scientific_libraries/Scientific_Libraries_Xarray.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2adeb708",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Working with Xarray\n",
    "Xarray is a class of objects added to the regular Python system that allows storing data in a more organized method. The format is very similar to netCDF classic model (netCDF3). It can read netCDF files efficiently and handle some issues associated with incorrectly designed netCDF files.\n",
    "\n",
    "Xarray also has extentions to use the Numpy, Pandas, Dask, and SciPy libaries directly. Think of Xarray as a tool for organizing data in a way that other libaries can be used on the data efficiently.\n",
    "\n",
    "The primary difference between Xarray and Pandas is that Pandas is designed to handle 1-D data while Xarray can handle n-D data and metadata about the data.\n",
    "\n",
    "The one downside is that Xarray has very powerful functions with less great documentation. May need to dig a bit to find the best way to perform a task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8cc25c91",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import xarray as xr  # Convention is to import xarray as xr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72847190",
   "metadata": {},
   "source": [
    "## DataArray\n",
    "Here we create some data with Numpy and put into an Xarray DataArray. Notice how there is a concept of dimensionality built into DataArray. \"xarray.DataArray  (dim_0: 10000)\". But because we didn't define the dimension name, a generic one was created for us. Also notice how nice the printing looks. Xarray plays very well with Jupyter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "66466a82",
   "metadata": {
    "tags": []
   },
   "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.DataArray (dim_0: 10000)&gt;\n",
       "array([   0,    1,    2, ..., 9997, 9998, 9999])\n",
       "Dimensions without coordinates: dim_0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span>dim_0</span>: 10000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c82d61b0-55a4-43cb-bf17-54a40b5ebd24' class='xr-array-in' type='checkbox' checked><label for='section-c82d61b0-55a4-43cb-bf17-54a40b5ebd24' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 9 ... 9991 9992 9993 9994 9995 9996 9997 9998 9999</span></div><div class='xr-array-data'><pre>array([   0,    1,    2, ..., 9997, 9998, 9999])</pre></div></div></li><li class='xr-section-item'><input id='section-a9a3b7e7-bffc-4039-b9fe-0cd6e8444038' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a9a3b7e7-bffc-4039-b9fe-0cd6e8444038' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <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-820805f5-2d28-45e7-8c5f-6da6f2574d02' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-820805f5-2d28-45e7-8c5f-6da6f2574d02' 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-837a2886-2cb2-4284-8b53-2cdf588fb254' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-837a2886-2cb2-4284-8b53-2cdf588fb254' 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.DataArray (dim_0: 10000)>\n",
       "array([   0,    1,    2, ..., 9997, 9998, 9999])\n",
       "Dimensions without coordinates: dim_0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.arange(10000)  # This is a numpy array\n",
    "da = xr.DataArray(data)  # Create the Xarray DataArray using Numpy array.\n",
    "da  # Convention suggests using the variable da for DataArray when feasable."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1697097f",
   "metadata": {},
   "source": [
    "This time create a time array to match the data array shape. Time will be one minute time steps. The time array will become a coordinate variable to describe the values along the dimension we defined and named \"time\". The coordinate is set to the time array and the dimension is set to \"time\" string."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "44706a0a",
   "metadata": {
    "tags": []
   },
   "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.DataArray (time: 10000)&gt;\n",
       "array([   0,    1,    2, ..., 9997, 9998, 9999])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 10000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-02282e59-ca30-4feb-a780-8cef0959ddc0' class='xr-array-in' type='checkbox' checked><label for='section-02282e59-ca30-4feb-a780-8cef0959ddc0' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 9 ... 9991 9992 9993 9994 9995 9996 9997 9998 9999</span></div><div class='xr-array-data'><pre>array([   0,    1,    2, ..., 9997, 9998, 9999])</pre></div></div></li><li class='xr-section-item'><input id='section-d80a69db-97eb-4c77-80a6-775d50e7e31b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d80a69db-97eb-4c77-80a6-775d50e7e31b' 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'>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'>2019-11-01 ... 2019-11-07T22:39:00</div><input id='attrs-71d70723-67df-4ce5-bf57-94b7b5112298' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71d70723-67df-4ce5-bf57-94b7b5112298' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-744a38b3-5f8a-4c58-8b92-8d821d2033fa' class='xr-var-data-in' type='checkbox'><label for='data-744a38b3-5f8a-4c58-8b92-8d821d2033fa' 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;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:01:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T00:02:00.000000000&#x27;, ..., &#x27;2019-11-07T22:37:00.000000000&#x27;,\n",
       "       &#x27;2019-11-07T22:38:00.000000000&#x27;, &#x27;2019-11-07T22:39:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a86c5b48-1fbe-4625-9355-30c4f2cb933f' class='xr-section-summary-in' type='checkbox'  ><label for='section-a86c5b48-1fbe-4625-9355-30c4f2cb933f' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e4a31628-ac1e-4e4c-b3ce-454d33aa4039' class='xr-index-data-in' type='checkbox'/><label for='index-e4a31628-ac1e-4e4c-b3ce-454d33aa4039' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2019-11-01 00:00:00&#x27;, &#x27;2019-11-01 00:01:00&#x27;,\n",
       "               &#x27;2019-11-01 00:02:00&#x27;, &#x27;2019-11-01 00:03:00&#x27;,\n",
       "               &#x27;2019-11-01 00:04:00&#x27;, &#x27;2019-11-01 00:05:00&#x27;,\n",
       "               &#x27;2019-11-01 00:06:00&#x27;, &#x27;2019-11-01 00:07:00&#x27;,\n",
       "               &#x27;2019-11-01 00:08:00&#x27;, &#x27;2019-11-01 00:09:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2019-11-07 22:30:00&#x27;, &#x27;2019-11-07 22:31:00&#x27;,\n",
       "               &#x27;2019-11-07 22:32:00&#x27;, &#x27;2019-11-07 22:33:00&#x27;,\n",
       "               &#x27;2019-11-07 22:34:00&#x27;, &#x27;2019-11-07 22:35:00&#x27;,\n",
       "               &#x27;2019-11-07 22:36:00&#x27;, &#x27;2019-11-07 22:37:00&#x27;,\n",
       "               &#x27;2019-11-07 22:38:00&#x27;, &#x27;2019-11-07 22:39:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10000, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-777fc950-69c1-46b5-b8df-7a65ccb7cdf7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-777fc950-69c1-46b5-b8df-7a65ccb7cdf7' 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.DataArray (time: 10000)>\n",
       "array([   0,    1,    2, ..., 9997, 9998, 9999])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time = np.array('2019-11-01T00:00:00', dtype='datetime64[m]') + np.arange(data.size)\n",
    "time = time.astype('datetime64[ns]')  # Only done to stop a warning appearing\n",
    "da = xr.DataArray(data, dims=['time'], coords=[time])\n",
    "da"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f84afa51",
   "metadata": {},
   "source": [
    "We can add attributes describing metadata about the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "adaba86f",
   "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.DataArray (time: 10000)&gt;\n",
       "array([   0,    1,    2, ..., 9997, 9998, 9999])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00\n",
       "Attributes:\n",
       "    long_name:  Amazing data that will win me a Nobel prize.\n",
       "    units:      degK\n",
       "    valid_min:  0.0\n",
       "    valid_max:  10000.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 10000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-23d07263-87b2-4a05-833c-87c8838f4c5c' class='xr-array-in' type='checkbox' checked><label for='section-23d07263-87b2-4a05-833c-87c8838f4c5c' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 9 ... 9991 9992 9993 9994 9995 9996 9997 9998 9999</span></div><div class='xr-array-data'><pre>array([   0,    1,    2, ..., 9997, 9998, 9999])</pre></div></div></li><li class='xr-section-item'><input id='section-8a4751c9-15d7-47bb-a820-3fbbdd86fb56' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8a4751c9-15d7-47bb-a820-3fbbdd86fb56' 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'>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'>2019-11-01 ... 2019-11-07T22:39:00</div><input id='attrs-72aec061-7c78-48a5-9c56-70f335dc54af' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-72aec061-7c78-48a5-9c56-70f335dc54af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ece8151-c197-48f3-82df-1d174372b59b' class='xr-var-data-in' type='checkbox'><label for='data-5ece8151-c197-48f3-82df-1d174372b59b' 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;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:01:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T00:02:00.000000000&#x27;, ..., &#x27;2019-11-07T22:37:00.000000000&#x27;,\n",
       "       &#x27;2019-11-07T22:38:00.000000000&#x27;, &#x27;2019-11-07T22:39:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bde1c14f-f2cc-412e-9dbf-f02ca0cf8cdb' class='xr-section-summary-in' type='checkbox'  ><label for='section-bde1c14f-f2cc-412e-9dbf-f02ca0cf8cdb' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ac5610ec-6929-4926-b1f4-6849293b7465' class='xr-index-data-in' type='checkbox'/><label for='index-ac5610ec-6929-4926-b1f4-6849293b7465' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2019-11-01 00:00:00&#x27;, &#x27;2019-11-01 00:01:00&#x27;,\n",
       "               &#x27;2019-11-01 00:02:00&#x27;, &#x27;2019-11-01 00:03:00&#x27;,\n",
       "               &#x27;2019-11-01 00:04:00&#x27;, &#x27;2019-11-01 00:05:00&#x27;,\n",
       "               &#x27;2019-11-01 00:06:00&#x27;, &#x27;2019-11-01 00:07:00&#x27;,\n",
       "               &#x27;2019-11-01 00:08:00&#x27;, &#x27;2019-11-01 00:09:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2019-11-07 22:30:00&#x27;, &#x27;2019-11-07 22:31:00&#x27;,\n",
       "               &#x27;2019-11-07 22:32:00&#x27;, &#x27;2019-11-07 22:33:00&#x27;,\n",
       "               &#x27;2019-11-07 22:34:00&#x27;, &#x27;2019-11-07 22:35:00&#x27;,\n",
       "               &#x27;2019-11-07 22:36:00&#x27;, &#x27;2019-11-07 22:37:00&#x27;,\n",
       "               &#x27;2019-11-07 22:38:00&#x27;, &#x27;2019-11-07 22:39:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10000, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-466119b6-d9db-444c-9f45-b7d1b213d275' class='xr-section-summary-in' type='checkbox'  checked><label for='section-466119b6-d9db-444c-9f45-b7d1b213d275' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Amazing data that will win me a Nobel prize.</dd><dt><span>units :</span></dt><dd>degK</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>10000.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (time: 10000)>\n",
       "array([   0,    1,    2, ..., 9997, 9998, 9999])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00\n",
       "Attributes:\n",
       "    long_name:  Amazing data that will win me a Nobel prize.\n",
       "    units:      degK\n",
       "    valid_min:  0.0\n",
       "    valid_max:  10000.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "da.attrs['long_name'] = 'Amazing data that will win me a Nobel prize.'\n",
    "da.attrs['units'] = 'degK'\n",
    "da.attrs['valid_min'] = 0.\n",
    "da.attrs['valid_max'] = 10000.\n",
    "da"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1f3d04c",
   "metadata": {},
   "source": [
    "Same as above but all in one step while creating the DataArray."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "86b84fb9",
   "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.DataArray (time: 10000)&gt;\n",
       "array([   0,    1,    2, ..., 9997, 9998, 9999])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00\n",
       "Attributes:\n",
       "    long_name:  Amazing data that will win me a Nobel prize.\n",
       "    units:      degK\n",
       "    valid_min:  0.0\n",
       "    valid_max:  10000.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 10000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-46c9d991-0140-438f-b12f-acadc4313bd0' class='xr-array-in' type='checkbox' checked><label for='section-46c9d991-0140-438f-b12f-acadc4313bd0' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 9 ... 9991 9992 9993 9994 9995 9996 9997 9998 9999</span></div><div class='xr-array-data'><pre>array([   0,    1,    2, ..., 9997, 9998, 9999])</pre></div></div></li><li class='xr-section-item'><input id='section-b0b0792b-ea72-4984-b247-baaaee82e6fd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b0b0792b-ea72-4984-b247-baaaee82e6fd' 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'>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'>2019-11-01 ... 2019-11-07T22:39:00</div><input id='attrs-ebbb5997-c7ec-4d0f-9ac7-ad68f4fb3e1d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ebbb5997-c7ec-4d0f-9ac7-ad68f4fb3e1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5e6fb8a-31e4-4bab-8c3b-f2896474d706' class='xr-var-data-in' type='checkbox'><label for='data-f5e6fb8a-31e4-4bab-8c3b-f2896474d706' 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;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:01:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T00:02:00.000000000&#x27;, ..., &#x27;2019-11-07T22:37:00.000000000&#x27;,\n",
       "       &#x27;2019-11-07T22:38:00.000000000&#x27;, &#x27;2019-11-07T22:39:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cfe6af1b-abf8-4b79-a2df-0de7a3a425d2' class='xr-section-summary-in' type='checkbox'  ><label for='section-cfe6af1b-abf8-4b79-a2df-0de7a3a425d2' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ec13075a-55fd-476a-9014-f661d29b9f94' class='xr-index-data-in' type='checkbox'/><label for='index-ec13075a-55fd-476a-9014-f661d29b9f94' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2019-11-01 00:00:00&#x27;, &#x27;2019-11-01 00:01:00&#x27;,\n",
       "               &#x27;2019-11-01 00:02:00&#x27;, &#x27;2019-11-01 00:03:00&#x27;,\n",
       "               &#x27;2019-11-01 00:04:00&#x27;, &#x27;2019-11-01 00:05:00&#x27;,\n",
       "               &#x27;2019-11-01 00:06:00&#x27;, &#x27;2019-11-01 00:07:00&#x27;,\n",
