1,  1,  1,  3,  3,\n",
       "        9,  1,  1,  1,  1,  5,  1,  1,  7,  5,  2,  4,  9,  3,  1,  4,  1,\n",
       "        1, 11,  2,  2,  9,  1,  4,  2, 24,  6,  1,  4,  3,  1,  1,  1,  1,\n",
       "       47,  1,  1,  2,  1,  1, 12,  1,  1,  1,  2,  1,  1,  2, 15,  1,  2,\n",
       "...\n",
       "        1,  3,  1,  3,  3,  1,  5,  5,  1,  2, 10,  1,  2, 11,  1,  1,  1,\n",
       "        3,  6,  3,  2,  2,  3,  2,  1,  1, 14, 12, 11,  3,  1,  1,  4,  3,\n",
       "        2,  1,  1,  4,  1,  1,  3, 14,  2,  3,  5,  1,  1,  1,  2,  2,  2,\n",
       "        1,  3,  2,  1,  1,  3,  2,  1,  6,  4,  3,  1,  1, 16,  2,  7,  1,\n",
       "        1,  5,  1, 18, 20,  1,  1,  1,  1,  1,  1,  2,  2,  2,  1, 10,  1,\n",
       "        2,  2,  1,  1,  2,  1,  1,  2,  1,  7,  2,  5,  2,  2,  1,  3,  5,\n",
       "        1,  2,  1,  1, 10,  1,  3,  6,  1,  1,  1,  3,  3,  1,  3,  5,  2,\n",
       "        6,  1,  8,  1,  1,  7,  1,  1,  1, 50,  1,  2,  3,  1,  1,  1,  1,\n",
       "        1,  2,  1,  1,  6,  1,  2,  1,  3,  1, 17,  1,  1,  3,  3,  1,  1,\n",
       "        3,  7,  2,  1,  1,  1,  3,  5,  1,  1,  1,  1,  6,  4,  1,  1,  8,\n",
       "        1,  8,  1,  1,  2,  1,  2,  1,  2,  5,  1,  2,  1,  1,  1,  1,  2,\n",
       "        1,  5,  1,  2,  1,  1,  5,  4,  3,  8,  1,  2,  2,  3,  1,  8,  4,\n",
       "        1,  2,  1,  3, 61,  1,  5,  1,  5,  4,  4,  7,  1,  7,  1,  2,  1,\n",
       "        1,  8,  3,  1,  2,  5,  1,  8,  1,  1,  1,  1,  1,  1,  1,  1,  1,\n",
       "        3,  1, 16,  1,  1,  2,  2,  2,  1,  1,  1,  1,  2,  1,  1,  7,  3,\n",
       "        4,  6,  1,  1,  1,  1,  5,  8,  2, 14,  1,  1,  6,  4,  3,  4,  1,\n",
       "        4,  1,  3,  2, 10,  8,  1,  2,  1, 13, 12,  1,  8,  2,  4,  1,  1,\n",
       "        2,  1,  1,  1,  1,  1,  1,  4,  2,  1, 15,  1,  1,  1, 15,  5,  1,\n",
       "        6,  2,  2,  2,  1,  1,  5,  2,  1,  1,  5,  4,  1,  1,  1,  2,  1,\n",
       "        1,  7,  1,  1,  1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>intensity_max</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;[1.94212041]&#x27; ... &#x27;[1.68167987]&#x27;</div><input id='attrs-efd727d0-e2b0-4415-8154-a3393d2a3796' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-efd727d0-e2b0-4415-8154-a3393d2a3796' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c7d928f-0096-4738-b85e-c90b8f1c92b7' class='xr-var-data-in' type='checkbox'><label for='data-9c7d928f-0096-4738-b85e-c90b8f1c92b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;[1.94212041]&#x27;, &#x27;[1.72241809]&#x27;, &#x27;[1.84201865]&#x27;,\n",
       "       &#x27;[1.2387234  1.66417643 3.50335513 4.08279576 2.54424951 3.57698173\\n 2.83803564 2.11541026]&#x27;,\n",
       "       &#x27;[1.57919061]&#x27;, &#x27;[1.28555137]&#x27;, &#x27;[1.85858298]&#x27;,\n",
       "       &#x27;[2.8014159  2.31286241        nan]&#x27;, &#x27;[2.34657616]&#x27;,\n",
       "       &#x27;[1.26535667]&#x27;, &#x27;[1.71434092]&#x27;,\n",
       "       &#x27;[3.82209153 3.19273087 2.82714221 3.81921571 2.47237966 3.05636086\\n 4.12704735 3.47672943 3.43886284 3.69112208 2.81668382 2.75658586\\n 3.12453123 4.10336016 4.66701146 4.93592215 5.04632366 4.39376222\\n 4.92752375 6.86982352 7.9865884  8.62627623 5.59093798 3.82720035\\n 2.98283566 2.09527876 2.64499919 2.10476444 2.37786961 2.29516645\\n 2.46237965 2.65205231 2.82039926 2.95188474 2.28945462 1.47489338\\n 1.44148034 1.76264775 2.06012589 1.98305712]&#x27;,\n",
       "       &#x27;[1.962005   1.50440214 3.24105637 1.91970714]&#x27;, &#x27;[1.48761192]&#x27;,\n",
       "       &#x27;[1.60829562 2.49931213 2.50315805 1.92301871 1.66118453 1.83225922\\n 2.1629918  1.63378732]&#x27;,\n",
       "       &#x27;[1.29242726]&#x27;,\n",
       "       &#x27;[3.23276171 5.00875597 5.43018548 4.94725757 5.58146913 4.43960791\\n 4.44421501 3.42650212]&#x27;,\n",
       "       &#x27;[2.23883836]&#x27;,\n",
       "       &#x27;[2.87857669 2.77800092 1.97510333 1.49984543 2.16660945        nan\\n        nan 1.35990333]&#x27;,\n",
