preprocess_CRS.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import s3fs\n",
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket_src = \"fcx-raw-data-temp\"\n",
    "# bucket_src = os.environ.get('SOURCE_BUCKET_NAME')\n",
    "path_to_file=\"CRS/data\"\n",
    "# path_to_file = os.environ.get('PATH_TO_FEGS')\n",
    "filename = \"GOESR_CRS_L1B_20170517_v0.nc\"\n",
    "s3path = f\"s3://{bucket_src}/{path_to_file}/{filename}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'s3://fcx-raw-data-temp/CRS/data/GOESR_CRS_L1B_20170517_v0.nc'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s3path"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mount S3 to local dir for direct load in xarray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = s3fs.S3FileSystem(anon=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['fcx-raw-data-temp/ABI',\n",
       " 'fcx-raw-data-temp/AVIRIS',\n",
       " 'fcx-raw-data-temp/CPL',\n",
       " 'fcx-raw-data-temp/CRS',\n",
       " 'fcx-raw-data-temp/FEGS',\n",
       " 'fcx-raw-data-temp/GLM',\n",
       " 'fcx-raw-data-temp/ISS_LIS',\n",
       " 'fcx-raw-data-temp/LIP',\n",
       " 'fcx-raw-data-temp/LMA',\n",
       " 'fcx-raw-data-temp/NAV_ER2',\n",
       " 'fcx-raw-data-temp/S-HIS',\n",
       " 'fcx-raw-data-temp/S-HIS2']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fs.ls(\"fcx-raw-data-temp\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "XARRAY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:  (time: 74467, range: 321)\n",
      "Coordinates:\n",
      "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
      "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04\n",
      "Data variables:\n",
      "    ref      (time, range) float32 -18.91 -21.36 -25.68 -17.94 ... nan nan nan\n",
      "Attributes:\n",
      "    year:        Year the data was collected\n",
      "    date:        Day the data was collected\n",
      "    title:       Cloud Radar System Data, NASA Goddard Space Flight Center\n",
      "    filename:    /karlraid1a/heymsfield/GOESR/DIST/HDF/crs/GOESR_CRS_L1B_2017...\n",
      "    experiment:  NOAA GOES-R\n",
      "    source:      created from CRS HDF5 file, Version 0.0\n",
      "    comments:    Contact: gerald.heymsfield@nasa.gov\n"
     ]
    }
   ],
   "source": [
    "drop_these = ['gatesp', 'missing', 'incid', 'lat', 'lon',\n",
    "                    'roll', 'pitch', 'track', 'height', 'head', 'evel', 'nvel',\n",
    "                    'wvel', 'vacft', 'pwr', 'dop', 'frequency']\n",
    "\n",
    "with fs.open(s3path, 'rb') as f:\n",
    "    # DS = xr.load_dataset(f, engine=\"scipy\", drop_variables=['lon', 'lat'])\n",
    "    DS = xr.load_dataset(f, engine=\"scipy\", drop_variables=drop_these)\n",
    "\n",
    "print(DS)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset key properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS.coords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Data variables:\n",
       "    ref      (time, range) float32 -18.91 -21.36 -25.68 -17.94 ... nan nan nan"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS.data_vars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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;ref&#x27; (time: 74467, range: 321)&gt;\n",
       "array([[-18.905445, -21.356792, -25.679296, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-18.790478, -21.483028, -25.762894, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-18.927444, -21.16738 , -25.95508 , ...,        nan,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [-40.323112, -36.766113, -38.658264, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-39.560387, -36.193375, -38.892174, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-38.19471 , -35.49832 , -38.108   , ...,        nan,        nan,\n",
       "               nan]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04\n",
       "Attributes:\n",
       "    long_name:  Radar Reflectivity\n",
       "    units:      dBZ</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'>'ref'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 74467</li><li><span class='xr-has-index'>range</span>: 321</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-afa825c7-e3d8-475c-9337-5818779319cf' class='xr-array-in' type='checkbox' checked><label for='section-afa825c7-e3d8-475c-9337-5818779319cf' 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>-18.91 -21.36 -25.68 -17.94 -16.0 -23.36 ... nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[-18.905445, -21.356792, -25.679296, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-18.790478, -21.483028, -25.762894, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-18.927444, -21.16738 , -25.95508 , ...,        nan,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [-40.323112, -36.766113, -38.658264, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-39.560387, -36.193375, -38.892174, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-38.19471 , -35.49832 , -38.108   , ...,        nan,        nan,\n",
       "               nan]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-cb3864d8-03a3-45cc-8fac-4cbb17ece887' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cb3864d8-03a3-45cc-8fac-4cbb17ece887' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>02:28:33.001154400 ... 07:35:23....</div><input id='attrs-be5840bf-9783-4079-940b-643f340e38ef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be5840bf-9783-4079-940b-643f340e38ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86bdc8aa-8f05-4758-85bc-3b14e146e246' class='xr-var-data-in' type='checkbox'><label for='data-86bdc8aa-8f05-4758-85bc-3b14e146e246' 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([ 8913001154400,  8913232040400,  8913208867200, ..., 27323186875199,\n",
       "       27323413466399, 27323641778400], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>range</span></div><div class='xr-var-dims'>(range)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.012e+03 1.087e+03 ... 2.5e+04</div><input id='attrs-31aa7d85-51df-41e0-ba35-3cc95652c366' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31aa7d85-51df-41e0-ba35-3cc95652c366' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e157365b-e81a-496a-afd7-2647dbeeba1a' class='xr-var-data-in' type='checkbox'><label for='data-e157365b-e81a-496a-afd7-2647dbeeba1a' 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>range from radar</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ 1011.825,  1086.775,  1161.725, ..., 24845.926, 24920.875, 24995.824],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-85683984-64d9-47f5-b401-473f2be49489' class='xr-section-summary-in' type='checkbox'  ><label for='section-85683984-64d9-47f5-b401-473f2be49489' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3e9129a7-394d-4fe8-97a3-823de0ae1b34' class='xr-index-data-in' type='checkbox'/><label for='index-3e9129a7-394d-4fe8-97a3-823de0ae1b34' 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(TimedeltaIndex([&#x27;0 days 02:28:33.001154400&#x27;, &#x27;0 days 02:28:33.232040400&#x27;,\n",
