Example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d54f0bb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this notebook is operate within the same folder of download.py & download_setting.py\n",
    "from IPython.display import HTML\n",
    "from download import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0faff85b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support Format:\n",
      "['.csv', '.geotif', '.graph', '.html', '.htmlTable', '.json', '.kml', '.largePdf', '.largePng', '.mat', '.nc', '.nccsv', '.pdf', '.png', '.smallPdf', '.transparentPng', '.tsv', '.xhtml']\n",
      "default = '.nc'\n",
      "Usage: <Code>_dict & <Code>_org_url to get default dataset setting ,where Code can been find with function: show_dataset()\n",
      "Excecute time(function): show_support_format with 0.0 seconds\n",
      "\n",
      "Current supported dataset: 42 --> Not support for dataset with depth for now\n",
      "Excecute time(function): show_dataset with 0.002 seconds\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dataset</th>\n",
       "      <th>Information</th>\n",
       "      <th>Code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NOAA/NCEP Global Forecast System (GFS) Atmospheric Model</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_global.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_global.html</a></td>\n",
       "      <td>gfs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NOAA Coral Reef Watch Monthly Global 5-km Satellite Coral Bleaching Monitoring Products</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/dhw_5km_monthly.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/dhw_5km_monthly.html</a></td>\n",
       "      <td>dhw5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NOAA Coral Reef Watch Monthly Global 5-km Satellite Coral Bleaching Monitoring Products Lon0360</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/dhw_5km_monthly_lon360.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/dhw_5km_monthly_lon360.html</a></td>\n",
       "      <td>dhw5_l360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Weather Research and Forecasting (WRF) Regional Atmospheric Model: Maui-Oahu</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_mo.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_mo.html</a></td>\n",
       "      <td>wrf_mo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Weather Research and Forecasting (WRF) Regional Atmospheric Model: Samoa</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_samoa.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_samoa.html</a></td>\n",
       "      <td>wrf_samoa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Weather Research and Forecasting (WRF) Regional Atmospheric Model: Oahu</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_oa.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_oa.html</a></td>\n",
       "      <td>wrf_oa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Weather Research and Forecasting (WRF) Regional Atmospheric Model: Main Hawaiian Islands</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_hi.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_hi.html</a></td>\n",
       "      <td>wrf_hi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Weather Research and Forecasting (WRF) Regional Atmospheric Model: Guam</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_guam.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_guam.html</a></td>\n",
       "      <td>wrf_guam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Weather Research and Forecasting (WRF) Regional Atmospheric Model: CNMI</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_cnmi.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/wrf_cnmi.html</a></td>\n",
       "      <td>wrf_cnmi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NOAA Coral Reef Watch Operational Daily Near-Real-Time Global 5-km Satellite Coral Bleaching Monitoring Products</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/dhw_5km.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/dhw_5km.html</a></td>\n",
       "      <td>dhw5km</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NOAA Coral Reef Watch Operational Daily Near-Real-Time Global 5-km Satellite Coral Bleaching Monitoring Products, Lon0360</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/dhw_5km_lon360.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/dhw_5km_lon360.html</a></td>\n",
       "      <td>dhw5km_l360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NOAA/NCEP Global Forecast System (GFS) Atmospheric Model, Lon+/-180</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_global_lon180.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_global_lon180.html</a></td>\n",
       "      <td>gfs_l180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NOAA/NCEP Global Forecast System (GFS) Atmospheric Model: Pacific</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_pac.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_pac.html</a></td>\n",
       "      <td>gfs_pac</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NOAA/NCEP Global Forecast System (GFS) Atmospheric Model: Pacific, Lon+/-180</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_pac_lon180.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_pac_lon180.html</a></td>\n",