       "       &#x27;[2.06459699]&#x27;, &#x27;[2.24156454]&#x27;, &#x27;[3.76435318 2.24846715]&#x27;,\n",
       "       &#x27;[1.81576748]&#x27;, &#x27;[2.30049844]&#x27;, &#x27;[1.86876894 2.04783606]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.53778167]&#x27;, &#x27;[3.60706931 3.63827769 3.90266035]&#x27;,\n",
       "       &#x27;[1.77007936]&#x27;, &#x27;[1.72190512]&#x27;, &#x27;[3.27226493 2.58060331]&#x27;,\n",
       "       &#x27;[2.96858057 1.37017719 2.46933393 1.92291193 3.63908988 3.59848608\\n 2.00633722 2.98110634]&#x27;,\n",
       "       &#x27;[1.92381007]&#x27;, &#x27;[1.94835992]&#x27;, &#x27;[2.07580687]&#x27;,\n",
       "       &#x27;[2.12177846 2.18072858]&#x27;, &#x27;[1.93568011 2.65601922]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.71110824 1.7238649  1.89563317 2.29908679 2.07924386]&#x27;,\n",
       "...\n",
       "       &#x27;[2.62176065]&#x27;, &#x27;[4.17538683 3.8052737 ]&#x27;, &#x27;[3.50280717]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.71435743]&#x27;, &#x27;[2.48825158]&#x27;, &#x27;[2.0837068]&#x27;, &#x27;[5.82693941]&#x27;,\n",
       "       &#x27;[1.64006211 1.79553773 2.72291042        nan]&#x27;,\n",
       "       &#x27;[1.66031824 2.09174762]&#x27;, &#x27;[3.29795302]&#x27;,\n",
       "       &#x27;[1.92492446 2.49787956 2.23937239 4.85614833 3.40191235 3.60673143\\n 3.12024985 4.18027574 4.17421356 3.80521804 2.26075034 2.15353582\\n 3.60896023 3.84152057 6.31477215]&#x27;,\n",
       "       &#x27;[2.57756816]&#x27;, &#x27;[nan]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.59558726 2.02473673 2.88063062 3.8561271  2.93326292 4.41458997\\n 4.08196359 4.75916644 4.25554787 2.18557661 3.9058894  2.5790477\\n 2.13993313 1.97615913 2.11443415]&#x27;,\n",
       "       &#x27;[1.32501466 1.49930683 2.58892991 1.51658225        nan]&#x27;,\n",
       "       &#x27;[2.42821641]&#x27;,\n",
       "       &#x27;[2.67783888 2.52249079 1.99957509 2.12008796 2.35835456 1.8265242 ]&#x27;,\n",
       "       &#x27;[1.57530209 3.2320608 ]&#x27;, &#x27;[1.59410586 1.97581919]&#x27;,\n",
       "       &#x27;[1.5744252  1.87056611]&#x27;, &#x27;[2.22439405]&#x27;, &#x27;[1.67664138]&#x27;,\n",
       "       &#x27;[3.2392333  4.5903042  4.28839495 5.94767001 6.46030758]&#x27;,\n",
       "       &#x27;[2.01569739 2.13342943]&#x27;, &#x27;[1.92460277]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[2.28546071 2.79939816 2.63020024 2.20035809 1.89254633]&#x27;,\n",
       "       &#x27;[2.06851156 2.51824455 2.47349969 2.04467563]&#x27;, &#x27;[2.57754463]&#x27;,\n",
       "       &#x27;[nan]&#x27;, &#x27;[1.26591613]&#x27;, &#x27;[1.72549959 1.86086047]&#x27;, &#x27;[2.36929841]&#x27;,\n",
       "       &#x27;[3.42088718]&#x27;,\n",
       "       &#x27;[2.37843469 2.64733391 2.7397324  2.60268997 2.69203679 3.8024894\\n 5.48381459]&#x27;,\n",
       "       &#x27;[1.9597067]&#x27;, &#x27;[3.86094158]&#x27;, &#x27;[1.68167987]&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>intensity_mean</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;[1.55679627]&#x27; ... &#x27;[1.49047085]&#x27;</div><input id='attrs-e12bc96b-03a1-474d-941c-aaf6b2446319' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e12bc96b-03a1-474d-941c-aaf6b2446319' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65d6d947-735e-47e0-aab4-b99ad155e0b8' class='xr-var-data-in' type='checkbox'><label for='data-65d6d947-735e-47e0-aab4-b99ad155e0b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;[1.55679627]&#x27;, &#x27;[1.49782032]&#x27;, &#x27;[1.36414079]&#x27;,\n",
       "       &#x27;[1.2387234  1.43597741 1.65869806 1.75969181 1.66919884 1.68182044\\n 1.63053561 1.49736584]&#x27;,\n",
       "       &#x27;[1.38582916]&#x27;, &#x27;[1.25027815]&#x27;, &#x27;[1.50693608]&#x27;,\n",
       "       &#x27;[1.68405464 1.503462          nan]&#x27;, &#x27;[1.43842525]&#x27;,\n",
       "       &#x27;[1.26181772]&#x27;, &#x27;[1.46146713]&#x27;,\n",