       "                &#x27;0 days 02:28:33.208867200&#x27;, &#x27;0 days 02:28:33.683509200&#x27;,\n",
       "                &#x27;0 days 02:28:33.910960800&#x27;, &#x27;0 days 02:28:34.137555600&#x27;,\n",
       "                &#x27;0 days 02:28:34.365007200&#x27;, &#x27;0 days 02:28:34.590741600&#x27;,\n",
       "                &#x27;0 days 02:28:34.818193200&#x27;, &#x27;0 days 02:28:35.045641200&#x27;,\n",
       "                ...\n",
       "                &#x27;0 days 07:35:21.600722400&#x27;, &#x27;0 days 07:35:21.829034400&#x27;,\n",
       "                &#x27;0 days 07:35:22.055625600&#x27;, &#x27;0 days 07:35:22.282220400&#x27;,\n",
       "                &#x27;0 days 07:35:22.508811600&#x27;, &#x27;0 days 07:35:22.733689199&#x27;,\n",
       "                &#x27;0 days 07:35:22.960280400&#x27;, &#x27;0 days 07:35:23.186875199&#x27;,\n",
       "                &#x27;0 days 07:35:23.413466399&#x27;, &#x27;0 days 07:35:23.641778400&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;time&#x27;, length=74467, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>range</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2314bfd3-bbcb-4ebf-bf86-51005e6e7815' class='xr-index-data-in' type='checkbox'/><label for='index-2314bfd3-bbcb-4ebf-bf86-51005e6e7815' 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(Float64Index([1011.8250122070312, 1086.7750244140625, 1161.7249755859375,\n",
       "               1236.675048828125,           1311.625,  1386.574951171875,\n",
       "              1461.5250244140625, 1536.4749755859375,  1611.425048828125,\n",
       "                        1686.375,\n",
       "              ...\n",
       "                 24321.275390625,    24396.224609375,     24471.17578125,\n",
       "                       24546.125,     24621.07421875,    24696.025390625,\n",
       "                 24770.974609375,     24845.92578125,          24920.875,\n",
       "                  24995.82421875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;range&#x27;, length=321))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-98c81623-e30f-48b7-acae-c5ec75b602be' class='xr-section-summary-in' type='checkbox'  checked><label for='section-98c81623-e30f-48b7-acae-c5ec75b602be' 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>Radar Reflectivity</dd><dt><span>units :</span></dt><dd>dBZ</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'ref' (time: 74467, range: 321)>\n",
       "array([[-18.905445, -21.356792, -25.679296, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-18.790478, -21.483028, -25.762894, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-18.927444, -21.16738 , -25.95508 , ...,        nan,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [-40.323112, -36.766113, -38.658264, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-39.560387, -36.193375, -38.892174, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-38.19471 , -35.49832 , -38.108   , ...,        nan,        nan,\n",
       "               nan]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04\n",
       "Attributes:\n",
       "    long_name:  Radar Reflectivity\n",
       "    units:      dBZ"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS.data_vars['ref']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS.coords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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;time&#x27; (time: 74467)&gt;\n",
       "array([ 8913001154400,  8913232040400,  8913208867200, ..., 27323186875199,\n",
       "       27323413466399, 27323641778400], dtype=&#x27;timedelta64[ns]&#x27;)\n",
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "Attributes:\n",
       "    long_name:  time in UTC</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'>'time'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 74467</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-16c344c4-6b39-425e-96e2-940ce041ea37' class='xr-array-in' type='checkbox' checked><label for='section-16c344c4-6b39-425e-96e2-940ce041ea37' 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>02:28:33.001154400 02:28:33.232040400 ... 07:35:23.641778400</span></div><div class='xr-array-data'><pre>array([ 8913001154400,  8913232040400,  8913208867200, ..., 27323186875199,\n",
       "       27323413466399, 27323641778400], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></div></li><li class='xr-section-item'><input id='section-2c6bc9b4-1c99-4795-8c9e-78895f4671c4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2c6bc9b4-1c99-4795-8c9e-78895f4671c4' 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'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>02:28:33.001154400 ... 07:35:23....</div><input id='attrs-db6d493a-2aaf-4c49-bb40-33b1de45668d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db6d493a-2aaf-4c49-bb40-33b1de45668d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8e37efc-f707-4597-8f31-6c9765ce8de4' class='xr-var-data-in' type='checkbox'><label for='data-c8e37efc-f707-4597-8f31-6c9765ce8de4' 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([ 8913001154400,  8913232040400,  8913208867200, ..., 27323186875199,\n",
       "       27323413466399, 27323641778400], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0a0d74c9-9d03-419d-a9c7-aa533e9d59d5' class='xr-section-summary-in' type='checkbox'  ><label for='section-0a0d74c9-9d03-419d-a9c7-aa533e9d59d5' 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-97d6535c-106d-415b-b4f1-826215679de5' class='xr-index-data-in' type='checkbox'/><label for='index-97d6535c-106d-415b-b4f1-826215679de5' 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(TimedeltaIndex([&#x27;0 days 02:28:33.001154400&#x27;, &#x27;0 days 02:28:33.232040400&#x27;,\n",
       "                &#x27;0 days 02:28:33.208867200&#x27;, &#x27;0 days 02:28:33.683509200&#x27;,\n",
       "                &#x27;0 days 02:28:33.910960800&#x27;, &#x27;0 days 02:28:34.137555600&#x27;,\n",
       "                &#x27;0 days 02:28:34.365007200&#x27;, &#x27;0 days 02:28:34.590741600&#x27;,\n",
       "                &#x27;0 days 02:28:34.818193200&#x27;, &#x27;0 days 02:28:35.045641200&#x27;,\n",
       "                ...\n",
