NetCDF_Open_Write_Example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**NetCDF open and write to file for Windographer example**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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.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-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:               (height: 12, time: 144)\n",
       "Coordinates:\n",
       "  * height                (height) int64 40 60 80 90 100 ... 160 180 200 220 240\n",
       "  * time                  (time) datetime64[ns] 2020-10-08T00:10:00 ... 2020-...\n",
       "Data variables:\n",
       "    pressure              (time) float64 nan nan nan nan nan ... nan nan nan nan\n",
       "    wind_speed            (time, height) float64 1.07 1.22 1.26 ... 2.24 1.72\n",
       "    wind_direction        (time, height) float64 32.8 34.5 40.0 ... 348.4 349.9\n",
       "    data_availability     (time, height) float64 100.0 100.0 100.0 ... 62.0 28.0\n",
       "    qc_pressure           (time) int32 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1\n",
       "    qc_wind_speed         (time, height) int32 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    qc_wind_direction     (time, height) int32 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    qc_data_availability  (time, height) int32 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "Attributes:\n",
       "    title:             Lidar Ingest for .sta file\n",
       "    description:       Example ingest of data from a buoy stationed off the c...\n",
       "    conventions:       MHKiT-Cloud Data Standards v. 1.0\n",
       "    institution:       PNNL\n",
       "    code_url:          https://github.com/clansing/tsdat/releases/tag/1.0\n",
       "    location_meaning:  Humboldt, CA\n",
       "    datastream_name:   humboldt.buoy_z05-lidar-10m.a1\n",
       "    input_files:       humboldt.buoy_z05-lidar-10m.00.20201008.001000.raw.lid...\n",
       "    history:           Ran at 2021-05-19 18:34:57</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-a13ae57c-9cb7-44e5-be42-8e9c826a59da' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a13ae57c-9cb7-44e5-be42-8e9c826a59da' 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'>height</span>: 12</li><li><span class='xr-has-index'>time</span>: 144</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-445d82b1-8ad5-4a6a-a3c9-6912c4bbd390' class='xr-section-summary-in' type='checkbox'  checked><label for='section-445d82b1-8ad5-4a6a-a3c9-6912c4bbd390' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>height</span></div><div class='xr-var-dims'>(height)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>40 60 80 90 100 ... 180 200 220 240</div><input id='attrs-9fb768a0-76ae-4a21-915d-c81d954c9256' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9fb768a0-76ae-4a21-915d-c81d954c9256' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39631e6a-41f8-4f0a-a1a8-504662cce6d3' class='xr-var-data-in' type='checkbox'><label for='data-39631e6a-41f8-4f0a-a1a8-504662cce6d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Height ASL</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ 40,  60,  80,  90, 100, 120, 140, 160, 180, 200, 220, 240], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-10-08T00:10:00 ... 2020-10-09</div><input id='attrs-0eba139f-853a-4e71-8e12-57ecb37af5e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0eba139f-853a-4e71-8e12-57ecb37af5e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72b0585b-164f-44e7-b7c2-08c6d07001ee' class='xr-var-data-in' type='checkbox'><label for='data-72b0585b-164f-44e7-b7c2-08c6d07001ee' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time (UTC)</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-10-08T00:10:00.000000000&#x27;, &#x27;2020-10-08T00:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T00:30:00.000000000&#x27;, &#x27;2020-10-08T00:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T00:50:00.000000000&#x27;, &#x27;2020-10-08T01:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T01:10:00.000000000&#x27;, &#x27;2020-10-08T01:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T01:30:00.000000000&#x27;, &#x27;2020-10-08T01:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T01:50:00.000000000&#x27;, &#x27;2020-10-08T02:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T02:10:00.000000000&#x27;, &#x27;2020-10-08T02:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T02:30:00.000000000&#x27;, &#x27;2020-10-08T02:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T02:50:00.000000000&#x27;, &#x27;2020-10-08T03:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T03:10:00.000000000&#x27;, &#x27;2020-10-08T03:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T03:30:00.000000000&#x27;, &#x27;2020-10-08T03:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T03:50:00.000000000&#x27;, &#x27;2020-10-08T04:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T04:10:00.000000000&#x27;, &#x27;2020-10-08T04:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T04:30:00.000000000&#x27;, &#x27;2020-10-08T04:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T04:50:00.000000000&#x27;, &#x27;2020-10-08T05:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T05:10:00.000000000&#x27;, &#x27;2020-10-08T05:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T05:30:00.000000000&#x27;, &#x27;2020-10-08T05:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T05:50:00.000000000&#x27;, &#x27;2020-10-08T06:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T06:10:00.000000000&#x27;, &#x27;2020-10-08T06:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T06:30:00.000000000&#x27;, &#x27;2020-10-08T06:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T06:50:00.000000000&#x27;, &#x27;2020-10-08T07:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T07:10:00.000000000&#x27;, &#x27;2020-10-08T07:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T07:30:00.000000000&#x27;, &#x27;2020-10-08T07:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T07:50:00.000000000&#x27;, &#x27;2020-10-08T08:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T08:10:00.000000000&#x27;, &#x27;2020-10-08T08:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T08:30:00.000000000&#x27;, &#x27;2020-10-08T08:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T08:50:00.000000000&#x27;, &#x27;2020-10-08T09:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T09:10:00.000000000&#x27;, &#x27;2020-10-08T09:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T09:30:00.000000000&#x27;, &#x27;2020-10-08T09:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T09:50:00.000000000&#x27;, &#x27;2020-10-08T10:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T10:10:00.000000000&#x27;, &#x27;2020-10-08T10:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T10:30:00.000000000&#x27;, &#x27;2020-10-08T10:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T10:50:00.000000000&#x27;, &#x27;2020-10-08T11:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T11:10:00.000000000&#x27;, &#x27;2020-10-08T11:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T11:30:00.000000000&#x27;, &#x27;2020-10-08T11:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T11:50:00.000000000&#x27;, &#x27;2020-10-08T12:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T12:10:00.000000000&#x27;, &#x27;2020-10-08T12:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T12:30:00.000000000&#x27;, &#x27;2020-10-08T12:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T12:50:00.000000000&#x27;, &#x27;2020-10-08T13:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T13:10:00.000000000&#x27;, &#x27;2020-10-08T13:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T13:30:00.000000000&#x27;, &#x27;2020-10-08T13:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T13:50:00.000000000&#x27;, &#x27;2020-10-08T14:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T14:10:00.000000000&#x27;, &#x27;2020-10-08T14:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T14:30:00.000000000&#x27;, &#x27;2020-10-08T14:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T14:50:00.000000000&#x27;, &#x27;2020-10-08T15:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T15:10:00.000000000&#x27;, &#x27;2020-10-08T15:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T15:30:00.000000000&#x27;, &#x27;2020-10-08T15:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T15:50:00.000000000&#x27;, &#x27;2020-10-08T16:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T16:10:00.000000000&#x27;, &#x27;2020-10-08T16:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T16:30:00.000000000&#x27;, &#x27;2020-10-08T16:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