       "       &#x27;[1.61480085 1.67564398 1.53746241 1.71462507 1.49893013 1.54588765\\n 1.66004776 1.77228014 1.63427599 1.70193457 1.5051255  1.49547919\\n 1.72465968 1.99996284 2.16546804 2.23559883 2.10351067 1.95282151\\n 1.80566859 1.79486278 2.04969539 2.29561612 2.34237437 1.96286097\\n 1.70666333 1.51405935 1.56352821 1.46383857 1.49496645 1.44510151\\n 1.5200152  1.5615174  1.69668905 1.84344288 1.55133395 1.35986595\\n 1.29472042 1.45137022 1.50173052 1.48503845]&#x27;,\n",
       "       &#x27;[1.52198859 1.36209937 1.70557074 1.58646077]&#x27;, &#x27;[1.3516502]&#x27;,\n",
       "       &#x27;[1.43685454 1.62003515 1.49196681 1.43146654 1.39051659 1.40269373\\n 1.46631035 1.41996583]&#x27;,\n",
       "       &#x27;[1.26318666]&#x27;,\n",
       "       &#x27;[1.86523726 2.204181   1.90656153 2.07513454 2.1829784  1.92056974\\n 2.19416304 1.9680052 ]&#x27;,\n",
       "       &#x27;[1.58028781]&#x27;,\n",
       "       &#x27;[1.84840879 1.74053719 1.45132144 1.37948007 1.47550922        nan\\n        nan 1.32684393]&#x27;,\n",
       "       &#x27;[1.48269319]&#x27;, &#x27;[1.62988132]&#x27;, &#x27;[1.56553157 1.56224723]&#x27;,\n",
       "       &#x27;[1.46104892]&#x27;, &#x27;[1.53920537]&#x27;, &#x27;[1.48523097 1.5649013 ]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.39976478]&#x27;, &#x27;[1.80939084 1.83991521 1.95978608]&#x27;,\n",
       "       &#x27;[1.4479668]&#x27;, &#x27;[1.41119581]&#x27;, &#x27;[1.85071868 1.64483843]&#x27;,\n",
       "       &#x27;[1.66238881 1.26551232 1.51601881 1.45474935 1.74493064 1.72062504\\n 1.45707036 1.80951579]&#x27;,\n",
       "       &#x27;[1.47752829]&#x27;, &#x27;[1.47703384]&#x27;, &#x27;[1.5569728]&#x27;,\n",
       "       &#x27;[1.50052835 1.51978008]&#x27;, &#x27;[1.47939096 1.66841925]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.39308788 1.43745452 1.57699644 1.54314449 1.48814014]&#x27;,\n",
       "...\n",
       "       &#x27;[1.70056066]&#x27;, &#x27;[1.87301686 1.77900051]&#x27;, &#x27;[1.8510187]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.36228815]&#x27;, &#x27;[1.73312601]&#x27;, &#x27;[1.46237529]&#x27;, &#x27;[2.14462279]&#x27;,\n",
       "       &#x27;[1.44504945 1.42921385 1.56929797        nan]&#x27;,\n",
       "       &#x27;[1.3778943  1.55789175]&#x27;, &#x27;[1.72791584]&#x27;,\n",
       "       &#x27;[1.45791752 1.60284429 1.67676493 1.83513724 1.85165015 1.97321282\\n 1.62929434 1.74162918 1.88014489 1.5878968  1.49921762 1.53542428\\n 1.66940683 1.94866305 2.05353963]&#x27;,\n",
       "       &#x27;[1.58124394]&#x27;, &#x27;[nan]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.42613526 1.47827317 1.58270362 1.78057237 1.61865192 1.61572782\\n 1.75486096 1.54725579 1.58546881 1.52939413 1.62897729 1.53662586\\n 1.44225662 1.45122144 1.49034362]&#x27;,\n",
       "       &#x27;[1.29606931 1.39356977 1.78807385 1.43335798        nan]&#x27;,\n",
       "       &#x27;[1.66263994]&#x27;,\n",
       "       &#x27;[1.63602285 1.56476326 1.5232529  1.53788956 1.52633049 1.59182817]&#x27;,\n",
       "       &#x27;[1.39509225 1.81633838]&#x27;, &#x27;[1.37065891 1.48378494]&#x27;,\n",
       "       &#x27;[1.33042461 1.41138866]&#x27;, &#x27;[1.5452512]&#x27;, &#x27;[1.39612143]&#x27;,\n",
       "       &#x27;[1.6847848  1.78732839 1.9730105  2.30146944 2.43850586]&#x27;,\n",
       "       &#x27;[1.53339553 1.42077681]&#x27;, &#x27;[1.48895236]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.54520378 1.85683781 1.74392762 1.50897762 1.43361058]&#x27;,\n",
       "       &#x27;[1.53640632 1.61108123 1.52453721 1.47159105]&#x27;, &#x27;[1.65340451]&#x27;,\n",
       "       &#x27;[nan]&#x27;, &#x27;[1.25834667]&#x27;, &#x27;[1.38393064 1.4602162 ]&#x27;, &#x27;[1.62744844]&#x27;,\n",
       "       &#x27;[1.63661543]&#x27;,\n",
       "       &#x27;[1.52194497 1.56037467 1.60894302 1.57959328 1.64410501 1.79550894\\n 1.78388781]&#x27;,\n",
       "       &#x27;[1.54712838]&#x27;, &#x27;[1.85786081]&#x27;, &#x27;[1.49047085]&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>intensity_min</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;[1.21065692]&#x27; ... &#x27;[1.29703114]&#x27;</div><input id='attrs-b39f928d-f8c8-41a3-8317-09bc27241738' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b39f928d-f8c8-41a3-8317-09bc27241738' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a8a5cab-7411-44b3-973d-ca70c19faa11' class='xr-var-data-in' type='checkbox'><label for='data-1a8a5cab-7411-44b3-973d-ca70c19faa11' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;[1.21065692]&#x27;, &#x27;[1.26134847]&#x27;, &#x27;[1.1766758]&#x27;,\n",