       "                &#x27;0 days 07:35:21.600722400&#x27;, &#x27;0 days 07:35:21.829034400&#x27;,\n",
       "                &#x27;0 days 07:35:22.055625600&#x27;, &#x27;0 days 07:35:22.282220400&#x27;,\n",
       "                &#x27;0 days 07:35:22.508811600&#x27;, &#x27;0 days 07:35:22.733689199&#x27;,\n",
       "                &#x27;0 days 07:35:22.960280400&#x27;, &#x27;0 days 07:35:23.186875199&#x27;,\n",
       "                &#x27;0 days 07:35:23.413466399&#x27;, &#x27;0 days 07:35:23.641778400&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;time&#x27;, length=74467, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-38c19ab7-fa5b-4a1e-8455-15c06ddac758' class='xr-section-summary-in' type='checkbox'  checked><label for='section-38c19ab7-fa5b-4a1e-8455-15c06ddac758' 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>long_name :</span></dt><dd>time in UTC</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'time' (time: 74467)>\n",
       "array([ 8913001154400,  8913232040400,  8913208867200, ..., 27323186875199,\n",
       "       27323413466399, 27323641778400], dtype='timedelta64[ns]')\n",
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "Attributes:\n",
       "    long_name:  time in UTC"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS.coords['time']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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;range&#x27; (range: 321)&gt;\n",
       "array([ 1011.825,  1086.775,  1161.725, ..., 24845.926, 24920.875, 24995.824],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04\n",
       "Attributes:\n",
       "    long_name:  range from radar\n",
       "    units:      m</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'>'range'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>range</span>: 321</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-20f355b9-8e49-4917-9a16-423889cf24e1' class='xr-array-in' type='checkbox' checked><label for='section-20f355b9-8e49-4917-9a16-423889cf24e1' 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>1.012e+03 1.087e+03 1.162e+03 ... 2.485e+04 2.492e+04 2.5e+04</span></div><div class='xr-array-data'><pre>array([ 1011.825,  1086.775,  1161.725, ..., 24845.926, 24920.875, 24995.824],\n",
       "      dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-2c197dd6-c9c3-4876-83a7-e66de778ca2c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2c197dd6-c9c3-4876-83a7-e66de778ca2c' 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'>range</span></div><div class='xr-var-dims'>(range)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.012e+03 1.087e+03 ... 2.5e+04</div><input id='attrs-ff526c77-3ad1-409d-8277-88bc2572903a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ff526c77-3ad1-409d-8277-88bc2572903a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7075d9b1-aa98-4f31-872d-7df974ac4f21' class='xr-var-data-in' type='checkbox'><label for='data-7075d9b1-aa98-4f31-872d-7df974ac4f21' 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>range from radar</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ 1011.825,  1086.775,  1161.725, ..., 24845.926, 24920.875, 24995.824],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-aaf7ab17-a9c3-4357-849c-465cc719479b' class='xr-section-summary-in' type='checkbox'  ><label for='section-aaf7ab17-a9c3-4357-849c-465cc719479b' 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>range</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3c5af5bb-6a36-4811-bc0c-0c7d459fdc11' class='xr-index-data-in' type='checkbox'/><label for='index-3c5af5bb-6a36-4811-bc0c-0c7d459fdc11' 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(Float64Index([1011.8250122070312, 1086.7750244140625, 1161.7249755859375,\n",
       "               1236.675048828125,           1311.625,  1386.574951171875,\n",
       "              1461.5250244140625, 1536.4749755859375,  1611.425048828125,\n",
       "                        1686.375,\n",
       "              ...\n",
       "                 24321.275390625,    24396.224609375,     24471.17578125,\n",
       "                       24546.125,     24621.07421875,    24696.025390625,\n",
       "                 24770.974609375,     24845.92578125,          24920.875,\n",
       "                  24995.82421875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;range&#x27;, length=321))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c6c8550c-f491-4e9d-9ba9-14ddd7366e61' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c6c8550c-f491-4e9d-9ba9-14ddd7366e61' 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>range from radar</dd><dt><span>units :</span></dt><dd>m</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'range' (range: 321)>\n",
       "array([ 1011.825,  1086.775,  1161.725, ..., 24845.926, 24920.875, 24995.824],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04\n",
       "Attributes:\n",
       "    long_name:  range from radar\n",
       "    units:      m"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS.coords['range']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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;time&#x27; ()&gt;\n",
       "array(27323641778400, dtype=&#x27;timedelta64[ns]&#x27;)\n",
       "Coordinates:\n",
       "    time     timedelta64[ns] 07:35:23.641778400\n",
       "Attributes:\n",
       "    long_name:  time in UTC</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'>'time'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-e538bf34-0685-42e5-89e9-384520add713' class='xr-array-in' type='checkbox' checked><label for='section-e538bf34-0685-42e5-89e9-384520add713' 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>07:35:23.641778400</span></div><div class='xr-array-data'><pre>array(27323641778400, dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></div></li><li class='xr-section-item'><input id='section-6b56aa10-ee32-44bb-8205-acb65eaad884' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6b56aa10-ee32-44bb-8205-acb65eaad884' 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>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>07:35:23.641778400</div><input id='attrs-a8559911-d94b-4170-bcb4-3f82253c82d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a8559911-d94b-4170-bcb4-3f82253c82d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a34d1c1-2458-4fb1-af40-efb1a86b7619' class='xr-var-data-in' type='checkbox'><label for='data-2a34d1c1-2458-4fb1-af40-efb1a86b7619' 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(27323641778400, dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8a8e5fee-8682-4ac9-9554-cc072181ffff' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8a8e5fee-8682-4ac9-9554-cc072181ffff' 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-b7c73e45-27f4-442c-ac6a-c8864ec495ea' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b7c73e45-27f4-442c-ac6a-c8864ec495ea' 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>long_name :</span></dt><dd>time in UTC</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'time' ()>\n",