T16:50:00.000000000&#x27;, &#x27;2020-10-08T17:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T17:10:00.000000000&#x27;, &#x27;2020-10-08T17:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T17:30:00.000000000&#x27;, &#x27;2020-10-08T17:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T17:50:00.000000000&#x27;, &#x27;2020-10-08T18:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T18:10:00.000000000&#x27;, &#x27;2020-10-08T18:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T18:30:00.000000000&#x27;, &#x27;2020-10-08T18:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T18:50:00.000000000&#x27;, &#x27;2020-10-08T19:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T19:10:00.000000000&#x27;, &#x27;2020-10-08T19:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T19:30:00.000000000&#x27;, &#x27;2020-10-08T19:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T19:50:00.000000000&#x27;, &#x27;2020-10-08T20:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T20:10:00.000000000&#x27;, &#x27;2020-10-08T20:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T20:30:00.000000000&#x27;, &#x27;2020-10-08T20:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T20:50:00.000000000&#x27;, &#x27;2020-10-08T21:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T21:10:00.000000000&#x27;, &#x27;2020-10-08T21:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T21:30:00.000000000&#x27;, &#x27;2020-10-08T21:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T21:50:00.000000000&#x27;, &#x27;2020-10-08T22:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T22:10:00.000000000&#x27;, &#x27;2020-10-08T22:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T22:30:00.000000000&#x27;, &#x27;2020-10-08T22:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T22:50:00.000000000&#x27;, &#x27;2020-10-08T23:00:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T23:10:00.000000000&#x27;, &#x27;2020-10-08T23:20:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T23:30:00.000000000&#x27;, &#x27;2020-10-08T23:40:00.000000000&#x27;,\n",
       "       &#x27;2020-10-08T23:50:00.000000000&#x27;, &#x27;2020-10-09T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-316b856d-1b58-4b82-afec-a203e6296c7b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-316b856d-1b58-4b82-afec-a203e6296c7b' class='xr-section-summary' >Data variables: <span>(8)</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>pressure</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f3fa4afa-4842-4fab-a269-198c243ce5ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f3fa4afa-4842-4fab-a269-198c243ce5ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d33ed1e-9d89-4f85-8999-4e3348f08650' class='xr-var-data-in' type='checkbox'><label for='data-4d33ed1e-9d89-4f85-8999-4e3348f08650' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Pressure</dd><dt><span>units :</span></dt><dd>hPa</dd><dt><span>ancillary_variables :</span></dt><dd>qc_pressure</dd></dl></div><div class='xr-var-data'><pre>array([nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
       "       nan, nan, nan, nan])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_speed</span></div><div class='xr-var-dims'>(time, height)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a84b3565-730f-40c5-a1c5-1a683d6410cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a84b3565-730f-40c5-a1c5-1a683d6410cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a428a560-11a3-475c-8510-dd0c3a73622c' class='xr-var-data-in' type='checkbox'><label for='data-a428a560-11a3-475c-8510-dd0c3a73622c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wind Speed</dd><dt><span>units :</span></dt><dd>m/s</dd><dt><span>ancillary_variables :</span></dt><dd>qc_wind_speed</dd></dl></div><div class='xr-var-data'><pre>array([[1.07, 1.22, 1.26, ..., 1.55, 1.76, 2.01],\n",
       "       [2.25, 2.46, 2.69, ..., 3.15, 3.02, 2.92],\n",
       "       [1.69, 1.84, 1.97, ..., 2.6 , 2.63, 2.62],\n",
       "       ...,\n",
       "       [2.24, 2.12, 2.02, ..., 1.57, 2.56, 2.28],\n",
       "       [2.3 , 2.23, 2.14, ..., 0.96, 2.08, 1.8 ],\n",
