docs/examples/09-mars-odb.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "!pip install --quiet climetlab[interactive]"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# ECMWF Observation bespoke format (ODB)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "import climetlab as cml"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "source = cml.load_source(\n",
    "    \"mars\",\n",
    "    type=\"ofb\",\n",
    "    obsgroup=\"conv\",\n",
    "    time=\"12\",\n",
    "    format=\"odb\",\n",
    "    reportype=16001,\n",
    "    date=\"2020-05-18\",\n",
    ")"
   ],
   "outputs": [],
   "metadata": {
    "tags": []
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "pd = source.to_pandas()"
   ],
   "outputs": [],
   "metadata": {
    "tags": []
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "pd"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <td>33.596455</td>\n",
       "      <td>0.260278</td>\n",
       "      <td>0.011694</td>\n",
       "    </tr>\n",
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       "<p>410020 rows × 51 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        type    expver  class  stream    andate  antime  reportype  \\\n",
       "0        263      0001      1    1025  20200518  120000      16001   \n",
       "1        263      0001      1    1025  20200518  120000      16001   \n",
       "2        263      0001      1    1025  20200518  120000      16001   \n",
       "3        263      0001      1    1025  20200518  120000      16001   \n",
       "4        263      0001      1    1025  20200518  120000      16001   \n",
       "...      ...       ...    ...     ...       ...     ...        ...   \n",
       "410015   263      0001      1    1025  20200518  120000      16001   \n",
       "410016   263      0001      1    1025  20200518  120000      16001   \n",
       "410017   263      0001      1    1025  20200518  120000      16001   \n",
       "410018   263      0001      1    1025  20200518  120000      16001   \n",
       "410019   263      0001      1    1025  20200518  120000      16001   \n",
       "\n",
       "        numtsl@desc  timeslot@timeslot_index  seqno@hdr  ...  \\\n",
       "0                17                       15       4443  ...   \n",
       "1                17                       15       4443  ...   \n",
       "2                17                       15       4443  ...   \n",
       "3                17                       15       4443  ...   \n",
       "4                17                       15       4443  ...   \n",
       "...             ...                      ...        ...  ...   \n",
       "410015           17                       15    9133718  ...   \n",
       "410016           17                       15    9133718  ...   \n",
       "410017           17                       15    9133718  ...   \n",
       "410018           17                       15    9133718  ...   \n",
       "410019           17                       15    9133718  ...   \n",
       "\n",
       "        datum_rdbflag@body  biascorr@body  biascorr_fg@body  qc_pge@body  \\\n",
       "0                        0            NaN               NaN          NaN   \n",
       "1                        0            NaN               NaN          NaN   \n",
       "2                        0            0.0               0.0          NaN   \n",
       "3                        0            0.0               0.0          NaN   \n",
       "4                        0            0.0               0.0          NaN   \n",
       "...                    ...            ...               ...          ...   \n",
       "410015                   0            0.0               0.0          NaN   \n",
       "410016                   0            0.0               0.0          NaN   \n",
       "410017                   0            0.0               0.0          NaN   \n",
       "410018                   0            0.0               0.0          NaN   \n",
       "410019                   0            0.0               0.0          NaN   \n",
       "\n",
       "        an_depar@body  fg_depar@body obs_error@errstat  \\\n",
       "0          -10.560810     -14.283884         41.155659   \n",
       "1           36.250599      34.712360         41.155659   \n",
       "2           -9.160848     -12.384340         33.596455   \n",
       "3                 NaN            NaN               NaN   \n",
       "4            2.482570       2.683633          1.408449   \n",
       "...               ...            ...               ...   \n",
       "410015            NaN            NaN               NaN   \n",
       "410016            NaN            NaN               NaN   \n",
       "410017            NaN            NaN               NaN   \n",
       "410018            NaN            NaN               NaN   \n",
       "410019            NaN            NaN               NaN   \n",
       "\n",
       "       final_obs_error@errstat  fg_error@errstat  eda_spread@errstat  \n",
       "0                    41.155659         25.144444           13.044278  \n",
       "1                    41.155659         25.144444           13.044278  \n",
       "2                    33.596455          0.260278            0.011694  \n",
       "3                          NaN               NaN                 NaN  \n",
       "4                     1.408449          0.502528            0.395115  \n",
       "...                        ...               ...                 ...  \n",
       "410015                     NaN               NaN                 NaN  \n",
       "410016                     NaN               NaN                 NaN  \n",
       "410017                     NaN               NaN                 NaN  \n",
       "410018                     NaN               NaN                 NaN  \n",
       "410019                     NaN               NaN                 NaN  \n",
       "\n",
       "[410020 rows x 51 columns]"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "cml.plot_map(pd)"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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",
      "text/plain": [
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      ]
     },
     "metadata": {
      "image/png": {
       "width": 680
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    }
   ],
   "metadata": {}
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
 "nbformat": 4,
 "nbformat_minor": 4
}