       "array(27323641778400, dtype='timedelta64[ns]')\n",
       "Coordinates:\n",
       "    time     timedelta64[ns] 07:35:23.641778400\n",
       "Attributes:\n",
       "    long_name:  time in UTC"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS.coords['time'][74466]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "EXPERIMENT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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;ref&#x27; (time: 74467)&gt;\n",
       "array([-18.905445, -18.790478, -18.927444, ..., -40.323112, -39.560387,\n",
       "       -38.19471 ], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "    range    float32 1.012e+03\n",
       "Attributes:\n",
       "    long_name:  Radar Reflectivity\n",
       "    units:      dBZ</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'>'ref'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 74467</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4c60e78d-cc25-4ea0-9b54-419151754196' class='xr-array-in' type='checkbox' checked><label for='section-4c60e78d-cc25-4ea0-9b54-419151754196' 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>-18.91 -18.79 -18.93 -18.69 -18.37 ... -40.1 -40.32 -39.56 -38.19</span></div><div class='xr-array-data'><pre>array([-18.905445, -18.790478, -18.927444, ..., -40.323112, -39.560387,\n",
       "       -38.19471 ], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-464f34f0-4f04-47f6-afc7-e023e72c3e92' class='xr-section-summary-in' type='checkbox'  checked><label for='section-464f34f0-4f04-47f6-afc7-e023e72c3e92' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>02:28:33.001154400 ... 07:35:23....</div><input id='attrs-38f1bcd7-07fc-48f3-929c-3f2c351c2250' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38f1bcd7-07fc-48f3-929c-3f2c351c2250' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b32989fe-17e5-4be5-aeb1-23da198d35a2' class='xr-var-data-in' type='checkbox'><label for='data-b32989fe-17e5-4be5-aeb1-23da198d35a2' 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([ 8913001154400,  8913232040400,  8913208867200, ..., 27323186875199,\n",
       "       27323413466399, 27323641778400], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>range</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.012e+03</div><input id='attrs-2b3148f0-bcc5-4475-bb51-158cbc78b4ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b3148f0-bcc5-4475-bb51-158cbc78b4ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4d3cfa4-1b11-44bc-abc1-50e8825f5af9' class='xr-var-data-in' type='checkbox'><label for='data-d4d3cfa4-1b11-44bc-abc1-50e8825f5af9' 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>range from radar</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array(1011.825, dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-56807ef7-8a18-4d6c-b71c-7761cb2074c1' class='xr-section-summary-in' type='checkbox'  ><label for='section-56807ef7-8a18-4d6c-b71c-7761cb2074c1' 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-ac28bebc-f52c-476b-80eb-5699ef3591d4' class='xr-index-data-in' type='checkbox'/><label for='index-ac28bebc-f52c-476b-80eb-5699ef3591d4' 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(TimedeltaIndex([&#x27;0 days 02:28:33.001154400&#x27;, &#x27;0 days 02:28:33.232040400&#x27;,\n",
       "                &#x27;0 days 02:28:33.208867200&#x27;, &#x27;0 days 02:28:33.683509200&#x27;,\n",
       "                &#x27;0 days 02:28:33.910960800&#x27;, &#x27;0 days 02:28:34.137555600&#x27;,\n",
       "                &#x27;0 days 02:28:34.365007200&#x27;, &#x27;0 days 02:28:34.590741600&#x27;,\n",
       "                &#x27;0 days 02:28:34.818193200&#x27;, &#x27;0 days 02:28:35.045641200&#x27;,\n",
       "                ...\n",
       "                &#x27;0 days 07:35:21.600722400&#x27;, &#x27;0 days 07:35:21.829034400&#x27;,\n",
       "                &#x27;0 days 07:35:22.055625600&#x27;, &#x27;0 days 07:35:22.282220400&#x27;,\n",
       "                &#x27;0 days 07:35:22.508811600&#x27;, &#x27;0 days 07:35:22.733689199&#x27;,\n",
       "                &#x27;0 days 07:35:22.960280400&#x27;, &#x27;0 days 07:35:23.186875199&#x27;,\n",
       "                &#x27;0 days 07:35:23.413466399&#x27;, &#x27;0 days 07:35:23.641778400&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;time&#x27;, length=74467, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e9ae6445-d403-4295-8547-b6bcfa9def71' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e9ae6445-d403-4295-8547-b6bcfa9def71' 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>Radar Reflectivity</dd><dt><span>units :</span></dt><dd>dBZ</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'ref' (time: 74467)>\n",
       "array([-18.905445, -18.790478, -18.927444, ..., -40.323112, -39.560387,\n",
       "       -38.19471 ], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "    range    float32 1.012e+03\n",
       "Attributes:\n",
       "    long_name:  Radar Reflectivity\n",
       "    units:      dBZ"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS['ref'].loc[\"8913001154400\":\"27323641778400\", \"1011.825\"] # [index, columns]\n",
    "# get data from ref., along a\n",
    "# span of time, for a given range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(320,)\n"
     ]
    },
    {
     "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;ref&#x27; (range: 320)&gt;\n",
       "array([-18.905445 , -21.356792 , -25.679296 , -17.936014 , -16.003502 ,\n",
       "       -23.358727 , -15.727514 , -15.90737  , -19.007486 , -26.44851  ,\n",
       "       -17.485556 , -17.87297  , -26.79258  , -17.799849 , -23.882748 ,\n",
       "       -19.966824 , -16.918087 , -24.64971  , -22.669796 , -19.240782 ,\n",
       "       -22.927818 ,         nan, -20.499233 , -20.034359 ,         nan,\n",
       "       -23.165726 , -24.887459 , -23.896503 ,         nan, -25.47749  ,\n",
       "       -23.840984 , -21.280499 ,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "       -21.582062 ,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "...\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,  -9.283113 ,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,  -8.3823   ,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,  -7.755562 ,\n",
