data-in-test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import xarray as xr\n",
    "import erddapy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://data.pmel.noaa.gov/pmel/erddap/tabledap/pmelTaoDyT.nc?latitude,longitude,T_20,time,station,depth'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "server = erddapy.ERDDAP(\"https://data.pmel.noaa.gov/pmel/erddap\")\n",
    "server.protocol = \"tabledap\"\n",
    "server.dataset_id = \"pmelTaoDyT\"\n",
    "server.response = \"nc\"\n",
    "server.variables = [\"latitude\", \"longitude\", \"T_20\", \"time\", \"station\", \"depth\"]\n",
    "\n",
    "server.get_download_url()\n",
    "# tz = xr.open_dataset(\"pmelTaoDyT_510f_ce29_2980.nc\")\n",
    "# download link: https://data.pmel.noaa.gov/pmel/erddap/tabledap/pmelTaoDyT.nc?array%2Cstation%2Cwmo_platform_code%2Clongitude%2Clatitude%2Ctime%2Cdepth%2CT_20%2CQT_5020%2CST_6020&time%3E=1990-01-01&time%3C=2023-02-14T12%3A00%3A00Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "tz = server.to_xarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 249MB\n",
       "Dimensions:    (timeseries: 151, obs: 15586475)\n",
       "Coordinates:\n",
       "    latitude   (timeseries) float32 604B ...\n",
       "    longitude  (timeseries) float32 604B ...\n",
       "    time       (obs) datetime64[ns] 125MB ...\n",
       "    depth      (obs) float32 62MB ...\n",
       "Dimensions without coordinates: timeseries, obs\n",
       "Data variables:\n",
       "    station    (timeseries) object 1kB ...\n",
       "    rowSize    (timeseries) int32 604B ...\n",
       "    T_20       (obs) float32 62MB ...\n",
       "Attributes: (12/42)\n",
       "    cdm_data_type:                 TimeSeries\n",
       "    cdm_timeseries_variables:      array, station, wmo_platform_code, longitu...\n",
       "    Conventions:                   COARDS, CF-1.10, ACDD-1.3\n",
       "    creator_email:                 Dai.C.McClurg@noaa.gov\n",
       "    creator_name:                  GTMBA Project Office/NOAA/PMEL\n",
       "    creator_type:                  group\n",
       "    ...                            ...\n",
       "    summary:                       This dataset has daily Temperature data fr...\n",
       "    testOutOfDate:                 now-3days\n",
       "    time_coverage_end:             2024-04-02T12:00:00Z\n",
       "    time_coverage_start:           1977-11-03T12:00:00Z\n",
       "    title:                         TAO/TRITON, RAMA, and PIRATA Buoys, Daily,...\n",
       "    Westernmost_Easting:           0.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-bcec52b4-f7ae-42cc-9714-a3727aab1e73' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bcec52b4-f7ae-42cc-9714-a3727aab1e73' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>timeseries</span>: 151</li><li><span>obs</span>: 15586475</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-958063ce-04c5-480a-9663-2d05bcdfaa5f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-958063ce-04c5-480a-9663-2d05bcdfaa5f' class='xr-section-summary' >Coordinates: <span>(4)</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>latitude</span></div><div class='xr-var-dims'>(timeseries)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e6e44445-873a-4334-b0f0-b7687c765ea6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6e44445-873a-4334-b0f0-b7687c765ea6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c702881-af4c-4be4-8084-bc4af7607852' class='xr-var-data-in' type='checkbox'><label for='data-1c702881-af4c-4be4-8084-bc4af7607852' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxisType :</span></dt><dd>Lat</dd><dt><span>actual_range :</span></dt><dd>[-25.  21.]