docs/examples/50-working-with-gribs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m22.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install --quiet climetlab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating a shared dataset of GRIBs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import climetlab as cml"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download data to the climetlab cache"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2022-12-06 14:12:29 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:12:29 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:12:29 Welcome Florian Pinault\n",
      "2022-12-06 14:12:30 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:12:30 Request submitted\n",
      "2022-12-06 14:12:30 Request id: 638f3fbe457ff7b14dec36fc\n",
      "2022-12-06 14:12:30 Request is submitted\n",
      "2022-12-06 14:12:32 Request is active\n",
      "2022-12-06 14:12:37 Calling 'nice mars /tmp/20221206-1310/23/tmp-_marsvHsjNS.req'\n",
      "2022-12-06 14:12:37 mars - WARN -\n",
      "2022-12-06 14:12:37 mars - WARN -\n",
      "2022-12-06 14:12:37 MIR environment variables:\n",
      "2022-12-06 14:12:37 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:12:37 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Welcome to MARS\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - package mir version: 1.12.1\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - package odc version: 1.4.4\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - package fdb version: 5.10.7\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - package metkit version: 1.9.1\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - package eckit version: 1.19.0\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:12:37 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-01-01/2012-01-02/2012-01-03/2012-01-04/2012-01-05/2012-01-06/2012-01-07/2012-01-08/2012-01-09/2012-01-10/2012-01-11/2012-01-12/2012-01-13/2012-01-14/2012-01-15/2012-01-16/2012-01-17/2012-01-18/2012-01-19/2012-01-20/2012-01-21/2012-01-22/2012-01-23/2012-01-24/2012-01-25/2012-01-26/2012-01-27/2012-01-28/2012-01-29/2012-01-30/2012-01-31mars - INFO   - 20221206.131231 - Automatic split by date is on\n",
      "2022-12-06 14:12:37 \n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Processing request 1\n",
      "2022-12-06 14:12:37 \n",
      "2022-12-06 14:12:37 RETRIEVE,\n",
      "2022-12-06 14:12:37     CLASS      = OD,\n",
      "2022-12-06 14:12:37     TYPE       = AN,\n",
      "2022-12-06 14:12:37     STREAM     = OPER,\n",
      "2022-12-06 14:12:37     EXPVER     = 0001,\n",
      "2022-12-06 14:12:37     REPRES     = GG,\n",
      "2022-12-06 14:12:37     LEVTYPE    = SFC,\n",
      "2022-12-06 14:12:37     PARAM      = 167,\n",
      "2022-12-06 14:12:37     TIME       = 1200,\n",
      "2022-12-06 14:12:37     STEP       = 00,\n",
      "2022-12-06 14:12:37     DOMAIN     = G,\n",
      "2022-12-06 14:12:37     RESOL      = AUTO,\n",
      "2022-12-06 14:12:37     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:12:37     GRID       = 1/1,\n",
      "2022-12-06 14:12:37     PADDING    = 0,\n",
      "2022-12-06 14:12:37     DATE       = 20120101/20120102/20120103/20120104/20120105/20120106/20120107/20120108/20120109/20120110/20120111/20120112/20120113/20120114/20120115/20120116/20120117/20120118/20120119/20120120/20120121/20120122/20120123/20120124/20120125/20120126/20120127/20120128/20120129/20120130/20120131\n",
      "2022-12-06 14:12:37 \n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Web API request id: 638f3fbe457ff7b14dec36fc\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Requesting 31 fields\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:12:37 mars - WARN   - 20221206.131231 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:12:37 mars - WARN   - 20221206.131231 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Calling mars on 'fdbprod', local port is 46449\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Server task is 175 [ATOS FDB]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131231 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Looking up FDB indexes: 0.067791 second elapsed, 0.058788 second cpu [ATOS FDB]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Calling mars on 'fdbbc', local port is 59628\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Server task is 629 [ATOS FDB BC]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Looking up FDB indexes: 0.010776 second elapsed, 0.010705 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Calling mars on 'marsod-core', local port is 52894\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Server task is 762 [marsod]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Request cost: 31 fields, 126.654 Mbytes online, nodes: mvr010 [marsod]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131232 - Transfering 132806232 bytes\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131236 - 31 fields retrieved from 'marsod'\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131236 - 31 fields have been interpolated\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131236 - Request time:  wall: 4 sec\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131236 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131236 -   Read from network: 126.65 Mbyte(s) in 3 sec  [47.62 Mbyte/sec]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131236 -   Writing to target file: 192.84 Kbyte(s) in < 1 sec [6.67 Mbyte/sec]\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131236 - Memory used: 57.40 Mbyte(s)\n",
      "2022-12-06 14:12:37 mars - INFO   - 20221206.131236 - No errors reported\n",
      "2022-12-06 14:12:37 Process '['nice', 'mars', '/tmp/20221206-1310/23/tmp-_marsvHsjNS.req']' finished\n",
      "2022-12-06 14:12:37 Request is complete\n",
      "2022-12-06 14:12:37 Transfering 192.842 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-c149696861938d3c643f12c313aaabd0540b395e2386d6b19ccc8f6f2ddd1b41.cache.tmp\n",
      "2022-12-06 14:12:37 From https://stream.ecmwf.int/data/webmars-private-svc-blue-005/data/scratch/20221206-1310/51/_mars-webmars-private-svc-blue-005-6fe5cac1a363ec1525f54343b6cc9fd8-tg_NUX.grib\n",
      "2022-12-06 14:12:37 Transfer rate 500.63 Kbytes/s\n",
      "2022-12-06 14:12:38 Done\n",
      "2022-12-06 14:12:38 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:12:38 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:12:38 Welcome Florian Pinault\n",
      "2022-12-06 14:12:39 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:12:39 Request submitted\n",
      "2022-12-06 14:12:39 Request id: 638f3fc71e563c181ffa6c68\n",
      "2022-12-06 14:12:39 Request is submitted\n",
      "2022-12-06 14:12:41 Request is queued\n",
      "2022-12-06 14:12:46 Calling 'nice mars /tmp/20221206-1310/f2/tmp-_marsKJxiOe.req'\n",
      "2022-12-06 14:12:46 mars - WARN -\n",
      "2022-12-06 14:12:46 mars - WARN -\n",
      "2022-12-06 14:12:46 MIR environment variables:\n",
      "2022-12-06 14:12:46 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:12:46 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Welcome to MARS\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - package mir version: 1.12.1\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - package odc version: 1.4.4\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - package fdb version: 5.10.7\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - package metkit version: 1.9.1\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - package eckit version: 1.19.0\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:12:46 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-02-01/2012-02-02/2012-02-03/2012-02-04/2012-02-05/2012-02-06/2012-02-07/2012-02-08/2012-02-09/2012-02-10/2012-02-11/2012-02-12/2012-02-13/2012-02-14/2012-02-15/2012-02-16/2012-02-17/2012-02-18/2012-02-19/2012-02-20/2012-02-21/2012-02-22/2012-02-23/2012-02-24/2012-02-25/2012-02-26/2012-02-27/2012-02-28/2012-02-29mars - INFO   - 20221206.131241 - Automatic split by date is on\n",
      "2022-12-06 14:12:46 \n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Processing request 1\n",
      "2022-12-06 14:12:46 \n",
      "2022-12-06 14:12:46 RETRIEVE,\n",
      "2022-12-06 14:12:46     CLASS      = OD,\n",
      "2022-12-06 14:12:46     TYPE       = AN,\n",
      "2022-12-06 14:12:46     STREAM     = OPER,\n",
      "2022-12-06 14:12:46     EXPVER     = 0001,\n",
      "2022-12-06 14:12:46     REPRES     = GG,\n",
      "2022-12-06 14:12:46     LEVTYPE    = SFC,\n",
      "2022-12-06 14:12:46     PARAM      = 167,\n",
      "2022-12-06 14:12:46     TIME       = 1200,\n",
      "2022-12-06 14:12:46     STEP       = 00,\n",
      "2022-12-06 14:12:46     DOMAIN     = G,\n",
      "2022-12-06 14:12:46     RESOL      = AUTO,\n",
      "2022-12-06 14:12:46     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:12:46     GRID       = 1/1,\n",
      "2022-12-06 14:12:46     PADDING    = 0,\n",
      "2022-12-06 14:12:46     DATE       = 20120201/20120202/20120203/20120204/20120205/20120206/20120207/20120208/20120209/20120210/20120211/20120212/20120213/20120214/20120215/20120216/20120217/20120218/20120219/20120220/20120221/20120222/20120223/20120224/20120225/20120226/20120227/20120228/20120229\n",
      "2022-12-06 14:12:46 \n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Web API request id: 638f3fc71e563c181ffa6c68\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Requesting 29 fields\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:12:46 mars - WARN   - 20221206.131241 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:12:46 mars - WARN   - 20221206.131241 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Calling mars on 'fdbprod', local port is 42344\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Server task is 860 [ATOS FDB]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131241 - Looking up FDB indexes: 0.063948 second elapsed, 0.055405 second cpu [ATOS FDB]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - Calling mars on 'fdbbc', local port is 35531\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - Server task is 900 [ATOS FDB BC]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - Looking up FDB indexes: 0.011755 second elapsed, 0.011105 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - Calling mars on 'marsod-core', local port is 39073\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - Server task is 149 [marsod]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - Request cost: 29 fields, 118.483 Mbytes online, nodes: mvr006 [marsod]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131242 - Transfering 124238088 bytes\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131245 - 29 fields retrieved from 'marsod'\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131245 - 29 fields have been interpolated\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131245 - Request time:  wall: 4 sec\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131245 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131245 -   Read from network: 118.48 Mbyte(s) in 3 sec  [46.27 Mbyte/sec]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131245 -   Writing to target file: 180.40 Kbyte(s) in < 1 sec [4.47 Mbyte/sec]\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131245 - Memory used: 57.40 Mbyte(s)\n",
      "2022-12-06 14:12:46 mars - INFO   - 20221206.131245 - No errors reported\n",
      "2022-12-06 14:12:46 Process '['nice', 'mars', '/tmp/20221206-1310/f2/tmp-_marsKJxiOe.req']' finished\n",
      "2022-12-06 14:12:46 Request is complete\n",
      "2022-12-06 14:12:46 Transfering 180.4 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-16ce872a11c5f3b91f39be71c8117d69944a5a738bf454cff705303b46675497.cache.tmp\n",
      "2022-12-06 14:12:46 From https://stream.ecmwf.int/data/webmars-private-svc-blue-001/data/scratch/20221206-1310/08/_mars-webmars-private-svc-blue-001-6fe5cac1a363ec1525f54343b6cc9fd8-m19yiJ.grib\n",
      "2022-12-06 14:12:46 Transfer rate 502.732 Kbytes/s\n",
      "2022-12-06 14:12:47 Done\n",
      "2022-12-06 14:12:47 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:12:47 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:12:47 Welcome Florian Pinault\n",
      "2022-12-06 14:12:48 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:12:48 Request submitted\n",
      "2022-12-06 14:12:48 Request id: 638f3fd0ee6a8d759fec36fd\n",
      "2022-12-06 14:12:48 Request is submitted\n",
      "2022-12-06 14:12:49 Request is active\n",
      "2022-12-06 14:12:55 Calling 'nice mars /tmp/20221206-1310/3c/tmp-_marsagQidS.req'\n",
      "2022-12-06 14:12:55 mars - WARN -\n",
      "2022-12-06 14:12:55 mars - WARN -\n",
      "2022-12-06 14:12:55 MIR environment variables:\n",