       "      <td>gfs_pac_l180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): CNMI: 2-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_mari_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_mari_ssh.html</a></td>\n",
       "      <td>roms2d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): CNMI: 3-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_mari.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_mari.html</a></td>\n",
       "      <td>roms3d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): CNMI: Data Assimilating: 2-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_mari_assim_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_mari_assim_ssh.html</a></td>\n",
       "      <td>roms2d_as</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): CNMI: Data Assimilating: 3-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_mari_assim.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_mari_assim.html</a></td>\n",
       "      <td>roms3d_as</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Guam: 2-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_marig_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_marig_ssh.html</a></td>\n",
       "      <td>romsg2d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Guam: 3-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_marig.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_marig.html</a></td>\n",
       "      <td>romsg3d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Oahu South Shore: 2-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiomsg_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiomsg_ssh.html</a></td>\n",
       "      <td>romsos2d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Oahu South Shore: 3-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiomsg.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiomsg.html</a></td>\n",
       "      <td>romsos3d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Samoa: 2-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_samoa_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_samoa_ssh.html</a></td>\n",
       "      <td>romssa2d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Samoa: 3-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_samoa.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_samoa.html</a></td>\n",
       "      <td>romssa3d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Samoa: Data Assimilating: 2-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_samoa_assim_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_samoa_assim_ssh.html</a></td>\n",
       "      <td>romssa2d_as</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Samoa: Data Assimilating: 3-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_samoa_assim.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_samoa_assim.html</a></td>\n",
       "      <td>romssa3d_as</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Main Hawaiian Islands: 2-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_ssh.html</a></td>\n",
       "      <td>romshi2d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Main Hawaiian Islands: 3-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig.html</a></td>\n",
       "      <td>romshi3d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Main Hawaiian Islands: Data Assimilating: 2-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_assim_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_assim_ssh.html</a></td>\n",
       "      <td>romshi2d_as</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Main Hawaiian Islands: Data Assimilating: 3-D Variables</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_assim.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_assim.html</a></td>\n",
       "      <td>romshi3d_as</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Main Hawaiian Islands: Reanalysis: 2-D</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_reanalysis_ssh.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_reanalysis_ssh.html</a></td>\n",
       "      <td>romshi2d_re</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Regional Ocean Modeling System (ROMS): Main Hawaiian Islands: Reanalysis: 3-D</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_reanalysis.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/roms_hiig_reanalysis.html</a></td>\n",
       "      <td>romshi3d_re</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Big Island</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_bigi.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_bigi.html</a></td>\n",
       "      <td>swanbg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Guam</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_guam.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_guam.html</a></td>\n",
       "      <td>swangu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Guam: Apra Harbor</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_apra.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_apra.html</a></td>\n",
       "      <td>swanap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Kauai</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_kauai.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_kauai.html</a></td>\n",