       "       &#x27;[1.2387234  1.22977854 1.23317724 1.13555816 1.24478504 1.13774551\\n 1.19490408 1.10999792]&#x27;,\n",
       "       &#x27;[1.21856325]&#x27;, &#x27;[1.20202491]&#x27;, &#x27;[1.20260092]&#x27;,\n",
       "       &#x27;[1.18430173 1.1591822         nan]&#x27;, &#x27;[1.17180055]&#x27;,\n",
       "       &#x27;[1.25827877]&#x27;, &#x27;[1.27785922]&#x27;,\n",
       "       &#x27;[1.12223859 1.13403824 1.13656513 1.13014798 1.166617   1.15237247\\n 1.15925262 1.11170908 1.11656458 1.14820504 1.12761267 1.07693936\\n 1.13758529 1.09339648 1.158822   1.11424156 1.09396564 1.10417138\\n 1.05794048 1.08330898 1.10553156 1.08347223 1.14648941 1.11783201\\n 1.11481287 1.16002704 1.18782458 1.18067953 1.10118348 1.14431943\\n 1.13943268 1.14504423 1.13631249 1.20203268 1.17891151 1.25878845\\n 1.19144952 1.20035438 1.20666272 1.19118874]&#x27;,\n",
       "       &#x27;[1.255455   1.27602084 1.1888209  1.2841327 ]&#x27;, &#x27;[1.2407036]&#x27;,\n",
       "       &#x27;[1.28890166 1.18576877 1.21671658 1.11434458 1.18789454 1.18225676\\n 1.13645956 1.26736776]&#x27;,\n",
       "       &#x27;[1.23374921]&#x27;,\n",
       "       &#x27;[1.13860873 1.12361075 1.15534251 1.20076681 1.16492054 1.10374929\\n 1.16139339 1.21165407]&#x27;,\n",
       "       &#x27;[1.14143192]&#x27;,\n",
       "       &#x27;[1.27889842 1.22448952 1.1808398  1.22439168 1.20709327        nan\\n        nan 1.29250976]&#x27;,\n",
       "       &#x27;[1.20504652]&#x27;, &#x27;[1.24164521]&#x27;, &#x27;[1.24611801 1.08153881]&#x27;,\n",
       "       &#x27;[1.25249171]&#x27;, &#x27;[1.20573382]&#x27;, &#x27;[1.21934652 1.23911353]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.25617225]&#x27;, &#x27;[1.16941032 1.12382912 1.09271528]&#x27;,\n",
       "       &#x27;[1.21749964]&#x27;, &#x27;[1.22888046]&#x27;, &#x27;[1.16217517 1.18457077]&#x27;,\n",
       "       &#x27;[1.13072575 1.16478208 1.1697896  1.19636596 1.13030985 1.17502404\\n 1.19700721 1.20118297]&#x27;,\n",
       "       &#x27;[1.21024771]&#x27;, &#x27;[1.25641841]&#x27;, &#x27;[1.22536674]&#x27;,\n",
       "       &#x27;[1.16736149 1.16673013]&#x27;, &#x27;[1.25558631 1.20855571]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.19529325 1.2877121  1.19479627 1.18857397 1.18607217]&#x27;,\n",
       "...\n",
       "       &#x27;[1.19947189]&#x27;, &#x27;[1.17960554 1.16470055]&#x27;, &#x27;[1.17162971]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.2360842]&#x27;, &#x27;[1.16938948]&#x27;, &#x27;[1.17925061]&#x27;, &#x27;[1.20651945]&#x27;,\n",
       "       &#x27;[1.17851046 1.21127667 1.14822236        nan]&#x27;,\n",
       "       &#x27;[1.19097916 1.15752055]&#x27;, &#x27;[1.22786545]&#x27;,\n",
       "       &#x27;[1.23993663 1.12398903 1.16452452 1.16959126 1.18387841 1.14587923\\n 1.1916233  1.17793497 1.14720431 1.15104321 1.14547112 1.21169824\\n 1.17742153 1.25738118 1.21213271]&#x27;,\n",
       "       &#x27;[1.23472504]&#x27;, &#x27;[nan]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.27244443 1.17897134 1.12003019 1.10522289 1.11290808 1.13641017\\n 1.13173369 1.10776672 1.12233905 1.16826366 1.15895506 1.12678758\\n 1.15895611 1.18018681 1.18064885]&#x27;,\n",
       "       &#x27;[1.23390934 1.24173124 1.29654632 1.32649706        nan]&#x27;,\n",
       "       &#x27;[1.18850121]&#x27;,\n",
       "       &#x27;[1.18061644 1.19052104 1.16878925 1.15263913 1.16443458 1.35812249]&#x27;,\n",
       "       &#x27;[1.26050302 1.13547916]&#x27;, &#x27;[1.20294536 1.19951193]&#x27;,\n",
       "       &#x27;[1.17850416 1.1965119 ]&#x27;, &#x27;[1.21564623]&#x27;, &#x27;[1.26245993]&#x27;,\n",
       "       &#x27;[1.19502837 1.14082338 1.140322   1.17106587 1.20371493]&#x27;,\n",