       "               &#x27;2019-11-01 00:08:00&#x27;, &#x27;2019-11-01 00:09:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2019-11-07 22:30:00&#x27;, &#x27;2019-11-07 22:31:00&#x27;,\n",
       "               &#x27;2019-11-07 22:32:00&#x27;, &#x27;2019-11-07 22:33:00&#x27;,\n",
       "               &#x27;2019-11-07 22:34:00&#x27;, &#x27;2019-11-07 22:35:00&#x27;,\n",
       "               &#x27;2019-11-07 22:36:00&#x27;, &#x27;2019-11-07 22:37:00&#x27;,\n",
       "               &#x27;2019-11-07 22:38:00&#x27;, &#x27;2019-11-07 22:39:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10000, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fc7d34a3-7ac1-4149-9014-351024bc7b94' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fc7d34a3-7ac1-4149-9014-351024bc7b94' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Amazing data that will win me a Nobel prize.</dd><dt><span>units :</span></dt><dd>degK</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>10000.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (time: 10000)>\n",
       "array([   0,    1,    2, ..., 9997, 9998, 9999])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00\n",
       "Attributes:\n",
       "    long_name:  Amazing data that will win me a Nobel prize.\n",
       "    units:      degK\n",
       "    valid_min:  0.0\n",
       "    valid_max:  10000.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "da = xr.DataArray(\n",
    "    data, dims=['time'],\n",
    "    coords=[time],\n",
    "    attrs={'long_name': 'Amazing data that will win me a Nobel prize.',\n",
    "           'units': 'degK',\n",
    "           'valid_min': 0.,\n",
    "           'valid_max': 10000.})\n",
    "da"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07c31f50",
   "metadata": {},
   "source": [
    "To extract the data values only we use the .values attribute on the DataArray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "38586aed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   0,    1,    2, ..., 9997, 9998, 9999])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "da.values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17a37e61",
   "metadata": {},
   "source": [
    "To extract the attributes as a dictionary we use the .attrs attribute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fff2f480",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'long_name': 'Amazing data that will win me a Nobel prize.',\n",
       " 'units': 'degK',\n",
       " 'valid_min': 0.0,\n",
       " 'valid_max': 10000.0}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "da.attrs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eeb7906b",
   "metadata": {},
   "source": [
    "Or the attrs decorator can also accept a name for a specific attribute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a76d724d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Amazing data that will win me a Nobel prize.'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "da.attrs['long_name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "965e0c23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "xarray.core.dataarray.DataArray"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(da)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "28648022",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(da.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6f72aabf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(da.attrs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1691c4c5",
   "metadata": {},
   "source": [
    "## Dataset\n",
    "The full power of Xarray comes from using Datasets. A Dataset is a collection of DataArrays. The beauty of Datasets is holding all the corresponding data together and performing functions on multiple DataArrays in the Datasets all at once. This becomes very powerful and extremely fast!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6f08c49",
   "metadata": {},
   "source": [
    "Create some data and a time data array to match the data we created with minute time steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6e475540",
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = np.arange(10000, dtype=float)\n",
    "data2 = np.arange(10000, dtype=float) + 123.456\n",
    "time = np.array('2019-11-01T00:00:00', dtype='datetime64[m]') + np.arange(data1.size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6257f33c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/08/hzthl3yd3mqd30ltf7nr9yfr0000gq/T/ipykernel_99995/1457505030.py:1: UserWarning: Converting non-nanosecond precision datetime values to nanosecond precision. This behavior can eventually be relaxed in xarray, as it is an artifact from pandas which is now beginning to support non-nanosecond precision values. This warning is caused by passing non-nanosecond np.datetime64 or np.timedelta64 values to the DataArray or Variable constructor; it can be silenced by converting the values to nanosecond precision ahead of time.\n",
      "  ds = xr.Dataset(\n"
     ]
    }
   ],
   "source": [
    "ds = xr.Dataset(\n",
    "    # This is the data section.\n",
    "    # Notice all data is wrapped in a dictionary. In that dictionary the key\n",
    "    # is the variable name followed by a tuple. The first value of the tuple\n",
    "    # is the dimension(s) name, followed by the data values, followed by an optional\n",
    "    # dictionary of attributes as key:value pairs.\n",
    "    data_vars={'data1': ('time', data1, {'long_name': 'Data 1 values', 'units': 'degC'}),\n",
    "               'data2': ('time', data2, {'long_name': 'Data 2 values', 'units': 'degF'})\n",
    "               },\n",
    "    # This is the coordinate section following the same format. Since this\n",
    "    # comes next it could be interpreted as positional coordinates.\n",
    "    # But we are using keywords to make it easier to understand.\n",
    "    coords={'time': ('time', time, {'long_name': 'Time in UTC'})},\n",
    "    # Lastly we have the global attributes.\n",
    "    attrs={'the_best_animals': 'sharks'}\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adf7f362",
   "metadata": {},
   "source": [
    "Print out the full Dataset. Xarray convention suggests to use the variable name ds for Xarray Dataset when possible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dc44e40d",
   "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;\n",
       "Dimensions:  (time: 10000)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00\n",
       "Data variables:\n",
       "    data1    (time) float64 0.0 1.0 2.0 3.0 ... 9.997e+03 9.998e+03 9.999e+03\n",
       "    data2    (time) float64 123.5 124.5 125.5 ... 1.012e+04 1.012e+04 1.012e+04\n",
       "Attributes:\n",
       "    the_best_animals:  sharks</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-59c756a2-fed2-4efa-95b4-8a7163432a11' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-59c756a2-fed2-4efa-95b4-8a7163432a11' 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'>time</span>: 10000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-65dfbfe7-8082-40dd-88a1-faaf0a0420ff' class='xr-section-summary-in' type='checkbox'  checked><label for='section-65dfbfe7-8082-40dd-88a1-faaf0a0420ff' 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'>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'>2019-11-01 ... 2019-11-07T22:39:00</div><input id='attrs-ef42a756-e49f-40fb-b505-aa475db91f8a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef42a756-e49f-40fb-b505-aa475db91f8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af912408-34a6-4a60-9b75-7b7ef141019e' class='xr-var-data-in' type='checkbox'><label for='data-af912408-34a6-4a60-9b75-7b7ef141019e' 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 in UTC</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:01:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T00:02:00.000000000&#x27;, ..., &#x27;2019-11-07T22:37:00.000000000&#x27;,\n",
       "       &#x27;2019-11-07T22:38:00.000000000&#x27;, &#x27;2019-11-07T22:39:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-71a28b72-7063-4633-9d8c-7fdfb0f66d0a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-71a28b72-7063-4633-9d8c-7fdfb0f66d0a' class='xr-section-summary' >Data variables: <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>data1</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.0 2.0 ... 9.998e+03 9.999e+03</div><input id='attrs-52aadabb-ac70-4abd-b019-476c4cf0369d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-52aadabb-ac70-4abd-b019-476c4cf0369d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7aa3520d-beb1-4bc6-9277-1ad37eabbed6' class='xr-var-data-in' type='checkbox'><label for='data-7aa3520d-beb1-4bc6-9277-1ad37eabbed6' 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>Data 1 values</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div><div class='xr-var-data'><pre>array([0.000e+00, 1.000e+00, 2.000e+00, ..., 9.997e+03, 9.998e+03,\n",
       "       9.999e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>data2</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>123.5 124.5 ... 1.012e+04 1.012e+04</div><input id='attrs-e342b582-9a1d-4719-9051-492223fe7aeb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e342b582-9a1d-4719-9051-492223fe7aeb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ad3c026-3a00-4a7a-99b5-94576c949f03' class='xr-var-data-in' type='checkbox'><label for='data-4ad3c026-3a00-4a7a-99b5-94576c949f03' 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>Data 2 values</dd><dt><span>units :</span></dt><dd>degF</dd></dl></div><div class='xr-var-data'><pre>array([  123.456,   124.456,   125.456, ..., 10120.456, 10121.456,\n",
       "       10122.456])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-26d06a64-8173-46c9-a78c-08d62d40e05c' class='xr-section-summary-in' type='checkbox'  ><label for='section-26d06a64-8173-46c9-a78c-08d62d40e05c' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d63f12e6-b8ac-488b-943f-d8d0df791d1f' class='xr-index-data-in' type='checkbox'/><label for='index-d63f12e6-b8ac-488b-943f-d8d0df791d1f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2019-11-01 00:00:00&#x27;, &#x27;2019-11-01 00:01:00&#x27;,\n",
       "               &#x27;2019-11-01 00:02:00&#x27;, &#x27;2019-11-01 00:03:00&#x27;,\n",
       "               &#x27;2019-11-01 00:04:00&#x27;, &#x27;2019-11-01 00:05:00&#x27;,\n",
       "               &#x27;2019-11-01 00:06:00&#x27;, &#x27;2019-11-01 00:07:00&#x27;,\n",
       "               &#x27;2019-11-01 00:08:00&#x27;, &#x27;2019-11-01 00:09:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2019-11-07 22:30:00&#x27;, &#x27;2019-11-07 22:31:00&#x27;,\n",
       "               &#x27;2019-11-07 22:32:00&#x27;, &#x27;2019-11-07 22:33:00&#x27;,\n",
       "               &#x27;2019-11-07 22:34:00&#x27;, &#x27;2019-11-07 22:35:00&#x27;,\n",
       "               &#x27;2019-11-07 22:36:00&#x27;, &#x27;2019-11-07 22:37:00&#x27;,\n",
       "               &#x27;2019-11-07 22:38:00&#x27;, &#x27;2019-11-07 22:39:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10000, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-93cad35b-0172-4f28-956a-d15f8aac6295' class='xr-section-summary-in' type='checkbox'  checked><label for='section-93cad35b-0172-4f28-956a-d15f8aac6295' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>the_best_animals :</span></dt><dd>sharks</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 10000)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00\n",
       "Data variables:\n",
       "    data1    (time) float64 0.0 1.0 2.0 3.0 ... 9.997e+03 9.998e+03 9.999e+03\n",
       "    data2    (time) float64 123.5 124.5 125.5 ... 1.012e+04 1.012e+04 1.012e+04\n",
       "Attributes:\n",
       "    the_best_animals:  sharks"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25c09e9b",
   "metadata": {},
   "source": [
    "Print out one DataArray from the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "315853e5",
   "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.DataArray &#x27;data1&#x27; (time: 10000)&gt;\n",
       "array([0.000e+00, 1.000e+00, 2.000e+00, ..., 9.997e+03, 9.998e+03,\n",
       "       9.999e+03])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00\n",
       "Attributes:\n",
       "    long_name:  Data 1 values\n",
       "    units:      degC</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'data1'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 10000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-44ea21c8-f010-43de-b20c-04c2d239be75' class='xr-array-in' type='checkbox' checked><label for='section-44ea21c8-f010-43de-b20c-04c2d239be75' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 1.0 2.0 3.0 4.0 ... 9.996e+03 9.997e+03 9.998e+03 9.999e+03</span></div><div class='xr-array-data'><pre>array([0.000e+00, 1.000e+00, 2.000e+00, ..., 9.997e+03, 9.998e+03,\n",
       "       9.999e+03])</pre></div></div></li><li class='xr-section-item'><input id='section-1a2ad688-debc-43f8-97fd-6f6a3356ebff' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1a2ad688-debc-43f8-97fd-6f6a3356ebff' 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'>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'>2019-11-01 ... 2019-11-07T22:39:00</div><input id='attrs-3cb161aa-77ca-4bdf-9689-875df935d4fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cb161aa-77ca-4bdf-9689-875df935d4fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f074c3ce-9c72-40e5-add7-369e89114fb3' class='xr-var-data-in' type='checkbox'><label for='data-f074c3ce-9c72-40e5-add7-369e89114fb3' 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 in UTC</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:01:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T00:02:00.000000000&#x27;, ..., &#x27;2019-11-07T22:37:00.000000000&#x27;,\n",
       "       &#x27;2019-11-07T22:38:00.000000000&#x27;, &#x27;2019-11-07T22:39:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dfd39bcf-7544-4999-be29-0822434b5da0' class='xr-section-summary-in' type='checkbox'  ><label for='section-dfd39bcf-7544-4999-be29-0822434b5da0' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7a87b306-838c-4539-abe8-3ccbb85ae66a' class='xr-index-data-in' type='checkbox'/><label for='index-7a87b306-838c-4539-abe8-3ccbb85ae66a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2019-11-01 00:00:00&#x27;, &#x27;2019-11-01 00:01:00&#x27;,\n",
       "               &#x27;2019-11-01 00:02:00&#x27;, &#x27;2019-11-01 00:03:00&#x27;,\n",
       "               &#x27;2019-11-01 00:04:00&#x27;, &#x27;2019-11-01 00:05:00&#x27;,\n",
       "               &#x27;2019-11-01 00:06:00&#x27;, &#x27;2019-11-01 00:07:00&#x27;,\n",
       "               &#x27;2019-11-01 00:08:00&#x27;, &#x27;2019-11-01 00:09:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2019-11-07 22:30:00&#x27;, &#x27;2019-11-07 22:31:00&#x27;,\n",
       "               &#x27;2019-11-07 22:32:00&#x27;, &#x27;2019-11-07 22:33:00&#x27;,\n",