       "      <td>swanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Manua, American Samoa</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_manua.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_manua.html</a></td>\n",
       "      <td>swanma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Maui</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_maui.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_maui.html</a></td>\n",
       "      <td>swanmaui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Oahu</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_oahu.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_oahu.html</a></td>\n",
       "      <td>swanoh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Rota, CNMI</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_rota.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_rota.html</a></td>\n",
       "      <td>swanro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Saipan, CNMI</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_saipan.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_saipan.html</a></td>\n",
       "      <td>swansa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Simulating WAves Nearshore (SWAN) Regional Wave Model: Tutuila, American Samoa</td>\n",
       "      <td><a href=\"https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_tutuila.html\" target=\"_blank\">https://pae-paha.pacioos.hawaii.edu/erddap/griddap/swan_tutuila.html</a></td>\n",
       "      <td>swantu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show Support Dataset & Format\n",
    "show_support_format()\n",
    "sup_df = show_dataset()\n",
    "sup_df = HTML(sup_df.to_html(render_links=True, escape=False)) # Make url clickable\n",
    "sup_df"
   ]
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   "execution_count": 3,
   "id": "ec8dac22",
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     "name": "stdout",
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     "text": [
      "test_downloader has been created\n",
      "======Current Dict Settings======\n",
      "{'dlwrfsfc': True,\n",
      " 'dswrfsfc': True,\n",
      " 'end_date': '(2022-04-30T12:00:00Z)',\n",
      " 'lat_range': [0, 30],\n",
      " 'long_range': [118, 150],\n",
      " 'pratesfc': True,\n",
      " 'prmslmsl': True,\n",
      " 'rh2m': True,\n",
      " 'start_date': '(2022-04-25T12:00:00Z)',\n",
      " 'tmp2m': True,\n",
      " 'tmpsfc': True,\n",
      " 'ugrd10m': True,\n",
      " 'vgrd10m': True}\n",
      "=================================\n",
      "Excecute time(function): set_up with 0.002 seconds\n",
      "Excecute time(function): generate_condiction_url with 0.0 seconds\n",
      "Excecute time(function): define_url_and_output_filename with 0.001 seconds\n",
      "======Current Downloader Settings======\n",
      "{'asyncio': False,\n",
      " 'download_url': 'https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_global.nc?tmpsfc%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,tmp2m%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,ugrd10m%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,vgrd10m%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,pratesfc%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,rh2m%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,prmslmsl%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,dlwrfsfc%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,dswrfsfc%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D',\n",
      " 'filename': '2022_04_25T12_00_2022_04_30T12_00_0_30_118_150_gfs.nc',\n",
      " 'filetype': '.nc',\n",
      " 'if_set_up': True,\n",
      " 'name': 'test_downloader',\n",
      " 'ready': True,\n",
      " 'saveflag': 'wb',\n",
      " 'saving_dir': 'C:\\\\Users\\\\user\\\\Desktop\\\\py_erddap',\n",
      " 'target_dict': {'dlwrfsfc': True,\n",
      "                 'dswrfsfc': True,\n",
      "                 'end_date': '(2022-04-30T12:00:00Z)',\n",
      "                 'lat_range': [0, 30],\n",
      "                 'long_range': [118, 150],\n",
      "                 'pratesfc': True,\n",
      "                 'prmslmsl': True,\n",
      "                 'rh2m': True,\n",
      "                 'start_date': '(2022-04-25T12:00:00Z)',\n",
      "                 'tmp2m': True,\n",
      "                 'tmpsfc': True,\n",
      "                 'ugrd10m': True,\n",
      "                 'vgrd10m': True},\n",
      " 'target_org_url': 'https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_global.nc?'}\n",
      "=======================================\n",
      "Excecute time(function): last_check_before_download with 0.007 seconds\n",
      "Request Status | Filename | Finish Time\n",
      "Request OK... 2022_04_25T12_00_2022_04_30T12_00_0_30_118_150_gfs.nc in 8.11 sec\n"
     ]
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   ],
   "source": [
    "# Download GFS to check\n",
    "# Better use the cop slice of dict , like this: \n",
    "# from copy import copy \n",
    "# mydict = copy(gfs_dict) --> pass mydict to set_up()\n",
    "save_dir = r'C:\\Users\\user\\Desktop\\py_erddap'\n",