       "       &#x27;[1.23396156 1.15689711]&#x27;, &#x27;[1.19082656]&#x27;, &#x27;[nan]&#x27;,\n",
       "       &#x27;[1.21620403 1.19063546 1.09809418 1.15984725 1.15655845]&#x27;,\n",
       "       &#x27;[1.15459255 1.1779776  1.15783525 1.19481801]&#x27;, &#x27;[1.16629476]&#x27;,\n",
       "       &#x27;[nan]&#x27;, &#x27;[1.24544841]&#x27;, &#x27;[1.24160532 1.17594376]&#x27;, &#x27;[1.24031754]&#x27;,\n",
       "       &#x27;[1.18994739]&#x27;,\n",
       "       &#x27;[1.15950597 1.17238469 1.18916473 1.20523438 1.2148109  1.17614537\\n 1.12356241]&#x27;,\n",
       "       &#x27;[1.24012628]&#x27;, &#x27;[1.10486602]&#x27;, &#x27;[1.29703114]&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>intensity_cumulative</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>171.2 86.87 ... 3.612e+03 134.1</div><input id='attrs-bc26efb5-73b1-47c0-8b14-0c68416f11b3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc26efb5-73b1-47c0-8b14-0c68416f11b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf4e5440-aac1-4c08-a50d-cb9413ea4e52' class='xr-var-data-in' type='checkbox'><label for='data-cf4e5440-aac1-4c08-a50d-cb9413ea4e52' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.71247590e+02, 8.68735787e+01, 2.55094327e+02, 1.43850344e+04,\n",
       "       2.24504324e+02, 1.00022252e+01, 5.12358267e+01, 7.84368408e+02,\n",
       "       3.89813244e+02, 2.52363544e+00, 3.06908098e+01, 7.87149549e+05,\n",
       "       1.20915874e+03, 1.62198024e+01, 2.13226519e+03, 8.84230660e+00,\n",
       "       3.72112737e+04, 8.94442900e+02, 5.40226686e+03, 2.69850161e+02,\n",
       "       1.26641779e+03, 3.28928691e+03, 1.35877549e+02, 4.15585449e+02,\n",
       "       2.78518080e+02, 0.00000000e+00, 9.09847107e+01, 7.69674513e+03,\n",
       "       1.39004813e+02, 2.45548072e+02, 4.88402205e+03, 7.60825529e+03,\n",
       "       4.15185450e+02, 1.10777538e+02, 5.66738101e+02, 2.10396358e+03,\n",
       "       4.14914749e+03, 0.00000000e+00, 1.51022897e+03, 3.12946130e+01,\n",
       "       1.73812192e+04, 3.91632712e+02, 1.64642043e+02, 1.16915567e+04,\n",
       "       2.99177654e+03, 1.43752391e+04, 8.78574777e+03, 8.10595807e+02,\n",
       "       2.34442032e+04, 3.95773581e+03, 4.70024058e+03, 3.82240548e+02,\n",
       "       6.13231823e+02, 1.16863328e+03, 3.65914166e+04, 3.61891488e+01,\n",
       "       1.81369538e+03, 5.10179447e+02, 0.00000000e+00, 2.16770539e+03,\n",
       "       4.21574400e+03, 9.18734451e+01, 5.76103487e+03, 1.02076286e+03,\n",
       "       3.80185828e+02, 2.17805204e+01, 2.54644779e+03, 2.84038446e+02,\n",
       "       1.76326800e+03, 0.00000000e+00, 6.70231899e+02, 1.69461734e+02,\n",
       "       4.94083890e+02, 0.00000000e+00, 1.67935602e+03, 8.84673411e+01,\n",
       "       5.86177715e+02, 8.27855735e+03, 1.79495737e+03, 4.52895975e+02,\n",
       "...\n",
       "       2.57240675e+02, 6.39142066e+02, 2.16330371e+03, 5.22404294e+03,\n",
       "       1.05511376e+03, 9.93452043e+02, 1.56915263e+03, 2.49089395e+02,\n",
       "       0.00000000e+00, 3.04497048e+02, 4.68445422e+02, 6.07931545e+03,\n",
       "       1.30956553e+04, 2.17012001e+03, 5.31054184e+04, 7.03299816e+01,\n",
       "       3.67373453e+02, 1.87546872e+04, 1.53976174e+04, 5.31024037e+02,\n",
       "       3.38376189e+03, 0.00000000e+00, 2.23103719e+04, 2.66453321e+02,\n",
       "       1.44831289e+02, 6.32717208e+03, 1.74189801e+04, 1.16901335e+04,\n",
       "       6.59963597e+02, 2.17989795e+03, 3.84348496e+01, 4.54273919e+04,\n",
       "       1.22993317e+05, 5.18425610e+02, 8.20594962e+03, 7.33916082e+02,\n",
       "       1.25405725e+03, 0.00000000e+00, 3.36540955e+03, 3.02272128e+03,\n",
       "       1.90840028e+03, 0.00000000e+00, 9.39978826e+01, 1.99309491e+02,\n",
       "       9.35920186e+01, 1.95804061e+03, 1.96049581e+03, 1.82267026e+03,\n",
       "       1.04020534e+03, 9.76487186e+04, 2.34024103e+02, 0.00000000e+00,\n",
       "       0.00000000e+00, 8.57906779e+04, 1.69795766e+03, 3.08918502e+03,\n",
       "       1.88752065e+03, 7.01079429e+02, 8.43608019e+02, 3.90932731e+02,\n",