      "2022-12-06 14:12:55 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:12:55 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Welcome to MARS\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - package mir version: 1.12.1\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - package odc version: 1.4.4\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - package fdb version: 5.10.7\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - package metkit version: 1.9.1\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - package eckit version: 1.19.0\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:12:55 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-03-01/2012-03-02/2012-03-03/2012-03-04/2012-03-05/2012-03-06/2012-03-07/2012-03-08/2012-03-09/2012-03-10/2012-03-11/2012-03-12/2012-03-13/2012-03-14/2012-03-15/2012-03-16/2012-03-17/2012-03-18/2012-03-19/2012-03-20/2012-03-21/2012-03-22/2012-03-23/2012-03-24/2012-03-25/2012-03-26/2012-03-27/2012-03-28/2012-03-29/2012-03-30/2012-03-31mars - INFO   - 20221206.131249 - Automatic split by date is on\n",
      "2022-12-06 14:12:55 \n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Processing request 1\n",
      "2022-12-06 14:12:55 \n",
      "2022-12-06 14:12:55 RETRIEVE,\n",
      "2022-12-06 14:12:55     CLASS      = OD,\n",
      "2022-12-06 14:12:55     TYPE       = AN,\n",
      "2022-12-06 14:12:55     STREAM     = OPER,\n",
      "2022-12-06 14:12:55     EXPVER     = 0001,\n",
      "2022-12-06 14:12:55     REPRES     = GG,\n",
      "2022-12-06 14:12:55     LEVTYPE    = SFC,\n",
      "2022-12-06 14:12:55     PARAM      = 167,\n",
      "2022-12-06 14:12:55     TIME       = 1200,\n",
      "2022-12-06 14:12:55     STEP       = 00,\n",
      "2022-12-06 14:12:55     DOMAIN     = G,\n",
      "2022-12-06 14:12:55     RESOL      = AUTO,\n",
      "2022-12-06 14:12:55     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:12:55     GRID       = 1/1,\n",
      "2022-12-06 14:12:55     PADDING    = 0,\n",
      "2022-12-06 14:12:55     DATE       = 20120301/20120302/20120303/20120304/20120305/20120306/20120307/20120308/20120309/20120310/20120311/20120312/20120313/20120314/20120315/20120316/20120317/20120318/20120319/20120320/20120321/20120322/20120323/20120324/20120325/20120326/20120327/20120328/20120329/20120330/20120331\n",
      "2022-12-06 14:12:55 \n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Web API request id: 638f3fd0ee6a8d759fec36fd\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Requesting 31 fields\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:12:55 mars - WARN   - 20221206.131249 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:12:55 mars - WARN   - 20221206.131249 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Calling mars on 'fdbprod', local port is 48180\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Server task is 206 [ATOS FDB]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Looking up FDB indexes: 0.070759 second elapsed, 0.060869 second cpu [ATOS FDB]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Calling mars on 'fdbbc', local port is 43958\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Server task is 156 [ATOS FDB BC]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131249 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131250 - Looking up FDB indexes: 0.012214 second elapsed, 0.011709 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131250 - Calling mars on 'marsod-core', local port is 41660\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131250 - Server task is 847 [marsod]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131250 - Request cost: 31 fields, 126.654 Mbytes online, nodes: mvr006 mvr008 [marsod]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131250 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131250 - Transfering 132806232 bytes\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131254 - 31 fields retrieved from 'marsod'\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131254 - 31 fields have been interpolated\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131254 - Request time:  wall: 5 sec\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131254 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131254 -   Read from network: 126.65 Mbyte(s) in 3 sec  [38.07 Mbyte/sec]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131254 -   Writing to target file: 192.84 Kbyte(s) in < 1 sec [3.93 Mbyte/sec]\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131254 - Memory used: 57.40 Mbyte(s)\n",
      "2022-12-06 14:12:55 mars - INFO   - 20221206.131254 - No errors reported\n",
      "2022-12-06 14:12:55 Process '['nice', 'mars', '/tmp/20221206-1310/3c/tmp-_marsagQidS.req']' finished\n",
      "2022-12-06 14:12:55 Request is complete\n",
      "2022-12-06 14:12:55 Transfering 192.842 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-f7438015c79b0b04fd360396621e5367cd2c69b31e8cebf049c0f7bdb3212d22.cache.tmp\n",
      "2022-12-06 14:12:55 From https://stream.ecmwf.int/data/webmars-private-svc-blue-004/data/scratch/20221206-1310/2c/_mars-webmars-private-svc-blue-004-6fe5cac1a363ec1525f54343b6cc9fd8-46m4wk.grib\n",
      "2022-12-06 14:12:55 Transfer rate 544.041 Kbytes/s\n",
      "2022-12-06 14:12:55 Done\n",
      "2022-12-06 14:12:55 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:12:55 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:12:56 Welcome Florian Pinault\n",
      "2022-12-06 14:12:56 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:12:57 Request submitted\n",
      "2022-12-06 14:12:57 Request id: 638f3fd934afd1df69ec36fa\n",
      "2022-12-06 14:12:57 Request is submitted\n",
      "2022-12-06 14:12:58 Request is active\n",
      "2022-12-06 14:13:03 Calling 'nice mars /tmp/20221206-1310/55/tmp-_marsbYvOOd.req'\n",
      "2022-12-06 14:13:03 mars - WARN -\n",
      "2022-12-06 14:13:03 mars - WARN -\n",
      "2022-12-06 14:13:03 MIR environment variables:\n",
      "2022-12-06 14:13:03 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:13:03 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Welcome to MARS\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - package mir version: 1.12.1\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - package odc version: 1.4.4\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - package fdb version: 5.10.7\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - package metkit version: 1.9.1\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - package eckit version: 1.19.0\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:13:03 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-04-01/2012-04-02/2012-04-03/2012-04-04/2012-04-05/2012-04-06/2012-04-07/2012-04-08/2012-04-09/2012-04-10/2012-04-11/2012-04-12/2012-04-13/2012-04-14/2012-04-15/2012-04-16/2012-04-17/2012-04-18/2012-04-19/2012-04-20/2012-04-21/2012-04-22/2012-04-23/2012-04-24/2012-04-25/2012-04-26/2012-04-27/2012-04-28/2012-04-29/2012-04-30mars - INFO   - 20221206.131258 - Automatic split by date is on\n",
      "2022-12-06 14:13:03 \n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Processing request 1\n",
      "2022-12-06 14:13:03 \n",
      "2022-12-06 14:13:03 RETRIEVE,\n",
      "2022-12-06 14:13:03     CLASS      = OD,\n",
      "2022-12-06 14:13:03     TYPE       = AN,\n",
      "2022-12-06 14:13:03     STREAM     = OPER,\n",
      "2022-12-06 14:13:03     EXPVER     = 0001,\n",
      "2022-12-06 14:13:03     REPRES     = GG,\n",
      "2022-12-06 14:13:03     LEVTYPE    = SFC,\n",
      "2022-12-06 14:13:03     PARAM      = 167,\n",
      "2022-12-06 14:13:03     TIME       = 1200,\n",
      "2022-12-06 14:13:03     STEP       = 00,\n",
      "2022-12-06 14:13:03     DOMAIN     = G,\n",
      "2022-12-06 14:13:03     RESOL      = AUTO,\n",
      "2022-12-06 14:13:03     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:13:03     GRID       = 1/1,\n",
      "2022-12-06 14:13:03     PADDING    = 0,\n",
      "2022-12-06 14:13:03     DATE       = 20120401/20120402/20120403/20120404/20120405/20120406/20120407/20120408/20120409/20120410/20120411/20120412/20120413/20120414/20120415/20120416/20120417/20120418/20120419/20120420/20120421/20120422/20120423/20120424/20120425/20120426/20120427/20120428/20120429/20120430\n",
      "2022-12-06 14:13:03 \n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Web API request id: 638f3fd934afd1df69ec36fa\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Requesting 30 fields\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:13:03 mars - WARN   - 20221206.131258 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:13:03 mars - WARN   - 20221206.131258 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Calling mars on 'fdbprod', local port is 42885\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Server task is 479 [ATOS FDB]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Looking up FDB indexes: 0.065497 second elapsed, 0.056497 second cpu [ATOS FDB]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Calling mars on 'fdbbc', local port is 57422\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Server task is 827 [ATOS FDB BC]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Looking up FDB indexes: 0.010571 second elapsed, 0.010524 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131258 - Calling mars on 'marsod-core', local port is 57073\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131259 - Server task is 38 [marsod]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131259 - Request cost: 30 fields, 122.568 Mbytes online, nodes: mvr006 mvr008 [marsod]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131259 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131259 - Transfering 128522160 bytes\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131302 - 30 fields retrieved from 'marsod'\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131302 - 30 fields have been interpolated\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131302 - Request time:  wall: 5 sec\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131302 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131302 -   Read from network: 122.57 Mbyte(s) in 3 sec  [41.26 Mbyte/sec]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131302 -   Writing to target file: 186.62 Kbyte(s) in < 1 sec [5.51 Mbyte/sec]\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131302 - Memory used: 57.41 Mbyte(s)\n",
      "2022-12-06 14:13:03 mars - INFO   - 20221206.131302 - No errors reported\n",
      "2022-12-06 14:13:03 Process '['nice', 'mars', '/tmp/20221206-1310/55/tmp-_marsbYvOOd.req']' finished\n",
      "2022-12-06 14:13:03 Request is complete\n",
      "2022-12-06 14:13:03 Transfering 186.621 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-ed2ab4d5cd22ea26a9515feebafe0d927026108eb09acc4abf70d24b6817e4a6.cache.tmp\n",
      "2022-12-06 14:13:03 From https://stream.ecmwf.int/data/webmars-private-svc-blue-011/data/scratch/20221206-1310/25/_mars-webmars-private-svc-blue-011-6fe5cac1a363ec1525f54343b6cc9fd8-YTQReE.grib\n",
      "2022-12-06 14:13:04 Transfer rate 521.267 Kbytes/s\n",
      "2022-12-06 14:13:04 Done\n",
      "2022-12-06 14:13:04 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:13:04 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:13:04 Welcome Florian Pinault\n",
      "2022-12-06 14:13:05 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:13:05 Request submitted\n",
      "2022-12-06 14:13:05 Request id: 638f3fe1e0c5f2f157ec3702\n",
      "2022-12-06 14:13:05 Request is submitted\n",
      "2022-12-06 14:13:07 Request is active\n",
      "2022-12-06 14:13:12 Calling 'nice mars /tmp/20221206-1310/a3/tmp-_marshtTEhk.req'\n",
      "2022-12-06 14:13:12 mars - WARN -\n",
      "2022-12-06 14:13:12 mars - WARN -\n",
      "2022-12-06 14:13:12 MIR environment variables:\n",
      "2022-12-06 14:13:12 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:13:12 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Welcome to MARS\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - package mir version: 1.12.1\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - package odc version: 1.4.4\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - package fdb version: 5.10.7\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - package metkit version: 1.9.1\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - package eckit version: 1.19.0\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:13:12 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-05-01/2012-05-02/2012-05-03/2012-05-04/2012-05-05/2012-05-06/2012-05-07/2012-05-08/2012-05-09/2012-05-10/2012-05-11/2012-05-12/2012-05-13/2012-05-14/2012-05-15/2012-05-16/2012-05-17/2012-05-18/2012-05-19/2012-05-20/2012-05-21/2012-05-22/2012-05-23/2012-05-24/2012-05-25/2012-05-26/2012-05-27/2012-05-28/2012-05-29/2012-05-30/2012-05-31mars - INFO   - 20221206.131306 - Automatic split by date is on\n",
