example/example3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "autotime loaded.\n",
      "autotime loaded.\n",
      "black loaded.\n",
      "black loaded.\n",
      "time: 920 ms\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 1;\n",
       "                var nbb_unformatted_code = \"from init import *\\nfrom hytraj import HyTraj\\nfrom shutil import copyfile, copy2, rmtree\";\n",
       "                var nbb_formatted_code = \"from init import *\\nfrom hytraj import HyTraj\\nfrom shutil import copyfile, copy2, rmtree\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from init import *\n",
    "from hytraj import HyTraj\n",
    "from shutil import copyfile, copy2, rmtree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Thu Dec 17 2020\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.8.3\n",
      "IPython version      : 7.16.1\n",
      "\n",
      "geopandas : 0.8.1\n",
      "h5py      : 2.10.0\n",
      "xarray    : 0.16.1\n",
      "numpy     : 1.18.5\n",
      "pandas    : 1.0.5\n",
      "scipy     : 1.5.0\n",
      "matplotlib: 3.2.2\n",
      "\n",
      "Watermark: 2.1.0\n",
      "\n",
      "time: 85.1 ms\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 2;\n",
       "                var nbb_unformatted_code = \"%watermark -n -u -v -iv -w\";\n",
       "                var nbb_formatted_code = \"%watermark -n -u -v -iv -w\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%watermark -n -u -v -iv -w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 536 µs\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 3;\n",
       "                var nbb_unformatted_code = \"height = 500\\nrun_time = -120\\nstations = {\\n    \\\"Davis\\\": (-69, 78),\\n    \\\"South Pole\\\": (-90, 335),\\n    \\\"Neumayer\\\": (-71, 352),\\n    \\\"Marambio\\\": (-64, 303),\\n    \\\"Maitri\\\": (-70, 11),\\n}\";\n",
       "                var nbb_formatted_code = \"height = 500\\nrun_time = -120\\nstations = {\\n    \\\"Davis\\\": (-69, 78),\\n    \\\"South Pole\\\": (-90, 335),\\n    \\\"Neumayer\\\": (-71, 352),\\n    \\\"Marambio\\\": (-64, 303),\\n    \\\"Maitri\\\": (-70, 11),\\n}\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "height = 500\n",
    "run_time = -120\n",
    "stations = {\n",
    "    \"Davis\": (-69, 78),\n",
    "    \"South Pole\": (-90, 335),\n",
    "    \"Neumayer\": (-71, 352),\n",
    "    \"Marambio\": (-64, 303),\n",
    "    \"Maitri\": (-70, 11),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 769 µs\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 4;\n",
       "                var nbb_unformatted_code = \"met_type = \\\"ncep\\\"\\nmetdir = \\\"/home/pankaj/Desktop/met/\\\"\\noutdir = \\\"/home/pankaj/Desktop/out/\\\"\\nworking = \\\"/home/pankaj/phd/code/hytraj/working/\\\"\";\n",
       "                var nbb_formatted_code = \"met_type = \\\"ncep\\\"\\nmetdir = \\\"/home/pankaj/Desktop/met/\\\"\\noutdir = \\\"/home/pankaj/Desktop/out/\\\"\\nworking = \\\"/home/pankaj/phd/code/hytraj/working/\\\"\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "met_type = \"ncep\"\n",
    "metdir = \"/home/pankaj/Desktop/met/\"\n",
    "outdir = \"/home/pankaj/Desktop/out/\"\n",
    "working = \"/home/pankaj/phd/code/hytraj/working/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HySPLIT run over!!!!\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.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;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (geo: 4, step: 121, time: 10)\n",
       "Coordinates:\n",
       "  * step        (step) int64 0 1 2 3 4 5 6 7 ... 113 114 115 116 117 118 119 120\n",
       "  * time        (time) datetime64[ns] 2010-02-01 2010-02-02 ... 2010-02-10\n",
       "  * geo         (geo) &lt;U3 &#x27;lat&#x27; &#x27;lon&#x27; &#x27;alt&#x27; &#x27;pre&#x27;\n",
       "Data variables:\n",