       "               &#x27;2019-11-07 22:34:00&#x27;, &#x27;2019-11-07 22:35:00&#x27;,\n",
       "               &#x27;2019-11-07 22:36:00&#x27;, &#x27;2019-11-07 22:37:00&#x27;,\n",
       "               &#x27;2019-11-07 22:38:00&#x27;, &#x27;2019-11-07 22:39:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=10000, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e35d35e3-3089-43cd-b6f6-b6c2f7eb8a50' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e35d35e3-3089-43cd-b6f6-b6c2f7eb8a50' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Data 1 values</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'data1' (time: 10000)>\n",
       "array([0.000e+00, 1.000e+00, 2.000e+00, ..., 9.997e+03, 9.998e+03,\n",
       "       9.999e+03])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2019-11-01 ... 2019-11-07T22:39:00\n",
       "Attributes:\n",
       "    long_name:  Data 1 values\n",
       "    units:      degC"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds['data1']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51c58bd3",
   "metadata": {},
   "source": [
    "Print out values from the one variable in the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8967d3c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.000e+00, 1.000e+00, 2.000e+00, ..., 9.997e+03, 9.998e+03,\n",
       "       9.999e+03])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds['data1'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41fea406",
   "metadata": {},
   "source": [
    "Print out one attribute from one DataArray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "661d4639",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'degC'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds['data1'].attrs['units']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfbb94fb",
   "metadata": {},
   "source": [
    "## Read in data\n",
    "Let's read in a single netCDF data file. Notice we are using relative paths to go one directory down into the _data_ directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fe488ebe",
   "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;\n",
       "Dimensions:                       (time: 1440)\n",
       "Coordinates:\n",
       "  * time                          (time) datetime64[ns] 2019-11-01 ... 2019-1...\n",
       "Data variables: (12/50)\n",
       "    base_time                     datetime64[ns] ...\n",
       "    time_offset                   (time) datetime64[ns] ...\n",
       "    atmos_pressure                (time) float32 ...\n",
       "    qc_atmos_pressure             (time) int32 ...\n",
       "    temp_mean                     (time) float32 ...\n",
       "    qc_temp_mean                  (time) int32 ...\n",
       "    ...                            ...\n",
       "    qc_logger_volt                (time) int32 ...\n",
       "    logger_temp                   (time) float32 ...\n",
       "    qc_logger_temp                (time) int32 ...\n",
       "    lat                           float32 ...\n",
       "    lon                           float32 ...\n",
       "    alt                           float32 ...\n",
       "Attributes: (12/29)\n",
       "    command_line:                met_ingest -s sgp -f E13\n",
       "    process_version:             ingest-met-4.40-0.el7\n",
       "    dod_version:                 met-b1-7.3\n",
       "    input_source:                /data/collection/sgp/sgpmetE13.00/MET_Table1...\n",
       "    site_id:                     sgp\n",
       "    platform_id:                 met\n",
       "    ...                          ...\n",
       "    qc_bit_2_assessment:         Bad\n",
       "    qc_bit_3_description:        Value is greater than the valid_max.\n",
       "    qc_bit_3_assessment:         Bad\n",
       "    qc_bit_4_description:        Difference between current and previous valu...\n",
       "    qc_bit_4_assessment:         Indeterminate\n",
       "    history:                     created by user dsmgr on machine garnet at 2...</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-cf91ba29-3493-4fab-b195-f86e5cc066b9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cf91ba29-3493-4fab-b195-f86e5cc066b9' 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'>time</span>: 1440</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d6032404-1d93-4760-b4d3-41c403d64e9f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d6032404-1d93-4760-b4d3-41c403d64e9f' 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'>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'>2019-11-01 ... 2019-11-01T23:59:00</div><input id='attrs-59721ba0-4e3b-42f9-a964-2db0e1a12680' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-59721ba0-4e3b-42f9-a964-2db0e1a12680' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a38b0f58-94ec-44a2-bfb0-d025ba60a92a' class='xr-var-data-in' type='checkbox'><label for='data-a38b0f58-94ec-44a2-bfb0-d025ba60a92a' 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 offset from midnight</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:01:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T00:02:00.000000000&#x27;, ..., &#x27;2019-11-01T23:57:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T23:58:00.000000000&#x27;, &#x27;2019-11-01T23:59:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e1db260e-fcfa-448f-b091-2a8ef99af363' class='xr-section-summary-in' type='checkbox'  ><label for='section-e1db260e-fcfa-448f-b091-2a8ef99af363' class='xr-section-summary' >Data variables: <span>(50)</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>base_time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c327bb4f-6055-49be-bb64-5755565db95f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c327bb4f-6055-49be-bb64-5755565db95f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c066179-8b90-43f4-a313-347463322fce' class='xr-var-data-in' type='checkbox'><label for='data-3c066179-8b90-43f4-a313-347463322fce' 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>string :</span></dt><dd>2019-11-01 00:00:00 0:00</dd><dt><span>long_name :</span></dt><dd>Base time in Epoch</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_offset</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cb613326-3a75-48cf-bf53-2af31e1427c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb613326-3a75-48cf-bf53-2af31e1427c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-192ee52b-74c6-4557-af50-ac10186c35b9' class='xr-var-data-in' type='checkbox'><label for='data-192ee52b-74c6-4557-af50-ac10186c35b9' 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 offset from base_time</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atmos_pressure</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ac8ef79d-c21e-4c47-b2ba-183135fe658d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ac8ef79d-c21e-4c47-b2ba-183135fe658d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c44f6b9c-f9f6-42c9-84de-e4cd9ea6f5c7' class='xr-var-data-in' type='checkbox'><label for='data-c44f6b9c-f9f6-42c9-84de-e4cd9ea6f5c7' 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>Atmospheric pressure</dd><dt><span>units :</span></dt><dd>kPa</dd><dt><span>valid_min :</span></dt><dd>80.0</dd><dt><span>valid_max :</span></dt><dd>110.0</dd><dt><span>valid_delta :</span></dt><dd>1.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_atmos_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-2fe8e393-9988-4c81-a716-c932e527ab36' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2fe8e393-9988-4c81-a716-c932e527ab36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab8214d6-2dab-4e04-b320-6d4280e43da6' class='xr-var-data-in' type='checkbox'><label for='data-ab8214d6-2dab-4e04-b320-6d4280e43da6' 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: Atmospheric pressure</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-979b0854-6c83-4738-a659-66fbe10686f6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-979b0854-6c83-4738-a659-66fbe10686f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08fae503-f5c1-4113-9559-7819bb4499de' class='xr-var-data-in' type='checkbox'><label for='data-08fae503-f5c1-4113-9559-7819bb4499de' 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>Temperature mean</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>valid_min :</span></dt><dd>-40.0</dd><dt><span>valid_max :</span></dt><dd>50.0</dd><dt><span>valid_delta :</span></dt><dd>20.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_temp_mean</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-5e0a0a2e-73fc-4341-8478-a399cc3997c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e0a0a2e-73fc-4341-8478-a399cc3997c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59a305c8-804d-4d9f-ae1e-449a272dca2a' class='xr-var-data-in' type='checkbox'><label for='data-59a305c8-804d-4d9f-ae1e-449a272dca2a' 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: Temperature mean</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_std</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8264d532-ffab-419a-ad1f-d15df7621159' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8264d532-ffab-419a-ad1f-d15df7621159' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a9f99d5-b01e-4dc3-99f0-e698f7d14944' class='xr-var-data-in' type='checkbox'><label for='data-2a9f99d5-b01e-4dc3-99f0-e698f7d14944' 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>Temperature standard deviation</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rh_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9eb5e85f-1a50-427e-8dc3-1de0c2977d95' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9eb5e85f-1a50-427e-8dc3-1de0c2977d95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76fe29e2-080e-44fc-80ec-654a22516260' class='xr-var-data-in' type='checkbox'><label for='data-76fe29e2-080e-44fc-80ec-654a22516260' 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>Relative humidity mean</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>valid_min :</span></dt><dd>-2.0</dd><dt><span>valid_max :</span></dt><dd>104.0</dd><dt><span>valid_delta :</span></dt><dd>30.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_rh_mean</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-f61625f9-8346-44a9-922a-58d5d1075d46' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f61625f9-8346-44a9-922a-58d5d1075d46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-107afcc3-e5ac-4ea4-9a63-772e88c2c317' class='xr-var-data-in' type='checkbox'><label for='data-107afcc3-e5ac-4ea4-9a63-772e88c2c317' 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: Relative humidity mean</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rh_std</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9dd2552e-e448-4fd0-875b-8345825e9e91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9dd2552e-e448-4fd0-875b-8345825e9e91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17b525ff-b172-4546-bef4-b62e14f0d579' class='xr-var-data-in' type='checkbox'><label for='data-17b525ff-b172-4546-bef4-b62e14f0d579' 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>Relative humidity standard deviation</dd><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vapor_pressure_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-119d7460-0f79-4b3a-92ca-3819099ed4ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-119d7460-0f79-4b3a-92ca-3819099ed4ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0474f373-eb30-492e-897e-2793d2a11bf7' class='xr-var-data-in' type='checkbox'><label for='data-0474f373-eb30-492e-897e-2793d2a11bf7' 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>Vapor pressure mean, calculated</dd><dt><span>units :</span></dt><dd>kPa</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>10.0</dd><dt><span>valid_delta :</span></dt><dd>1.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_vapor_pressure_mean</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-cca47369-48a2-4141-9a47-c67eff52d53f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cca47369-48a2-4141-9a47-c67eff52d53f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7c7a016-8b71-4e14-93cb-92b63cee6ca0' class='xr-var-data-in' type='checkbox'><label for='data-e7c7a016-8b71-4e14-93cb-92b63cee6ca0' 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: Vapor pressure mean, calculated</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vapor_pressure_std</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-13689842-71a9-4251-b52a-79e76dba71f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13689842-71a9-4251-b52a-79e76dba71f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9ff2c54-e1eb-4c79-9d54-4d9443d405c2' class='xr-var-data-in' type='checkbox'><label for='data-b9ff2c54-e1eb-4c79-9d54-4d9443d405c2' 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>Vapor pressure standard deviation</dd><dt><span>units :</span></dt><dd>kPa</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wspd_arith_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4644dee7-ab5a-483d-a68e-dbda658255d7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4644dee7-ab5a-483d-a68e-dbda658255d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-baef0c2f-7e6f-4462-a0ca-cf891e6bc768' class='xr-var-data-in' type='checkbox'><label for='data-baef0c2f-7e6f-4462-a0ca-cf891e6bc768' 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 arithmetic mean</dd><dt><span>units :</span></dt><dd>m/s</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>60.0</dd><dt><span>valid_delta :</span></dt><dd>20.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_wspd_arith_mean</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-46d17fef-57e1-4684-b6f4-64b335dbb85b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-46d17fef-57e1-4684-b6f4-64b335dbb85b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b63105a3-6a0d-423f-ac85-7e1b03a799ed' class='xr-var-data-in' type='checkbox'><label for='data-b63105a3-6a0d-423f-ac85-7e1b03a799ed' 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 arithmetic mean</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wspd_vec_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cf384edb-147f-43c1-937a-f38ad5f97e86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf384edb-147f-43c1-937a-f38ad5f97e86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-670e7973-99c9-481a-a53b-a9d13607c601' class='xr-var-data-in' type='checkbox'><label for='data-670e7973-99c9-481a-a53b-a9d13607c601' 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 vector mean</dd><dt><span>units :</span></dt><dd>m/s</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>60.0</dd><dt><span>valid_delta :</span></dt><dd>20.