      "2022-12-06 14:13:12 \n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Processing request 1\n",
      "2022-12-06 14:13:12 \n",
      "2022-12-06 14:13:12 RETRIEVE,\n",
      "2022-12-06 14:13:12     CLASS      = OD,\n",
      "2022-12-06 14:13:12     TYPE       = AN,\n",
      "2022-12-06 14:13:12     STREAM     = OPER,\n",
      "2022-12-06 14:13:12     EXPVER     = 0001,\n",
      "2022-12-06 14:13:12     REPRES     = GG,\n",
      "2022-12-06 14:13:12     LEVTYPE    = SFC,\n",
      "2022-12-06 14:13:12     PARAM      = 167,\n",
      "2022-12-06 14:13:12     TIME       = 1200,\n",
      "2022-12-06 14:13:12     STEP       = 00,\n",
      "2022-12-06 14:13:12     DOMAIN     = G,\n",
      "2022-12-06 14:13:12     RESOL      = AUTO,\n",
      "2022-12-06 14:13:12     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:13:12     GRID       = 1/1,\n",
      "2022-12-06 14:13:12     PADDING    = 0,\n",
      "2022-12-06 14:13:12     DATE       = 20120501/20120502/20120503/20120504/20120505/20120506/20120507/20120508/20120509/20120510/20120511/20120512/20120513/20120514/20120515/20120516/20120517/20120518/20120519/20120520/20120521/20120522/20120523/20120524/20120525/20120526/20120527/20120528/20120529/20120530/20120531\n",
      "2022-12-06 14:13:12 \n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Web API request id: 638f3fe1e0c5f2f157ec3702\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Requesting 31 fields\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:13:12 mars - WARN   - 20221206.131306 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:13:12 mars - WARN   - 20221206.131306 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Calling mars on 'fdbprod', local port is 53041\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Server task is 906 [ATOS FDB]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131306 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Looking up FDB indexes: 0.069236 second elapsed, 0.059727 second cpu [ATOS FDB]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Calling mars on 'fdbbc', local port is 43264\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Server task is 827 [ATOS FDB BC]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Looking up FDB indexes: 0.010703 second elapsed, 0.010657 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Calling mars on 'marsod-core', local port is 59387\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Server task is 596 [marsod]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Request cost: 31 fields, 126.654 Mbytes online, nodes: mvr006 [marsod]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131307 - Transfering 132806232 bytes\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131311 - 31 fields retrieved from 'marsod'\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131311 - 31 fields have been interpolated\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131311 - Request time:  wall: 5 sec\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131311 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131311 -   Read from network: 126.65 Mbyte(s) in 3 sec  [41.18 Mbyte/sec]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131311 -   Writing to target file: 192.84 Kbyte(s) in < 1 sec [7.83 Mbyte/sec]\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131311 - Memory used: 57.40 Mbyte(s)\n",
      "2022-12-06 14:13:12 mars - INFO   - 20221206.131311 - No errors reported\n",
      "2022-12-06 14:13:12 Process '['nice', 'mars', '/tmp/20221206-1310/a3/tmp-_marshtTEhk.req']' finished\n",
      "2022-12-06 14:13:12 Request is complete\n",
      "2022-12-06 14:13:12 Transfering 192.842 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-8fb146d9165f57f748eb358800fb51258a45ab5d0eb1eed933b9f10ea5006f38.cache.tmp\n",
      "2022-12-06 14:13:12 From https://stream.ecmwf.int/data/webmars-private-svc-blue-009/data/scratch/20221206-1310/da/_mars-webmars-private-svc-blue-009-6fe5cac1a363ec1525f54343b6cc9fd8-PTVik2.grib\n",
      "2022-12-06 14:13:12 Transfer rate 557.681 Kbytes/s\n",
      "2022-12-06 14:13:13 Done\n",
      "2022-12-06 14:13:13 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:13:13 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:13:13 Welcome Florian Pinault\n",
      "2022-12-06 14:13:14 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:13:14 Request submitted\n",
      "2022-12-06 14:13:14 Request id: 638f3feaa9264b961b87c78d\n",
      "2022-12-06 14:13:14 Request is submitted\n",
      "2022-12-06 14:13:15 Request is active\n",
      "2022-12-06 14:13:26 Calling 'nice mars /tmp/20221206-1310/13/tmp-_marsqQX9tq.req'\n",
      "2022-12-06 14:13:26 mars - WARN -\n",
      "2022-12-06 14:13:26 mars - WARN -\n",
      "2022-12-06 14:13:26 MIR environment variables:\n",
      "2022-12-06 14:13:26 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:13:26 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Welcome to MARS\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - package mir version: 1.12.1\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - package odc version: 1.4.4\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - package fdb version: 5.10.7\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - package metkit version: 1.9.1\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - package eckit version: 1.19.0\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:13:26 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-06-01/2012-06-02/2012-06-03/2012-06-04/2012-06-05/2012-06-06/2012-06-07/2012-06-08/2012-06-09/2012-06-10/2012-06-11/2012-06-12/2012-06-13/2012-06-14/2012-06-15/2012-06-16/2012-06-17/2012-06-18/2012-06-19/2012-06-20/2012-06-21/2012-06-22/2012-06-23/2012-06-24/2012-06-25/2012-06-26/2012-06-27/2012-06-28/2012-06-29/2012-06-30mars - INFO   - 20221206.131316 - Automatic split by date is on\n",
      "2022-12-06 14:13:26 \n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Processing request 1\n",
      "2022-12-06 14:13:26 \n",
      "2022-12-06 14:13:26 RETRIEVE,\n",
      "2022-12-06 14:13:26     CLASS      = OD,\n",
      "2022-12-06 14:13:26     TYPE       = AN,\n",
      "2022-12-06 14:13:26     STREAM     = OPER,\n",
      "2022-12-06 14:13:26     EXPVER     = 0001,\n",
      "2022-12-06 14:13:26     REPRES     = GG,\n",
      "2022-12-06 14:13:26     LEVTYPE    = SFC,\n",
      "2022-12-06 14:13:26     PARAM      = 167,\n",
      "2022-12-06 14:13:26     TIME       = 1200,\n",
      "2022-12-06 14:13:26     STEP       = 00,\n",
      "2022-12-06 14:13:26     DOMAIN     = G,\n",
      "2022-12-06 14:13:26     RESOL      = AUTO,\n",
      "2022-12-06 14:13:26     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:13:26     GRID       = 1/1,\n",
      "2022-12-06 14:13:26     PADDING    = 0,\n",
      "2022-12-06 14:13:26     DATE       = 20120601/20120602/20120603/20120604/20120605/20120606/20120607/20120608/20120609/20120610/20120611/20120612/20120613/20120614/20120615/20120616/20120617/20120618/20120619/20120620/20120621/20120622/20120623/20120624/20120625/20120626/20120627/20120628/20120629/20120630\n",
      "2022-12-06 14:13:26 \n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Web API request id: 638f3feaa9264b961b87c78d\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Requesting 30 fields\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:13:26 mars - WARN   - 20221206.131316 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:13:26 mars - WARN   - 20221206.131316 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Calling mars on 'fdbprod', local port is 36357\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Server task is 210 [ATOS FDB]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Looking up FDB indexes: 0.067715 second elapsed, 0.05656 second cpu [ATOS FDB]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131316 - Calling mars on 'fdbbc', local port is 53131\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131317 - Server task is 401 [ATOS FDB BC]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131317 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131317 - Looking up FDB indexes: 0.01038 second elapsed, 0.010334 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131317 - Calling mars on 'marsod-core', local port is 35525\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131317 - Server task is 411 [marsod]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131317 - Request cost: 30 fields, 122.568 Mbytes online, nodes: mvr006 mvr008 [marsod]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131317 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131317 - Transfering 128522160 bytes\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131321 - 30 fields retrieved from 'marsod'\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131321 - 30 fields have been interpolated\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131321 - Request time:  wall: 5 sec\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131321 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131321 -   Read from network: 122.57 Mbyte(s) in 3 sec  [42.58 Mbyte/sec]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131321 -   Writing to target file: 186.62 Kbyte(s) in < 1 sec [5.13 Mbyte/sec]\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131321 - Memory used: 57.41 Mbyte(s)\n",
      "2022-12-06 14:13:26 mars - INFO   - 20221206.131321 - No errors reported\n",
      "2022-12-06 14:13:26 Process '['nice', 'mars', '/tmp/20221206-1310/13/tmp-_marsqQX9tq.req']' finished\n",
      "2022-12-06 14:13:26 Request is complete\n",
      "2022-12-06 14:13:26 Transfering 186.621 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-2f810c33e544b92eec118ecf8767615c335e5898f2413b64b758897edc6c754d.cache.tmp\n",
      "2022-12-06 14:13:26 From https://stream.ecmwf.int/data/webmars-private-svc-blue-003/data/scratch/20221206-1310/f5/_mars-webmars-private-svc-blue-003-6fe5cac1a363ec1525f54343b6cc9fd8-s2LzCI.grib\n",
      "2022-12-06 14:13:26 Transfer rate 550.129 Kbytes/s\n",
      "2022-12-06 14:13:27 Done\n",
      "2022-12-06 14:13:27 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:13:27 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:13:27 Welcome Florian Pinault\n",
      "2022-12-06 14:13:28 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:13:28 Request submitted\n",
      "2022-12-06 14:13:28 Request id: 638f3ff8a0eb1068aafa6c6b\n",
      "2022-12-06 14:13:28 Request is submitted\n",
      "2022-12-06 14:13:29 Request is active\n",
      "2022-12-06 14:13:35 Calling 'nice mars /tmp/20221206-1310/65/tmp-_marsBCykDD.req'\n",
      "2022-12-06 14:13:35 mars - WARN -\n",
      "2022-12-06 14:13:35 mars - WARN -\n",
      "2022-12-06 14:13:35 MIR environment variables:\n",
      "2022-12-06 14:13:35 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:13:35 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Welcome to MARS\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - package mir version: 1.12.1\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - package odc version: 1.4.4\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - package fdb version: 5.10.7\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - package metkit version: 1.9.1\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - package eckit version: 1.19.0\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:13:35 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-07-01/2012-07-02/2012-07-03/2012-07-04/2012-07-05/2012-07-06/2012-07-07/2012-07-08/2012-07-09/2012-07-10/2012-07-11/2012-07-12/2012-07-13/2012-07-14/2012-07-15/2012-07-16/2012-07-17/2012-07-18/2012-07-19/2012-07-20/2012-07-21/2012-07-22/2012-07-23/2012-07-24/2012-07-25/2012-07-26/2012-07-27/2012-07-28/2012-07-29/2012-07-30/2012-07-31mars - INFO   - 20221206.131329 - Automatic split by date is on\n",
      "2022-12-06 14:13:35 \n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Processing request 1\n",
      "2022-12-06 14:13:35 \n",
      "2022-12-06 14:13:35 RETRIEVE,\n",
      "2022-12-06 14:13:35     CLASS      = OD,\n",
      "2022-12-06 14:13:35     TYPE       = AN,\n",
      "2022-12-06 14:13:35     STREAM     = OPER,\n",
      "2022-12-06 14:13:35     EXPVER     = 0001,\n",
      "2022-12-06 14:13:35     REPRES     = GG,\n",
      "2022-12-06 14:13:35     LEVTYPE    = SFC,\n",
      "2022-12-06 14:13:35     PARAM      = 167,\n",
      "2022-12-06 14:13:35     TIME       = 1200,\n",
      "2022-12-06 14:13:35     STEP       = 00,\n",
      "2022-12-06 14:13:35     DOMAIN     = G,\n",
      "2022-12-06 14:13:35     RESOL      = AUTO,\n",
      "2022-12-06 14:13:35     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:13:35     GRID       = 1/1,\n",
      "2022-12-06 14:13:35     PADDING    = 0,\n",
      "2022-12-06 14:13:35     DATE       = 20120701/20120702/20120703/20120704/20120705/20120706/20120707/20120708/20120709/20120710/20120711/20120712/20120713/20120714/20120715/20120716/20120717/20120718/20120719/20120720/20120721/20120722/20120723/20120724/20120725/20120726/20120727/20120728/20120729/20120730/20120731\n",