    "d1 = Downloader(name = 'test_downloader') # set name to downloader class\n",
    "d1.set_up(targetDataset_dictionary = gfs_dict,targetDataset_org_url = gfs_org_url) # download gfs for example\n",
    "d1.define_url_and_output_filename(saving_dir = save_dir, suffix = 'gfs') # suffix = words in front of file extension\n",
    "last_check_before_download(d1) # show all setting of the downloader\n",
    "d1.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d4bd6055",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (time: 41, latitude: 61, longitude: 65)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 2022-04-25T12:00:00 ... 2022-04-30T12:00:00\n",
       "  * latitude   (latitude) float64 0.0 0.5 1.0 1.5 2.0 ... 28.5 29.0 29.5 30.0\n",
       "  * longitude  (longitude) float64 118.0 118.5 119.0 119.5 ... 149.0 149.5 150.0\n",
       "Data variables:\n",
       "    tmpsfc     (time, latitude, longitude) float32 ...\n",
       "    tmp2m      (time, latitude, longitude) float32 ...\n",
       "    ugrd10m    (time, latitude, longitude) float32 ...\n",
       "    vgrd10m    (time, latitude, longitude) float32 ...\n",
       "    pratesfc   (time, latitude, longitude) float32 ...\n",
       "    rh2m       (time, latitude, longitude) float32 ...\n",
       "    prmslmsl   (time, latitude, longitude) float32 ...\n",
       "    dlwrfsfc   (time, latitude, longitude) float32 ...\n",
       "    dswrfsfc   (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/63)\n",
       "    _CoordSysBuilder:           ucar.nc2.dataset.conv.CF1Convention\n",
       "    acknowledgement:            The Pacific Islands Ocean Observing System (P...\n",
       "    cdm_data_type:              Grid\n",
       "    Conventions:                CF-1.6, ACDD-1.3\n",
       "    creator_email:              ncep.list.pmb-dataflow@lstsrv.ncep.noaa.gov\n",
       "    creator_institution:        NOAA National Centers for Environmental Predi...\n",
       "    ...                         ...\n",
       "    testOutOfDate:              now+136hours\n",
       "    time_coverage_end:          2022-04-30T12:00:00Z\n",
       "    time_coverage_resolution:   PT3H\n",
       "    time_coverage_start:        2022-04-25T12:00:00Z\n",
       "    title:                      NOAA/NCEP Global Forecast System (GFS) Atmosp...\n",
       "    Westernmost_Easting:        118.0</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-e85bd21a-33ee-48e3-94ab-d60122386e53' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e85bd21a-33ee-48e3-94ab-d60122386e53' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 41</li><li><span class='xr-has-index'>latitude</span>: 61</li><li><span class='xr-has-index'>longitude</span>: 65</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b9465993-339c-4301-94b2-eb6e1376107c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b9465993-339c-4301-94b2-eb6e1376107c' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>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'>2022-04-25T12:00:00 ... 2022-04-...</div><input id='attrs-25589b8a-1838-472a-9e07-a121000a2235' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25589b8a-1838-472a-9e07-a121000a2235' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb8557c6-bfd4-4dcf-9c5e-a367849d9d44' class='xr-var-data-in' type='checkbox'><label for='data-eb8557c6-bfd4-4dcf-9c5e-a367849d9d44' 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>_CoordinateAxisType :</span></dt><dd>Time</dd><dt><span>actual_range :</span></dt><dd>[1.650888e+09 1.651320e+09]</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>ioos_category :</span></dt><dd>Time</dd><dt><span>long_name :</span></dt><dd>Forecast time for ForecastModelRunCollection</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>time_origin :</span></dt><dd>01-JAN-1970 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-04-25T12:00:00.000000000&#x27;, &#x27;2022-04-25T15:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-25T18:00:00.000000000&#x27;, &#x27;2022-04-25T21:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-26T00:00:00.000000000&#x27;, &#x27;2022-04-26T03:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-26T06:00:00.000000000&#x27;, &#x27;2022-04-26T09:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-26T12:00:00.000000000&#x27;, &#x27;2022-04-26T15:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-26T18:00:00.000000000&#x27;, &#x27;2022-04-26T21:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-27T00:00:00.000000000&#x27;, &#x27;2022-04-27T03:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-27T06:00:00.000000000&#x27;, &#x27;2022-04-27T09:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-27T12:00:00.000000000&#x27;, &#x27;2022-04-27T15:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-27T18:00:00.000000000&#x27;, &#x27;2022-04-27T21:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-28T00:00:00.000000000&#x27;, &#x27;2022-04-28T03:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-28T06:00:00.000000000&#x27;, &#x27;2022-04-28T09:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-28T12:00:00.000000000&#x27;, &#x27;2022-04-28T15:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-28T18:00:00.000000000&#x27;, &#x27;2022-04-28T21:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-29T00:00:00.000000000&#x27;, &#x27;2022-04-29T03:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-29T06:00:00.000000000&#x27;, &#x27;2022-04-29T09:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-29T12:00:00.000000000&#x27;, &#x27;2022-04-29T15:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-29T18:00:00.000000000&#x27;, &#x27;2022-04-29T21:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-30T00:00:00.000000000&#x27;, &#x27;2022-04-30T03:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-30T06:00:00.000000000&#x27;, &#x27;2022-04-30T09:00:00.000000000&#x27;,\n",