       "    Davis       (geo, step, time) float64 -69.0 -69.0 -69.0 ... 780.7 900.4\n",
       "    South Pole  (geo, step, time) float64 -90.0 -90.0 -90.0 ... 635.5 624.7\n",
       "    Neumayer    (geo, step, time) float64 -71.0 -71.0 -71.0 ... 959.5 879.1\n",
       "    Marambio    (geo, step, time) float64 -64.0 -64.0 -64.0 ... 813.5 851.3\n",
       "    Maitri      (geo, step, time) float64 -70.0 -70.0 -70.0 ... 929.9 875.4</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-4b191b82-9b72-49d7-a9ad-874f7bf6e6b4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4b191b82-9b72-49d7-a9ad-874f7bf6e6b4' 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'>geo</span>: 4</li><li><span class='xr-has-index'>step</span>: 121</li><li><span class='xr-has-index'>time</span>: 10</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-aa3fd0e6-9b79-494f-8552-d0d89c420b34' class='xr-section-summary-in' type='checkbox'  checked><label for='section-aa3fd0e6-9b79-494f-8552-d0d89c420b34' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 116 117 118 119 120</div><input id='attrs-1634d81a-a7d8-42c9-8154-ef45ab741608' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1634d81a-a7d8-42c9-8154-ef45ab741608' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3bd16a5f-5add-4e93-8221-32df54234180' class='xr-var-data-in' type='checkbox'><label for='data-3bd16a5f-5add-4e93-8221-32df54234180' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,  13,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111,\n",
       "       112, 113, 114, 115, 116, 117, 118, 119, 120])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2010-02-01 ... 2010-02-10</div><input id='attrs-a9798aa4-c178-4574-be43-ca5af1346ba3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9798aa4-c178-4574-be43-ca5af1346ba3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92fa487a-8b5a-42b0-8d93-a4b1a0525a49' class='xr-var-data-in' type='checkbox'><label for='data-92fa487a-8b5a-42b0-8d93-a4b1a0525a49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2010-02-01T00:00:00.000000000&#x27;, &#x27;2010-02-02T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-02-03T00:00:00.000000000&#x27;, &#x27;2010-02-04T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-02-05T00:00:00.000000000&#x27;, &#x27;2010-02-06T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-02-07T00:00:00.000000000&#x27;, &#x27;2010-02-08T00:00:00.000000000&#x27;,\n",
       "       &#x27;2010-02-09T00:00:00.000000000&#x27;, &#x27;2010-02-10T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>geo</span></div><div class='xr-var-dims'>(geo)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;lat&#x27; &#x27;lon&#x27; &#x27;alt&#x27; &#x27;pre&#x27;</div><input id='attrs-10f456ce-8cd6-4541-ae90-d7d0acb32d4b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10f456ce-8cd6-4541-ae90-d7d0acb32d4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-646ae738-cdf3-4dee-977b-05ec13ec3905' class='xr-var-data-in' type='checkbox'><label for='data-646ae738-cdf3-4dee-977b-05ec13ec3905' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;lat&#x27;, &#x27;lon&#x27;, &#x27;alt&#x27;, &#x27;pre&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7b5d7b47-ac92-4a86-8cf9-35fb844393e1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7b5d7b47-ac92-4a86-8cf9-35fb844393e1' class='xr-section-summary' >Data variables: <span>(5)</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>Davis</span></div><div class='xr-var-dims'>(geo, step, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-69.0 -69.0 -69.0 ... 780.7 900.4</div><input id='attrs-823c18b1-6f65-4a64-bf79-5d93f40ef760' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-823c18b1-6f65-4a64-bf79-5d93f40ef760' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a921a42f-5a61-4946-bb8c-aa77ed05495e' class='xr-var-data-in' type='checkbox'><label for='data-a921a42f-5a61-4946-bb8c-aa77ed05495e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ -69.   ,  -69.   ,  -69.   , ...,  -69.   ,  -69.   ,\n",