      "2022-12-06 14:13:35 \n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Web API request id: 638f3ff8a0eb1068aafa6c6b\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Requesting 31 fields\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:13:35 mars - WARN   - 20221206.131329 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:13:35 mars - WARN   - 20221206.131329 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Calling mars on 'fdbprod', local port is 41810\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Server task is 519 [ATOS FDB]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Looking up FDB indexes: 0.071167 second elapsed, 0.061191 second cpu [ATOS FDB]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131329 - Calling mars on 'fdbbc', local port is 33244\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131330 - Server task is 172 [ATOS FDB BC]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131330 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131330 - Looking up FDB indexes: 0.010597 second elapsed, 0.01055 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131330 - Calling mars on 'marsod-core', local port is 45573\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131330 - Server task is 414 [marsod]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131330 - Request cost: 31 fields, 126.654 Mbytes online, nodes: mvr006 [marsod]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131330 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131330 - Transfering 132806232 bytes\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131334 - 31 fields retrieved from 'marsod'\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131334 - 31 fields have been interpolated\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131334 - Request time:  wall: 5 sec\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131334 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131334 -   Read from network: 126.65 Mbyte(s) in 3 sec  [42.22 Mbyte/sec]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131334 -   Writing to target file: 192.84 Kbyte(s) in < 1 sec [2.78 Mbyte/sec]\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131334 - Memory used: 57.41 Mbyte(s)\n",
      "2022-12-06 14:13:35 mars - INFO   - 20221206.131334 - No errors reported\n",
      "2022-12-06 14:13:35 Process '['nice', 'mars', '/tmp/20221206-1310/65/tmp-_marsBCykDD.req']' finished\n",
      "2022-12-06 14:13:35 Request is complete\n",
      "2022-12-06 14:13:35 Transfering 192.842 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-78609f47b96dc5ae0d89ec628fe90cac93ea87682176f89a4a8d3b817b1fac4e.cache.tmp\n",
      "2022-12-06 14:13:35 From https://stream.ecmwf.int/data/webmars-private-svc-blue-007/data/scratch/20221206-1310/79/_mars-webmars-private-svc-blue-007-6fe5cac1a363ec1525f54343b6cc9fd8-Nnxibb.grib\n",
      "2022-12-06 14:13:35 Transfer rate 562.223 Kbytes/s\n",
      "2022-12-06 14:13:36 Done\n",
      "2022-12-06 14:13:36 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:13:36 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:13:36 Welcome Florian Pinault\n",
      "2022-12-06 14:13:36 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:13:37 Request submitted\n",
      "2022-12-06 14:13:37 Request id: 638f400134afd1df69ec36fb\n",
      "2022-12-06 14:13:37 Request is submitted\n",
      "2022-12-06 14:13:38 Request is active\n",
      "2022-12-06 14:13:44 Calling 'nice mars /tmp/20221206-1310/b6/tmp-_marsgRaLbP.req'\n",
      "2022-12-06 14:13:44 mars - WARN -\n",
      "2022-12-06 14:13:44 mars - WARN -\n",
      "2022-12-06 14:13:44 MIR environment variables:\n",
      "2022-12-06 14:13:44 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:13:44 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Welcome to MARS\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - package mir version: 1.12.1\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - package odc version: 1.4.4\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - package fdb version: 5.10.7\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - package metkit version: 1.9.1\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - package eckit version: 1.19.0\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:13:44 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-08-01/2012-08-02/2012-08-03/2012-08-04/2012-08-05/2012-08-06/2012-08-07/2012-08-08/2012-08-09/2012-08-10/2012-08-11/2012-08-12/2012-08-13/2012-08-14/2012-08-15/2012-08-16/2012-08-17/2012-08-18/2012-08-19/2012-08-20/2012-08-21/2012-08-22/2012-08-23/2012-08-24/2012-08-25/2012-08-26/2012-08-27/2012-08-28/2012-08-29/2012-08-30/2012-08-31mars - INFO   - 20221206.131338 - Automatic split by date is on\n",
      "2022-12-06 14:13:44 \n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Processing request 1\n",
      "2022-12-06 14:13:44 \n",
      "2022-12-06 14:13:44 RETRIEVE,\n",
      "2022-12-06 14:13:44     CLASS      = OD,\n",
      "2022-12-06 14:13:44     TYPE       = AN,\n",
      "2022-12-06 14:13:44     STREAM     = OPER,\n",
      "2022-12-06 14:13:44     EXPVER     = 0001,\n",
      "2022-12-06 14:13:44     REPRES     = GG,\n",
      "2022-12-06 14:13:44     LEVTYPE    = SFC,\n",
      "2022-12-06 14:13:44     PARAM      = 167,\n",
      "2022-12-06 14:13:44     TIME       = 1200,\n",
      "2022-12-06 14:13:44     STEP       = 00,\n",
      "2022-12-06 14:13:44     DOMAIN     = G,\n",
      "2022-12-06 14:13:44     RESOL      = AUTO,\n",
      "2022-12-06 14:13:44     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:13:44     GRID       = 1/1,\n",
      "2022-12-06 14:13:44     PADDING    = 0,\n",
      "2022-12-06 14:13:44     DATE       = 20120801/20120802/20120803/20120804/20120805/20120806/20120807/20120808/20120809/20120810/20120811/20120812/20120813/20120814/20120815/20120816/20120817/20120818/20120819/20120820/20120821/20120822/20120823/20120824/20120825/20120826/20120827/20120828/20120829/20120830/20120831\n",
      "2022-12-06 14:13:44 \n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Web API request id: 638f400134afd1df69ec36fb\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Requesting 31 fields\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:13:44 mars - WARN   - 20221206.131338 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:13:44 mars - WARN   - 20221206.131338 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Calling mars on 'fdbprod', local port is 46463\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Server task is 295 [ATOS FDB]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Looking up FDB indexes: 0.067627 second elapsed, 0.058883 second cpu [ATOS FDB]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Calling mars on 'fdbbc', local port is 54669\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Server task is 963 [ATOS FDB BC]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Looking up FDB indexes: 0.010788 second elapsed, 0.010721 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131338 - Calling mars on 'marsod-core', local port is 56797\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131339 - Server task is 414 [marsod]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131339 - Request cost: 31 fields, 126.654 Mbytes online, nodes: mvr004 [marsod]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131339 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131339 - Transfering 132806232 bytes\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131343 - 31 fields retrieved from 'marsod'\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131343 - 31 fields have been interpolated\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131343 - Request time:  wall: 5 sec\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131343 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131343 -   Read from network: 126.65 Mbyte(s) in 3 sec  [37.62 Mbyte/sec]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131343 -   Writing to target file: 192.84 Kbyte(s) in < 1 sec [3.17 Mbyte/sec]\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131343 - Memory used: 60.25 Mbyte(s)\n",
      "2022-12-06 14:13:44 mars - INFO   - 20221206.131343 - No errors reported\n",
      "2022-12-06 14:13:44 Process '['nice', 'mars', '/tmp/20221206-1310/b6/tmp-_marsgRaLbP.req']' finished\n",
      "2022-12-06 14:13:44 Request is complete\n",
      "2022-12-06 14:13:44 Transfering 192.842 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-753548dc22f2ee602d291f934c5cf98f1837afcb5f1d78e5a873c7254444a674.cache.tmp\n",
      "2022-12-06 14:13:44 From https://stream.ecmwf.int/data/webmars-private-svc-blue-010/data/scratch/20221206-1310/a4/_mars-webmars-private-svc-blue-010-6fe5cac1a363ec1525f54343b6cc9fd8-Qr4Y6S.grib\n",
      "2022-12-06 14:13:44 Transfer rate 584.284 Kbytes/s\n",
      "2022-12-06 14:13:44 Done\n",
      "2022-12-06 14:13:44 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:13:44 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:13:44 Welcome Florian Pinault\n",
      "2022-12-06 14:13:45 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:13:45 Request submitted\n",
      "2022-12-06 14:13:45 Request id: 638f400a22007ef5ea87c78d\n",
      "2022-12-06 14:13:45 Request is submitted\n",
      "2022-12-06 14:13:47 Request is active\n",
      "2022-12-06 14:13:52 Calling 'nice mars /tmp/20221206-1310/e3/tmp-_marsmd8tnz.req'\n",
      "2022-12-06 14:13:52 mars - WARN -\n",
      "2022-12-06 14:13:52 mars - WARN -\n",
      "2022-12-06 14:13:52 MIR environment variables:\n",
      "2022-12-06 14:13:52 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:13:52 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Welcome to MARS\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - package mir version: 1.12.1\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - package odc version: 1.4.4\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - package fdb version: 5.10.7\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - package metkit version: 1.9.1\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - package eckit version: 1.19.0\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:13:52 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-09-01/2012-09-02/2012-09-03/2012-09-04/2012-09-05/2012-09-06/2012-09-07/2012-09-08/2012-09-09/2012-09-10/2012-09-11/2012-09-12/2012-09-13/2012-09-14/2012-09-15/2012-09-16/2012-09-17/2012-09-18/2012-09-19/2012-09-20/2012-09-21/2012-09-22/2012-09-23/2012-09-24/2012-09-25/2012-09-26/2012-09-27/2012-09-28/2012-09-29/2012-09-30mars - INFO   - 20221206.131346 - Automatic split by date is on\n",
      "2022-12-06 14:13:52 \n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Processing request 1\n",
      "2022-12-06 14:13:52 \n",
      "2022-12-06 14:13:52 RETRIEVE,\n",
      "2022-12-06 14:13:52     CLASS      = OD,\n",
      "2022-12-06 14:13:52     TYPE       = AN,\n",
      "2022-12-06 14:13:52     STREAM     = OPER,\n",
      "2022-12-06 14:13:52     EXPVER     = 0001,\n",
      "2022-12-06 14:13:52     REPRES     = GG,\n",
      "2022-12-06 14:13:52     LEVTYPE    = SFC,\n",
      "2022-12-06 14:13:52     PARAM      = 167,\n",
      "2022-12-06 14:13:52     TIME       = 1200,\n",
      "2022-12-06 14:13:52     STEP       = 00,\n",
      "2022-12-06 14:13:52     DOMAIN     = G,\n",
      "2022-12-06 14:13:52     RESOL      = AUTO,\n",
      "2022-12-06 14:13:52     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:13:52     GRID       = 1/1,\n",
      "2022-12-06 14:13:52     PADDING    = 0,\n",
      "2022-12-06 14:13:52     DATE       = 20120901/20120902/20120903/20120904/20120905/20120906/20120907/20120908/20120909/20120910/20120911/20120912/20120913/20120914/20120915/20120916/20120917/20120918/20120919/20120920/20120921/20120922/20120923/20120924/20120925/20120926/20120927/20120928/20120929/20120930\n",