       "       &#x27;2022-04-30T12:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</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'>0.0 0.5 1.0 1.5 ... 29.0 29.5 30.0</div><input id='attrs-9683543d-8d0f-45ba-99fe-f128299103c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9683543d-8d0f-45ba-99fe-f128299103c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f28515f-a7e9-4558-8122-6ed85116290c' class='xr-var-data-in' type='checkbox'><label for='data-4f28515f-a7e9-4558-8122-6ed85116290c' 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>_CoordinateAxisType :</span></dt><dd>Lat</dd><dt><span>actual_range :</span></dt><dd>[ 0. 30.]</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>grads_dim :</span></dt><dd>y</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>361</dd><dt><span>ioos_category :</span></dt><dd>Location</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>maximum :</span></dt><dd>90.0</dd><dt><span>minimum :</span></dt><dd>-90.0</dd><dt><span>resolution :</span></dt><dd>0.5</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([ 0. ,  0.5,  1. ,  1.5,  2. ,  2.5,  3. ,  3.5,  4. ,  4.5,  5. ,  5.5,\n",
       "        6. ,  6.5,  7. ,  7.5,  8. ,  8.5,  9. ,  9.5, 10. , 10.5, 11. , 11.5,\n",
       "       12. , 12.5, 13. , 13.5, 14. , 14.5, 15. , 15.5, 16. , 16.5, 17. , 17.5,\n",
       "       18. , 18.5, 19. , 19.5, 20. , 20.5, 21. , 21.5, 22. , 22.5, 23. , 23.5,\n",
       "       24. , 24.5, 25. , 25.5, 26. , 26.5, 27. , 27.5, 28. , 28.5, 29. , 29.5,\n",
       "       30. ])</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'>118.0 118.5 119.0 ... 149.5 150.0</div><input id='attrs-a0bb684d-fbe0-4f7e-bea4-0a9303c70df3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0bb684d-fbe0-4f7e-bea4-0a9303c70df3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9638a688-74ba-4b49-9f93-55a300b0baca' class='xr-var-data-in' type='checkbox'><label for='data-9638a688-74ba-4b49-9f93-55a300b0baca' 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>_CoordinateAxisType :</span></dt><dd>Lon</dd><dt><span>actual_range :</span></dt><dd>[118. 150.]</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>grads_dim :</span></dt><dd>x</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>720</dd><dt><span>ioos_category :</span></dt><dd>Location</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>maximum :</span></dt><dd>359.5</dd><dt><span>minimum :</span></dt><dd>0.0</dd><dt><span>resolution :</span></dt><dd>0.5</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([118. , 118.5, 119. , 119.5, 120. , 120.5, 121. , 121.5, 122. , 122.5,\n",
       "       123. , 123.5, 124. , 124.5, 125. , 125.5, 126. , 126.5, 127. , 127.5,\n",
       "       128. , 128.5, 129. , 129.5, 130. , 130.5, 131. , 131.5, 132. , 132.5,\n",
       "       133. , 133.5, 134. , 134.5, 135. , 135.5, 136. , 136.5, 137. , 137.5,\n",
       "       138. , 138.5, 139. , 139.5, 140. , 140.5, 141. , 141.5, 142. , 142.5,\n",
       "       143. , 143.5, 144. , 144.5, 145. , 145.5, 146. , 146.5, 147. , 147.5,\n",
       "       148. , 148.5, 149. , 149.5, 150. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a09e7d6d-e5d6-4aa3-88ce-f723dd695fa4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a09e7d6d-e5d6-4aa3-88ce-f723dd695fa4' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tmpsfc</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8d089a5e-4014-4df2-9da7-ab34fbeb7d6c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d089a5e-4014-4df2-9da7-ab34fbeb7d6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-308805ec-180c-4c02-9a67-0a119a39b5ff' class='xr-var-data-in' type='checkbox'><label for='data-308805ec-180c-4c02-9a67-0a119a39b5ff' 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>colorBarMaximum :</span></dt><dd>303.0</dd><dt><span>colorBarMinimum :</span></dt><dd>223.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Temperature</dd><dt><span>long_name :</span></dt><dd>surface air temperature</dd><dt><span>standard_name :</span></dt><dd>surface_temperature</dd><dt><span>units :</span></dt><dd>K</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmp2m</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9804efa1-b4d8-43a6-9c65-973ca6a43945' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9804efa1-b4d8-43a6-9c65-973ca6a43945' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42e4ca6b-e3dc-4961-9510-8f3dbcae68b0' class='xr-var-data-in' type='checkbox'><label for='data-42e4ca6b-e3dc-4961-9510-8f3dbcae68b0' 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>colorBarMaximum :</span></dt><dd>303.0</dd><dt><span>colorBarMinimum :</span></dt><dd>223.