</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>epic_code :</span></dt><dd>500</dd><dt><span>ioos_category :</span></dt><dd>Location</dd><dt><span>long_name :</span></dt><dd>Nominal Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>type :</span></dt><dd>EVEN</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>[151 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(timeseries)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f63b692a-ead4-4675-94c2-a65b41ac4145' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f63b692a-ead4-4675-94c2-a65b41ac4145' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89b8835d-cf1e-42e2-9ca4-bbd84114f740' class='xr-var-data-in' type='checkbox'><label for='data-89b8835d-cf1e-42e2-9ca4-bbd84114f740' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxisType :</span></dt><dd>Lon</dd><dt><span>actual_range :</span></dt><dd>[  0. 357.]</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>epic_code :</span></dt><dd>502</dd><dt><span>ioos_category :</span></dt><dd>Location</dd><dt><span>long_name :</span></dt><dd>Nominal Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>type :</span></dt><dd>EVEN</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>[151 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0905bbab-93fb-44dd-a2b0-65d96dfd89ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0905bbab-93fb-44dd-a2b0-65d96dfd89ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10be248f-58af-4e12-ab36-39c628540e92' class='xr-var-data-in' type='checkbox'><label for='data-10be248f-58af-4e12-ab36-39c628540e92' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxisType :</span></dt><dd>Time</dd><dt><span>actual_range :</span></dt><dd>[2.4740640e+08 1.7120592e+09]</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>ioos_category :</span></dt><dd>Time</dd><dt><span>long_name :</span></dt><dd>Centered Time</dd><dt><span>point_spacing :</span></dt><dd>even</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>time_origin :</span></dt><dd>01-JAN-1970 00:00:00</dd><dt><span>type :</span></dt><dd>EVEN</dd></dl></div><div class='xr-var-data'><pre>[15586475 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a07ce509-72d5-4490-9c43-a525776805e1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a07ce509-72d5-4490-9c43-a525776805e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e0e6e3a-cc6e-4396-a063-04aa2764e976' class='xr-var-data-in' type='checkbox'><label for='data-5e0e6e3a-cc6e-4396-a063-04aa2764e976' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_CoordinateAxisType :</span></dt><dd>Height</dd><dt><span>_CoordinateZisPositive :</span></dt><dd>down</dd><dt><span>actual_range :</span></dt><dd>[1.e+00 2.e+03]</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>epic_code :</span></dt><dd>3</dd><dt><span>ioos_category :</span></dt><dd>Location</dd><dt><span>long_name :</span></dt><dd>Depth</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>type :</span></dt><dd>UNEVEN</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>[15586475 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a0340042-0383-4292-8e38-af477b0df5f3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a0340042-0383-4292-8e38-af477b0df5f3' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>station</span></div><div class='xr-var-dims'>(timeseries)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-03e74c26-a68f-4bf9-aafb-bc6ca9ab5ddc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03e74c26-a68f-4bf9-aafb-bc6ca9ab5ddc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ce16355-17e4-4c7c-9fa4-498295f70426' class='xr-var-data-in' type='checkbox'><label for='data-5ce16355-17e4-4c7c-9fa4-498295f70426' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cf_role :</span></dt><dd>timeseries_id</dd><dt><span>ioos_category :</span></dt><dd>Identifier</dd><dt><span>long_name :</span></dt><dd>Station</dd></dl></div><div class='xr-var-data'><pre>[151 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rowSize</span></div><div