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_wspd_vec_mean</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-01fdc518-561c-4e89-84c0-1204df213887' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-01fdc518-561c-4e89-84c0-1204df213887' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50eb369b-4208-4441-b4b4-52668ef17b0f' class='xr-var-data-in' type='checkbox'><label for='data-50eb369b-4208-4441-b4b4-52668ef17b0f' 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 vector mean</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wdir_vec_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-49e2e2f3-7776-4c2c-bff6-4675869fd5d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49e2e2f3-7776-4c2c-bff6-4675869fd5d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1c136cf-fa12-41fc-b5d1-d50374f3d986' class='xr-var-data-in' type='checkbox'><label for='data-a1c136cf-fa12-41fc-b5d1-d50374f3d986' 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 vector mean</dd><dt><span>units :</span></dt><dd>degree</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>360.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_wdir_vec_mean</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-d1a863d7-2b04-48f8-b41b-35f27af5c61d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1a863d7-2b04-48f8-b41b-35f27af5c61d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7bb1081-7421-4e43-95ce-c0304ec4facd' class='xr-var-data-in' type='checkbox'><label for='data-b7bb1081-7421-4e43-95ce-c0304ec4facd' 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 vector mean</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wdir_vec_std</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3d94df53-18c9-437f-9368-51c13e3bbddb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d94df53-18c9-437f-9368-51c13e3bbddb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df1f904c-8c90-45dc-b51f-9e7bee20da05' class='xr-var-data-in' type='checkbox'><label for='data-df1f904c-8c90-45dc-b51f-9e7bee20da05' 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 vector mean standard deviation</dd><dt><span>units :</span></dt><dd>degree</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tbrg_precip_total</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2c332291-b2c1-4f85-860f-c08a17ab72c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2c332291-b2c1-4f85-860f-c08a17ab72c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b69c23ae-eaa6-4f74-bd59-e794d1606b3e' class='xr-var-data-in' type='checkbox'><label for='data-b69c23ae-eaa6-4f74-bd59-e794d1606b3e' 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>TBRG precipitation total</dd><dt><span>units :</span></dt><dd>mm</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>10.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_tbrg_precip_total</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-633e304e-ddd0-429f-bfe2-48f7124af664' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-633e304e-ddd0-429f-bfe2-48f7124af664' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa57f3d3-81b7-47e8-92f8-0e4740db74bd' class='xr-var-data-in' type='checkbox'><label for='data-aa57f3d3-81b7-47e8-92f8-0e4740db74bd' 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: TBRG precipitation total</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tbrg_precip_total_corr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-38497276-dd42-4ed2-97ae-0b94e06677fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38497276-dd42-4ed2-97ae-0b94e06677fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae79de7c-e1cb-484d-aaa5-02afd7b87442' class='xr-var-data-in' type='checkbox'><label for='data-ae79de7c-e1cb-484d-aaa5-02afd7b87442' 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>TBRG precipitation total, corrected</dd><dt><span>units :</span></dt><dd>mm</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>10.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_tbrg_precip_total_corr</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-cf3f162c-3a30-4d7f-bafd-7bb38a9f7b26' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf3f162c-3a30-4d7f-bafd-7bb38a9f7b26' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d69ea12b-fa0f-4891-987e-6df7c1b367b9' class='xr-var-data-in' type='checkbox'><label for='data-d69ea12b-fa0f-4891-987e-6df7c1b367b9' 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: TBRG precipitation total, corrected</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>org_precip_rate_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d3ef62a7-0a85-4ea4-88b2-5034bca26909' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3ef62a7-0a85-4ea4-88b2-5034bca26909' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47729483-1902-4ed0-9e9b-ea0295726d91' class='xr-var-data-in' type='checkbox'><label for='data-47729483-1902-4ed0-9e9b-ea0295726d91' 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>ORG precipitation rate mean</dd><dt><span>units :</span></dt><dd>mm/hr</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>500.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_org_precip_rate_mean</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-05a8d5dd-db6c-4326-8b5e-2c073aaefc13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05a8d5dd-db6c-4326-8b5e-2c073aaefc13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1178466-06fd-4565-ae4b-0174051c5042' class='xr-var-data-in' type='checkbox'><label for='data-f1178466-06fd-4565-ae4b-0174051c5042' 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: ORG precipitation rate mean</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_err_code</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-b9e320c8-90b4-4d4d-8d75-1471afbc10a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b9e320c8-90b4-4d4d-8d75-1471afbc10a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b298f146-5a97-43e1-a037-bde466673902' class='xr-var-data-in' type='checkbox'><label for='data-b298f146-5a97-43e1-a037-bde466673902' 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>PWD alarm</dd><dt><span>units :</span></dt><dd>unitless</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_mean_vis_1min</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-bb624de8-28f6-4c12-9c85-4e5e9f1a0c1a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb624de8-28f6-4c12-9c85-4e5e9f1a0c1a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32b67e5f-91a2-471b-a890-9ad4a7d1aac5' class='xr-var-data-in' type='checkbox'><label for='data-32b67e5f-91a2-471b-a890-9ad4a7d1aac5' 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>PWD 1 minute mean visibility</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>20000</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pwd_mean_vis_1min</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-2acfe888-52ea-4de9-8d09-5f25621bc681' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2acfe888-52ea-4de9-8d09-5f25621bc681' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd1d47fc-b327-43d4-89f9-1d6c1c5210cc' class='xr-var-data-in' type='checkbox'><label for='data-cd1d47fc-b327-43d4-89f9-1d6c1c5210cc' 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: PWD 1 minute mean visibility</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_mean_vis_10min</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-ed628317-7829-49ac-afa2-4ae5e074c899' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed628317-7829-49ac-afa2-4ae5e074c899' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0a0dfd8-b980-4be2-b176-c473412897dd' class='xr-var-data-in' type='checkbox'><label for='data-f0a0dfd8-b980-4be2-b176-c473412897dd' 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>PWD 10 minute mean visibility</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>20000</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pwd_mean_vis_10min</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-61ed3f86-c5dd-487a-ba67-bae42b296878' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61ed3f86-c5dd-487a-ba67-bae42b296878' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c1f747b-1b29-494d-b3ad-65c2b2a91956' class='xr-var-data-in' type='checkbox'><label for='data-1c1f747b-1b29-494d-b3ad-65c2b2a91956' 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: PWD 10 minute mean visibility</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_pw_code_inst</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-c5c5428d-fa85-44a3-8370-fb793cde97ef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5c5428d-fa85-44a3-8370-fb793cde97ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcf86017-c058-42ed-8adb-4c980c8d322c' class='xr-var-data-in' type='checkbox'><label for='data-fcf86017-c058-42ed-8adb-4c980c8d322c' 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>PWD instantaneous present weather code</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>99</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pwd_pw_code_inst</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-00246d5b-0ac4-44c0-a84a-7adda3335a0e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00246d5b-0ac4-44c0-a84a-7adda3335a0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6a50cb1-d9d9-4e98-9869-7da36a98b51b' class='xr-var-data-in' type='checkbox'><label for='data-d6a50cb1-d9d9-4e98-9869-7da36a98b51b' 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: PWD instantaneous present weather code</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_pw_code_15min</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-3f83a56d-9177-464b-a6b3-ade7089747ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3f83a56d-9177-464b-a6b3-ade7089747ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcd4d248-e9c3-4d28-9093-7ad00024ba33' class='xr-var-data-in' type='checkbox'><label for='data-fcd4d248-e9c3-4d28-9093-7ad00024ba33' 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>PWD 15 minute present weather code</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>99</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pwd_pw_code_15min</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-de49a828-d146-4413-a05a-d3d6085e588b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de49a828-d146-4413-a05a-d3d6085e588b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7114652a-06f0-408b-9215-70cf34c59713' class='xr-var-data-in' type='checkbox'><label for='data-7114652a-06f0-408b-9215-70cf34c59713' 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: PWD 15 minute present weather code</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_pw_code_1hr</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-6c91f722-ac00-4c93-a848-9b22d4c7dded' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c91f722-ac00-4c93-a848-9b22d4c7dded' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22fefb04-b59e-48b0-a4cc-355bc2b58552' class='xr-var-data-in' type='checkbox'><label for='data-22fefb04-b59e-48b0-a4cc-355bc2b58552' 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>PWD 1 hour present weather code</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>valid_min :</span></dt><dd>0</dd><dt><span>valid_max :</span></dt><dd>99</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pwd_pw_code_1hr</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-55b64aa7-bada-447d-8b93-558a3f59ce51' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55b64aa7-bada-447d-8b93-558a3f59ce51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d739ea8-7b0f-4a4c-982f-d58dfaa24dda' class='xr-var-data-in' type='checkbox'><label for='data-6d739ea8-7b0f-4a4c-982f-d58dfaa24dda' 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: PWD 1 hour present weather code</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_precip_rate_mean_1min</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a0e4932c-ac10-44f1-89aa-3b0c0d08bab4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0e4932c-ac10-44f1-89aa-3b0c0d08bab4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e61a0a9-563c-4557-a7e1-2e54d5f7d4ca' class='xr-var-data-in' type='checkbox'><label for='data-7e61a0a9-563c-4557-a7e1-2e54d5f7d4ca' 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>PWD 1 minute mean precipitation rate</dd><dt><span>units :</span></dt><dd>mm/hr</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>999.99</dd><dt><span>valid_delta :</span></dt><dd>100.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pwd_precip_rate_mean_1min</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-026f22ac-5e32-4782-96aa-b3a4a9695651' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-026f22ac-5e32-4782-96aa-b3a4a9695651' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c16505a0-dbec-4d7c-abff-a762dcb5e8b8' class='xr-var-data-in' type='checkbox'><label for='data-c16505a0-dbec-4d7c-abff-a762dcb5e8b8' 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: PWD 1 minute mean precipitation rate</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_cumul_rain</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cbe7c593-feae-4f77-8992-2770e5a66a2e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbe7c593-feae-4f77-8992-2770e5a66a2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a0f702c-f909-4a4d-9f1f-2ac52ebb0971' class='xr-var-data-in' type='checkbox'><label for='data-3a0f702c-f909-4a4d-9f1f-2ac52ebb0971' 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>PWD cumulative liquid precipitation</dd><dt><span>units :</span></dt><dd>mm</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>99.99</dd><dt><span>valid_delta :</span></dt><dd>50.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pwd_cumul_rain</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-25379774-1eb9-4403-a027-27be76d32e18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25379774-1eb9-4403-a027-27be76d32e18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4905dca7-a8d3-4eaa-af95-ab31d8e9219d' class='xr-var-data-in' type='checkbox'><label for='data-4905dca7-a8d3-4eaa-af95-ab31d8e9219d' 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: PWD cumulative liquid precipitation</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pwd_cumul_snow</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-495a4281-1528-4136-80d6-ebfb4fe7de2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-495a4281-1528-4136-80d6-ebfb4fe7de2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-973b5c4c-7e9b-431a-b0e6-400eca37fefe' class='xr-var-data-in' type='checkbox'><label for='data-973b5c4c-7e9b-431a-b0e6-400eca37fefe' 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>PWD cumulative snow</dd><dt><span>units :</span></dt><dd>mm</dd><dt><span>valid_min :</span></dt><dd>0.0</dd><dt><span>valid_max :</span></dt><dd>999.0</dd><dt><span>valid_delta :</span></dt><dd>100.