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Temperature</dd><dt><span>long_name :</span></dt><dd>air temperature at 2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ugrd10m</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-92f6aa2d-4323-4b50-bcf7-9ab35b5c2861' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92f6aa2d-4323-4b50-bcf7-9ab35b5c2861' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93569cd0-7cc8-457b-ba44-00df3623222a' class='xr-var-data-in' type='checkbox'><label for='data-93569cd0-7cc8-457b-ba44-00df3623222a' 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>colorBarMaximum :</span></dt><dd>20.0</dd><dt><span>colorBarMinimum :</span></dt><dd>-20.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Wind</dd><dt><span>long_name :</span></dt><dd>eastward wind velocity at 10m</dd><dt><span>standard_name :</span></dt><dd>eastward_wind</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vgrd10m</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-aafbd0bf-886d-421c-a887-a1f23dbfaafe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aafbd0bf-886d-421c-a887-a1f23dbfaafe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63eb4589-dd99-4bca-a8e8-736e599fba2c' class='xr-var-data-in' type='checkbox'><label for='data-63eb4589-dd99-4bca-a8e8-736e599fba2c' 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>colorBarMaximum :</span></dt><dd>20.0</dd><dt><span>colorBarMinimum :</span></dt><dd>-20.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Wind</dd><dt><span>long_name :</span></dt><dd>northward wind velocity at 10m</dd><dt><span>standard_name :</span></dt><dd>northward_wind</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pratesfc</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-25076599-441a-405c-b7c7-89821f584319' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25076599-441a-405c-b7c7-89821f584319' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58faa43e-46af-4977-bffb-589bf4fa6fed' class='xr-var-data-in' type='checkbox'><label for='data-58faa43e-46af-4977-bffb-589bf4fa6fed' 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>colorBarMaximum :</span></dt><dd>0.005</dd><dt><span>colorBarMinimum :</span></dt><dd>0.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Meteorology</dd><dt><span>long_name :</span></dt><dd>rainfall rate</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rh2m</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ddf2981d-beeb-4c3e-9e70-ca95440749f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ddf2981d-beeb-4c3e-9e70-ca95440749f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08065bba-8ed4-45f9-ac5a-d4de33247cf5' class='xr-var-data-in' type='checkbox'><label for='data-08065bba-8ed4-45f9-ac5a-d4de33247cf5' 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>colorBarMaximum :</span></dt><dd>100.0</dd><dt><span>colorBarMinimum :</span></dt><dd>0.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Meteorology</dd><dt><span>long_name :</span></dt><dd>relative humidity at 2m</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prmslmsl</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-750c6332-cebf-4675-80f2-75df2f7da54f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-750c6332-cebf-4675-80f2-75df2f7da54f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ca6378d-e7c8-4196-b469-851f9778f2f2' class='xr-var-data-in' type='checkbox'><label for='data-4ca6378d-e7c8-4196-b469-851f9778f2f2' 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>_CoordinateAxisType :</span></dt><dd>Pressure</dd><dt><span>colorBarMaximum :</span></dt><dd>102500.0</dd><dt><span>colorBarMinimum :</span></dt><dd>62500.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Pressure</dd><dt><span>long_name :</span></dt><dd>mean sea level pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_sea_level</dd><dt><span>units :</span></dt><dd>Pa</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dlwrfsfc</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-20ecb764-e5c6-47f8-9d90-d9ef715503a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-20ecb764-e5c6-47f8-9d90-d9ef715503a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b640a97-1a16-469f-acac-66a7ad38f44a' class='xr-var-data-in' type='checkbox'><label for='data-5b640a97-1a16-469f-acac-66a7ad38f44a' 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>colorBarMaximum :</span></dt><dd>500.0</dd><dt><span>colorBarMinimum :</span></dt><dd>50.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Meteorology</dd><dt><span>long_name :</span></dt><dd>net downward longwave radiation flux</dd><dt><span>standard_name :</span></dt><dd>surface_net_downward_longwave_flux</dd><dt><span>units :</span></dt><dd>W m-2</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dswrfsfc</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-49f0b80b-a00a-486a-b60c-1175a3de92a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49f0b80b-a00a-486a-b60c-1175a3de92a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e257c29f-891b-48ab-b8a5-e57a27a31b7e' class='xr-var-data-in' type='checkbox'><label for='data-e257c29f-891b-48ab-b8a5-e57a27a31b7e' 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>colorBarMaximum :</span></dt><dd>1200.0</dd><dt><span>colorBarMinimum :</span></dt><dd>0.0</dd><dt><span>coordinates :</span></dt><dd>time_run