       "          -69.   ],\n",
       "        [ -69.073,  -69.074,  -68.975, ...,  -69.248,  -68.879,\n",
       "          -68.796],\n",
       "        [ -69.128,  -69.147,  -68.962, ...,  -69.473,  -68.773,\n",
       "          -68.595],\n",
       "        ...,\n",
       "        [ -70.741,  -78.517,  -76.849, ...,  -88.197,  -78.121,\n",
       "          -61.302],\n",
       "        [ -70.669,  -78.441,  -77.044, ...,  -88.279,  -78.122,\n",
       "          -61.348],\n",
       "        [ -70.587,  -78.354,  -77.24 , ...,  -88.36 ,  -78.128,\n",
       "          -61.392]],\n",
       "\n",
       "       [[  78.   ,   78.   ,   78.   , ...,   78.   ,   78.   ,\n",
       "           78.   ],\n",
       "        [  78.009,   78.233,   78.247, ...,   78.307,   79.023,\n",
       "           79.158],\n",
       "        [  78.044,   78.461,   78.433, ...,   78.656,   79.963,\n",
       "           80.224],\n",
       "...\n",
       "        [3111.3  , 3350.5  , 3398.8  , ..., 2873.3  ,   16.8  ,\n",
       "          767.4  ],\n",
       "        [3139.2  , 3386.2  , 3403.1  , ..., 2879.1  ,   15.6  ,\n",
       "          755.6  ],\n",
       "        [3164.3  , 3426.8  , 3403.7  , ..., 2894.7  ,   14.2  ,\n",
       "          738.   ]],\n",
       "\n",
       "       [[ 842.2  ,  834.8  ,  831.1  , ...,  838.2  ,  824.6  ,\n",
       "          835.5  ],\n",
       "        [ 832.   ,  824.8  ,  827.6  , ...,  807.5  ,  811.6  ,\n",
       "          827.5  ],\n",
       "        [ 822.8  ,  815.1  ,  823.9  , ...,  775.8  ,  799.1  ,\n",
       "          822.   ],\n",
       "        ...,\n",
       "        [ 534.5  ,  422.   ,  385.2  , ...,  459.1  ,  790.6  ,\n",
       "          895.1  ],\n",
       "        [ 533.1  ,  422.3  ,  384.3  , ...,  458.8  ,  786.1  ,\n",
       "          897.4  ],\n",
       "        [ 531.5  ,  422.6  ,  383.7  , ...,  457.8  ,  780.7  ,\n",
       "          900.4  ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>South Pole</span></div><div class='xr-var-dims'>(geo, step, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -90.0 -90.0 ... 635.5 624.7</div><input id='attrs-e3f115ff-588f-4914-a3a4-41371629aaa1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3f115ff-588f-4914-a3a4-41371629aaa1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d9ed429-548b-4a8b-a4e0-3461c9841836' class='xr-var-data-in' type='checkbox'><label for='data-5d9ed429-548b-4a8b-a4e0-3461c9841836' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-90.   , -90.   , -90.   , ..., -90.   , -90.   , -90.   ],\n",
       "        [-89.805, -89.849, -89.906, ..., -89.765, -89.773, -89.816],\n",
       "        [-89.609, -89.654, -89.827, ..., -89.525, -89.548, -89.626],\n",
       "        ...,\n",
       "        [-75.598, -75.523, -76.693, ..., -71.247, -76.971, -78.581],\n",
       "        [-75.561, -75.465, -76.577, ..., -71.269, -76.651, -78.706],\n",
       "        [-75.521, -75.41 , -76.483, ..., -71.306, -76.337, -78.797]],\n",
       "\n",
       "       [[335.   , 335.   , 335.   , ..., 335.   , 335.   , 335.   ],\n",
       "        [-30.928, -39.406, -27.732, ..., -20.244, -23.279, -25.26 ],\n",
       "        [-35.639, -51.347, -30.125, ..., -17.301, -22.764, -24.12 ],\n",
       "        ...,\n",
       "        [  9.241,  -4.052, -17.383, ...,  45.906,  -3.967,  25.699],\n",
       "        [  9.962,  -3.632, -16.398, ...,  46.352,  -3.62 ,  24.248],\n",
       "        [ 10.665,  -3.234, -15.476, ...,  46.734,  -3.207,  22.659]],\n",
       "\n",
       "       [[500.   , 500.   , 500.   , ..., 500.   , 500.   , 500.   ],\n",
       "        [481.8  , 482.6  , 510.1  , ..., 510.   , 499.7  , 503.6  ],\n",
       "        [463.8  , 464.8  , 517.3  , ..., 522.5  , 497.3  , 506.9  ],\n",