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_pwd_cumul_snow</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-7afec29b-cd47-49ba-a4e6-299727145e24' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7afec29b-cd47-49ba-a4e6-299727145e24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59ef6ad9-91d3-45c3-8664-e19ce9a5c08a' class='xr-var-data-in' type='checkbox'><label for='data-59ef6ad9-91d3-45c3-8664-e19ce9a5c08a' 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: PWD cumulative snow</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>logger_volt</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2a47445b-b75b-42af-8259-cdb7f9734ea4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a47445b-b75b-42af-8259-cdb7f9734ea4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3459d2e-be8e-4bc7-9770-2983097d824b' class='xr-var-data-in' type='checkbox'><label for='data-f3459d2e-be8e-4bc7-9770-2983097d824b' 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>Logger voltage</dd><dt><span>units :</span></dt><dd>V</dd><dt><span>valid_min :</span></dt><dd>10.0</dd><dt><span>valid_max :</span></dt><dd>15.0</dd><dt><span>valid_delta :</span></dt><dd>5.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_logger_volt</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-bace78dd-2e2b-402b-9185-1d849a5d1708' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bace78dd-2e2b-402b-9185-1d849a5d1708' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6f8845e-578a-4471-9d92-8ac91ddb56e7' class='xr-var-data-in' type='checkbox'><label for='data-e6f8845e-578a-4471-9d92-8ac91ddb56e7' 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: Logger voltage</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>logger_temp</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c3a50103-ecda-4716-9881-07fdf36f5a75' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3a50103-ecda-4716-9881-07fdf36f5a75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-493399d5-dc9c-4a72-8161-6fbfd79b4231' class='xr-var-data-in' type='checkbox'><label for='data-493399d5-dc9c-4a72-8161-6fbfd79b4231' 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>Logger temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>valid_min :</span></dt><dd>-25.0</dd><dt><span>valid_max :</span></dt><dd>50.0</dd><dt><span>valid_delta :</span></dt><dd>10.0</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_logger_temp</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-6cd522ac-a23f-463c-a7bd-79d8191b345c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6cd522ac-a23f-463c-a7bd-79d8191b345c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f3e6c0b-561b-47ce-9dfd-352d4eb9af53' class='xr-var-data-in' type='checkbox'><label for='data-4f3e6c0b-561b-47ce-9dfd-352d4eb9af53' 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: Logger temperature</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><pre>[1440 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4c1b2261-81bf-4ae4-a256-a1db8ddf4088' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c1b2261-81bf-4ae4-a256-a1db8ddf4088' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a307254f-dd4a-4459-8cdc-e165192951ba' class='xr-var-data-in' type='checkbox'><label for='data-a307254f-dd4a-4459-8cdc-e165192951ba' 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>North latitude</dd><dt><span>units :</span></dt><dd>degree_N</dd><dt><span>valid_min :</span></dt><dd>-90.0</dd><dt><span>valid_max :</span></dt><dd>90.0</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-93d52d4c-d376-4dcb-81cf-51f8bb499516' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93d52d4c-d376-4dcb-81cf-51f8bb499516' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4a0ed08-fb9b-4f25-b227-1329160747ac' class='xr-var-data-in' type='checkbox'><label for='data-b4a0ed08-fb9b-4f25-b227-1329160747ac' 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>East longitude</dd><dt><span>units :</span></dt><dd>degree_E</dd><dt><span>valid_min :</span></dt><dd>-180.0</dd><dt><span>valid_max :</span></dt><dd>180.0</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alt</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5e5bc430-1f0a-4013-9fb9-3d37d070959d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e5bc430-1f0a-4013-9fb9-3d37d070959d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9742fd60-15fb-4248-822e-138101181567' class='xr-var-data-in' type='checkbox'><label for='data-9742fd60-15fb-4248-822e-138101181567' 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>Altitude above mean sea level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>altitude</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ec3a4b92-4c0b-44ef-b6fd-03e4c81aab47' class='xr-section-summary-in' type='checkbox'  ><label for='section-ec3a4b92-4c0b-44ef-b6fd-03e4c81aab47' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fad674b3-5c13-43fa-84da-ccab22743023' class='xr-index-data-in' type='checkbox'/><label for='index-fad674b3-5c13-43fa-84da-ccab22743023' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2019-11-01 00:00:00&#x27;, &#x27;2019-11-01 00:01:00&#x27;,\n",
       "               &#x27;2019-11-01 00:02:00&#x27;, &#x27;2019-11-01 00:03:00&#x27;,\n",
       "               &#x27;2019-11-01 00:04:00&#x27;, &#x27;2019-11-01 00:05:00&#x27;,\n",
       "               &#x27;2019-11-01 00:06:00&#x27;, &#x27;2019-11-01 00:07:00&#x27;,\n",
       "               &#x27;2019-11-01 00:08:00&#x27;, &#x27;2019-11-01 00:09:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2019-11-01 23:50:00&#x27;, &#x27;2019-11-01 23:51:00&#x27;,\n",
       "               &#x27;2019-11-01 23:52:00&#x27;, &#x27;2019-11-01 23:53:00&#x27;,\n",
       "               &#x27;2019-11-01 23:54:00&#x27;, &#x27;2019-11-01 23:55:00&#x27;,\n",
       "               &#x27;2019-11-01 23:56:00&#x27;, &#x27;2019-11-01 23:57:00&#x27;,\n",
       "               &#x27;2019-11-01 23:58:00&#x27;, &#x27;2019-11-01 23:59:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1440, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-66deea4f-9bf3-45e2-bac0-5a0ba28a5a5d' class='xr-section-summary-in' type='checkbox'  ><label for='section-66deea4f-9bf3-45e2-bac0-5a0ba28a5a5d' class='xr-section-summary' >Attributes: <span>(29)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>command_line :</span></dt><dd>met_ingest -s sgp -f E13</dd><dt><span>process_version :</span></dt><dd>ingest-met-4.40-0.el7</dd><dt><span>dod_version :</span></dt><dd>met-b1-7.3</dd><dt><span>input_source :</span></dt><dd>/data/collection/sgp/sgpmetE13.00/MET_Table1.20191101000000.dat</dd><dt><span>site_id :</span></dt><dd>sgp</dd><dt><span>platform_id :</span></dt><dd>met</dd><dt><span>facility_id :</span></dt><dd>E13</dd><dt><span>data_level :</span></dt><dd>b1</dd><dt><span>location_description :</span></dt><dd>Southern Great Plains (SGP), Lamont, Oklahoma</dd><dt><span>datastream :</span></dt><dd>sgpmetE13.b1</dd><dt><span>serial_number :</span></dt><dd>118</dd><dt><span>sampling_interval :</span></dt><dd>variable, see instrument handbook</dd><dt><span>averaging_interval :</span></dt><dd>60 seconds</dd><dt><span>averaging_interval_comment :</span></dt><dd>The time assigned to each data point indicates the end of the averaging interval.</dd><dt><span>tbrg :</span></dt><dd>Tipping Bucket Rain Gauge</dd><dt><span>pwd :</span></dt><dd>Present Weather Detector</dd><dt><span>wind_speed_offset :</span></dt><dd>0.000000</dd><dt><span>wind_speed_slope :</span></dt><dd>0.098000</dd><dt><span>tbrg_precip_corr_info :</span></dt><dd>0.000000 * tbrg_precip_total^2 + 1.024000 * tbrg_precip_total</dd><dt><span>qc_bit_comment :</span></dt><dd>The QC field values are a bit packed representation of true/false values for the tests that may have been performed. A QC value of zero means that none of the tests performed on the value failed.</dd><dt><span>qc_bit_1_description :</span></dt><dd>Value is equal to missing_value.</dd><dt><span>qc_bit_1_assessment :</span></dt><dd>Bad</dd><dt><span>qc_bit_2_description :</span></dt><dd>Value is less than the valid_min.</dd><dt><span>qc_bit_2_assessment :</span></dt><dd>Bad</dd><dt><span>qc_bit_3_description :</span></dt><dd>Value is greater than the valid_max.</dd><dt><span>qc_bit_3_assessment :</span></dt><dd>Bad</dd><dt><span>qc_bit_4_description :</span></dt><dd>Difference between current and previous values exceeds valid_delta.</dd><dt><span>qc_bit_4_assessment :</span></dt><dd>Indeterminate</dd><dt><span>history :</span></dt><dd>created by user dsmgr on machine garnet at 2019-11-01 02:40:01, using ingest-met-4.40-0.el7</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                       (time: 1440)\n",
       "Coordinates:\n",
       "  * time                          (time) datetime64[ns] 2019-11-01 ... 2019-1...\n",
       "Data variables: (12/50)\n",
       "    base_time                     datetime64[ns] ...\n",
       "    time_offset                   (time) datetime64[ns] ...\n",
       "    atmos_pressure                (time) float32 ...\n",
       "    qc_atmos_pressure             (time) int32 ...\n",
       "    temp_mean                     (time) float32 ...\n",
       "    qc_temp_mean                  (time) int32 ...\n",
       "    ...                            ...\n",
       "    qc_logger_volt                (time) int32 ...\n",
       "    logger_temp                   (time) float32 ...\n",
       "    qc_logger_temp                (time) int32 ...\n",
       "    lat                           float32 ...\n",
       "    lon                           float32 ...\n",
       "    alt                           float32 ...\n",
       "Attributes: (12/29)\n",
       "    command_line:                met_ingest -s sgp -f E13\n",
       "    process_version:             ingest-met-4.40-0.el7\n",
       "    dod_version:                 met-b1-7.3\n",
       "    input_source:                /data/collection/sgp/sgpmetE13.00/MET_Table1...\n",
       "    site_id:                     sgp\n",
       "    platform_id:                 met\n",
       "    ...                          ...\n",
       "    qc_bit_2_assessment:         Bad\n",
       "    qc_bit_3_description:        Value is greater than the valid_max.\n",
       "    qc_bit_3_assessment:         Bad\n",
       "    qc_bit_4_description:        Difference between current and previous valu...\n",
       "    qc_bit_4_assessment:         Indeterminate\n",
       "    history:                     created by user dsmgr on machine garnet at 2..."
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "filename = Path('..', 'data', 'sgpmetE13.b1', 'sgpmetE13.b1.20191101.000000.cdf')\n",
    "ds = xr.open_dataset(filename)\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f3152de",
   "metadata": {},
   "source": [
    "We can also read in multiple netCDF data files using a different method. All the keywords accepted by open_dataset() are accepted by open_mfdataset()."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98add8ba",
   "metadata": {},
   "source": [
    "The filename glob is understood by open_mfdataset() and correctly grabs all the files that match the file glob. Using parallel=True allows it to use multiple cores for reading the data. This may depend on your machine and number of cores available, and may be faster or may not. We can also reduce the amount of memory required by excluding some variables from being read."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "93acd54c",
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = str(Path('..', 'data', 'sgpmetE13.b1', 'sgpmetE13.b1.*.cdf'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8523ea95",
   "metadata": {},
   "source": [
    "To resolve issues with incorrectly formatted variables or reduce the memory, we can exclude some variables from being read."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "69fe7a2e",
   "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;\n",
       "Dimensions:            (time: 5460)\n",
       "Coordinates:\n",
       "  * time               (time) datetime64[ns] 2019-11-01 ... 2019-11-04T18:59:00\n",
       "Data variables:\n",
       "    atmos_pressure     (time) float32 dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;\n",
       "    qc_atmos_pressure  (time) int32 dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;\n",
       "    temp_mean          (time) float32 dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;\n",
       "    qc_temp_mean       (time) int32 dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;\n",
       "    rh_mean            (time) float32 dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;\n",
       "    qc_rh_mean         (time) int32 dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;\n",
       "    lat                (time) float32 36.6 36.6 36.6 36.6 ... 36.6 36.6 36.6\n",
       "    lon                (time) float32 -97.49 -97.49 -97.49 ... -97.49 -97.49\n",
       "    alt                (time) float32 318.0 318.0 318.0 ... 318.0 318.0 318.0\n",
       "Attributes: (12/29)\n",
       "    command_line:                met_ingest -s sgp -f E13\n",
       "    process_version:             ingest-met-4.40-0.el7\n",
       "    dod_version:                 met-b1-7.3\n",
       "    input_source:                /data/collection/sgp/sgpmetE13.00/MET_Table1...\n",
       "    site_id:                     sgp\n",
       "    platform_id:                 met\n",
       "    ...                          ...\n",
       "    qc_bit_2_assessment:         Bad\n",
       "    qc_bit_3_description:        Value is greater than the valid_max.\n",
       "    qc_bit_3_assessment:         Bad\n",
       "    qc_bit_4_description:        Difference between current and previous valu...\n",
       "    qc_bit_4_assessment:         Indeterminate\n",
       "    history:                     created by user dsmgr on machine garnet at 2...</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-4f3ecaaa-9695-4ad4-86cd-096a831a0125' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4f3ecaaa-9695-4ad4-86cd-096a831a0125' 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'>time</span>: 5460</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-dadbe164-abed-4e51-bec4-c93f910f4d25' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dadbe164-abed-4e51-bec4-c93f910f4d25' 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'>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'>2019-11-01 ... 2019-11-04T18:59:00</div><input id='attrs-86fb79ab-8330-4c48-8543-09b8fcbc2c57' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-86fb79ab-8330-4c48-8543-09b8fcbc2c57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7389e34-2db5-4cc4-9d24-84f994842d33' class='xr-var-data-in' type='checkbox'><label for='data-b7389e34-2db5-4cc4-9d24-84f994842d33' 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 offset from midnight</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:01:00.000000000&#x27;,\n",
       "       &#x27;2019-11-01T00:02:00.000000000&#x27;, ..., &#x27;2019-11-04T18:57:00.000000000&#x27;,\n",