class='xr-var-dims'>(timeseries)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5011dd88-7045-4a91-8b1e-3486d8f29867' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5011dd88-7045-4a91-8b1e-3486d8f29867' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a82591c4-3cee-4452-920a-42373b06151c' class='xr-var-data-in' type='checkbox'><label for='data-a82591c4-3cee-4452-920a-42373b06151c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>ioos_category :</span></dt><dd>Identifier</dd><dt><span>long_name :</span></dt><dd>Number of Observations for this TimeSeries</dd><dt><span>sample_dimension :</span></dt><dd>obs</dd></dl></div><div class='xr-var-data'><pre>[151 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>T_20</span></div><div class='xr-var-dims'>(obs)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e3792f0c-03e9-48bb-a006-dd1adf5cd30d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3792f0c-03e9-48bb-a006-dd1adf5cd30d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dbb45dd1-957f-4d5b-aa84-5356a3e5e766' class='xr-var-data-in' type='checkbox'><label for='data-dbb45dd1-957f-4d5b-aa84-5356a3e5e766' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>actual_range :</span></dt><dd>[ 0.19   35.4621]</dd><dt><span>colorBarMaximum :</span></dt><dd>32.0</dd><dt><span>colorBarMinimum :</span></dt><dd>0.0</dd><dt><span>epic_code :</span></dt><dd>20</dd><dt><span>FORTRAN_format :</span></dt><dd>f10.2</dd><dt><span>generic_name :</span></dt><dd>temp</dd><dt><span>ioos_category :</span></dt><dd>Temperature</dd><dt><span>long_name :</span></dt><dd>Sea Water Temperature</dd><dt><span>name :</span></dt><dd>T</dd><dt><span>standard_name :</span></dt><dd>sea_water_temperature</dd><dt><span>units :</span></dt><dd>degree_C</dd></dl></div><div class='xr-var-data'><pre>[15586475 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-43954561-4378-4f17-8662-509ca6bd75a2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-43954561-4378-4f17-8662-509ca6bd75a2' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-558931e0-901c-4e0f-bc76-9057e79ecca0' class='xr-section-summary-in' type='checkbox'  ><label for='section-558931e0-901c-4e0f-bc76-9057e79ecca0' class='xr-section-summary' >Attributes: <span>(42)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cdm_data_type :</span></dt><dd>TimeSeries</dd><dt><span>cdm_timeseries_variables :</span></dt><dd>array, station, wmo_platform_code, longitude, latitude</dd><dt><span>Conventions :</span></dt><dd>COARDS, CF-1.10, ACDD-1.3</dd><dt><span>creator_email :</span></dt><dd>Dai.C.McClurg@noaa.gov</dd><dt><span>creator_name :</span></dt><dd>GTMBA Project Office/NOAA/PMEL</dd><dt><span>creator_type :</span></dt><dd>group</dd><dt><span>creator_url :</span></dt><dd>https://www.pmel.noaa.gov/gtmba/mission</dd><dt><span>Data_Source :</span></dt><dd>Global Tropical Moored Buoy Array Project Office/NOAA/PMEL</dd><dt><span>defaultGraphQuery :</span></dt><dd>longitude,latitude,T_20&amp;time&gt;=now-7days&amp;depth&lt;=10</dd><dt><span>Easternmost_Easting :</span></dt><dd>357.0</dd><dt><span>featureType :</span></dt><dd>TimeSeries</dd><dt><span>File_info :</span></dt><dd>Contact: Dai.C.McClurg@noaa.gov</dd><dt><span>geospatial_lat_max :</span></dt><dd>21.0</dd><dt><span>geospatial_lat_min :</span></dt><dd>-25.0</dd><dt><span>geospatial_lat_units :</span></dt><dd>degrees_north</dd><dt><span>geospatial_lon_max :</span></dt><dd>357.0</dd><dt><span>geospatial_lon_min :</span></dt><dd>0.0</dd><dt><span>geospatial_lon_units :</span></dt><dd>degrees_east</dd><dt><span>geospatial_vertical_max :</span></dt><dd>2000.0</dd><dt><span>geospatial_vertical_min :</span></dt><dd>1.0</dd><dt><span>geospatial_vertical_positive :</span></dt><dd>down</dd><dt><span>geospatial_vertical_units :</span></dt><dd>m</dd><dt><span>history :</span></dt><dd>This dataset has data from the TAO/TRITON, RAMA, and PIRATA projects.\n",