       "        -6.360409 ,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "    time     timedelta64[ns] 02:28:33.001154400\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 ... 2.485e+04 2.492e+04\n",
       "Attributes:\n",
       "    long_name:  Radar Reflectivity\n",
       "    units:      dBZ</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'>'ref'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>range</span>: 320</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-737b6d97-a69b-40d0-821c-cd07bc7c5f51' class='xr-array-in' type='checkbox' checked><label for='section-737b6d97-a69b-40d0-821c-cd07bc7c5f51' 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>-18.91 -21.36 -25.68 -17.94 -16.0 -23.36 ... nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([-18.905445 , -21.356792 , -25.679296 , -17.936014 , -16.003502 ,\n",
       "       -23.358727 , -15.727514 , -15.90737  , -19.007486 , -26.44851  ,\n",
       "       -17.485556 , -17.87297  , -26.79258  , -17.799849 , -23.882748 ,\n",
       "       -19.966824 , -16.918087 , -24.64971  , -22.669796 , -19.240782 ,\n",
       "       -22.927818 ,         nan, -20.499233 , -20.034359 ,         nan,\n",
       "       -23.165726 , -24.887459 , -23.896503 ,         nan, -25.47749  ,\n",
       "       -23.840984 , -21.280499 ,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "       -21.582062 ,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "...\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,  -9.283113 ,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,  -8.3823   ,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,  -7.755562 ,\n",
       "        -6.360409 ,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan],\n",
       "      dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-e31e9945-a2a1-4a83-8252-2de954d989ad' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e31e9945-a2a1-4a83-8252-2de954d989ad' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>02:28:33.001154400</div><input id='attrs-7f097cbc-483a-40ee-89c1-37ff3428a0db' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f097cbc-483a-40ee-89c1-37ff3428a0db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9602fe79-faf1-497f-ac88-881edf6261df' class='xr-var-data-in' type='checkbox'><label for='data-9602fe79-faf1-497f-ac88-881edf6261df' 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(8913001154400, dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>range</span></div><div class='xr-var-dims'>(range)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.012e+03 1.087e+03 ... 2.492e+04</div><input id='attrs-e3137d22-03f2-4ff2-b7c3-30d2e8862541' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3137d22-03f2-4ff2-b7c3-30d2e8862541' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a5e25fa-6181-42f0-99e4-67852c7e064e' class='xr-var-data-in' type='checkbox'><label for='data-5a5e25fa-6181-42f0-99e4-67852c7e064e' 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>range from radar</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ 1011.825,  1086.775,  1161.725, ..., 24770.975, 24845.926, 24920.875],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-15f885c7-e638-4dce-9946-959819e8aa06' class='xr-section-summary-in' type='checkbox'  ><label for='section-15f885c7-e638-4dce-9946-959819e8aa06' 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>range</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c8fd8184-ca99-415f-9f6e-f4bb82bc1a55' class='xr-index-data-in' type='checkbox'/><label for='index-c8fd8184-ca99-415f-9f6e-f4bb82bc1a55' 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(Float64Index([1011.8250122070312, 1086.7750244140625, 1161.7249755859375,\n",
       "               1236.675048828125,           1311.625,  1386.574951171875,\n",
       "              1461.5250244140625, 1536.4749755859375,  1611.425048828125,\n",
       "                        1686.375,\n",
       "              ...\n",
       "                  24246.32421875,    24321.275390625,    24396.224609375,\n",
       "                  24471.17578125,          24546.125,     24621.07421875,\n",
       "                 24696.025390625,    24770.974609375,     24845.92578125,\n",
       "                       24920.875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;range&#x27;, length=320))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-277401ac-f4ba-423d-ae11-26f506e8e684' class='xr-section-summary-in' type='checkbox'  checked><label for='section-277401ac-f4ba-423d-ae11-26f506e8e684' 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>Radar Reflectivity</dd><dt><span>units :</span></dt><dd>dBZ</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'ref' (range: 320)>\n",
       "array([-18.905445 , -21.356792 , -25.679296 , -17.936014 , -16.003502 ,\n",
       "       -23.358727 , -15.727514 , -15.90737  , -19.007486 , -26.44851  ,\n",
       "       -17.485556 , -17.87297  , -26.79258  , -17.799849 , -23.882748 ,\n",
       "       -19.966824 , -16.918087 , -24.64971  , -22.669796 , -19.240782 ,\n",
       "       -22.927818 ,         nan, -20.499233 , -20.034359 ,         nan,\n",
       "       -23.165726 , -24.887459 , -23.896503 ,         nan, -25.47749  ,\n",
       "       -23.840984 , -21.280499 ,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "       -21.582062 ,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "...\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,  -9.283113 ,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,  -8.3823   ,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,  -7.755562 ,\n",
       "        -6.360409 ,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan,\n",
       "               nan,         nan,         nan,         nan,         nan],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "    time     timedelta64[ns] 02:28:33.001154400\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 ... 2.485e+04 2.492e+04\n",
       "Attributes:\n",
       "    long_name:  Radar Reflectivity\n",
       "    units:      dBZ"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk = DS['ref'].loc[\"8913001154400\", \"1011.825\":\"24995.824\"] # [index, columns]\n",
    "# get data from ref., for a\n",
    "# time, along a given range\n",
    "print(pk.shape)\n",
    "pk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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: 74467, range: 321)\n",
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04\n",
       "Data variables:\n",
       "    ref      (time, range) float32 -18.91 -21.36 -25.68 -17.94 ... nan nan nan\n",
       "Attributes:\n",