      "2022-12-06 14:13:52 \n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Web API request id: 638f400a22007ef5ea87c78d\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Requesting 30 fields\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:13:52 mars - WARN   - 20221206.131346 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:13:52 mars - WARN   - 20221206.131346 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131346 - Calling mars on 'fdbprod', local port is 37800\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Server task is 859 [ATOS FDB]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Looking up FDB indexes: 0.067506 second elapsed, 0.057294 second cpu [ATOS FDB]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Calling mars on 'fdbbc', local port is 41363\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Server task is 590 [ATOS FDB BC]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Looking up FDB indexes: 0.010566 second elapsed, 0.010515 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Calling mars on 'marsod-core', local port is 33721\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Server task is 829 [marsod]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Request cost: 30 fields, 122.568 Mbytes online, nodes: mvr007 [marsod]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131347 - Transfering 128522160 bytes\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131351 - 30 fields retrieved from 'marsod'\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131351 - 30 fields have been interpolated\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131351 - Request time:  wall: 5 sec\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131351 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131351 -   Read from network: 122.57 Mbyte(s) in 3 sec  [41.61 Mbyte/sec]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131351 -   Writing to target file: 186.62 Kbyte(s) in < 1 sec [3.37 Mbyte/sec]\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131351 - Memory used: 59.45 Mbyte(s)\n",
      "2022-12-06 14:13:52 mars - INFO   - 20221206.131351 - No errors reported\n",
      "2022-12-06 14:13:52 Process '['nice', 'mars', '/tmp/20221206-1310/e3/tmp-_marsmd8tnz.req']' finished\n",
      "2022-12-06 14:13:52 Request is complete\n",
      "2022-12-06 14:13:52 Transfering 186.621 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-4617cd8c5d7638680756bb49bd48bb04488647ea37ffbde101bf039df9026e80.cache.tmp\n",
      "2022-12-06 14:13:52 From https://stream.ecmwf.int/data/webmars-private-svc-blue-010/data/scratch/20221206-1310/0a/_mars-webmars-private-svc-blue-010-6fe5cac1a363ec1525f54343b6cc9fd8-7CyE9a.grib\n",
      "2022-12-06 14:13:52 Transfer rate 581.184 Kbytes/s\n",
      "2022-12-06 14:13:53 Done\n",
      "2022-12-06 14:13:53 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:13:53 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:13:53 Welcome Florian Pinault\n",
      "2022-12-06 14:13:54 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:13:54 Request submitted\n",
      "2022-12-06 14:13:54 Request id: 638f4012a0eb1068aafa6c6c\n",
      "2022-12-06 14:13:54 Request is submitted\n",
      "2022-12-06 14:13:56 Request is active\n",
      "2022-12-06 14:14:06 Calling 'nice mars /tmp/20221206-1310/b2/tmp-_marsgytwZO.req'\n",
      "2022-12-06 14:14:06 mars - WARN -\n",
      "2022-12-06 14:14:06 mars - WARN -\n",
      "2022-12-06 14:14:06 MIR environment variables:\n",
      "2022-12-06 14:14:06 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:14:06 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Welcome to MARS\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - package mir version: 1.12.1\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - package odc version: 1.4.4\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - package fdb version: 5.10.7\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - package metkit version: 1.9.1\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - package eckit version: 1.19.0\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:14:06 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-10-01/2012-10-02/2012-10-03/2012-10-04/2012-10-05/2012-10-06/2012-10-07/2012-10-08/2012-10-09/2012-10-10/2012-10-11/2012-10-12/2012-10-13/2012-10-14/2012-10-15/2012-10-16/2012-10-17/2012-10-18/2012-10-19/2012-10-20/2012-10-21/2012-10-22/2012-10-23/2012-10-24/2012-10-25/2012-10-26/2012-10-27/2012-10-28/2012-10-29/2012-10-30/2012-10-31mars - INFO   - 20221206.131355 - Automatic split by date is on\n",
      "2022-12-06 14:14:06 \n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Processing request 1\n",
      "2022-12-06 14:14:06 \n",
      "2022-12-06 14:14:06 RETRIEVE,\n",
      "2022-12-06 14:14:06     CLASS      = OD,\n",
      "2022-12-06 14:14:06     TYPE       = AN,\n",
      "2022-12-06 14:14:06     STREAM     = OPER,\n",
      "2022-12-06 14:14:06     EXPVER     = 0001,\n",
      "2022-12-06 14:14:06     REPRES     = GG,\n",
      "2022-12-06 14:14:06     LEVTYPE    = SFC,\n",
      "2022-12-06 14:14:06     PARAM      = 167,\n",
      "2022-12-06 14:14:06     TIME       = 1200,\n",
      "2022-12-06 14:14:06     STEP       = 00,\n",
      "2022-12-06 14:14:06     DOMAIN     = G,\n",
      "2022-12-06 14:14:06     RESOL      = AUTO,\n",
      "2022-12-06 14:14:06     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:14:06     GRID       = 1/1,\n",
      "2022-12-06 14:14:06     PADDING    = 0,\n",
      "2022-12-06 14:14:06     DATE       = 20121001/20121002/20121003/20121004/20121005/20121006/20121007/20121008/20121009/20121010/20121011/20121012/20121013/20121014/20121015/20121016/20121017/20121018/20121019/20121020/20121021/20121022/20121023/20121024/20121025/20121026/20121027/20121028/20121029/20121030/20121031\n",
      "2022-12-06 14:14:06 \n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Web API request id: 638f4012a0eb1068aafa6c6c\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Requesting 31 fields\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:14:06 mars - WARN   - 20221206.131355 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:14:06 mars - WARN   - 20221206.131355 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Calling mars on 'fdbprod', local port is 59678\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Server task is 286 [ATOS FDB]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Looking up FDB indexes: 0.068561 second elapsed, 0.059891 second cpu [ATOS FDB]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131355 - Calling mars on 'fdbbc', local port is 44256\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131356 - Server task is 151 [ATOS FDB BC]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131356 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131356 - Looking up FDB indexes: 0.012341 second elapsed, 0.011742 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131356 - Calling mars on 'marsod-core', local port is 58336\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131356 - Server task is 414 [marsod]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131356 - Request cost: 31 fields, 126.654 Mbytes online, nodes: mvr007 [marsod]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131356 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131356 - Transfering 132806232 bytes\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131404 - 31 fields retrieved from 'marsod'\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131404 - 31 fields have been interpolated\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131404 - Request time:  wall: 9 sec\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131404 -   Visiting marsod: wall: 8 sec\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131404 -   Read from network: 126.65 Mbyte(s) in 7 sec  [18.79 Mbyte/sec]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131404 -   Writing to target file: 192.84 Kbyte(s) in < 1 sec [5.91 Mbyte/sec]\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131404 - Memory used: 59.30 Mbyte(s)\n",
      "2022-12-06 14:14:06 mars - INFO   - 20221206.131404 - No errors reported\n",
      "2022-12-06 14:14:06 Process '['nice', 'mars', '/tmp/20221206-1310/b2/tmp-_marsgytwZO.req']' finished\n",
      "2022-12-06 14:14:06 Request is complete\n",
      "2022-12-06 14:14:06 Transfering 192.842 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-9486ef0e729f0dc27929c967e1583f841ebb43b20d829d05b0de3ec8c6b7e8f3.cache.tmp\n",
      "2022-12-06 14:14:06 From https://stream.ecmwf.int/data/webmars-private-svc-blue-009/data/scratch/20221206-1310/8e/_mars-webmars-private-svc-blue-009-6fe5cac1a363ec1525f54343b6cc9fd8-TLpTrj.grib\n",
      "2022-12-06 14:14:07 Transfer rate 555.237 Kbytes/s\n",
      "2022-12-06 14:14:07 Done\n",
      "2022-12-06 14:14:07 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:14:07 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:14:07 Welcome Florian Pinault\n",
      "2022-12-06 14:14:08 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:14:08 Request submitted\n",
      "2022-12-06 14:14:08 Request id: 638f4020b3de79cd3fec36fe\n",
      "2022-12-06 14:14:08 Request is submitted\n",
      "2022-12-06 14:14:10 Request is active\n",
      "2022-12-06 14:14:15 Calling 'nice mars /tmp/20221206-1310/e0/tmp-_marsZZZGb9.req'\n",
      "2022-12-06 14:14:15 mars - WARN -\n",
      "2022-12-06 14:14:15 mars - WARN -\n",
      "2022-12-06 14:14:15 MIR environment variables:\n",
      "2022-12-06 14:14:15 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:14:15 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Welcome to MARS\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - package mir version: 1.12.1\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - package odc version: 1.4.4\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - package fdb version: 5.10.7\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - package metkit version: 1.9.1\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - package eckit version: 1.19.0\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:14:15 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-11-01/2012-11-02/2012-11-03/2012-11-04/2012-11-05/2012-11-06/2012-11-07/2012-11-08/2012-11-09/2012-11-10/2012-11-11/2012-11-12/2012-11-13/2012-11-14/2012-11-15/2012-11-16/2012-11-17/2012-11-18/2012-11-19/2012-11-20/2012-11-21/2012-11-22/2012-11-23/2012-11-24/2012-11-25/2012-11-26/2012-11-27/2012-11-28/2012-11-29/2012-11-30mars - INFO   - 20221206.131409 - Automatic split by date is on\n",
      "2022-12-06 14:14:15 \n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Processing request 1\n",
      "2022-12-06 14:14:15 \n",
      "2022-12-06 14:14:15 RETRIEVE,\n",
      "2022-12-06 14:14:15     CLASS      = OD,\n",
      "2022-12-06 14:14:15     TYPE       = AN,\n",
      "2022-12-06 14:14:15     STREAM     = OPER,\n",
      "2022-12-06 14:14:15     EXPVER     = 0001,\n",
      "2022-12-06 14:14:15     REPRES     = GG,\n",
      "2022-12-06 14:14:15     LEVTYPE    = SFC,\n",
      "2022-12-06 14:14:15     PARAM      = 167,\n",
      "2022-12-06 14:14:15     TIME       = 1200,\n",
      "2022-12-06 14:14:15     STEP       = 00,\n",
      "2022-12-06 14:14:15     DOMAIN     = G,\n",
      "2022-12-06 14:14:15     RESOL      = AUTO,\n",
      "2022-12-06 14:14:15     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:14:15     GRID       = 1/1,\n",
      "2022-12-06 14:14:15     PADDING    = 0,\n",
      "2022-12-06 14:14:15     DATE       = 20121101/20121102/20121103/20121104/20121105/20121106/20121107/20121108/20121109/20121110/20121111/20121112/20121113/20121114/20121115/20121116/20121117/20121118/20121119/20121120/20121121/20121122/20121123/20121124/20121125/20121126/20121127/20121128/20121129/20121130\n",
      "2022-12-06 14:14:15 \n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Web API request id: 638f4020b3de79cd3fec36fe\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Requesting 30 fields\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:14:15 mars - WARN   - 20221206.131409 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:14:15 mars - WARN   - 20221206.131409 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Calling mars on 'fdbprod', local port is 60393\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Server task is 444 [ATOS FDB]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131409 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Looking up FDB indexes: 0.064419 second elapsed, 0.05706 second cpu [ATOS FDB]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Calling mars on 'fdbbc', local port is 55191\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Server task is 939 [ATOS FDB BC]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Looking up FDB indexes: 0.010484 second elapsed, 0.010416 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Calling mars on 'marsod-core', local port is 46312\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Server task is 794 [marsod]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Request cost: 30 fields, 122.568 Mbytes online, nodes: mvr006 [marsod]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131410 - Transfering 128522160 bytes\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131414 - 30 fields retrieved from 'marsod'\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131414 - 30 fields have been interpolated\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131414 - Request time:  wall: 5 sec\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131414 -   Visiting marsod: wall: 4 sec\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131414 -   Read from network: 122.57 Mbyte(s) in 3 sec  [42.65 Mbyte/sec]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131414 -   Writing to target file: 186.62 Kbyte(s) in < 1 sec [5.53 Mbyte/sec]\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131414 - Memory used: 57.41 Mbyte(s)\n",