       "       [2.24, 2.17, 2.05, ..., 0.76, 2.24, 1.72]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind_direction</span></div><div class='xr-var-dims'>(time, height)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f185d10a-4b2a-418d-8bf4-189a8342925c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f185d10a-4b2a-418d-8bf4-189a8342925c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e091cf25-ce7d-4179-8ad4-07342845e9aa' class='xr-var-data-in' type='checkbox'><label for='data-e091cf25-ce7d-4179-8ad4-07342845e9aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Wind Direction</dd><dt><span>units :</span></dt><dd>degrees</dd><dt><span>ancillary_variables :</span></dt><dd>qc_wind_direction</dd></dl></div><div class='xr-var-data'><pre>array([[ 32.8,  34.5,  40. , ...,  29.7,   8. ,   2.8],\n",
       "       [ 18. ,  14.4,  14.9, ...,  15.4,  13.1,  10.5],\n",
       "       [  7.2,   8.5,  10.8, ...,  19.7,  19. ,  14.2],\n",
       "       ...,\n",
       "       [141.4, 139.3, 142.1, ..., 341.4, 344. , 347.7],\n",
       "       [145. , 146.6, 144.1, ...,   6.8, 352.9, 354.1],\n",
       "       [146.5, 145.4, 146.9, ...,   0. , 348.4, 349.9]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>data_availability</span></div><div class='xr-var-dims'>(time, height)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-61a1b1b0-283f-4493-98cb-28242ae571be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61a1b1b0-283f-4493-98cb-28242ae571be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c001e861-ad33-4e56-8cc0-9799c9bd6682' class='xr-var-data-in' type='checkbox'><label for='data-c001e861-ad33-4e56-8cc0-9799c9bd6682' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Availability</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>ancillary_variables :</span></dt><dd>qc_data_availability</dd></dl></div><div class='xr-var-data'><pre>array([[100., 100., 100., ..., 100., 100., 100.],\n",
       "       [100., 100., 100., ..., 100., 100., 100.],\n",
       "       [100., 100., 100., ..., 100., 100., 100.],\n",
       "       ...,\n",
       "       [ 94.,  94.,  94., ...,  89.,  80.,  42.],\n",
       "       [ 95.,  95.,  95., ...,  80.,  49.,  24.],\n",
       "       [ 93.,  93.,  92., ...,  91.,  62.,  28.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pressure</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4b7d473f-072c-48b5-b969-266a17023274' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b7d473f-072c-48b5-b969-266a17023274' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b293795-b626-4e75-8d2d-278cc36844eb' class='xr-var-data-in' type='checkbox'><label for='data-8b293795-b626-4e75-8d2d-278cc36844eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Quality check results on field: Pressure</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>flag_masks :</span></dt><dd>1</dd><dt><span>flag_meanings :</span></dt><dd>Value is equal to _FillValue or NaN</dd><dt><span>flag_assessments :</span></dt><dd>Bad</dd><dt><span>standard_name :</span></dt><dd>quality_flag</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_wind_speed</span></div><div class='xr-var-dims'>(time, height)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2410e8d1-fd53-4aa1-8f58-da336fcf36c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2410e8d1-fd53-4aa1-8f58-da336fcf36c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28c91e9d-8bc3-4ec1-a726-4ebfcfe3829f' class='xr-var-data-in' type='checkbox'><label for='data-28c91e9d-8bc3-4ec1-a726-4ebfcfe3829f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Quality check results on field: Wind Speed</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>flag_masks :</span></dt><dd>1</dd><dt><span>flag_meanings :</span></dt><dd>Value is equal to _FillValue or NaN</dd><dt><span>flag_assessments :</span></dt><dd>Bad</dd><dt><span>standard_name :</span></dt><dd>quality_flag</dd></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_wind_direction</span></div><div class='xr-var-dims'>(time, height)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8d1cdc29-27c0-47cb-a7f4-989c6bfc7999' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d1cdc29-27c0-47cb-a7f4-989c6bfc7999' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b8e68b4-d09b-4c17-a146-ffa344c9e0c5' class='xr-var-data-in' type='checkbox'><label for='data-8b8e68b4-d09b-4c17-a146-ffa344c9e0c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Quality check results on field: Wind Direction</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>flag_masks :</span></dt><dd>1</dd><dt><span>flag_meanings :</span></dt><dd>Value