       "        ...,\n",
       "        [217.4  , 447.2  ,  78.4  , ...,   0.   , 524.5  , 222.2  ],\n",
       "        [230.3  , 469.8  ,  80.1  , ...,   0.   , 525.   , 219.9  ],\n",
       "        [241.5  , 488.9  ,  83.2  , ...,   0.   , 526.5  , 214.8  ]],\n",
       "\n",
       "       [[636.1  , 638.8  , 638.1  , ..., 635.9  , 641.5  , 645.8  ],\n",
       "        [640.7  , 643.   , 638.7  , ..., 637.8  , 643.8  , 648.   ],\n",
       "        [646.1  , 649.6  , 639.7  , ..., 639.2  , 646.3  , 650.2  ],\n",
       "        ...,\n",
       "        [617.5  , 659.   , 767.5  , ..., 742.7  , 633.9  , 627.3  ],\n",
       "        [612.4  , 656.   , 758.9  , ..., 738.7  , 635.1  , 625.8  ],\n",
       "        [608.6  , 653.3  , 749.7  , ..., 734.9  , 635.5  , 624.7  ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Neumayer</span></div><div class='xr-var-dims'>(geo, step, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-71.0 -71.0 -71.0 ... 959.5 879.1</div><input id='attrs-55a12748-4ac2-4b32-b36f-4f9cbd402742' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-55a12748-4ac2-4b32-b36f-4f9cbd402742' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-938d8414-9931-4356-ada0-b8ee3f0b54ac' class='xr-var-data-in' type='checkbox'><label for='data-938d8414-9931-4356-ada0-b8ee3f0b54ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ -71.   ,  -71.   ,  -71.   , ...,  -71.   ,  -71.   ,\n",
       "          -71.   ],\n",
       "        [ -70.967,  -71.193,  -71.261, ...,  -71.027,  -70.925,\n",
       "          -71.048],\n",
       "        [ -70.92 ,  -71.362,  -71.495, ...,  -71.056,  -70.827,\n",
       "          -71.084],\n",
       "        ...,\n",
       "        [ -63.348,  -49.123,  -42.665, ...,  -48.969,  -67.844,\n",
       "          -65.574],\n",
       "        [ -63.437,  -48.987,  -42.527, ...,  -48.811,  -67.942,\n",
       "          -65.851],\n",
       "        [ -63.526,  -48.847,  -42.398, ...,  -48.664,  -68.045,\n",
       "          -66.103]],\n",
       "\n",
       "       [[ 352.   ,  352.   ,  352.   , ...,  352.   ,  352.   ,\n",
       "          352.   ],\n",
       "        [  -6.574,   -7.031,   -7.554, ...,   -7.034,   -6.915,\n",
       "           -7.527],\n",
       "        [  -5.213,   -5.958,   -7.068, ...,   -6.04 ,   -5.743,\n",
       "           -7.07 ],\n",
       "...\n",
       "        [  90.3  ,  230.4  ,   25.8  , ...,   51.2  ,  315.8  ,\n",
       "         1010.9  ],\n",
       "        [  88.   ,  234.8  ,   24.8  , ...,   52.5  ,  306.7  ,\n",
       "          995.8  ],\n",
       "        [  85.   ,  238.   ,   23.2  , ...,   54.1  ,  298.   ,\n",
       "          985.7  ]],\n",
       "\n",
       "       [[ 884.4  ,  885.9  ,  880.6  , ...,  886.1  ,  894.1  ,\n",
       "          894.7  ],\n",
       "        [ 877.1  ,  866.5  ,  860.7  , ...,  879.   ,  890.9  ,\n",
       "          887.   ],\n",
       "        [ 873.1  ,  847.6  ,  839.8  , ...,  872.4  ,  889.4  ,\n",
       "          880.5  ],\n",
       "        ...,\n",
       "        [ 989.8  ,  986.6  , 1023.9  , ...,  986.3  ,  959.1  ,\n",
       "          877.6  ],\n",
       "        [ 990.1  ,  986.5  , 1024.5  , ...,  986.   ,  959.6  ,\n",
       "          878.6  ],\n",
       "        [ 990.4  ,  986.5  , 1024.1  , ...,  985.5  ,  959.5  ,\n",
       "          879.1  ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Marambio</span></div><div class='xr-var-dims'>(geo, step, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-64.0 -64.0 -64.0 ... 813.5 851.3</div><input id='attrs-16b5957c-71d2-4ec2-bce6-e9ee71e25793' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-16b5957c-71d2-4ec2-bce6-e9ee71e25793' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36899e50-3826-4ffa-a2ef-6b1bcc91d601' class='xr-var-data-in' type='checkbox'><label for='data-36899e50-3826-4ffa-a2ef-6b1bcc91d601' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-6.4000e+01, -6.4000e+01, -6.4000e+01, ..., -6.4000e+01,\n",