      "2022-12-06 14:14:15 mars - INFO   - 20221206.131414 - No errors reported\n",
      "2022-12-06 14:14:15 Process '['nice', 'mars', '/tmp/20221206-1310/e0/tmp-_marsZZZGb9.req']' finished\n",
      "2022-12-06 14:14:15 Request is complete\n",
      "2022-12-06 14:14:15 Transfering 186.621 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-7883dd45cc6f0fa0297958bc83af89b68c26dea3c51197fe44ed2c9cf80de9a4.cache.tmp\n",
      "2022-12-06 14:14:15 From https://stream.ecmwf.int/data/webmars-private-svc-blue-005/data/scratch/20221206-1310/a1/_mars-webmars-private-svc-blue-005-6fe5cac1a363ec1525f54343b6cc9fd8-5Abu0x.grib\n",
      "2022-12-06 14:14:15 Transfer rate 571.709 Kbytes/s\n",
      "2022-12-06 14:14:16 Done\n",
      "2022-12-06 14:14:16 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:14:16 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:14:16 Welcome Florian Pinault\n",
      "2022-12-06 14:14:17 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:14:17 Request submitted\n",
      "2022-12-06 14:14:17 Request id: 638f4029428f2b53ceec3701\n",
      "2022-12-06 14:14:17 Request is submitted\n",
      "2022-12-06 14:14:18 Request is active\n",
      "2022-12-06 14:14:24 Calling 'nice mars /tmp/20221206-1310/78/tmp-_marsEF3Ivz.req'\n",
      "2022-12-06 14:14:24 mars - WARN -\n",
      "2022-12-06 14:14:24 mars - WARN -\n",
      "2022-12-06 14:14:24 MIR environment variables:\n",
      "2022-12-06 14:14:24 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:14:24 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - Welcome to MARS\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - package mir version: 1.12.1\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - package odc version: 1.4.4\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - package fdb version: 5.10.7\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - package metkit version: 1.9.1\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - package eckit version: 1.19.0\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131417 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:14:24 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=2t,padding=0,grid=1/1,date=2012-12-01/2012-12-02/2012-12-03/2012-12-04/2012-12-05/2012-12-06/2012-12-07/2012-12-08/2012-12-09/2012-12-10/2012-12-11/2012-12-12/2012-12-13/2012-12-14/2012-12-15/2012-12-16/2012-12-17/2012-12-18/2012-12-19/2012-12-20/2012-12-21/2012-12-22/2012-12-23/2012-12-24/2012-12-25/2012-12-26/2012-12-27/2012-12-28/2012-12-29/2012-12-30/2012-12-31mars - INFO   - 20221206.131418 - Automatic split by date is on\n",
      "2022-12-06 14:14:24 \n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Processing request 1\n",
      "2022-12-06 14:14:24 \n",
      "2022-12-06 14:14:24 RETRIEVE,\n",
      "2022-12-06 14:14:24     CLASS      = OD,\n",
      "2022-12-06 14:14:24     TYPE       = AN,\n",
      "2022-12-06 14:14:24     STREAM     = OPER,\n",
      "2022-12-06 14:14:24     EXPVER     = 0001,\n",
      "2022-12-06 14:14:24     REPRES     = GG,\n",
      "2022-12-06 14:14:24     LEVTYPE    = SFC,\n",
      "2022-12-06 14:14:24     PARAM      = 167,\n",
      "2022-12-06 14:14:24     TIME       = 1200,\n",
      "2022-12-06 14:14:24     STEP       = 00,\n",
      "2022-12-06 14:14:24     DOMAIN     = G,\n",
      "2022-12-06 14:14:24     RESOL      = AUTO,\n",
      "2022-12-06 14:14:24     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:14:24     GRID       = 1/1,\n",
      "2022-12-06 14:14:24     PADDING    = 0,\n",
      "2022-12-06 14:14:24     DATE       = 20121201/20121202/20121203/20121204/20121205/20121206/20121207/20121208/20121209/20121210/20121211/20121212/20121213/20121214/20121215/20121216/20121217/20121218/20121219/20121220/20121221/20121222/20121223/20121224/20121225/20121226/20121227/20121228/20121229/20121230/20121231\n",
      "2022-12-06 14:14:24 \n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Web API request id: 638f4029428f2b53ceec3701\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Requesting 31 fields\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:14:24 mars - WARN   - 20221206.131418 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:14:24 mars - WARN   - 20221206.131418 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Calling mars on 'fdbprod', local port is 57962\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Server task is 25 [ATOS FDB]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Looking up FDB indexes: 0.066851 second elapsed, 0.058218 second cpu [ATOS FDB]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Calling mars on 'fdbbc', local port is 49045\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Server task is 627 [ATOS FDB BC]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Looking up FDB indexes: 0.010818 second elapsed, 0.010763 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Calling mars on 'marsod-core', local port is 34965\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131418 - Server task is 414 [marsod]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131419 - Request cost: 31 fields, 126.654 Mbytes online, nodes: mvr006 mvr008 [marsod]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131419 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131419 - Transfering 132806232 bytes\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131420 - 31 fields retrieved from 'marsod'\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131420 - 31 fields have been interpolated\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131420 - Request time:  wall: 3 sec\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131420 -   Visiting marsod: wall: 2 sec\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131420 -   Read from network: 126.65 Mbyte(s) in < 1 sec [173.49 Mbyte/sec]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131420 -   Writing to target file: 192.84 Kbyte(s) in < 1 sec [5.25 Mbyte/sec]\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131420 - Memory used: 57.40 Mbyte(s)\n",
      "2022-12-06 14:14:24 mars - INFO   - 20221206.131420 - No errors reported\n",
      "2022-12-06 14:14:24 Process '['nice', 'mars', '/tmp/20221206-1310/78/tmp-_marsEF3Ivz.req']' finished\n",
      "2022-12-06 14:14:24 Request is complete\n",
      "2022-12-06 14:14:24 Transfering 192.842 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-a151e7fcd829068805a01b5f2b694270115f449fa2fda96ed292122c0452cd9c.cache.tmp\n",
      "2022-12-06 14:14:24 From https://stream.ecmwf.int/data/webmars-private-svc-blue-001/data/scratch/20221206-1310/be/_mars-webmars-private-svc-blue-001-6fe5cac1a363ec1525f54343b6cc9fd8-XAI5kd.grib\n",
      "2022-12-06 14:14:24 Transfer rate 564.737 Kbytes/s\n",
      "2022-12-06 14:14:24 Done\n"
     ]
    }
   ],
   "source": [
    "for month in range(1, 13): # This takes a few minutes.\n",
    "    cml.load_source(\n",
    "        \"mars\",\n",
    "        param=[\"2t\"],\n",
    "        levtype=\"sfc\",\n",
    "        area=[50, -50, 20, 50],\n",
    "        grid=[1, 1],\n",
    "        date=f\"2012-{month}\",\n",
    "    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2022-12-06 14:14:24 ECMWF API python library 1.6.3\n",
      "2022-12-06 14:14:24 ECMWF API at https://api.ecmwf.int/v1\n",
      "2022-12-06 14:14:25 Welcome Florian Pinault\n",
      "2022-12-06 14:14:25 In case of problems, please check https://confluence.ecmwf.int/display/WEBAPI/Web+API+FAQ or contact servicedesk@ecmwf.int\n",
      "2022-12-06 14:14:26 Request submitted\n",
      "2022-12-06 14:14:26 Request id: 638f40323677e48ef887c792\n",
      "2022-12-06 14:14:26 Request is submitted\n",
      "2022-12-06 14:14:27 Request is active\n",
      "2022-12-06 14:14:32 Calling 'nice mars /tmp/20221206-1310/64/tmp-_marst1S1si.req'\n",
      "2022-12-06 14:14:32 mars - WARN -\n",
      "2022-12-06 14:14:32 mars - WARN -\n",
      "2022-12-06 14:14:32 MIR environment variables:\n",
      "2022-12-06 14:14:32 MIR_CACHE_PATH=/data/ec_coeff\n",
      "2022-12-06 14:14:32 Using MARS binary: /usr/local/apps/mars/versions/20220411095548/bin/mars.bin\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Welcome to MARS\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - MARS Client build stamp: 20220411095548\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - MARS Client bundle version: 6.33.9.0\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - package mars-client version: 6.33.9\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - package mir version: 1.12.1\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - package odc version: 1.4.4\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - package fdb version: 5.10.7\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - package metkit version: 1.9.1\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - package eckit version: 1.19.0\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - package eccodes version: 2.25.1\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Maximum retrieval size is 75.00 G\n",
      "2022-12-06 14:14:32 retrieve,area=50.0/-50.0/20.0/50.0,levtype=sfc,param=msl,padding=0,grid=1/1,date=2012-12-01mars - INFO   - 20221206.131426 - Automatic split by date is on\n",
      "2022-12-06 14:14:32 \n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Processing request 1\n",
      "2022-12-06 14:14:32 \n",
      "2022-12-06 14:14:32 RETRIEVE,\n",
      "2022-12-06 14:14:32     CLASS      = OD,\n",
      "2022-12-06 14:14:32     TYPE       = AN,\n",
      "2022-12-06 14:14:32     STREAM     = OPER,\n",
      "2022-12-06 14:14:32     EXPVER     = 0001,\n",
      "2022-12-06 14:14:32     REPRES     = GG,\n",
      "2022-12-06 14:14:32     LEVTYPE    = SFC,\n",
      "2022-12-06 14:14:32     PARAM      = 151,\n",
      "2022-12-06 14:14:32     TIME       = 1200,\n",
      "2022-12-06 14:14:32     STEP       = 00,\n",
      "2022-12-06 14:14:32     DOMAIN     = G,\n",
      "2022-12-06 14:14:32     RESOL      = AUTO,\n",
      "2022-12-06 14:14:32     AREA       = 50.0/-50.0/20.0/50.0,\n",
      "2022-12-06 14:14:32     GRID       = 1/1,\n",
      "2022-12-06 14:14:32     PADDING    = 0,\n",
      "2022-12-06 14:14:32     DATE       = 20121201\n",
      "2022-12-06 14:14:32 \n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Web API request id: 638f40323677e48ef887c792\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Requesting 1 field\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Setting SO_SNDBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Current value is 8192 (8.00 K)\n",
      "2022-12-06 14:14:32 mars - WARN   - 20221206.131426 - SO_SNDBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Setting SO_RCVBUF to 33554432 (32.00 M)\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Current value is 43690 (42.67 K)\n",
      "2022-12-06 14:14:32 mars - WARN   - 20221206.131426 - SO_RCVBUF limited by kernel to 212992 (208.00 K)\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Calling mars on 'fdbprod', local port is 34951\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131426 - Server task is 146 [ATOS FDB]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Retrieving from FDB [ATOS FDB]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Looking up FDB indexes: 0.004077 second elapsed, 0.003457 second cpu [ATOS FDB]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Calling mars on 'fdbbc', local port is 45993\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Server task is 935 [ATOS FDB BC]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Retrieving from FDB [ATOS FDB BC]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Looking up FDB indexes: 0.000586 second elapsed, 0.000579 second cpu [ATOS FDB BC]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Calling mars on 'marsod-core', local port is 46813\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Server task is 210 [marsod]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Request cost: 1 field, 4.08561 Mbytes online, nodes: mvr006 [marsod]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - The efficiency of your requests in the last 12 hours is 100% [marsod]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131427 - Transfering 4284072 bytes\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131428 - 1 field retrieved from 'marsod'\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131428 - 1 field has been interpolated\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131428 - Request time:  wall: 1 sec\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131428 -   Read from network: 4.09 Mbyte(s) in < 1 sec [21.79 Mbyte/sec]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131428 -   Writing to target file: 6.22 Kbyte(s) in < 1 sec [252.11 Kbyte/sec]\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131428 - Memory used: 59.92 Mbyte(s)\n",