       "       &#x27;2019-11-04T18:58:00.000000000&#x27;, &#x27;2019-11-04T18:59:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9f70fc37-953d-487e-bf8c-4947e3ef3445' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9f70fc37-953d-487e-bf8c-4947e3ef3445' class='xr-section-summary' >Data variables: <span>(9)</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>atmos_pressure</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;</div><input id='attrs-0c101250-6bbf-4978-8ba4-8ab482aeaa34' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c101250-6bbf-4978-8ba4-8ab482aeaa34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a840eaeb-a7e9-416b-9191-40a602a0d227' class='xr-var-data-in' type='checkbox'><label for='data-a840eaeb-a7e9-416b-9191-40a602a0d227' 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>Atmospheric pressure</dd><dt><span>units :</span></dt><dd>kPa</dd><dt><span>valid_min :</span></dt><dd>80.0</dd><dt><span>valid_max :</span></dt><dd>110.0</dd><dt><span>valid_delta :</span></dt><dd>1.0</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 21.33 kiB </td>\n",
       "                        <td> 5.62 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (5460,) </td>\n",
       "                        <td> (1440,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4 chunks in 9 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"31\" y1=\"0\" x2=\"31\" y2=\"25\" />\n",
       "  <line x1=\"63\" y1=\"0\" x2=\"63\" y2=\"25\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >5460</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_atmos_pressure</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;</div><input id='attrs-6674b276-363f-4b65-aecf-0ad92f916909' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6674b276-363f-4b65-aecf-0ad92f916909' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9755422-7147-4129-b50d-ba4d03e594c3' class='xr-var-data-in' type='checkbox'><label for='data-c9755422-7147-4129-b50d-ba4d03e594c3' 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: Atmospheric pressure</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 21.33 kiB </td>\n",
       "                        <td> 5.62 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (5460,) </td>\n",
       "                        <td> (1440,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4 chunks in 9 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"31\" y1=\"0\" x2=\"31\" y2=\"25\" />\n",
       "  <line x1=\"63\" y1=\"0\" x2=\"63\" y2=\"25\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >5460</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>temp_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;</div><input id='attrs-9769b93f-07d4-4a17-8294-278f274296f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9769b93f-07d4-4a17-8294-278f274296f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab53fc2f-5894-41fe-8309-de89fc99319c' class='xr-var-data-in' type='checkbox'><label for='data-ab53fc2f-5894-41fe-8309-de89fc99319c' 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>Temperature mean</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>valid_min :</span></dt><dd>-40.0</dd><dt><span>valid_max :</span></dt><dd>50.0</dd><dt><span>valid_delta :</span></dt><dd>20.0</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 21.33 kiB </td>\n",
       "                        <td> 5.62 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (5460,) </td>\n",
       "                        <td> (1440,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4 chunks in 9 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"31\" y1=\"0\" x2=\"31\" y2=\"25\" />\n",
       "  <line x1=\"63\" y1=\"0\" x2=\"63\" y2=\"25\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >5460</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_temp_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;</div><input id='attrs-9038271f-e8cf-40f7-8273-5569c931fcfa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9038271f-e8cf-40f7-8273-5569c931fcfa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7836d375-3e2e-4d9a-81e4-e92ff13bcedb' class='xr-var-data-in' type='checkbox'><label for='data-7836d375-3e2e-4d9a-81e4-e92ff13bcedb' 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: Temperature mean</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 21.33 kiB </td>\n",
       "                        <td> 5.62 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (5460,) </td>\n",
       "                        <td> (1440,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4 chunks in 9 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"31\" y1=\"0\" x2=\"31\" y2=\"25\" />\n",
       "  <line x1=\"63\" y1=\"0\" x2=\"63\" y2=\"25\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >5460</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rh_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;</div><input id='attrs-96b1fc0e-af62-44ef-8f83-d9700b072b62' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-96b1fc0e-af62-44ef-8f83-d9700b072b62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ae1b039-3918-4b56-a6b6-dc243b1a9031' class='xr-var-data-in' type='checkbox'><label for='data-3ae1b039-3918-4b56-a6b6-dc243b1a9031' 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>Relative humidity mean</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>valid_min :</span></dt><dd>-2.0</dd><dt><span>valid_max :</span></dt><dd>104.0</dd><dt><span>valid_delta :</span></dt><dd>30.0</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 21.33 kiB </td>\n",
       "                        <td> 5.62 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (5460,) </td>\n",
       "                        <td> (1440,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4 chunks in 9 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"31\" y1=\"0\" x2=\"31\" y2=\"25\" />\n",
       "  <line x1=\"63\" y1=\"0\" x2=\"63\" y2=\"25\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >5460</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qc_rh_mean</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1440,), meta=np.ndarray&gt;</div><input id='attrs-bde2a6d8-981a-4413-88ab-78abf73fc207' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bde2a6d8-981a-4413-88ab-78abf73fc207' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2313c261-edda-4f9f-85a0-380d9890e881' class='xr-var-data-in' type='checkbox'><label for='data-2313c261-edda-4f9f-85a0-380d9890e881' 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: Relative humidity mean</dd><dt><span>units :</span></dt><dd>unitless</dd><dt><span>description :</span></dt><dd>See global attributes for individual bit descriptions.</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 21.33 kiB </td>\n",
       "                        <td> 5.62 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (5460,) </td>\n",
       "                        <td> (1440,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 4 chunks in 9 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"31\" y1=\"0\" x2=\"31\" y2=\"25\" />\n",
       "  <line x1=\"63\" y1=\"0\" x2=\"63\" y2=\"25\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >5460</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>36.6 36.6 36.6 ... 36.6 36.6 36.6</div><input id='attrs-451ab09b-5f22-468c-81a1-e8a58190589e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-451ab09b-5f22-468c-81a1-e8a58190589e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9746b03a-f5bc-4e23-ab89-3cb21878eb3f' class='xr-var-data-in' type='checkbox'><label for='data-9746b03a-f5bc-4e23-ab89-3cb21878eb3f' 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>North latitude</dd><dt><span>units :</span></dt><dd>degree_N</dd><dt><span>valid_min :</span></dt><dd>-90.0</dd><dt><span>valid_max :</span></dt><dd>90.0</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([36.605, 36.605, 36.605, ..., 36.605, 36.605, 36.605], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-97.49 -97.49 ... -97.49 -97.49</div><input id='attrs-296cc814-aa58-40df-9406-b72ada9e6365' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-296cc814-aa58-40df-9406-b72ada9e6365' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69bf434d-46a3-4b40-a5ea-f085cef1c674' class='xr-var-data-in' type='checkbox'><label for='data-69bf434d-46a3-4b40-a5ea-f085cef1c674' 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>East longitude</dd><dt><span>units :</span></dt><dd>degree_E</dd><dt><span>valid_min :</span></dt><dd>-180.0</dd><dt><span>valid_max :</span></dt><dd>180.0</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-97.485, -97.485, -97.485, ..., -97.485, -97.485, -97.485],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>alt</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>318.0 318.0 318.0 ... 318.0 318.0</div><input id='attrs-29ffa92f-71ac-42be-9938-d3957726f4bf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29ffa92f-71ac-42be-9938-d3957726f4bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-297d5dc7-1cd0-4074-9afe-ec490d5034f9' class='xr-var-data-in' type='checkbox'><label for='data-297d5dc7-1cd0-4074-9afe-ec490d5034f9' 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>Altitude above mean sea level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>standard_name :</span></dt><dd>altitude</dd></dl></div><div class='xr-var-data'><pre>array([318., 318., 318., ..., 318., 318., 318.], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d20e61fa-e719-49f8-8d29-99b33dca9a67' class='xr-section-summary-in' type='checkbox'  ><label for='section-d20e61fa-e719-49f8-8d29-99b33dca9a67' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8f92972d-95e6-4a94-86d5-d7b59722c8a8' class='xr-index-data-in' type='checkbox'/><label for='index-8f92972d-95e6-4a94-86d5-d7b59722c8a8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2019-11-01 00:00:00&#x27;, &#x27;2019-11-01 00:01:00&#x27;,\n",
       "               &#x27;2019-11-01 00:02:00&#x27;, &#x27;2019-11-01 00:03:00&#x27;,\n",
       "               &#x27;2019-11-01 00:04:00&#x27;, &#x27;2019-11-01 00:05:00&#x27;,\n",
       "               &#x27;2019-11-01 00:06:00&#x27;, &#x27;2019-11-01 00:07:00&#x27;,\n",
       "               &#x27;2019-11-01 00:08:00&#x27;, &#x27;2019-11-01 00:09:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2019-11-04 18:50:00&#x27;, &#x27;2019-11-04 18:51:00&#x27;,\n",
       "               &#x27;2019-11-04 18:52:00&#x27;, &#x27;2019-11-04 18:53:00&#x27;,\n",
       "               &#x27;2019-11-04 18:54:00&#x27;, &#x27;2019-11-04 18:55:00&#x27;,\n",
       "               &#x27;2019-11-04 18:56:00&#x27;, &#x27;2019-11-04 18:57:00&#x27;,\n",
       "               &#x27;2019-11-04 18:58:00&#x27;, &#x27;2019-11-04 18:59:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=5460, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2c3686cd-61d1-4e08-b6d2-7bc03d506bbd' class='xr-section-summary-in' type='checkbox'  ><label for='section-2c3686cd-61d1-4e08-b6d2-7bc03d506bbd' class='xr-section-summary' >Attributes: <span>(29)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>command_line :</span></dt><dd>met_ingest -s sgp -f E13</dd><dt><span>process_version :</span></dt><dd>ingest-met-4.40-0.el7</dd><dt><span>dod_version :</span></dt><dd>met-b1-7.3</dd><dt><span>input_source :</span></dt><dd>/data/collection/sgp/sgpmetE13.00/MET_Table1.20191101000000.dat</dd><dt><span>site_id :</span></dt><dd>sgp</dd><dt><span>platform_id :</span></dt><dd>met</dd><dt><span>facility_id :</span></dt><dd>E13</dd><dt><span>data_level :</span></dt><dd>b1</dd><dt><span>location_description :</span></dt><dd>Southern Great Plains (SGP), Lamont, Oklahoma</dd><dt><span>datastream :</span></dt><dd>sgpmetE13.b1</dd><dt><span>serial_number :</span></dt><dd>118</dd><dt><span>sampling_interval :</span></dt><dd>variable, see instrument handbook</dd><dt><span>averaging_interval :</span></dt><dd>60 seconds</dd><dt><span>averaging_interval_comment :</span></dt><dd>The time assigned to each data point indicates the end of the averaging interval.</dd><dt><span>tbrg :</span></dt><dd>Tipping Bucket Rain Gauge</dd><dt><span>pwd :</span></dt><dd>Present Weather Detector</dd><dt><span>wind_speed_offset :</span></dt><dd>0.000000</dd><dt><span>wind_speed_slope :</span></dt><dd>0.098000</dd><dt><span>tbrg_precip_corr_info :</span></dt><dd>0.000000 * tbrg_precip_total^2 + 1.024000 * tbrg_precip_total</dd><dt><span>qc_bit_comment :</span></dt><dd>The QC field values are a bit packed representation of true/false values for the tests that may have been performed. A QC value of zero means that none of the tests performed on the value failed.</dd><dt><span>qc_bit_1_description :</span></dt><dd>Value is equal to missing_value.</dd><dt><span>qc_bit_1_assessment :</span></dt><dd>Bad</dd><dt><span>qc_bit_2_description :</span></dt><dd>Value is less than the valid_min.</dd><dt><span>qc_bit_2_assessment :</span></dt><dd>Bad</dd><dt><span>qc_bit_3_description :</span></dt><dd>Value is greater than the valid_max.</dd><dt><span>qc_bit_3_assessment :</span></dt><dd>Bad</dd><dt><span>qc_bit_4_description :</span></dt><dd>Difference between current and previous values exceeds valid_delta.</dd><dt><span>qc_bit_4_assessment :</span></dt><dd>Indeterminate</dd><dt><span>history :</span></dt><dd>created by user dsmgr on machine garnet at 2019-11-01 02:40:01, using ingest-met-4.40-0.el7</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:            (time: 5460)\n",
       "Coordinates:\n",
       "  * time               (time) datetime64[ns] 2019-11-01 ... 2019-11-04T18:59:00\n",
       "Data variables:\n",
       "    atmos_pressure     (time) float32 dask.array<chunksize=(1440,), meta=np.ndarray>\n",
       "    qc_atmos_pressure  (time) int32 dask.array<chunksize=(1440,), meta=np.ndarray>\n",
       "    temp_mean          (time) float32 dask.array<chunksize=(1440,), meta=np.ndarray>\n",
       "    qc_temp_mean       (time) int32 dask.array<chunksize=(1440,), meta=np.ndarray>\n",
       "    rh_mean            (time) float32 dask.array<chunksize=(1440,), meta=np.ndarray>\n",
       "    qc_rh_mean         (time) int32 dask.array<chunksize=(1440,), meta=np.ndarray>\n",
       "    lat                (time) float32 36.6 36.6 36.6 36.6 ... 36.6 36.6 36.6\n",
       "    lon                (time) float32 -97.49 -97.49 -97.49 ... -97.49 -97.49\n",
       "    alt                (time) float32 318.0 318.0 318.0 ... 318.0 318.0 318.0\n",
       "Attributes: (12/29)\n",
       "    command_line:                met_ingest -s sgp -f E13\n",
       "    process_version:             ingest-met-4.40-0.el7\n",
       "    dod_version:                 met-b1-7.3\n",
       "    input_source:                /data/collection/sgp/sgpmetE13.00/MET_Table1...\n",
       "    site_id:                     sgp\n",
       "    platform_id:                 met\n",
       "    ...                          ...\n",
       "    qc_bit_2_assessment:         Bad\n",
       "    qc_bit_3_description:        Value is greater than the valid_max.\n",
       "    qc_bit_3_assessment:         Bad\n",
       "    qc_bit_4_description:        Difference between current and previous valu...\n",
       "    qc_bit_4_assessment:         Indeterminate\n",
       "    history:                     created by user dsmgr on machine garnet at 2..."