is equal to _FillValue or NaN</dd><dt><span>flag_assessments :</span></dt><dd>Bad</dd><dt><span>standard_name :</span></dt><dd>quality_flag</dd></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_data_availability</span></div><div class='xr-var-dims'>(time, height)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d3f96ebe-6cee-41d7-8921-3912cb9084bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3f96ebe-6cee-41d7-8921-3912cb9084bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2603a440-e0f8-4e5c-9bd6-77a6b50113de' class='xr-var-data-in' type='checkbox'><label for='data-2603a440-e0f8-4e5c-9bd6-77a6b50113de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Quality check results on field: Availability</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>flag_masks :</span></dt><dd>1</dd><dt><span>flag_meanings :</span></dt><dd>Value is equal to _FillValue or NaN</dd><dt><span>flag_assessments :</span></dt><dd>Bad</dd><dt><span>standard_name :</span></dt><dd>quality_flag</dd></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-582bfedb-6fda-41d7-ba15-b40a8c727e40' class='xr-section-summary-in' type='checkbox'  checked><label for='section-582bfedb-6fda-41d7-ba15-b40a8c727e40' class='xr-section-summary' >Attributes: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>Lidar Ingest for .sta file</dd><dt><span>description :</span></dt><dd>Example ingest of data from a buoy stationed off the coast of Humboldt, California.</dd><dt><span>conventions :</span></dt><dd>MHKiT-Cloud Data Standards v. 1.0</dd><dt><span>institution :</span></dt><dd>PNNL</dd><dt><span>code_url :</span></dt><dd>https://github.com/clansing/tsdat/releases/tag/1.0</dd><dt><span>location_meaning :</span></dt><dd>Humboldt, CA</dd><dt><span>datastream_name :</span></dt><dd>humboldt.buoy_z05-lidar-10m.a1</dd><dt><span>input_files :</span></dt><dd>humboldt.buoy_z05-lidar-10m.00.20201008.001000.raw.lidar.z05.00.20201008.000000.sta.7z</dd><dt><span>history :</span></dt><dd>Ran at 2021-05-19 18:34:57</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:               (height: 12, time: 144)\n",
       "Coordinates:\n",
       "  * height                (height) int64 40 60 80 90 100 ... 160 180 200 220 240\n",
       "  * time                  (time) datetime64[ns] 2020-10-08T00:10:00 ... 2020-...\n",
       "Data variables:\n",
       "    pressure              (time) float64 ...\n",
       "    wind_speed            (time, height) float64 ...\n",
       "    wind_direction        (time, height) float64 ...\n",
       "    data_availability     (time, height) float64 ...\n",
       "    qc_pressure           (time) int32 ...\n",
       "    qc_wind_speed         (time, height) int32 ...\n",
       "    qc_wind_direction     (time, height) int32 ...\n",
       "    qc_data_availability  (time, height) int32 ...\n",
       "Attributes:\n",
       "    title:             Lidar Ingest for .sta file\n",
       "    description:       Example ingest of data from a buoy stationed off the c...\n",
       "    conventions:       MHKiT-Cloud Data Standards v. 1.0\n",
       "    institution:       PNNL\n",
       "    code_url:          https://github.com/clansing/tsdat/releases/tag/1.0\n",
       "    location_meaning:  Humboldt, CA\n",
       "    datastream_name:   humboldt.buoy_z05-lidar-10m.a1\n",
       "    input_files:       humboldt.buoy_z05-lidar-10m.00.20201008.001000.raw.lid...\n",
       "    history:           Ran at 2021-05-19 18:34:57"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#read in NetCDF using Xarray#\n",
    "#change .nc location below\n",
    "dataDIR = r\"C:\\Users\\mdavi\\Downloads\\lidar.z05.a0.20201008.001000.sta.a2e.nc\"\n",
    "DS = xr.open_dataset(dataDIR)\n",
    "\n",
    "# show in notebook to view (this can be deleted if not required)\n",
    "DS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Convert from Xarray to Pandas Dataframe\n",
    "df = DS.to_dataframe()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Export to CSV \n",
    "df.to_csv('C:/Users/mdavi/Documents/lidar_z05_a0_20201008.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 ('PyRapidEPE')",
   "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": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "4e34211d4446c4dcccdae403b8cf3638c203efa59b5ea8c84d90201c883e4c51"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}