       "    year:        Year the data was collected\n",
       "    date:        Day the data was collected\n",
       "    title:       Cloud Radar System Data, NASA Goddard Space Flight Center\n",
       "    filename:    /karlraid1a/heymsfield/GOESR/DIST/HDF/crs/GOESR_CRS_L1B_2017...\n",
       "    experiment:  NOAA GOES-R\n",
       "    source:      created from CRS HDF5 file, Version 0.0\n",
       "    comments:    Contact: gerald.heymsfield@nasa.gov</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-65a30ee4-8929-4651-bc82-6df58a80c5c4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-65a30ee4-8929-4651-bc82-6df58a80c5c4' 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>: 74467</li><li><span class='xr-has-index'>range</span>: 321</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5def372a-3607-4e9a-857f-d39c401d5350' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5def372a-3607-4e9a-857f-d39c401d5350' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>02:28:33.001154400 ... 07:35:23....</div><input id='attrs-26e37423-c903-491d-8164-af87e35f8b49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26e37423-c903-491d-8164-af87e35f8b49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d38c702-d393-4c7f-82bc-ebff02ad33bc' class='xr-var-data-in' type='checkbox'><label for='data-6d38c702-d393-4c7f-82bc-ebff02ad33bc' 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([ 8913001154400,  8913232040400,  8913208867200, ..., 27323186875199,\n",
       "       27323413466399, 27323641778400], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>range</span></div><div class='xr-var-dims'>(range)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.012e+03 1.087e+03 ... 2.5e+04</div><input id='attrs-43155522-e254-42b6-91fb-0d08d95e61a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43155522-e254-42b6-91fb-0d08d95e61a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-090668c7-e794-4913-b80b-6c0693ee70f2' class='xr-var-data-in' type='checkbox'><label for='data-090668c7-e794-4913-b80b-6c0693ee70f2' 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>range from radar</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ 1011.825,  1086.775,  1161.725, ..., 24845.926, 24920.875, 24995.824],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-65bfeacb-cdd0-40d2-9c8a-8b218bac2221' class='xr-section-summary-in' type='checkbox'  checked><label for='section-65bfeacb-cdd0-40d2-9c8a-8b218bac2221' 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>ref</span></div><div class='xr-var-dims'>(time, range)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-18.91 -21.36 -25.68 ... nan nan</div><input id='attrs-e81594c2-654e-4238-b9b9-fee2189d1720' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e81594c2-654e-4238-b9b9-fee2189d1720' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3500465-f1ab-4d60-bf4f-f40c415c64a1' class='xr-var-data-in' type='checkbox'><label for='data-d3500465-f1ab-4d60-bf4f-f40c415c64a1' 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>Radar Reflectivity</dd><dt><span>units :</span></dt><dd>dBZ</dd></dl></div><div class='xr-var-data'><pre>array([[-18.905445, -21.356792, -25.679296, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-18.790478, -21.483028, -25.762894, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-18.927444, -21.16738 , -25.95508 , ...,        nan,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [-40.323112, -36.766113, -38.658264, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-39.560387, -36.193375, -38.892174, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [-38.19471 , -35.49832 , -38.108   , ...,        nan,        nan,\n",
       "               nan]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4036b2fe-df31-43f4-a42e-a1fcaec6fae2' class='xr-section-summary-in' type='checkbox'  ><label for='section-4036b2fe-df31-43f4-a42e-a1fcaec6fae2' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3a8b1130-3bce-4a94-9d07-24a49168a5a4' class='xr-index-data-in' type='checkbox'/><label for='index-3a8b1130-3bce-4a94-9d07-24a49168a5a4' 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(TimedeltaIndex([&#x27;0 days 02:28:33.001154400&#x27;, &#x27;0 days 02:28:33.232040400&#x27;,\n",
       "                &#x27;0 days 02:28:33.208867200&#x27;, &#x27;0 days 02:28:33.683509200&#x27;,\n",
       "                &#x27;0 days 02:28:33.910960800&#x27;, &#x27;0 days 02:28:34.137555600&#x27;,\n",
       "                &#x27;0 days 02:28:34.365007200&#x27;, &#x27;0 days 02:28:34.590741600&#x27;,\n",
       "                &#x27;0 days 02:28:34.818193200&#x27;, &#x27;0 days 02:28:35.045641200&#x27;,\n",
       "                ...\n",
       "                &#x27;0 days 07:35:21.600722400&#x27;, &#x27;0 days 07:35:21.829034400&#x27;,\n",
       "                &#x27;0 days 07:35:22.055625600&#x27;, &#x27;0 days 07:35:22.282220400&#x27;,\n",
       "                &#x27;0 days 07:35:22.508811600&#x27;, &#x27;0 days 07:35:22.733689199&#x27;,\n",
       "                &#x27;0 days 07:35:22.960280400&#x27;, &#x27;0 days 07:35:23.186875199&#x27;,\n",
       "                &#x27;0 days 07:35:23.413466399&#x27;, &#x27;0 days 07:35:23.641778400&#x27;],\n",
       "               dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;time&#x27;, length=74467, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>range</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-224ffe70-32ca-4a93-8e65-17e6302f9ccb' class='xr-index-data-in' type='checkbox'/><label for='index-224ffe70-32ca-4a93-8e65-17e6302f9ccb' 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(Float64Index([1011.8250122070312, 1086.7750244140625, 1161.7249755859375,\n",
       "               1236.675048828125,           1311.625,  1386.574951171875,\n",
       "              1461.5250244140625, 1536.4749755859375,  1611.425048828125,\n",
       "                        1686.375,\n",
       "              ...\n",
       "                 24321.275390625,    24396.224609375,     24471.17578125,\n",
       "                       24546.125,     24621.07421875,    24696.025390625,\n",
       "                 24770.974609375,     24845.92578125,          24920.875,\n",