      "2022-12-06 14:14:32 mars - INFO   - 20221206.131428 - No errors reported\n",
      "2022-12-06 14:14:32 Process '['nice', 'mars', '/tmp/20221206-1310/64/tmp-_marst1S1si.req']' finished\n",
      "2022-12-06 14:14:32 Request is complete\n",
      "2022-12-06 14:14:32 Transfering 6.2207 Kbytes into /Users/mafp/climetlab-cache/mars-retriever-8c1e3cb7da626b7282e036e886231f04cb9edb3ea16a4fa628b3b991a5bcb052.cache.tmp\n",
      "2022-12-06 14:14:32 From https://stream.ecmwf.int/data/webmars-private-svc-blue-010/data/scratch/20221206-1310/7c/_mars-webmars-private-svc-blue-010-6fe5cac1a363ec1525f54343b6cc9fd8-ivYIUo.grib\n",
      "2022-12-06 14:14:33 Transfer rate 20.6849 Kbytes/s\n",
      "2022-12-06 14:14:33 Done\n"
     ]
    }
   ],
   "source": [
    "\n",
    "cml.load_source(\n",
    "    \"mars\",\n",
    "    param=\"msl\",\n",
    "    levtype=\"sfc\",\n",
    "    area=[50, -50, 20, 50],\n",
    "    grid=[1, 1],\n",
    "    date=\"2012-12-01\",\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Export the data to a shared directory\n",
    "\n",
    "This is optional, you could keep working on the data from the cache if you are the only user of the data and you do not mind redownloading it later.\n",
    "Other people should not use your cache:\n",
    "- When using climetlab the cache will eventually fills up and the data may be deleted automatically,\n",
    "- You will need to deal with permissions issues.\n",
    "- It will make it difficult to share the data with other people.\n",
    "\n",
    "Let us export the data to a shared directory `shared-data/temperature-for-analysis`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Some housekeeping\n",
    "!rm -rf shared-data/temperature-for-analysis\n",
    "!mkdir -p shared-data/temperature-for-analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32mCopying cache entries matching 'mars' and newer than '2022-12-06 13:14:36' to shared-data/temperature-for-analysis.\u001b[0m\n",
      "100%|██████████████████████████████████████████| 13/13 [00:00<00:00, 145.45it/s]\n",
      "\u001b[32mCopied 13 cache entries to shared-data/temperature-for-analysis.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# export all data from my cache which is from mars and not older that 1 day\n",
    "!climetlab export_cache shared-data/temperature-for-analysis --newer 1h --match mars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create indexes to speed up data access when using it. (Optional)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0%|                                                    | 0/13 [00:00<?, ?it/s]\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-ed2ab4d5cd22ea26a951\u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-ed2ab4d5cd22ea26a951\u001b[A\n",
      "  8%|███▍                                        | 1/13 [00:00<00:01,  7.06it/s]\u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-4617cd8c5d7638680756\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-f7438015c79b0b04fd36\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-a151e7fcd829068805a0\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-753548dc22f2ee602d29\u001b[A\n",
      " 38%|████████████████▉                           | 5/13 [00:00<00:00, 23.06it/s]\u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-c149696861938d3c643f\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-16ce872a11c5f3b91f39\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-78609f47b96dc5ae0d89\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-7883dd45cc6f0fa02979\u001b[A\n",
      " 69%|██████████████████████████████▍             | 9/13 [00:00<00:00, 29.28it/s]\u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-8fb146d9165f57f748eb\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-9486ef0e729f0dc27929\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-2f810c33e544b92eec11\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Parsing shared-data/temperature-for-analysis/mars-retriever-8c1e3cb7da626b7282e0\u001b[A\n",
      "100%|███████████████████████████████████████████| 13/13 [00:00<00:00, 29.79it/s]\u001b[A\n",
      "Building index for path: 100%|████████████████| 36/36 [00:00<00:00, 8880.49it/s]\n",
      "Indexed 367 fields in 0.4 second.\n"
     ]
    }
   ],
   "source": [
    "!climetlab index_directory shared-data/temperature-for-analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "!climetlab availability shared-data/temperature-for-analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using the data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA = \"shared-data/temperature-for-analysis\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = cml.load_source('directory', DATA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr><pre>class=od, domain=g, expver=0001, levtype=sfc, md5_grid_section=ce1bd075c48ae7a5bf34f4e47166e942, step=0, stream=oper, time=1200, type=an\n",
       "   date=[20120101, 20120102, 20120103, 20120104, 20120105, 20120106, 20120107, 20120108, 20120109, 20120110, 20120111, 20120112, 20120113, 20120114, 20120115, 20120116, 20120117, 20120118, 20120119, 20120120, 20120121, 20120122, 20120123, 20120124, 20120125, 20120126, 20120127, 20120128, 20120129, 20120130, 20120131, 20120201, 20120202, 20120203, 20120204, 20120205, 20120206, 20120207, 20120208, 20120209, 20120210, 20120211, 20120212, 20120213, 20120214, 20120215, 20120216, 20120217, 20120218, 20120219, 20120220, 20120221, 20120222, 20120223, 20120224, 20120225, 20120226, 20120227, 20120228, 20120229, 20120301, 20120302, 20120303, 20120304, 20120305, 20120306, 20120307, 20120308, 20120309, 20120310, 20120311, 20120312, 20120313, 20120314, 20120315, 20120316, 20120317, 20120318, 20120319, 20120320, 20120321, 20120322, 20120323, 20120324, 20120325, 20120326, 20120327, 20120328, 20120329, 20120330, 20120331, 20120401, 20120402, 20120403, 20120404, 20120405, 20120406, 20120407, 20120408, 20120409, 20120410, 20120411, 20120412, 20120413, 20120414, 20120415, 20120416, 20120417, 20120418, 20120419, 20120420, 20120421, 20120422, 20120423, 20120424, 20120425, 20120426, 20120427, 20120428, 20120429, 20120430, 20120501, 20120502, 20120503, 20120504, 20120505, 20120506, 20120507, 20120508, 20120509, 20120510, 20120511, 20120512, 20120513, 20120514, 20120515, 20120516, 20120517, 20120518, 20120519, 20120520, 20120521, 20120522, 20120523, 20120524, 20120525, 20120526, 20120527, 20120528, 20120529, 20120530, 20120531, 20120601, 20120602, 20120603, 20120604, 20120605, 20120606, 20120607, 20120608, 20120609, 20120610, 20120611, 20120612, 20120613, 20120614, 20120615, 20120616, 20120617, 20120618, 20120619, 20120620, 20120621, 20120622, 20120623, 20120624, 20120625, 20120626, 20120627, 20120628, 20120629, 20120630, 20120701, 20120702, 20120703, 20120704, 20120705, 20120706, 20120707, 20120708, 20120709, 20120710, 20120711, 20120712, 20120713, 20120714, 20120715, 20120716, 20120717, 20120718, 20120719, 20120720, 20120721, 20120722, 20120723, 20120724, 20120725, 20120726, 20120727, 20120728, 20120729, 20120730, 20120731, 20120801, 20120802, 20120803, 20120804, 20120805, 20120806, 20120807, 20120808, 20120809, 20120810, 20120811, 20120812, 20120813, 20120814, 20120815, 20120816, 20120817, 20120818, 20120819, 20120820, 20120821, 20120822, 20120823, 20120824, 20120825, 20120826, 20120827, 20120828, 20120829, 20120830, 20120831, 20120901, 20120902, 20120903, 20120904, 20120905, 20120906, 20120907, 20120908, 20120909, 20120910, 20120911, 20120912, 20120913, 20120914, 20120915, 20120916, 20120917, 20120918, 20120919, 20120920, 20120921, 20120922, 20120923, 20120924, 20120925, 20120926, 20120927, 20120928, 20120929, 20120930, 20121001, 20121002, 20121003, 20121004, 20121005, 20121006, 20121007, 20121008, 20121009, 20121010, 20121011, 20121012, 20121013, 20121014, 20121015, 20121016, 20121017, 20121018, 20121019, 20121020, 20121021, 20121022, 20121023, 20121024, 20121025, 20121026, 20121027, 20121028, 20121029, 20121030, 20121031, 20121101, 20121102, 20121103, 20121104, 20121105, 20121106, 20121107, 20121108, 20121109, 20121110, 20121111, 20121112, 20121113, 20121114, 20121115, 20121116, 20121117, 20121118, 20121119, 20121120, 20121121, 20121122, 20121123, 20121124, 20121125, 20121126, 20121127, 20121128, 20121129, 20121130, 20121201, 20121202, 20121203, 20121204, 20121205, 20121206, 20121207, 20121208, 20121209, 20121210, 20121211, 20121212, 20121213, 20121214, 20121215, 20121216, 20121217, 20121218, 20121219, 20121220, 20121221, 20121222, 20121223, 20121224, 20121225, 20121226, 20121227, 20121228, 20121229, 20121230, 20121231], param=2t\n",
       "   date=20121201, param=msl\n",
       "</pre><hr>"
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       "<climetlab.utils.availability.Availability at 0x152175720>"
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     },
     "execution_count": 11,
     "metadata": {},
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a good time to check the data, is all the data here? Are they missing dates? Parameters?\n",
    "\n",
    "The data is ready to be used as numpy, tensorflow or xarray object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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       "101725.47522756307"
      ]
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     "execution_count": 12,
     "metadata": {},
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   "source": [
    "source.sel(param='msl').to_numpy().mean()"
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  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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       "101725.47522756307"
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     "execution_count": 13,
     "metadata": {},
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   "source": [
    "cml.load_source('directory', DATA, param='msl').to_numpy().mean()"
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  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metal device set to: Apple M1 Pro\n",
      "\n",
      "systemMemory: 16.00 GB\n",
      "maxCacheSize: 5.33 GB\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-12-06 14:14:54.269537: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:306] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support.\n",
      "2022-12-06 14:14:54.269952: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:272] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: <undefined>)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<ZipDataset element_spec=(TensorSpec(shape=<unknown>, dtype=tf.float32, name=None), TensorSpec(shape=<unknown>, dtype=tf.float32, name=None))>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = source.sel(param='2t').order_by('date')\n",
    "temp.to_tfdataset2()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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       "Dimensions:     (number: 1, time: 366, step: 1, surface: 1, latitude: 31,\n",
       "                 longitude: 101)\n",
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       "    GRIB_edition:            1\n",
       "    GRIB_centre:             ecmf\n",
       "    GRIB_centreDescription:  European Centre for Medium-Range Weather Forecasts\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             European Centre for Medium-Range Weather Forecasts\n",
       "    history:                 2022-12-06T14:14 GRIB to CDM+CF via cfgrib-0.9.1...</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-51b0d28a-b9c9-4473-b80d-8fe9d75367bc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-51b0d28a-b9c9-4473-b80d-8fe9d75367bc' 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'>number</span>: 1</li><li><span class='xr-has-index'>time</span>: 366</li><li><span class='xr-has-index'>step</span>: 1</li><li><span class='xr-has-index'>surface</span>: 1</li><li><span class='xr-has-index'>latitude</span>: 31</li><li><span class='xr-has-index'>longitude</span>: 101</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9bc48e8a-a29c-43ef-9629-0239f212d621' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9bc48e8a-a29c-43ef-9629-0239f212d621' class='xr-section-summary' >Coordinates: <span>(7)</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'>number</span></div><div class='xr-var-dims'>(number)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-1dbb40b6-bd27-430f-993b-edfa9a3b3e45' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1dbb40b6-bd27-430f-993b-edfa9a3b3e45' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-160409a6-1680-459a-83ca-b9bea3f8df10' class='xr-var-data-in' type='checkbox'><label for='data-160409a6-1680-459a-83ca-b9bea3f8df10' 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>ensemble member numerical id</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>standard_name :</span></dt><dd>realization</dd></dl></div><div class='xr-var-data'><pre>array([0])</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'>2012-01-01T12:00:00 ... 2012-12-...</div><input id='attrs-d74ffa35-11b7-4ac0-83a6-1f23f53da421' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d74ffa35-11b7-4ac0-83a6-1f23f53da421' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a0e6659-ce06-4b71-97cc-ff4e640210b4' class='xr-var-data-in' type='checkbox'><label for='data-4a0e6659-ce06-4b71-97cc-ff4e640210b4' 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>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2012-01-01T12:00:00.000000000&#x27;, &#x27;2012-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;2012-01-03T12:00:00.000000000&#x27;, ..., &#x27;2012-12-29T12:00:00.000000000&#x27;,\n",