time latitude longitude</dd><dt><span>ioos_category :</span></dt><dd>Meteorology</dd><dt><span>long_name :</span></dt><dd>net downward shortwave radiation flux</dd><dt><span>standard_name :</span></dt><dd>surface_net_downward_shortwave_flux</dd><dt><span>units :</span></dt><dd>W m-2</dd></dl></div><div class='xr-var-data'><pre>[162565 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-78febd49-2a11-40d5-9862-35920b15a040' class='xr-section-summary-in' type='checkbox'  ><label for='section-78febd49-2a11-40d5-9862-35920b15a040' class='xr-section-summary' >Attributes: <span>(63)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>_CoordSysBuilder :</span></dt><dd>ucar.nc2.dataset.conv.CF1Convention</dd><dt><span>acknowledgement :</span></dt><dd>The Pacific Islands Ocean Observing System (PacIOOS) is funded through the National Oceanic and Atmospheric Administration (NOAA) as a Regional Association within the U.S. Integrated Ocean Observing System (IOOS). PacIOOS is coordinated by the University of Hawaii School of Ocean and Earth Science and Technology (SOEST).</dd><dt><span>cdm_data_type :</span></dt><dd>Grid</dd><dt><span>Conventions :</span></dt><dd>CF-1.6, ACDD-1.3</dd><dt><span>creator_email :</span></dt><dd>ncep.list.pmb-dataflow@lstsrv.ncep.noaa.gov</dd><dt><span>creator_institution :</span></dt><dd>NOAA National Centers for Environmental Prediction (NCEP)</dd><dt><span>creator_name :</span></dt><dd>NOAA National Centers for Environmental Prediction (NCEP)</dd><dt><span>creator_type :</span></dt><dd>institution</dd><dt><span>creator_url :</span></dt><dd>https://www.ncep.noaa.gov</dd><dt><span>dataType :</span></dt><dd>Grid</dd><dt><span>date_created :</span></dt><dd>2011-05-06</dd><dt><span>date_issued :</span></dt><dd>2011-06-02</dd><dt><span>date_metadata_modified :</span></dt><dd>2021-03-25</dd><dt><span>date_modified :</span></dt><dd>2011-05-06</dd><dt><span>drawLandMask :</span></dt><dd>under</dd><dt><span>Easternmost_Easting :</span></dt><dd>150.0</dd><dt><span>geospatial_bounds :</span></dt><dd>POLYGON ((-90.0 -180.0, 90.0 -180.0, 90.0 180.0, -90.0 180.0, -90.0 -180.0))</dd><dt><span>geospatial_bounds_crs :</span></dt><dd>EPSG:4326</dd><dt><span>geospatial_lat_max :</span></dt><dd>30.0</dd><dt><span>geospatial_lat_min :</span></dt><dd>0.0</dd><dt><span>geospatial_lat_resolution :</span></dt><dd>0.5</dd><dt><span>geospatial_lat_units :</span></dt><dd>degrees_north</dd><dt><span>geospatial_lon_max :</span></dt><dd>150.0</dd><dt><span>geospatial_lon_min :</span></dt><dd>118.0</dd><dt><span>geospatial_lon_resolution :</span></dt><dd>0.5</dd><dt><span>geospatial_lon_units :</span></dt><dd>degrees_east</dd><dt><span>history :</span></dt><dd>2011-06-02T00:00:00Z Subset 0.5-deg NCEP GFS daily from nomads server via OPeNDAP and Python. ;\n",
       "FMRC Best Dataset\n",
       "2022-08-18T09:53:05Z https://pae-paha.pacioos.hawaii.edu/thredds/dodsC/ncep_global/NCEP_Global_Atmospheric_Model_best.ncd\n",
       "2022-08-18T09:53:05Z https://pae-paha.pacioos.hawaii.edu/erddap/griddap/ncep_global.nc?tmpsfc%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,tmp2m%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,ugrd10m%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,vgrd10m%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,pratesfc%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,rh2m%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,prmslmsl%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,dlwrfsfc%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D,dswrfsfc%5B(2022-04-25T12:00:00Z):1:(2022-04-30T12:00:00Z)%5D%5B(0):1:(30)%5D%5B(118):1:(150)%5D</dd><dt><span>id :</span></dt><dd>ncep_global</dd><dt><span>infoUrl :</span></dt><dd>https://www.nco.ncep.noaa.gov/pmb/products/gfs/</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration (NOAA)</dd><dt><span>instrument :</span></dt><dd>Not Applicable &gt; Not Applicable</dd><dt><span>instrument_vocabulary :</span></dt><dd>GCMD Instrument Keywords</dd><dt><span>ISO_Topic_Categories :</span></dt><dd>climatologyMeteorologyAtmosphere</dd><dt><span>keywords :</span></dt><dd>Earth Science &gt; Atmosphere &gt; Atmospheric Pressure &gt; Sea Level Pressure, Earth Science &gt; Atmosphere &gt; Atmospheric Radiation &gt; Longwave Radiation, Earth Science &gt; Atmosphere &gt; Atmospheric Radiation &gt; Shortwave Radiation, Earth Science &gt; Atmosphere &gt; Atmospheric Temperature &gt; Surface Air Temperature, Earth Science &gt; Atmosphere &gt; Atmospheric Water Vapor &gt; Humidity, Earth Science &gt; Atmosphere &gt; Atmospheric Winds &gt; Surface Winds, Earth Science &gt; Atmosphere &gt; Precipitation &gt; Rain, Earth Science Services &gt; Models &gt; Weather Research/Forecast Models</dd><dt><span>keywords_vocabulary :</span></dt><dd>GCMD Science Keywords</dd><dt><span>license :</span></dt><dd>The data may be used and redistributed for free but is not intended for legal use, since it may contain inaccuracies. Neither the data Contributor, University of Hawaii, PacIOOS, NOAA, State of Hawaii nor the United States Government, nor any of their employees or contractors, makes any warranty, express or implied, including warranties of merchantability and fitness for a particular purpose, or assumes any legal liability for the accuracy, completeness, or usefulness, of this information.