       "This dataset is a product of the TAO Project Office at NOAA/PMEL.\n",
       "2024-04-03 Bob Simons at NOAA/NMFS/SWFSC/ERD (bob.simons@noaa.gov) fully refreshed ERD&#x27;s copy of this dataset by downloading all of the .cdf files from the PMEL TAO FTP site.  Since then, the dataset has been partially refreshed everyday by downloading and merging the latest version of the last 25 days worth of data.\n",
       "2024-05-02T05:34:07Z (local files)\n",
       "2024-05-02T05:34:07Z http://coastwatch.pfeg.noaa.gov/erddap/tabledap/pmelTaoDyT.ncCF?latitude%2Clongitude%2CT_20%2Ctime%2Cstation%2Cdepth</dd><dt><span>id :</span></dt><dd>pmelTaoDyT</dd><dt><span>infoUrl :</span></dt><dd>https://www.pmel.noaa.gov/gtmba/mission</dd><dt><span>institution :</span></dt><dd>NOAA PMEL, TAO/TRITON, RAMA, PIRATA</dd><dt><span>keywords :</span></dt><dd>buoys, centered, daily, depth, Earth Science &gt; Oceans &gt; Ocean Temperature &gt; Water Temperature, identifier, noaa, ocean, oceans, pirata, pmel, quality, rama, sea, sea_water_temperature, seawater, source, station, tao, temperature, time, triton, water</dd><dt><span>keywords_vocabulary :</span></dt><dd>GCMD Science Keywords</dd><dt><span>license :</span></dt><dd>Request for Acknowledgement: If you use these data in publications or presentations, please acknowledge the GTMBA Project Office of NOAA/PMEL. Also, we would appreciate receiving a preprint and/or reprint of publications utilizing the data for inclusion in our bibliography. Relevant publications should be sent to: GTMBA Project Office, NOAA/Pacific Marine Environmental Laboratory, 7600 Sand Point Way NE, Seattle, WA 98115\n",
       "\n",
       "The data may be used and redistributed for free but is not intended\n",
       "for legal use, since it may contain inaccuracies. Neither the data\n",
       "Contributor, ERD, NOAA, nor the United States Government, nor any\n",
       "of their employees or contractors, makes any warranty, express or\n",
       "implied, including warranties of merchantability and fitness for a\n",
       "particular purpose, or assumes any legal liability for the accuracy,\n",
       "completeness, or usefulness, of this information.</dd><dt><span>Northernmost_Northing :</span></dt><dd>21.0</dd><dt><span>project :</span></dt><dd>TAO/TRITON, RAMA, PIRATA</dd><dt><span>Request_for_acknowledgement :</span></dt><dd>If you use these data in publications or presentations, please acknowledge the GTMBA Project Office of NOAA/PMEL. Also, we would appreciate receiving a preprint and/or reprint of publications utilizing the data for inclusion in our bibliography. Relevant publications should be sent to: GTMBA Project Office, NOAA/Pacific Marine Environmental Laboratory, 7600 Sand Point Way NE, Seattle, WA 98115</dd><dt><span>sourceUrl :</span></dt><dd>(local files)</dd><dt><span>Southernmost_Northing :</span></dt><dd>-25.0</dd><dt><span>standard_name_vocabulary :</span></dt><dd>CF Standard Name Table v70</dd><dt><span>subsetVariables :</span></dt><dd>array, station, wmo_platform_code, longitude, latitude</dd><dt><span>summary :</span></dt><dd>This dataset has daily Temperature data from the\n",
       "TAO/TRITON (Pacific Ocean, https://www.pmel.noaa.gov/gtmba/ ),\n",
       "RAMA (Indian Ocean, https://www.pmel.noaa.gov/gtmba/pmel-theme/indian-ocean-rama ), and\n",
       "PIRATA (Atlantic Ocean, https://www.pmel.noaa.gov/gtmba/pirata/ )\n",
       "arrays of moored buoys which transmit oceanographic and meteorological data to shore in real-time via the Argos satellite system.  These buoys are major components of the CLIVAR climate analysis project and the GOOS, GCOS, and GEOSS observing systems.  Daily averages are computed starting at 00:00Z and are assigned an observation &#x27;time&#x27; of 12:00Z.  For more information, see\n",