       "       1.97792154e+02, 1.08897472e+02, 1.30047899e+04, 1.19979227e+03,\n",
       "       7.25119800e+02, 0.00000000e+00, 2.20701775e+04, 8.65174702e+03,\n",
       "       2.39578314e+03, 0.00000000e+00, 3.77504001e+00, 8.20804864e+02,\n",
       "       3.19142640e+03, 2.13087329e+03, 3.35301213e+04, 9.28277029e+01,\n",
       "       3.61168142e+03, 1.34142377e+02])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>area</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;[952676.6776275958]&#x27; ... &#x27;[2351...</div><input id='attrs-e267f0aa-9f1a-4f4d-8896-10bff71a3893' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e267f0aa-9f1a-4f4d-8896-10bff71a3893' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb7d2518-0b91-4574-9905-75cf6451242c' class='xr-var-data-in' type='checkbox'><label for='data-cb7d2518-0b91-4574-9905-75cf6451242c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;[952676.6776275958]&#x27;, &#x27;[2619629.2675804966]&#x27;,\n",
       "       &#x27;[3012802.4885439994]&#x27;,\n",
       "       &#x27;[4840552.2594525125, 4452807.745606111, 8331967.723046148, 15953246.347099068, 9355278.434948873, 8987995.538408114, 6401833.79094724, 3440826.0531296283]&#x27;,\n",
       "       &#x27;[1905133.035593045]&#x27;, &#x27;[5234574.343559323]&#x27;,\n",
       "       &#x27;[5261812.2016474875]&#x27;,\n",
       "       &#x27;[7808343.3873907635, 8563037.942787742, 4136542.9022791525]&#x27;,\n",
       "       &#x27;[1384321.0303365043]&#x27;, &#x27;[2052482.1589632975]&#x27;,\n",
       "       &#x27;[3382081.4601816228]&#x27;,\n",
       "       &#x27;[42997579.78965439, 42108298.96597025, 32816829.073221546, 43771390.55070113, 40248099.89716605, 29189164.452526804, 21149305.078340422, 58417499.71898868, 64663667.41470952, 45015373.35761951, 36900589.538977884, 40094089.42976399, 61665970.994470306, 65366286.931702174, 58089249.86736745, 64366983.05781112, 69187030.81579049, 68388118.45392978, 59223143.24184772, 60712969.54375508, 52482704.754366755, 58164541.02346551, 49014569.90750603, 50067396.04405556, 43359531.247720405, 32022608.115973704, 20765692.065197956, 16934975.725576, 25296746.572931856, 31500798.530680567, 26672647.593619373, 26547351.43257923, 24191302.158841807, 14552060.202498192, 12682216.552343711, 5678848.89737465, 8436431.562808601, 7546591.695713158, 10751652.311486434, 3828732.2908670306]&#x27;,\n",
       "       &#x27;[2271672.8193192976, 1792020.372517856, 2610674.9417585116, 1729509.9813011992]&#x27;,\n",
       "       &#x27;[2060572.08806255]&#x27;,\n",
       "       &#x27;[2179539.611036706, 2515559.3794974475, 3917498.4413381615, 4354311.846332691, 3178782.9649701687, 4004731.4249940165, 5123408.6139494665, 2852120.1734598866]&#x27;,\n",
       "       &#x27;[4489544.987181542]&#x27;,\n",
       "       &#x27;[1723855.001645665, 2476383.988124937, 3282380.3097904883, 3266162.021042865, 3913888.2997000776, 2862970.0579774547, 1846957.2974738928, 2545684.4535799976]&#x27;,\n",
       "       &#x27;[2448592.7067484874]&#x27;,\n",
       "       &#x27;[4603689.346464103, 14182193.148636878, 12684744.493010618, 9247497.409627452, 7095614.983138437, 2229311.4806692963, 2910137.893891696, 3337583.182182599]&#x27;,\n",
       "       &#x27;[1997534.1927093775]&#x27;, &#x27;[2024204.1591446353]&#x27;,\n",
       "       &#x27;[2682638.1007502237, 2411097.585254455]&#x27;, &#x27;[2649996.855367344]&#x27;,\n",
       "       &#x27;[3805853.2131402115]&#x27;, &#x27;[2422978.2528782617, 1797021.043731479]&#x27;,\n",
       "       &#x27;[1936668.9168900638]&#x27;, &#x27;[4643132.281642143]&#x27;,\n",
       "...\n",
       "       &#x27;[1965901.2518376787]&#x27;,\n",
       "       &#x27;[2058210.2952967074, 9718298.305833276, 17252165.80801458, 33546673.330544703, 37172668.741784714, 33495040.864215806, 35560681.07146376, 28040844.665889774, 24269073.842849955, 11328701.213848952, 7745519.862093106, 5320652.563339882, 4440134.579950547, 2498307.7671051165, 1487487.142505851]&#x27;,\n",
       "       &#x27;[2635599.969219406, 3057707.998189495, 10734912.263406161, 6063283.806449455, 5750316.986945488]&#x27;,\n",