       "       &#x27;2012-12-30T12:00:00.000000000&#x27;, &#x27;2012-12-31T12:00:00.000000000&#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'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00</div><input id='attrs-2c8afb12-9e31-4fdc-8489-b0890894845f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2c8afb12-9e31-4fdc-8489-b0890894845f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2a1ebff-ef48-4585-b4bd-98eb1711d26b' class='xr-var-data-in' type='checkbox'><label for='data-c2a1ebff-ef48-4585-b4bd-98eb1711d26b' 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 since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([0], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>surface</span></div><div class='xr-var-dims'>(surface)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-f30814a5-a928-4cc6-a359-5b8ffc32b01f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f30814a5-a928-4cc6-a359-5b8ffc32b01f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fe0801e-eab6-4684-9cdb-e358bd51d3a9' class='xr-var-data-in' type='checkbox'><label for='data-3fe0801e-eab6-4684-9cdb-e358bd51d3a9' 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>original GRIB coordinate for key: level(surface)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>50.0 49.0 48.0 ... 22.0 21.0 20.0</div><input id='attrs-0470d489-bd5e-4e70-8613-110a446abd9b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0470d489-bd5e-4e70-8613-110a446abd9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64841d47-d3b0-4f47-96a7-fa8ab668f8d5' class='xr-var-data-in' type='checkbox'><label for='data-64841d47-d3b0-4f47-96a7-fa8ab668f8d5' 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>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([50., 49., 48., 47., 46., 45., 44., 43., 42., 41., 40., 39., 38., 37.,\n",
       "       36., 35., 34., 33., 32., 31., 30., 29., 28., 27., 26., 25., 24., 23.,\n",
       "       22., 21., 20.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-50.0 -49.0 -48.0 ... 49.0 50.0</div><input id='attrs-5b4b75a2-bf11-4ccc-b770-1b9ddecbf6d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5b4b75a2-bf11-4ccc-b770-1b9ddecbf6d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5663afc4-48d4-4561-a57e-00695ee1a8bd' class='xr-var-data-in' type='checkbox'><label for='data-5663afc4-48d4-4561-a57e-00695ee1a8bd' 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>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-50., -49., -48., -47., -46., -45., -44., -43., -42., -41., -40., -39.,\n",
       "       -38., -37., -36., -35., -34., -33., -32., -31., -30., -29., -28., -27.,\n",
       "       -26., -25., -24., -23., -22., -21., -20., -19., -18., -17., -16., -15.,\n",
       "       -14., -13., -12., -11., -10.,  -9.,  -8.,  -7.,  -6.,  -5.,  -4.,  -3.,\n",
       "        -2.,  -1.,   0.,   1.,   2.,   3.,   4.,   5.,   6.,   7.,   8.,   9.,\n",
       "        10.,  11.,  12.,  13.,  14.,  15.,  16.,  17.,  18.,  19.,  20.,  21.,\n",
       "        22.,  23.,  24.,  25.,  26.,  27.,  28.,  29.,  30.,  31.,  32.,  33.,\n",
       "        34.,  35.,  36.,  37.,  38.,  39.,  40.,  41.,  42.,  43.,  44.,  45.,\n",
       "        46.,  47.,  48.,  49.,  50.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(time, step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d3de3e1c-e518-4592-b1e4-49d56faebb0c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3de3e1c-e518-4592-b1e4-49d56faebb0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b30a882-f851-45c0-a792-bf602bbf83a7' class='xr-var-data-in' type='checkbox'><label for='data-7b30a882-f851-45c0-a792-bf602bbf83a7' 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>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([[&#x27;2012-01-01T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2012-01-02T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2012-01-03T12:00:00.000000000&#x27;],\n",
       "       ...,\n",
       "       [&#x27;2012-12-29T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2012-12-30T12:00:00.000000000&#x27;],\n",
       "       [&#x27;2012-12-31T12:00:00.000000000&#x27;]], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2b30dc3d-0e76-494a-9ee0-66f7a7b19e7c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2b30dc3d-0e76-494a-9ee0-66f7a7b19e7c' 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>t2m</span></div><div class='xr-var-dims'>(number, time, step, surface, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4f7b47e2-87d8-4907-b53e-9c5d9d54ccc9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f7b47e2-87d8-4907-b53e-9c5d9d54ccc9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef1df996-38c8-416f-918e-e36b0434ee55' class='xr-var-data-in' type='checkbox'><label for='data-ef1df996-38c8-416f-918e-e36b0434ee55' 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>GRIB_paramId :</span></dt><dd>167</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>3131</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>101</dd><dt><span>GRIB_Ny :</span></dt><dd>31</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>t2m</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/Longitude Grid</dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>1.0</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>1.0</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>50.0</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>20.0</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>-50.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>50.0</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>2 metre temperature</dd><dt><span>GRIB_shortName :</span></dt><dd>2t</dd><dt><span>GRIB_totalNumber :</span></dt><dd>0</dd><dt><span>GRIB_units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>2 metre temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[1145946 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fe72de98-d27c-44ec-b75a-c4fc4782b2e2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fe72de98-d27c-44ec-b75a-c4fc4782b2e2' 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>GRIB_edition :</span></dt><dd>1</dd><dt><span>GRIB_centre :</span></dt><dd>ecmf</dd><dt><span>GRIB_centreDescription :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>history :</span></dt><dd>2022-12-06T14:14 GRIB to CDM+CF via cfgrib-0.9.10.2/ecCodes-2.26.0 with {&quot;source&quot;: &quot;N/A&quot;, &quot;filter_by_keys&quot;: {}, &quot;encode_cf&quot;: [&quot;parameter&quot;, &quot;time&quot;, &quot;geography&quot;, &quot;vertical&quot;]}</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (number: 1, time: 366, step: 1, surface: 1, latitude: 31,\n",
       "                 longitude: 101)\n",
       "Coordinates:\n",
       "  * number      (number) int64 0\n",
       "  * time        (time) datetime64[ns] 2012-01-01T12:00:00 ... 2012-12-31T12:0...\n",
       "  * step        (step) timedelta64[ns] 00:00:00\n",
       "  * surface     (surface) float64 0.0\n",
       "  * latitude    (latitude) float64 50.0 49.0 48.0 47.0 ... 23.0 22.0 21.0 20.0\n",
       "  * longitude   (longitude) float64 -50.0 -49.0 -48.0 -47.0 ... 48.0 49.0 50.0\n",
       "    valid_time  (time, step) datetime64[ns] ...\n",
       "Data variables:\n",
       "    t2m         (number, time, step, surface, latitude, longitude) float32 ...\n",
       "Attributes:\n",
       "    GRIB_edition:            1\n",
       "    GRIB_centre:             ecmf\n",
       "    GRIB_centreDescription:  European Centre for Medium-Range Weather Forecasts\n",
       "    GRIB_subCentre:          0\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             European Centre for Medium-Range Weather Forecasts\n",
       "    history:                 2022-12-06T14:14 GRIB to CDM+CF via cfgrib-0.9.1..."
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp.to_xarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr><pre>class=od, domain=g, expver=0001, levtype=sfc, md5_grid_section=ce1bd075c48ae7a5bf34f4e47166e942, step=0, stream=oper, time=1200, type=an\n",
       "   date=[20120101, 20120102, 20120103, 20120104, 20120105, 20120106, 20120107, 20120108, 20120109, 20120110, 20120111, 20120112, 20120113, 20120114, 20120115, 20120116, 20120117, 20120118, 20120119, 20120120, 20120121, 20120122, 20120123, 20120124, 20120125, 20120126, 20120127, 20120128, 20120129, 20120130, 20120131, 20120201, 20120202, 20120203, 20120204, 20120205, 20120206, 20120207, 20120208, 20120209, 20120210, 20120211, 20120212, 20120213, 20120214, 20120215, 20120216, 20120217, 20120218, 20120219, 20120220, 20120221, 20120222, 20120223, 20120224, 20120225, 20120226, 20120227, 20120228, 20120229, 20120301, 20120302, 20120303, 20120304, 20120305, 20120306, 20120307, 20120308, 20120309, 20120310, 20120311, 20120312, 20120313, 20120314, 20120315, 20120316, 20120317, 20120318, 20120319, 20120320, 20120321, 20120322, 20120323, 20120324, 20120325, 20120326, 20120327, 20120328, 20120329, 20120330, 20120331, 20120401, 20120402, 20120403, 20120404, 20120405, 20120406, 20120407, 20120408, 20120409, 20120410, 20120411, 20120412, 20120413, 20120414, 20120415, 20120416, 20120417, 20120418, 20120419, 20120420, 20120421, 20120422, 20120423, 20120424, 20120425, 20120426, 20120427, 20120428, 20120429, 20120430, 20120501, 20120502, 20120503, 20120504, 20120505, 20120506, 20120507, 20120508, 20120509, 20120510, 20120511, 20120512, 20120513, 20120514, 20120515, 20120516, 20120517, 20120518, 20120519, 20120520, 20120521, 20120522, 20120523, 20120524, 20120525, 20120526, 20120527, 20120528, 20120529, 20120530, 20120531, 20120601, 20120602, 20120603, 20120604, 20120605, 20120606, 20120607, 20120608, 20120609, 20120610, 20120611, 20120612, 20120613, 20120614, 20120615, 20120616, 20120617, 20120618, 20120619, 20120620, 20120621, 20120622, 20120623, 20120624, 20120625, 20120626, 20120627, 20120628, 20120629, 20120630, 20120701, 20120702, 20120703, 20120704, 20120705, 20120706, 20120707, 20120708, 20120709, 20120710, 20120711, 20120712, 20120713, 20120714, 20120715, 20120716, 20120717, 20120718, 20120719, 20120720, 20120721, 20120722, 20120723, 20120724, 20120725, 20120726, 20120727, 20120728, 20120729, 20120730, 20120731, 20120801, 20120802, 20120803, 20120804, 20120805, 20120806, 20120807, 20120808, 20120809, 20120810, 20120811, 20120812, 20120813, 20120814, 20120815, 20120816, 20120817, 20120818, 20120819, 20120820, 20120821, 20120822, 20120823, 20120824, 20120825, 20120826, 20120827, 20120828, 20120829, 20120830, 20120831, 20120901, 20120902, 20120903, 20120904, 20120905, 20120906, 20120907, 20120908, 20120909, 20120910, 20120911, 20120912, 20120913, 20120914, 20120915, 20120916, 20120917, 20120918, 20120919, 20120920, 20120921, 20120922, 20120923, 20120924, 20120925, 20120926, 20120927, 20120928, 20120929, 20120930, 20121001, 20121002, 20121003, 20121004, 20121005, 20121006, 20121007, 20121008, 20121009, 20121010, 20121011, 20121012, 20121013, 20121014, 20121015, 20121016, 20121017, 20121018, 20121019, 20121020, 20121021, 20121022, 20121023, 20121024, 20121025, 20121026, 20121027, 20121028, 20121029, 20121030, 20121031, 20121101, 20121102, 20121103, 20121104, 20121105, 20121106, 20121107, 20121108, 20121109, 20121110, 20121111, 20121112, 20121113, 20121114, 20121115, 20121116, 20121117, 20121118, 20121119, 20121120, 20121121, 20121122, 20121123, 20121124, 20121125, 20121126, 20121127, 20121128, 20121129, 20121130, 20121201, 20121202, 20121203, 20121204, 20121205, 20121206, 20121207, 20121208, 20121209, 20121210, 20121211, 20121212, 20121213, 20121214, 20121215, 20121216, 20121217, 20121218, 20121219, 20121220, 20121221, 20121222, 20121223, 20121224, 20121225, 20121226, 20121227, 20121228, 20121229, 20121230, 20121231], param=2t\n",
       "   date=20121201, param=msl\n",
       "</pre><hr>"
      ],
      "text/plain": [
       "<climetlab.utils.availability.Availability at 0x152176200>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Note that this is wrong (not implemented yet)\n",
    "temp.availability"
   ]
  }
 ],
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