       "         -6.4000e+01, -6.4000e+01],\n",
       "        [-6.3827e+01, -6.3983e+01, -6.3987e+01, ..., -6.3847e+01,\n",
       "         -6.3759e+01, -6.4037e+01],\n",
       "        [-6.3667e+01, -6.3960e+01, -6.3978e+01, ..., -6.3717e+01,\n",
       "         -6.3516e+01, -6.4040e+01],\n",
       "        ...,\n",
       "        [-6.1734e+01, -6.2668e+01, -6.7626e+01, ..., -6.8732e+01,\n",
       "         -6.8238e+01, -6.6951e+01],\n",
       "        [-6.1506e+01, -6.2636e+01, -6.7668e+01, ..., -6.8937e+01,\n",
       "         -6.8424e+01, -6.7053e+01],\n",
       "        [-6.1252e+01, -6.2602e+01, -6.7699e+01, ..., -6.9131e+01,\n",
       "         -6.8622e+01, -6.7146e+01]],\n",
       "\n",
       "       [[ 3.0300e+02,  3.0300e+02,  3.0300e+02, ...,  3.0300e+02,\n",
       "          3.0300e+02,  3.0300e+02],\n",
       "        [-5.6895e+01, -5.6558e+01, -5.6487e+01, ..., -5.6632e+01,\n",
       "         -5.5693e+01, -5.5841e+01],\n",
       "        [-5.6829e+01, -5.6161e+01, -5.5973e+01, ..., -5.6336e+01,\n",
       "         -5.4485e+01, -5.4677e+01],\n",
       "...\n",
       "        [ 1.3360e+02,  1.4410e+02,  8.4480e+02, ...,  2.6482e+03,\n",
       "          1.5686e+03,  1.3309e+03],\n",
       "        [ 1.2720e+02,  1.4280e+02,  8.7420e+02, ...,  2.6538e+03,\n",
       "          1.5575e+03,  1.3255e+03],\n",
       "        [ 1.2090e+02,  1.4050e+02,  9.0290e+02, ...,  2.6556e+03,\n",
       "          1.5437e+03,  1.3167e+03]],\n",
       "\n",
       "       [[ 9.1570e+02,  9.1990e+02,  9.1920e+02, ...,  9.2270e+02,\n",
       "          9.1720e+02,  9.0860e+02],\n",
       "        [ 9.1750e+02,  9.2080e+02,  9.2100e+02, ...,  9.2400e+02,\n",
       "          9.2280e+02,  9.1810e+02],\n",
       "        [ 9.1920e+02,  9.2210e+02,  9.2250e+02, ...,  9.2370e+02,\n",
       "          9.2770e+02,  9.2810e+02],\n",
       "        ...,\n",
       "        [ 9.5200e+02,  9.5810e+02,  8.8660e+02, ...,  7.0140e+02,\n",
       "          8.1470e+02,  8.4980e+02],\n",
       "        [ 9.5410e+02,  9.5780e+02,  8.8450e+02, ...,  7.0030e+02,\n",
       "          8.1400e+02,  8.5030e+02],\n",
       "        [ 9.5640e+02,  9.5760e+02,  8.8080e+02, ...,  6.9970e+02,\n",
       "          8.1350e+02,  8.5130e+02]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Maitri</span></div><div class='xr-var-dims'>(geo, step, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-70.0 -70.0 -70.0 ... 929.9 875.4</div><input id='attrs-2b3e65c4-d4fa-4ac9-9cbe-c38df366d88e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b3e65c4-d4fa-4ac9-9cbe-c38df366d88e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79f7d123-0e85-409b-821f-96181ac772d5' class='xr-var-data-in' type='checkbox'><label for='data-79f7d123-0e85-409b-821f-96181ac772d5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ -70.   ,  -70.   ,  -70.   , ...,  -70.   ,  -70.   ,\n",
       "          -70.   ],\n",
       "        [ -70.052,  -70.016,  -70.117, ...,  -69.699,  -70.006,\n",
       "          -69.975],\n",
       "        [ -70.115,  -69.992,  -70.175, ...,  -69.382,  -69.999,\n",
       "          -69.918],\n",
       "        ...,\n",
       "        [ -60.854,  -51.435,  -42.406, ...,  -59.259,  -63.056,\n",
       "          -64.269],\n",
       "        [ -60.997,  -51.592,  -42.312, ...,  -59.529,  -62.962,\n",
       "          -64.614],\n",
       "        [ -61.118,  -51.768,  -42.229, ...,  -59.832,  -62.874,\n",
       "          -64.941]],\n",
       "\n",
       "       [[  11.   ,   11.   ,   11.   , ...,   11.   ,   11.   ,\n",
       "           11.   ],\n",
       "        [  12.467,   12.855,   12.86 , ...,   12.422,   11.466,\n",
       "           10.984],\n",
       "        [  13.931,   14.605,   14.679, ...,   13.626,   11.939,\n",