       "                  24995.82421875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;range&#x27;, length=321))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-094031e8-6e03-4b5a-a893-9cfccb85a4e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-094031e8-6e03-4b5a-a893-9cfccb85a4e3' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>year :</span></dt><dd>Year the data was collected</dd><dt><span>date :</span></dt><dd>Day the data was collected</dd><dt><span>title :</span></dt><dd>Cloud Radar System Data, NASA Goddard Space Flight Center</dd><dt><span>filename :</span></dt><dd>/karlraid1a/heymsfield/GOESR/DIST/HDF/crs/GOESR_CRS_L1B_20170517_v0.nc</dd><dt><span>experiment :</span></dt><dd>NOAA GOES-R</dd><dt><span>source :</span></dt><dd>created from CRS HDF5 file, Version 0.0</dd><dt><span>comments :</span></dt><dd>Contact: gerald.heymsfield@nasa.gov</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 74467, range: 321)\n",
       "Coordinates:\n",
       "  * time     (time) timedelta64[ns] 02:28:33.001154400 ... 07:35:23.641778400\n",
       "  * range    (range) float32 1.012e+03 1.087e+03 1.162e+03 ... 2.492e+04 2.5e+04\n",
       "Data variables:\n",
       "    ref      (time, range) float32 -18.91 -21.36 -25.68 -17.94 ... nan nan nan\n",
       "Attributes:\n",
       "    year:        Year the data was collected\n",
       "    date:        Day the data was collected\n",
       "    title:       Cloud Radar System Data, NASA Goddard Space Flight Center\n",
       "    filename:    /karlraid1a/heymsfield/GOESR/DIST/HDF/crs/GOESR_CRS_L1B_2017...\n",
       "    experiment:  NOAA GOES-R\n",
       "    source:      created from CRS HDF5 file, Version 0.0\n",
       "    comments:    Contact: gerald.heymsfield@nasa.gov"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taking ref. data only. Also extracting coordinates data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(74467, 321)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(DS['ref'].values)\n",
    "DS['ref'].values.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-18.905445, -18.790478, -18.927444, ..., -40.323112, -39.560387,\n",
       "       -38.19471 ], dtype=float32)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DS.sel(range=slice(\"1011.825\", \"1086.775\"))['ref'].values.shape\n",
    "type(DS['ref'].sel(range='1011.825').values)\n",
    "DS['ref'].sel(range='1011.825').values.shape\n",
    "DS['ref'].sel(range='1011.825').values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(74467,)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(DS['time'].values)\n",
    "DS['time'].values.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1011.825,  1086.775,  1161.725,  1236.675,  1311.625,  1386.575,\n",
       "        1461.525,  1536.475,  1611.425,  1686.375,  1761.325,  1836.275,\n",
       "        1911.225,  1986.175,  2061.125,  2136.075,  2211.025,  2285.975,\n",
       "        2360.925,  2435.875,  2510.825,  2585.775,  2660.725,  2735.675,\n",
       "        2810.625,  2885.575,  2960.525,  3035.475,  3110.425,  3185.375,\n",
       "        3260.325,  3335.275,  3410.225,  3485.175,  3560.125,  3635.075,\n",
       "        3710.025,  3784.975,  3859.925,  3934.875,  4009.825,  4084.775,\n",
       "        4159.725,  4234.675,  4309.625,  4384.575,  4459.525,  4534.475,\n",
       "        4609.425,  4684.375,  4759.325,  4834.275,  4909.225,  4984.175,\n",
       "        5059.125,  5134.075,  5209.025,  5283.975,  5358.925,  5433.875,\n",
       "        5508.825,  5583.775,  5658.725,  5733.675,  5808.625,  5883.575,\n",
       "        5958.525,  6033.475,  6108.425,  6183.375,  6258.325,  6333.275,\n",
       "        6408.225,  6483.175,  6558.125,  6633.075,  6708.025,  6782.975,\n",
       "        6857.925,  6932.875,  7007.825,  7082.775,  7157.725,  7232.675,\n",
       "        7307.625,  7382.575,  7457.525,  7532.475,  7607.425,  7682.375,\n",
       "        7757.325,  7832.275,  7907.225,  7982.175,  8057.125,  8132.075,\n",
       "        8207.025,  8281.975,  8356.925,  8431.875,  8506.825,  8581.775,\n",
       "        8656.725,  8731.675,  8806.625,  8881.575,  8956.525,  9031.475,\n",
       "        9106.425,  9181.375,  9256.325,  9331.275,  9406.225,  9481.175,\n",
       "        9556.125,  9631.075,  9706.025,  9780.975,  9855.925,  9930.875,\n",
       "       10005.825, 10080.775, 10155.725, 10230.675, 10305.625, 10380.575,\n",
       "       10455.525, 10530.475, 10605.425, 10680.375, 10755.325, 10830.275,\n",
       "       10905.225, 10980.175, 11055.125, 11130.075, 11205.025, 11279.975,\n",
       "       11354.925, 11429.875, 11504.825, 11579.775, 11654.725, 11729.675,\n",
       "       11804.625, 11879.575, 11954.525, 12029.475, 12104.425, 12179.375,\n",
       "       12254.325, 12329.275, 12404.225, 12479.175, 12554.125, 12629.075,\n",
       "       12704.025, 12778.975, 12853.925, 12928.875, 13003.825, 13078.775,\n",
       "       13153.725, 13228.675, 13303.625, 13378.575, 13453.525, 13528.475,\n",
       "       13603.425, 13678.375, 13753.325, 13828.275, 13903.225, 13978.175,\n",
       "       14053.125, 14128.075, 14203.025, 14277.975, 14352.925, 14427.875,\n",
       "       14502.825, 14577.775, 14652.725, 14727.675, 14802.625, 14877.575,\n",
       "       14952.525, 15027.475, 15102.425, 15177.375, 15252.325, 15327.275,\n",
       "       15402.225, 15477.175, 15552.125, 15627.075, 15702.025, 15776.975,\n",
       "       15851.925, 15926.875, 16001.825, 16076.775, 16151.725, 16226.675,\n",
       "       16301.625, 16376.575, 16451.525, 16526.475, 16601.426, 16676.375,\n",
       "       16751.324, 16826.275, 16901.225, 16976.176, 17051.125, 17126.074,\n",
       "       17201.025, 17275.975, 17350.926, 17425.875, 17500.824, 17575.775,\n",
       "       17650.725, 17725.676, 17800.625, 17875.574, 17950.525, 18025.475,\n",
       "       18100.426, 18175.375, 18250.324, 18325.275, 18400.225, 18475.176,\n",
       "       18550.125, 18625.074, 18700.025, 18774.975, 18849.926, 18924.875,\n",
       "       18999.824, 19074.775, 19149.725, 19224.676, 19299.625, 19374.574,\n",
       "       19449.525, 19524.475, 19599.426, 19674.375, 19749.324, 19824.275,\n",
       "       19899.225, 19974.176, 20049.125, 20124.074, 20199.025, 20273.975,\n",
       "       20348.926, 20423.875, 20498.824, 20573.775, 20648.725, 20723.676,\n",
       "       20798.625, 20873.574, 20948.525, 21023.475, 21098.426, 21173.375,\n",
       "       21248.324, 21323.275, 21398.225, 21473.176, 21548.125, 21623.074,\n",
       "       21698.025, 21772.975, 21847.926, 21922.875, 21997.824, 22072.775,\n",
       "       22147.725, 22222.676, 22297.625, 22372.574, 22447.525, 22522.475,\n",
       "       22597.426, 22672.375, 22747.324, 22822.275, 22897.225, 22972.176,\n",
       "       23047.125, 23122.074, 23197.025, 23271.975, 23346.926, 23421.875,\n",
       "       23496.824, 23571.775, 23646.725, 23721.676, 23796.625, 23871.574,\n",
       "       23946.525, 24021.475, 24096.426, 24171.375, 24246.324, 24321.275,\n",