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drop_vars = [\n",
    "    'base_time', 'time_offset', 'vapor_pressure_std', 'wspd_arith_mean',\n",
    "    'qc_wspd_arith_mean', 'wspd_vec_mean', 'qc_wspd_vec_mean',\n",
    "    'wdir_vec_mean', 'qc_wdir_vec_mean', 'wdir_vec_std', 'tbrg_precip_total',\n",
    "    'qc_tbrg_precip_total', 'tbrg_precip_total_corr', 'qc_tbrg_precip_total_corr',\n",
    "    'org_precip_rate_mean', 'qc_org_precip_rate_mean', 'pwd_err_code',\n",
    "    'pwd_mean_vis_1min', 'qc_pwd_mean_vis_1min', 'pwd_mean_vis_10min',\n",
    "    'qc_pwd_mean_vis_10min', 'pwd_pw_code_inst', 'qc_pwd_pw_code_inst',\n",
    "    'pwd_pw_code_15min', 'qc_pwd_pw_code_15min', 'pwd_pw_code_1hr',\n",
    "    'qc_pwd_pw_code_1hr', 'pwd_precip_rate_mean_1min',\n",
    "    'qc_pwd_precip_rate_mean_1min', 'pwd_cumul_rain', 'qc_pwd_cumul_rain',\n",
    "    'pwd_cumul_snow', 'qc_pwd_cumul_snow', 'logger_volt', 'qc_logger_volt',\n",
    "    'logger_temp', 'qc_logger_temp', 'temp_std', 'rh_std', 'vapor_pressure_mean',\n",
    "    'qc_vapor_pressure_mean', 'a_very_long_name_that_is_not_in_the_data_file']\n",
    "\n",
    "\n",
    "ds = xr.open_mfdataset(filename, drop_variables=drop_vars, parallel=True)\n",
    "\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a51c1e27",
   "metadata": {},
   "source": [
    "Once we have the data read, Xarray has a wrapper around matplotlib to generate plots directly from the Dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "38c5f4de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x146b7d490>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This is a Jupyter specific command using system magic to let the plot display here.\n",
    "%matplotlib inline  \n",
    "\n",
    "ds['temp_mean'].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2b537a3",
   "metadata": {},
   "source": [
    "Here we make two plots. Syntax is slightly different than calling matplotlib directly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "362dee42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x146e17af0>]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2)\n",
    "ds['temp_mean'].plot(ax=axes[0])\n",
    "ds['rh_mean'].plot(ax=axes[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca0162ef",
   "metadata": {},
   "source": [
    "## Xarray playing very well with other libraries\n",
    "We can use Xarray with Pandas natively for even easier actions.\n",
    "Here we use pandas to make a time array with a 6 hour time step for four years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3d77f9ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2000-01-01 00:00:00', '2000-01-01 06:00:00',\n",
       "               '2000-01-01 12:00:00', '2000-01-01 18:00:00',\n",
       "               '2000-01-02 00:00:00', '2000-01-02 06:00:00',\n",
       "               '2000-01-02 12:00:00', '2000-01-02 18:00:00',\n",
       "               '2000-01-03 00:00:00', '2000-01-03 06:00:00',\n",
       "               ...\n",
       "               '2000-12-28 12:00:00', '2000-12-28 18:00:00',\n",
       "               '2000-12-29 00:00:00', '2000-12-29 06:00:00',\n",
       "               '2000-12-29 12:00:00', '2000-12-29 18:00:00',\n",
       "               '2000-12-30 00:00:00', '2000-12-30 06:00:00',\n",
       "               '2000-12-30 12:00:00', '2000-12-30 18:00:00'],\n",
       "              dtype='datetime64[ns]', length=1460, freq='6H')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "pd_time = pd.date_range('2000-01-01', freq='6H', periods=365 * 4)\n",
    "pd_time"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "258f35a8",
   "metadata": {},
   "source": [
    "We will create a new Xarray Dataset with a range of numbers matching the number of time samples we created. The Pandas time is used to initialize the xarray Dataset. Because Pandas and Xarray play well together, it just works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "265627d3",
   "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;\n",
       "Dimensions:  (time: 1460)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2000-01-01 ... 2000-12-30T18:00:00\n",
       "Data variables:\n",
       "    data     (time) int64 0 1 2 3 4 5 6 7 ... 1453 1454 1455 1456 1457 1458 1459</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-0a54102b-ce93-45b2-8313-b318de6fcc94' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0a54102b-ce93-45b2-8313-b318de6fcc94' 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'>time</span>: 1460</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f5d75177-5862-4497-98d0-eaea259fe43a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f5d75177-5862-4497-98d0-eaea259fe43a' 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'>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'>2000-01-01 ... 2000-12-30T18:00:00</div><input id='attrs-f712fcda-a2f5-4375-8d2d-7ffb3d9fabde' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f712fcda-a2f5-4375-8d2d-7ffb3d9fabde' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf483e32-a33e-468c-a126-73a6d9a4657d' class='xr-var-data-in' type='checkbox'><label for='data-bf483e32-a33e-468c-a126-73a6d9a4657d' 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;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-01T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-01-01T12:00:00.000000000&#x27;, ..., &#x27;2000-12-30T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-12-30T12:00:00.000000000&#x27;, &#x27;2000-12-30T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0a776359-1c51-4227-9caf-752b2bd330f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0a776359-1c51-4227-9caf-752b2bd330f8' class='xr-section-summary' >Data variables: <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>data</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1456 1457 1458 1459</div><input id='attrs-8bce1819-fe45-4a09-92ff-481ef71eef8d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8bce1819-fe45-4a09-92ff-481ef71eef8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b2cf9a1-dbe9-45e6-b005-e80de0189c5e' class='xr-var-data-in' type='checkbox'><label for='data-6b2cf9a1-dbe9-45e6-b005-e80de0189c5e' 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, ..., 1457, 1458, 1459])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c3bb70f4-8889-4137-a17b-6062b05d4dc7' class='xr-section-summary-in' type='checkbox'  ><label for='section-c3bb70f4-8889-4137-a17b-6062b05d4dc7' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-129787df-a934-4438-8673-95feac75eb85' class='xr-index-data-in' type='checkbox'/><label for='index-129787df-a934-4438-8673-95feac75eb85' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01 00:00:00&#x27;, &#x27;2000-01-01 06:00:00&#x27;,\n",
       "               &#x27;2000-01-01 12:00:00&#x27;, &#x27;2000-01-01 18:00:00&#x27;,\n",
       "               &#x27;2000-01-02 00:00:00&#x27;, &#x27;2000-01-02 06:00:00&#x27;,\n",
       "               &#x27;2000-01-02 12:00:00&#x27;, &#x27;2000-01-02 18:00:00&#x27;,\n",
       "               &#x27;2000-01-03 00:00:00&#x27;, &#x27;2000-01-03 06:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2000-12-28 12:00:00&#x27;, &#x27;2000-12-28 18:00:00&#x27;,\n",
       "               &#x27;2000-12-29 00:00:00&#x27;, &#x27;2000-12-29 06:00:00&#x27;,\n",
       "               &#x27;2000-12-29 12:00:00&#x27;, &#x27;2000-12-29 18:00:00&#x27;,\n",
       "               &#x27;2000-12-30 00:00:00&#x27;, &#x27;2000-12-30 06:00:00&#x27;,\n",
       "               &#x27;2000-12-30 12:00:00&#x27;, &#x27;2000-12-30 18:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1460, freq=&#x27;6H&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-86f4d1cc-f068-402e-ad3a-9dfc1e63923d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-86f4d1cc-f068-402e-ad3a-9dfc1e63923d' 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:  (time: 1460)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2000-01-01 ... 2000-12-30T18:00:00\n",
       "Data variables:\n",
       "    data     (time) int64 0 1 2 3 4 5 6 7 ... 1453 1454 1455 1456 1457 1458 1459"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = xr.Dataset({'data': ('time', np.arange(len(pd_time))), 'time': pd_time})\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6c35fb1",
   "metadata": {},
   "source": [
    "## Sub-selecting data\n",
    "Now let's calculate the mean for a day by grouping the data. This works for all time worded groups: hour, minute, year, month, ... The method returns a new Dataset and leaves the original untouched. Notice how _data_ was originally type integer, but because we are calcualting a mean, the type is upconverted to a float."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c0581a8b",
   "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;\n",
       "Dimensions:  (day: 31)\n",
       "Coordinates:\n",
       "  * day      (day) int64 1 2 3 4 5 6 7 8 9 10 ... 22 23 24 25 26 27 28 29 30 31\n",
       "Data variables:\n",
       "    data     (day) float64 670.8 674.8 678.8 682.8 ... 778.8 782.8 836.4 688.2</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-742cd570-fabd-44ce-afa9-3417a467457e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-742cd570-fabd-44ce-afa9-3417a467457e' 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'>day</span>: 31</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f0734d25-dcee-41b7-9a09-cbb8a65b087c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f0734d25-dcee-41b7-9a09-cbb8a65b087c' 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'>day</span></div><div class='xr-var-dims'>(day)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 ... 26 27 28 29 30 31</div><input id='attrs-c5c8ff23-6b8a-4cf7-a557-32a2d021678b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c5c8ff23-6b8a-4cf7-a557-32a2d021678b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d92eec42-a961-4630-bca0-38ad450d3ad8' class='xr-var-data-in' type='checkbox'><label for='data-d92eec42-a961-4630-bca0-38ad450d3ad8' 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, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-18f70e96-d425-4f3a-b369-6c9952b726af' class='xr-section-summary-in' type='checkbox'  checked><label for='section-18f70e96-d425-4f3a-b369-6c9952b726af' class='xr-section-summary' >Data variables: <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>data</span></div><div class='xr-var-dims'>(day)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>670.8 674.8 678.8 ... 836.4 688.2</div><input id='attrs-d3767613-18c0-49e8-a54c-07eebaaba95a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d3767613-18c0-49e8-a54c-07eebaaba95a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fa72535-9b2d-46eb-8dda-636107b76a5e' class='xr-var-data-in' type='checkbox'><label for='data-7fa72535-9b2d-46eb-8dda-636107b76a5e' 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([670.83333333, 674.83333333, 678.83333333, 682.83333333,\n",
       "       686.83333333, 690.83333333, 694.83333333, 698.83333333,\n",
       "       702.83333333, 706.83333333, 710.83333333, 714.83333333,\n",
       "       718.83333333, 722.83333333, 726.83333333, 730.83333333,\n",
       "       734.83333333, 738.83333333, 742.83333333, 746.83333333,\n",
       "       750.83333333, 754.83333333, 758.83333333, 762.83333333,\n",
       "       766.83333333, 770.83333333, 774.83333333, 778.83333333,\n",
       "       782.83333333, 836.40909091, 688.16666667])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eedb79e8-2c23-4099-ad2c-6246ed687df7' class='xr-section-summary-in' type='checkbox'  ><label for='section-eedb79e8-2c23-4099-ad2c-6246ed687df7' class='xr-section-summary' >Indexes: <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-index-name'><div>day</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-516c8ea4-3ada-47df-9d93-edbe77ea102f' class='xr-index-data-in' type='checkbox'/><label for='index-516c8ea4-3ada-47df-9d93-edbe77ea102f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;day&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5c906fd7-321d-47cd-831f-36305a86dd90' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5c906fd7-321d-47cd-831f-36305a86dd90' 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:  (day: 31)\n",
       "Coordinates:\n",
       "  * day      (day) int64 1 2 3 4 5 6 7 8 9 10 ... 22 23 24 25 26 27 28 29 30 31\n",
       "Data variables:\n",
       "    data     (day) float64 670.8 674.8 678.8 682.8 ... 778.8 782.8 836.4 688.2"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_mean = ds.groupby('time.day').mean()\n",
    "ds_mean"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0a76624",
   "metadata": {},
   "source": [
    "We can also define the grouping size by using the .resample() method and passing in the function to use using the .reduce() method. If there is no data to perform the operation, a new time step is added with a NaN data value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f5f4f535",
   "metadata": {
    "scrolled": true
   },
   "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;\n",
       "Dimensions:  (time: 17509)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2000-01-01 ... 2000-12-30T18:00:00\n",
       "Data variables:\n",
       "    data     (time) float64 0.0 nan nan nan nan ... nan nan nan nan 1.459e+03</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-8985267b-af30-4ce4-bbb2-56ba83cd6fe4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8985267b-af30-4ce4-bbb2-56ba83cd6fe4' 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'>time</span>: 17509</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0dd36d18-996b-4368-a8c3-e28effd705aa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0dd36d18-996b-4368-a8c3-e28effd705aa' 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'>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'>2000-01-01 ... 2000-12-30T18:00:00</div><input id='attrs-3b242165-131a-4a15-b27d-6778b22c6f1c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3b242165-131a-4a15-b27d-6778b22c6f1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c590de9-e4f7-4959-aef5-a3a94645511e' class='xr-var-data-in' type='checkbox'><label for='data-1c590de9-e4f7-4959-aef5-a3a94645511e' 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;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-01T00:30:00.000000000&#x27;,\n",
       "       &#x27;2000-01-01T01:00:00.000000000&#x27;, ..., &#x27;2000-12-30T17:00:00.000000000&#x27;,\n",
       "       &#x27;2000-12-30T17:30:00.000000000&#x27;, &#x27;2000-12-30T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5067636b-27de-442c-85e5-767cb84f7a92' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5067636b-27de-442c-85e5-767cb84f7a92' class='xr-section-summary' >Data variables: <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>data</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 nan nan ... nan nan 1.459e+03</div><input id='attrs-63d603c3-cdf5-4e07-9939-3e4d3dea1402' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-63d603c3-cdf5-4e07-9939-3e4d3dea1402' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-103de6f1-9b17-4a71-b7f3-dded842df8a8' class='xr-var-data-in' type='checkbox'><label for='data-103de6f1-9b17-4a71-b7f3-dded842df8a8' 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.,   nan,   nan, ...,   nan,   nan, 1459.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-17ef5498-d3a9-42a0-9a88-9b874b68025e' class='xr-section-summary-in' type='checkbox'  ><label for='section-17ef5498-d3a9-42a0-9a88-9b874b68025e' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a0130f52-c63b-4dd3-94ba-0ee871d721f8' class='xr-index-data-in' type='checkbox'/><label for='index-a0130f52-c63b-4dd3-94ba-0ee871d721f8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01 00:00:00&#x27;, &#x27;2000-01-01 00:30:00&#x27;,\n",
       "               &#x27;2000-01-01 01:00:00&#x27;, &#x27;2000-01-01 01:30:00&#x27;,\n",
       "               &#x27;2000-01-01 02:00:00&#x27;, &#x27;2000-01-01 02:30:00&#x27;,\n",
       "               &#x27;2000-01-01 03:00:00&#x27;, &#x27;2000-01-01 03:30:00&#x27;,\n",
       "               &#x27;2000-01-01 04:00:00&#x27;, &#x27;2000-01-01 04:30:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2000-12-30 13:30:00&#x27;, &#x27;2000-12-30 14:00:00&#x27;,\n",
       "               &#x27;2000-12-30 14:30:00&#x27;, &#x27;2000-12-30 15:00:00&#x27;,\n",
       "               &#x27;2000-12-30 15:30:00&#x27;, &#x27;2000-12-30 16:00:00&#x27;,\n",
       "               &#x27;2000-12-30 16:30:00&#x27;, &#x27;2000-12-30 17:00:00&#x27;,\n",