       "https://www.pmel.noaa.gov/gtmba/mission .</dd><dt><span>testOutOfDate :</span></dt><dd>now-3days</dd><dt><span>time_coverage_end :</span></dt><dd>2024-04-02T12:00:00Z</dd><dt><span>time_coverage_start :</span></dt><dd>1977-11-03T12:00:00Z</dd><dt><span>title :</span></dt><dd>TAO/TRITON, RAMA, and PIRATA Buoys, Daily, 1977-present, Temperature</dd><dt><span>Westernmost_Easting :</span></dt><dd>0.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 249MB\n",
       "Dimensions:    (timeseries: 151, obs: 15586475)\n",
       "Coordinates:\n",
       "    latitude   (timeseries) float32 604B ...\n",
       "    longitude  (timeseries) float32 604B ...\n",
       "    time       (obs) datetime64[ns] 125MB ...\n",
       "    depth      (obs) float32 62MB ...\n",
       "Dimensions without coordinates: timeseries, obs\n",
       "Data variables:\n",
       "    station    (timeseries) object 1kB ...\n",
       "    rowSize    (timeseries) int32 604B ...\n",
       "    T_20       (obs) float32 62MB ...\n",
       "Attributes: (12/42)\n",
       "    cdm_data_type:                 TimeSeries\n",
       "    cdm_timeseries_variables:      array, station, wmo_platform_code, longitu...\n",
       "    Conventions:                   COARDS, CF-1.10, ACDD-1.3\n",
       "    creator_email:                 Dai.C.McClurg@noaa.gov\n",
       "    creator_name:                  GTMBA Project Office/NOAA/PMEL\n",
       "    creator_type:                  group\n",
       "    ...                            ...\n",
       "    summary:                       This dataset has daily Temperature data fr...\n",
       "    testOutOfDate:                 now-3days\n",
       "    time_coverage_end:             2024-04-02T12:00:00Z\n",
       "    time_coverage_start:           1977-11-03T12:00:00Z\n",
       "    title:                         TAO/TRITON, RAMA, and PIRATA Buoys, Daily,...\n",
       "    Westernmost_Easting:           0.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.datetime64('1979-01-20T12:00:00.000000000')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tz[\"time\"][0].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tz_frame = tz.to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = tz_frame[(tz_frame[\"depth\"] == 100) & (tz_frame[\"time\"] > \"2020-01-01\") & (tz_frame[\"T_20\"].notna())]\n",
    "# sample[sample[\"T_20\"].notna()]\n",
    "sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample.max(), sample.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.graph_objects as plgo\n",
    "# from plotly import \n",
    "# px.set_mapbox_access_token(\"pk.eyJ1IjoiZGFyeW53aGl0ZSIsImEiOiJjbG9ubG03bmQwd216MmluM2RjdXBmMmQzIn0.XjrEesfj89ktjIoJuOUZYA\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notes for later:\n",
    "\n",
    "- Move away from `plotly.express` and generate the animation myself, using `plotly.graph_objs` with more control\n",
    "- It is possible to adjust the `duration` of each `frame` of the animation, see this example: https://plotly.com/python/visualizing-mri-volume-slices/\n",
    "- More on building an animation: https://plotly.com/python/animations/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = px.scatter_mapbox(\n",
    "    sample, \n",
    "    lat=\"latitude\", \n",
    "    lon=\"longitude\", \n",
    "    color=\"T_20\",\n",
    "    color_continuous_scale=px.colors.sequential.Bluered,\n",
    "    range_color=[10,30.5],\n",
    "    animation_frame=\"time\",\n",
    "    animation_group=\"station\",\n",
    "    mapbox_style=\"carto-positron\",\n",
    "    zoom=1.45, \n",
    "    center=dict(lat=0,lon=-160),\n",
    "    title=\"100m water temperature\",\n",
    ")\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.data"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tmba",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}