       "       &#x27;[2613219.7682823995]&#x27;,\n",
       "       &#x27;[3961849.950192971, 3706553.5488728466, 3620053.3549416885, 3830912.035680457, 3500430.4672150128, 1519912.4020367172]&#x27;,\n",
       "       &#x27;[2819634.844838628, 2020984.6477504056]&#x27;,\n",
       "       &#x27;[1981595.549058592, 5335959.847974782]&#x27;,\n",
       "       &#x27;[1678049.1275317087, 2472602.9807964237]&#x27;, &#x27;[2069346.7415357498]&#x27;,\n",
       "       &#x27;[1603284.097173159]&#x27;,\n",
       "       &#x27;[1666006.064962706, 2484120.631572552, 3143772.342276377, 3754166.748648113, 2129773.276029719]&#x27;,\n",
       "       &#x27;[1852366.2721392717, 4287042.5192718655]&#x27;, &#x27;[5653871.725216452]&#x27;,\n",
       "       &#x27;[2580380.8227924583]&#x27;,\n",
       "       &#x27;[4514675.495135798, 4674714.210653065, 6117534.243464655, 4841586.363292121, 5165298.9174519135]&#x27;,\n",
       "       &#x27;[3388720.931247204, 7187960.468694095, 5609750.4229256, 1517171.7041517757]&#x27;,\n",
       "       &#x27;[2593590.22710366]&#x27;, &#x27;[2320825.2289796374]&#x27;,\n",
       "       &#x27;[1903394.6667386019]&#x27;, &#x27;[2574086.348223236, 3342414.184199526]&#x27;,\n",
       "       &#x27;[1838591.1922224693]&#x27;, &#x27;[12521910.641938686]&#x27;,\n",
       "       &#x27;[4564908.01648746, 7878102.0612018425, 4952286.814923154, 3366040.5674385754, 8264354.25340724, 14230416.401444525, 38286837.83829972]&#x27;,\n",
       "       &#x27;[1224805.4268229585]&#x27;, &#x27;[10242043.437140375]&#x27;,\n",
       "       &#x27;[2351806.1085898937]&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5da6e9d6-5477-447b-b8e2-1a08fb3dfd99' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5da6e9d6-5477-447b-b8e2-1a08fb3dfd99' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:               (index: 770)\n",
       "Coordinates:\n",
       "  * index                 (index) int64 0 1 2 3 4 5 ... 764 765 766 767 768 769\n",
       "Data variables:\n",
       "    id_name               (index) int64 1 2 3 4 5 6 ... 765 766 767 768 769 770\n",
       "    date                  (index) object \"['1981-09']\" ... \"['2021-06']\"\n",
       "    coords                (index) object '[(array([-69.875, -69.875, -69.875,...\n",
       "    centroid              (index) object '[[(-61.375, 286.375)]]' ... '[[(13....\n",
       "    duration              (index) int64 1 1 1 8 1 1 1 3 1 ... 1 1 2 1 1 7 1 1 1\n",
       "    intensity_max         (index) object '[1.94212041]' ... '[1.68167987]'\n",
       "    intensity_mean        (index) object '[1.55679627]' ... '[1.49047085]'\n",
       "    intensity_min         (index) object '[1.21065692]' ... '[1.29703114]'\n",
       "    intensity_cumulative  (index) float64 171.2 86.87 255.1 ... 3.612e+03 134.1\n",
       "    area                  (index) object '[952676.6776275958]' ... '[2351806...."
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = df.to_xarray()\n",
    "ds = ds.rename({'id' : 'id_name'})\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "       468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480,\n",
       "       481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493,\n",
       "       494, 495, 496, 497, 498, 499, 500, 501, 502, 503, 504, 505, 506,\n",
       "       507, 508, 509, 510, 511, 512, 513, 514, 515, 516, 517, 518, 519,\n",
       "       520, 521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532,\n",
       "       533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545,\n",
       "       546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558,\n",
       "       559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571,\n",
       "       572, 573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584,\n",
       "       585, 586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597,\n",
       "       598, 599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610,\n",
       "       611, 612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623,\n",