       "           10.96 ],\n",
       "...\n",
       "        [ 660.4  ,  590.4  ,  265.4  , ...,  467.1  ,  358.7  ,\n",
       "         1056.3  ],\n",
       "        [ 678.4  ,  598.5  ,  258.7  , ...,  482.1  ,  351.3  ,\n",
       "         1044.   ],\n",
       "        [ 694.8  ,  609.   ,  248.9  , ...,  495.4  ,  344.3  ,\n",
       "         1034.8  ]],\n",
       "\n",
       "       [[ 888.6  ,  882.2  ,  875.3  , ...,  894.6  ,  899.7  ,\n",
       "          896.6  ],\n",
       "        [ 881.2  ,  881.   ,  855.   , ...,  905.1  ,  894.5  ,\n",
       "          894.3  ],\n",
       "        [ 876.1  ,  886.3  ,  846.6  , ...,  917.4  ,  891.9  ,\n",
       "          894.   ],\n",
       "        ...,\n",
       "        [ 925.8  ,  932.6  ,  994.8  , ...,  909.   ,  930.1  ,\n",
       "          872.8  ],\n",
       "        [ 923.8  ,  931.7  ,  995.   , ...,  906.7  ,  930.   ,\n",
       "          874.2  ],\n",
       "        [ 922.3  ,  931.   ,  995.6  , ...,  904.7  ,  929.9  ,\n",
       "          875.4  ]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c28afa8f-bfaf-42f2-9834-1006cfb63ae7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c28afa8f-bfaf-42f2-9834-1006cfb63ae7' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (geo: 4, step: 121, time: 10)\n",
       "Coordinates:\n",
       "  * step        (step) int64 0 1 2 3 4 5 6 7 ... 113 114 115 116 117 118 119 120\n",
       "  * time        (time) datetime64[ns] 2010-02-01 2010-02-02 ... 2010-02-10\n",
       "  * geo         (geo) <U3 'lat' 'lon' 'alt' 'pre'\n",
       "Data variables:\n",
       "    Davis       (geo, step, time) float64 -69.0 -69.0 -69.0 ... 780.7 900.4\n",
       "    South Pole  (geo, step, time) float64 -90.0 -90.0 -90.0 ... 635.5 624.7\n",
       "    Neumayer    (geo, step, time) float64 -71.0 -71.0 -71.0 ... 959.5 879.1\n",
       "    Marambio    (geo, step, time) float64 -64.0 -64.0 -64.0 ... 813.5 851.3\n",
       "    Maitri      (geo, step, time) float64 -70.0 -70.0 -70.0 ... 929.9 875.4"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 1min 39s\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 5;\n",
       "                var nbb_unformatted_code = \"dates = pd.date_range(\\\"2010-02-01\\\", freq=\\\"24H\\\", end=\\\"2010-02-10\\\")\\nhy = HyTraj(stations, height, run_time, working, metdir, outdir, met_type)\\ndata = hy.run(dates, njobs=7)\\ndata\";\n",
       "                var nbb_formatted_code = \"dates = pd.date_range(\\\"2010-02-01\\\", freq=\\\"24H\\\", end=\\\"2010-02-10\\\")\\nhy = HyTraj(stations, height, run_time, working, metdir, outdir, met_type)\\ndata = hy.run(dates, njobs=7)\\ndata\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dates = pd.date_range(\"2010-02-01\", freq=\"24H\", end=\"2010-02-10\")\n",
    "hy = HyTraj(stations, height, run_time, working, metdir, outdir, met_type)\n",
    "data = hy.run(dates, njobs=7)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x1100 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 1.11 s\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 28;\n",
       "                var nbb_unformatted_code = \"hy.plot(\\n    data[\\\"Neumayer\\\"],\\n    vertical=\\\"alt\\\",\\n    show=False,\\n)\\nplt.savefig(\\\"/home/pankaj/phd/code/hytraj/ex.png\\\", bbox_inches=\\\"tight\\\")\\nplt.show()\";\n",
       "                var nbb_formatted_code = \"hy.plot(\\n    data[\\\"Neumayer\\\"],\\n    vertical=\\\"alt\\\",\\n    show=False,\\n)\\nplt.savefig(\\\"/home/pankaj/phd/code/hytraj/ex.png\\\", bbox_inches=\\\"tight\\\")\\nplt.show()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hy.plot(\n",
    "    data[\"Neumayer\"],\n",
    "    vertical=\"alt\",\n",
    "    show=False,\n",
    ")\n",
    "plt.savefig(\"/home/pankaj/phd/code/hytraj/ex.png\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}