       "       24396.225, 24471.176, 24546.125, 24621.074, 24696.025, 24770.975,\n",
       "       24845.926, 24920.875, 24995.824], dtype=float32)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(DS['range'].values)\n",
    "DS['range'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rough: Time manipulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['1970-01-01T02:28:33.001154400']\n",
      "['1970-01-01T07:35:23.641778400']\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "print(np.array([8913001154400], dtype='datetime64[ns]')) # last item in time coordinate\n",
    "print(np.array([27323641778400], dtype='datetime64[ns]')) # 0th item in time coordinate"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Selecting only needed datacolumns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(74467, 321)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS.data_vars['ref'].values.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ROUGH (Conversion to Dataframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.DataFrame(DS.data_vars['ref'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DS['ref']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF = DS.to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF[['ref']]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ROUGH. (to demonstrate how dataset is created and its anatomy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "temp = 15 + 8 * np.random.randn(2, 2, 3)\n",
    "temp.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "precip = 10 * np.random.rand(2, 2, 3)\n",
    "precip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "lon = [[-99.83, -99.32],\n",
    "       [-99.79, -99.23]]\n",
    "\n",
    "lat = [[42.25, 42.21],\n",
    "       [42.63, 42.59]]\n",
    "np.array(lat).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# for real use cases, its good practice to supply array attributes such as\n",
    "# units, but we won't bother here for the sake of brevity\n",
    "ds = xr.Dataset(\n",
    "    {\n",
    "        \"temperature\": ([\"x\", \"y\", \"time\"], temp),\n",
    "        \"precipitation\": ([\"x\", \"y\", \"time\"], precip),\n",
    "    },\n",
    "    coords={\n",
    "        \"lon\": ([\"x\", \"y\"], lon),\n",
    "        \"lat\": ([\"x\", \"y\"], lat),\n",
    "        \"time\": pd.date_range(\"2014-09-06\", periods=3),\n",
    "        \"reference_time\": pd.Timestamp(\"2014-09-05\"),\n",
    "    },\n",
    ")\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds.data_vars['precipitation']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "precip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat = [[42.25, 42.21, 1],\n",
    "       [42.63, 42.59, 1 ],\n",
    "       [2,     2,     2]]\n",
    "np.array(cat).shape \n",
    "# this means there are two dimensions, i.e. features VS no of data table. \n",
    "# There can be many features and there can be surely many data points for those features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "catss = [[[42.25, 42.21, 1],\n",
    "        [42.63, 42.59, 1 ],\n",
    "        [2,     2,     2]],\n",
    " \n",
    "        [[42.25, 42.21, 1],\n",
    "        [42.63, 42.59, 1 ],\n",
    "        [2,     2,     2]]]\n",
    "np.array(catss).shape \n",
    "# this means there are three dimensions, i.e. features VS no of data table. And on top of that, test_group(say) \n",
    "# There can be many features and there can be surely many data points for those features\n",
    "# there are many test_groups conducted on various geographical locations, each seperated out say g1 and g2"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Numpy array difference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = ['a', 'b', 'c', 'dog']\n",
    "target = ['dog']\n",
    "np.setdiff1d(source, target)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FOR GRAPH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "def start(filename=\"GOESR_CRS_L1B_20170517_v0.nc\", coord_type='time', data_type='ref', param=\"1011.825\"):   \n",
    "    # use s3fs to mount s3 as fs and load data in xarray\n",
    "    fs = s3fs.S3FileSystem(anon=False)\n",
    "\n",
    "    with fs.open(s3path) as crsfile:\n",
    "        # if okay, proceed to the necessary data\n",
    "        DS = xr.open_dataset(crsfile, engine=\"scipy\", drop_variables=('gatesp', 'missing', 'incid', 'lat', 'lon',\n",
    "                'roll', 'pitch', 'track', 'height', 'head', 'evel', 'nvel',\n",
    "                'wvel', 'vacft', 'pwr', 'dop', 'frequency')) # need to install scipy, a xr dependency to open crs file.\n",
    "\n",
    "    # preprocess the data, into appropriate format.\n",
    "    processed_data = {} # format in the form of split oriented json of pandas.\n",
    "    if (coord_type == 'time'):\n",
    "        # for a given range, time will be the label, and values will be value of 'ref', accross that range\n",
    "        processed_data = {\n",
    "            \"columns\": [data_type],\n",
    "            \"index\": DS['time'].values.tolist(),\n",
    "            \"data\": DS['ref'].sel(range=param).values.tolist() # accross all the date time, get values of data_type, for a given range\n",
    "            # \"data\": json.dumps(DS['ref'].loc[\"8913001154400\":\"27323641778400\", param].values.tolist())\n",
    "        }\n",
    "    elif (coord_type == 'range'):\n",
    "        # for a given time, range will be the label, and values will be value of 'ref', accross that time\n",
    "        processed_data = {\n",
    "            \"columns\": [data_type],\n",
    "            \"index\": DS['range'].values.tolist(),\n",
    "            \"data\": DS['ref'].sel(time=param).values.tolist() # accross all the range, get values of data_type, for a given date-time\n",
    "            # \"data\": json.dumps(DS['ref'].loc[param, \"1011.825\":\"24995.824\"].values.tolist()) \n",
    "        }\n",
    "    # return the processed data for render, in JSON api specification format.\n",
    "    return json.dumps(processed_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "prd = start()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['columns', 'index', 'data'])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prdj = json.loads(prd)\n",
    "prdj.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.plot(prdj['index'], prdj['data'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "itsc-fcx",
   "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": "3.9.15"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "df65607ca24a7d4c45508248974a69f3c6565a1c8e3a584a3452686f5791d65e"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}