       "       624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636,\n",
       "       637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649,\n",
       "       650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662,\n",
       "       663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675,\n",
       "       676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688,\n",
       "       689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 700, 701,\n",
       "       702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714,\n",
       "       715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727,\n",
       "       728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740,\n",
       "       741, 742, 743, 744, 745, 746, 747, 748, 749, 750, 751, 752, 753,\n",
       "       754, 755, 756, 757, 758, 759, 760, 761, 762, 763, 764, 765, 766,\n",
       "       767, 768, 769])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "ds.index.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "for i in ds.index.values:\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[[(20.125, 286.625)], [(16.625, 288.375), (54.875, 310.625)], [(14.875, 302.875), (51.625, 310.125)], [(33.125, 319.375)], [(15.125, 293.625), (26.875, 335.625), (51.125, 326.875)], [(20.875, 279.875), (28.125, 337.625), (53.625, 331.625)], [(24.125, 280.125), (46.625, 345.375)], [(24.125, 283.125)]]'"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['centroid'][3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "too many indices",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-59-14de44588e1b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstart_date\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-59-14de44588e1b>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstart_date\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/.conda/envs/marine-heatwaves/lib/python3.9/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    748\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    749\u001b[0m             \u001b[0;31m# xarray-style array indexing\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 750\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_item_key_to_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    751\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    752\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.conda/envs/marine-heatwaves/lib/python3.9/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m_item_key_to_dict\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    712\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_dict_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    713\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 714\u001b[0;31m         \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpanded_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    715\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    716\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.conda/envs/marine-heatwaves/lib/python3.9/site-packages/xarray/core/indexing.py\u001b[0m in \u001b[0;36mexpanded_indexer\u001b[0;34m(key, ndim)\u001b[0m\n\u001b[1;32m     44\u001b[0m             \u001b[0mnew_key\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     45\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0mndim\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 46\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"too many indices\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     47\u001b[0m     \u001b[0mnew_key\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     48\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: too many indices"
     ]
    }
   ],
   "source": [
    "start_date = [ds.date.sel(index=i)[0] for i in ds.index.values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "marine-heatwaves",
   "language": "python",
   "name": "marine-heatwaves"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
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 "nbformat": 4,
 "nbformat_minor": 4
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