       "               &#x27;2000-12-30 17:30:00&#x27;, &#x27;2000-12-30 18:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=17509, freq=&#x27;30T&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a10f3b04-9c1f-49cb-82d0-06222d9d9f65' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a10f3b04-9c1f-49cb-82d0-06222d9d9f65' 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:  (time: 17509)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2000-01-01 ... 2000-12-30T18:00:00\n",
       "Data variables:\n",
       "    data     (time) float64 0.0 nan nan nan nan ... nan nan nan nan 1.459e+03"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_mean = ds.resample(time='30min').reduce(np.nanmean)\n",
    "ds_mean"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4618ee1",
   "metadata": {},
   "source": [
    "The .sel() method selects data based on data or coordinate values. We can extract a range of data by filtering on the time coordinate and using the builtin slice() function. This looks similar to the Pandas example because Xarray is using Pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "71d14771",
   "metadata": {
    "scrolled": true
   },
   "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;\n",
       "Dimensions:  (time: 255)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2000-06-01T06:00:00 ... 2000-08-03T18:00:00\n",
       "Data variables:\n",
       "    data     (time) int64 609 610 611 612 613 614 ... 858 859 860 861 862 863</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-1212ddd1-e34c-4e7a-a5e5-e09fa3e6cf0a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1212ddd1-e34c-4e7a-a5e5-e09fa3e6cf0a' 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'>time</span>: 255</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f93f5ccb-7712-4517-8b87-fa808f318f5e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f93f5ccb-7712-4517-8b87-fa808f318f5e' 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'>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'>2000-06-01T06:00:00 ... 2000-08-...</div><input id='attrs-cf2575c9-2737-4e96-a025-f69b52b9ca35' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cf2575c9-2737-4e96-a025-f69b52b9ca35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86b08a55-5faa-434a-9186-0ddd29b2b62b' class='xr-var-data-in' type='checkbox'><label for='data-86b08a55-5faa-434a-9186-0ddd29b2b62b' 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;2000-06-01T06:00:00.000000000&#x27;, &#x27;2000-06-01T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-06-01T18:00:00.000000000&#x27;, ..., &#x27;2000-08-03T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-08-03T12:00:00.000000000&#x27;, &#x27;2000-08-03T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3be64fed-36e5-4c05-8adc-838a62ec8c81' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3be64fed-36e5-4c05-8adc-838a62ec8c81' class='xr-section-summary' >Data variables: <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>data</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>609 610 611 612 ... 860 861 862 863</div><input id='attrs-7c92614b-fb1f-4de0-be98-c47a1cc8d9ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7c92614b-fb1f-4de0-be98-c47a1cc8d9ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21cc3c11-5237-48ac-9893-b9dd93bf4f24' class='xr-var-data-in' type='checkbox'><label for='data-21cc3c11-5237-48ac-9893-b9dd93bf4f24' 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([609, 610, 611, 612, 613, 614, 615, 616, 617, 618, 619, 620, 621,\n",
       "       622, 623, 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634,\n",
       "       635, 636, 637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647,\n",
       "       648, 649, 650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660,\n",
       "       661, 662, 663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673,\n",
       "       674, 675, 676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686,\n",
       "       687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699,\n",
       "       700, 701, 702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712,\n",
       "       713, 714, 715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725,\n",
       "       726, 727, 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738,\n",
       "       739, 740, 741, 742, 743, 744, 745, 746, 747, 748, 749, 750, 751,\n",
       "       752, 753, 754, 755, 756, 757, 758, 759, 760, 761, 762, 763, 764,\n",
       "       765, 766, 767, 768, 769, 770, 771, 772, 773, 774, 775, 776, 777,\n",
       "       778, 779, 780, 781, 782, 783, 784, 785, 786, 787, 788, 789, 790,\n",
       "       791, 792, 793, 794, 795, 796, 797, 798, 799, 800, 801, 802, 803,\n",
       "       804, 805, 806, 807, 808, 809, 810, 811, 812, 813, 814, 815, 816,\n",
       "       817, 818, 819, 820, 821, 822, 823, 824, 825, 826, 827, 828, 829,\n",
       "       830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842,\n",
       "       843, 844, 845, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855,\n",
       "       856, 857, 858, 859, 860, 861, 862, 863])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-94a00bd9-9260-4265-b259-37ade4f0afac' class='xr-section-summary-in' type='checkbox'  ><label for='section-94a00bd9-9260-4265-b259-37ade4f0afac' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-28a6b460-b64c-4d3e-955a-850600ff4baf' class='xr-index-data-in' type='checkbox'/><label for='index-28a6b460-b64c-4d3e-955a-850600ff4baf' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-06-01 06:00:00&#x27;, &#x27;2000-06-01 12:00:00&#x27;,\n",
       "               &#x27;2000-06-01 18:00:00&#x27;, &#x27;2000-06-02 00:00:00&#x27;,\n",
       "               &#x27;2000-06-02 06:00:00&#x27;, &#x27;2000-06-02 12:00:00&#x27;,\n",
       "               &#x27;2000-06-02 18:00:00&#x27;, &#x27;2000-06-03 00:00:00&#x27;,\n",
       "               &#x27;2000-06-03 06:00:00&#x27;, &#x27;2000-06-03 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2000-08-01 12:00:00&#x27;, &#x27;2000-08-01 18:00:00&#x27;,\n",
       "               &#x27;2000-08-02 00:00:00&#x27;, &#x27;2000-08-02 06:00:00&#x27;,\n",
       "               &#x27;2000-08-02 12:00:00&#x27;, &#x27;2000-08-02 18:00:00&#x27;,\n",
       "               &#x27;2000-08-03 00:00:00&#x27;, &#x27;2000-08-03 06:00:00&#x27;,\n",
       "               &#x27;2000-08-03 12:00:00&#x27;, &#x27;2000-08-03 18:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=255, freq=&#x27;6H&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5f827233-696a-470e-a7fc-bfb1305daf2e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5f827233-696a-470e-a7fc-bfb1305daf2e' 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:  (time: 255)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2000-06-01T06:00:00 ... 2000-08-03T18:00:00\n",
       "Data variables:\n",
       "    data     (time) int64 609 610 611 612 613 614 ... 858 859 860 861 862 863"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_subset = ds.sel(time=slice('2000-06-01 06:00', '2000-08-03 23:59:59'))\n",
    "ds_subset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc711eae",
   "metadata": {},
   "source": [
    "For selecting at a specific index use .isel()."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d52d2f86",
   "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;\n",
       "Dimensions:  (time: 632)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2000-02-20 ... 2000-07-26T18:00:00\n",
       "Data variables:\n",
       "    data     (time) int64 200 201 202 203 204 205 ... 826 827 828 829 830 831</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-95cec3db-552c-4c17-bb09-c2176eb097e1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-95cec3db-552c-4c17-bb09-c2176eb097e1' 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'>time</span>: 632</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b228cdf0-01d4-48ff-9baa-6bd8c9fd38ef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b228cdf0-01d4-48ff-9baa-6bd8c9fd38ef' 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'>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'>2000-02-20 ... 2000-07-26T18:00:00</div><input id='attrs-ad613f5a-1b0a-403b-bc47-d7491fb7cbcd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad613f5a-1b0a-403b-bc47-d7491fb7cbcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4105a608-ff4f-44c3-a263-aafdd8d5256d' class='xr-var-data-in' type='checkbox'><label for='data-4105a608-ff4f-44c3-a263-aafdd8d5256d' 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;2000-02-20T00:00:00.000000000&#x27;, &#x27;2000-02-20T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-02-20T12:00:00.000000000&#x27;, ..., &#x27;2000-07-26T06:00:00.000000000&#x27;,\n",
       "       &#x27;2000-07-26T12:00:00.000000000&#x27;, &#x27;2000-07-26T18:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37830ee9-90d2-4e17-be19-94e5640c0474' class='xr-section-summary-in' type='checkbox'  checked><label for='section-37830ee9-90d2-4e17-be19-94e5640c0474' class='xr-section-summary' >Data variables: <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>data</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>200 201 202 203 ... 828 829 830 831</div><input id='attrs-821ab290-b975-4469-9d0e-1e7e8ed35321' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-821ab290-b975-4469-9d0e-1e7e8ed35321' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aef5e0f7-2fa5-4fa1-a28f-094420a47b36' class='xr-var-data-in' type='checkbox'><label for='data-aef5e0f7-2fa5-4fa1-a28f-094420a47b36' 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([200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212,\n",
       "       213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225,\n",
       "       226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238,\n",
       "       239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251,\n",
       "       252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264,\n",
       "       265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277,\n",
       "       278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290,\n",
       "       291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303,\n",
       "       304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316,\n",
       "       317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329,\n",
       "       330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342,\n",
       "       343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355,\n",
       "       356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368,\n",
       "       369, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 380, 381,\n",
       "       382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394,\n",
       "       395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407,\n",
       "       408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420,\n",
       "       421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 433,\n",
       "       434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446,\n",
       "       447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459,\n",
       "...\n",
       "       577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587, 588, 589,\n",
       "       590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600, 601, 602,\n",
       "       603, 604, 605, 606, 607, 608, 609, 610, 611, 612, 613, 614, 615,\n",
       "       616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628,\n",
       "       629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641,\n",
       "       642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654,\n",
       "       655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667,\n",
       "       668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680,\n",
       "       681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693,\n",
       "       694, 695, 696, 697, 698, 699, 700, 701, 702, 703, 704, 705, 706,\n",
       "       707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 717, 718, 719,\n",
       "       720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730, 731, 732,\n",
       "       733, 734, 735, 736, 737, 738, 739, 740, 741, 742, 743, 744, 745,\n",
       "       746, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756, 757, 758,\n",
       "       759, 760, 761, 762, 763, 764, 765, 766, 767, 768, 769, 770, 771,\n",
       "       772, 773, 774, 775, 776, 777, 778, 779, 780, 781, 782, 783, 784,\n",
       "       785, 786, 787, 788, 789, 790, 791, 792, 793, 794, 795, 796, 797,\n",
       "       798, 799, 800, 801, 802, 803, 804, 805, 806, 807, 808, 809, 810,\n",
       "       811, 812, 813, 814, 815, 816, 817, 818, 819, 820, 821, 822, 823,\n",
       "       824, 825, 826, 827, 828, 829, 830, 831])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bbbb4497-481e-4e6a-bfd7-79421682bf12' class='xr-section-summary-in' type='checkbox'  ><label for='section-bbbb4497-481e-4e6a-bfd7-79421682bf12' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4f22d430-9e37-4ea5-a2ef-4b02bc004c0b' class='xr-index-data-in' type='checkbox'/><label for='index-4f22d430-9e37-4ea5-a2ef-4b02bc004c0b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-02-20 00:00:00&#x27;, &#x27;2000-02-20 06:00:00&#x27;,\n",
       "               &#x27;2000-02-20 12:00:00&#x27;, &#x27;2000-02-20 18:00:00&#x27;,\n",
       "               &#x27;2000-02-21 00:00:00&#x27;, &#x27;2000-02-21 06:00:00&#x27;,\n",
       "               &#x27;2000-02-21 12:00:00&#x27;, &#x27;2000-02-21 18:00:00&#x27;,\n",
       "               &#x27;2000-02-22 00:00:00&#x27;, &#x27;2000-02-22 06:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2000-07-24 12:00:00&#x27;, &#x27;2000-07-24 18:00:00&#x27;,\n",
       "               &#x27;2000-07-25 00:00:00&#x27;, &#x27;2000-07-25 06:00:00&#x27;,\n",
       "               &#x27;2000-07-25 12:00:00&#x27;, &#x27;2000-07-25 18:00:00&#x27;,\n",
       "               &#x27;2000-07-26 00:00:00&#x27;, &#x27;2000-07-26 06:00:00&#x27;,\n",
       "               &#x27;2000-07-26 12:00:00&#x27;, &#x27;2000-07-26 18:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=632, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d7ecad6a-f921-43f5-8898-a5243edeacd6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d7ecad6a-f921-43f5-8898-a5243edeacd6' 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:  (time: 632)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2000-02-20 ... 2000-07-26T18:00:00\n",
       "Data variables:\n",
       "    data     (time) int64 200 201 202 203 204 205 ... 826 827 828 829 830 831"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_subset = ds.isel({'time': range(200, 832)})\n",
    "ds_subset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab02d8b3",
   "metadata": {},
   "source": [
    "What if we want to find the closest value in time but not match to values outside a tolerable range? We can use the .reindex() method with a tolerance to indicate which values should be matched. The values that don't have a match are set to NaN. We need to use timedelta64() to set the tolerance value which includes a time unit. Anywhere the time is outside the tolerance, the data values are set to NaN. To allow for setting NaN, the data type is upconverted to a float."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ace72825",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3 4 5 6 7 8 9]\n",
      "[ 0.  1.  2. nan nan  5. nan  7. nan nan]\n"
     ]
    }
   ],
   "source": [
    "# To show how the tolerance works, add some random seconds to the time used in matching\n",
    "subset_time = ds['time'].values \n",
    "random_seconds = np.random.randint(-10, 10, size=subset_time.size).astype('timedelta64[s]')\n",
    "subset_time = subset_time + random_seconds\n",
    "\n",
    "ds_result = ds.reindex(time=subset_time, method='nearest',\n",
    "                          tolerance=np.timedelta64(5, 's'))\n",
    "print(ds['data'].values[:10])\n",
    "print(ds_result['data'].values[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47551a7a",
   "metadata": {},
   "source": [
    "To not have a Dataset full of missing values where the time was outside the tolerance, we can drop where all values are set to NaN and return a new Dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f1b42a2f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of time values: 1460\n",
      "Number of time values: 810\n"
     ]
    }
   ],
   "source": [
    "print('Number of time values:', ds_result.dims['time'])\n",
    "ds_result = ds_result.dropna('time', how='all')\n",
    "print('Number of time values:', ds_result.dims['time'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}