</dd><dt><span>location :</span></dt><dd>Proto fmrc:NCEP_Global_Atmospheric_Model</dd><dt><span>locations :</span></dt><dd>Geographic Region &gt; Global Ocean</dd><dt><span>locations_vocabulary :</span></dt><dd>GCMD Location Keywords</dd><dt><span>metadata_link :</span></dt><dd>https://www.pacioos.hawaii.edu/metadata/ncep_global.html</dd><dt><span>naming_authority :</span></dt><dd>org.pacioos</dd><dt><span>Northernmost_Northing :</span></dt><dd>30.0</dd><dt><span>platform :</span></dt><dd>Models/Analyses &gt; &gt; NCEP-GFS &gt; NCEP Global Forecast System, Models/Analyses &gt; &gt; Operational Models</dd><dt><span>platform_vocabulary :</span></dt><dd>GCMD Platform Keywords</dd><dt><span>program :</span></dt><dd>Pacific Islands Ocean Observing System (PacIOOS)</dd><dt><span>project :</span></dt><dd>Pacific Islands Ocean Observing System (PacIOOS)</dd><dt><span>publisher_email :</span></dt><dd>info@pacioos.org</dd><dt><span>publisher_institution :</span></dt><dd>Pacific Islands Ocean Observing System (PacIOOS)</dd><dt><span>publisher_name :</span></dt><dd>Pacific Islands Ocean Observing System (PacIOOS)</dd><dt><span>publisher_type :</span></dt><dd>institution</dd><dt><span>publisher_url :</span></dt><dd>http://www.pacioos.hawaii.edu</dd><dt><span>references :</span></dt><dd>https://www.nco.ncep.noaa.gov/pmb/products/gfs/</dd><dt><span>source :</span></dt><dd>NOAA/NCEP Global Forecast System (GFS) numerical weather prediction model</dd><dt><span>sourceUrl :</span></dt><dd>https://pae-paha.pacioos.hawaii.edu/thredds/dodsC/ncep_global/NCEP_Global_Atmospheric_Model_best.ncd</dd><dt><span>Southernmost_Northing :</span></dt><dd>0.0</dd><dt><span>standard_name_vocabulary :</span></dt><dd>CF Standard Name Table v39</dd><dt><span>summary :</span></dt><dd>U.S. National Oceanic and Atmospheric Administration (NOAA) National Centers for Environmental Prediction (NCEP) Global Forecast System (GFS) numerical weather prediction model 8-day, 3-hourly forecast for the globe at approximately 50-km or 0.5-deg resolution.</dd><dt><span>testOutOfDate :</span></dt><dd>now+136hours</dd><dt><span>time_coverage_end :</span></dt><dd>2022-04-30T12:00:00Z</dd><dt><span>time_coverage_resolution :</span></dt><dd>PT3H</dd><dt><span>time_coverage_start :</span></dt><dd>2022-04-25T12:00:00Z</dd><dt><span>title :</span></dt><dd>NOAA/NCEP Global Forecast System (GFS) Atmospheric Model</dd><dt><span>Westernmost_Easting :</span></dt><dd>118.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (time: 41, latitude: 61, longitude: 65)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 2022-04-25T12:00:00 ... 2022-04-30T12:00:00\n",
       "  * latitude   (latitude) float64 0.0 0.5 1.0 1.5 2.0 ... 28.5 29.0 29.5 30.0\n",
       "  * longitude  (longitude) float64 118.0 118.5 119.0 119.5 ... 149.0 149.5 150.0\n",
       "Data variables:\n",
       "    tmpsfc     (time, latitude, longitude) float32 ...\n",
       "    tmp2m      (time, latitude, longitude) float32 ...\n",
       "    ugrd10m    (time, latitude, longitude) float32 ...\n",
       "    vgrd10m    (time, latitude, longitude) float32 ...\n",
       "    pratesfc   (time, latitude, longitude) float32 ...\n",
       "    rh2m       (time, latitude, longitude) float32 ...\n",
       "    prmslmsl   (time, latitude, longitude) float32 ...\n",
       "    dlwrfsfc   (time, latitude, longitude) float32 ...\n",
       "    dswrfsfc   (time, latitude, longitude) float32 ...\n",
       "Attributes: (12/63)\n",
       "    _CoordSysBuilder:           ucar.nc2.dataset.conv.CF1Convention\n",
       "    acknowledgement:            The Pacific Islands Ocean Observing System (P...\n",
       "    cdm_data_type:              Grid\n",
       "    Conventions:                CF-1.6, ACDD-1.3\n",
       "    creator_email:              ncep.list.pmb-dataflow@lstsrv.ncep.noaa.gov\n",
       "    creator_institution:        NOAA National Centers for Environmental Predi...\n",
       "    ...                         ...\n",
       "    testOutOfDate:              now+136hours\n",
       "    time_coverage_end:          2022-04-30T12:00:00Z\n",
       "    time_coverage_resolution:   PT3H\n",
       "    time_coverage_start:        2022-04-25T12:00:00Z\n",
       "    title:                      NOAA/NCEP Global Forecast System (GFS) Atmosp...\n",
       "    Westernmost_Easting:        118.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import Data to check\n",
    "import xarray as xr\n",
    "xr.set_options(display_style = \"html\")\n",
    "ds = xr.open_dataset(d1.filepath, engine=\"netcdf4\")\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4aaada04",
   "metadata": {},
   "outputs": [],
   "source": [
    "# You can change the dict setting like this in the comment below\n",
    "'''columns of dataset to select\n",
    "tmpsfc (surface air temperature, K)\n",
    "tmp2m (air temperature at 2m, K)\n",
    "ugrd10m (eastward wind velocity at 10m, m/s)\n",
    "vgrd10m (northward wind velocity at 10m, m/s)\n",
    "pratesfc (rainfall rate, kg m-2 s-1)\n",
    "rh2m (relative humidity at 2m, %)\n",
    "prmslmsl (mean sea level pressure, Pa)\n",
    "dlwrfsfc (net downward longwave radiation flux, W m-2)\n",
    "dswrfsfc (net downward shortwave radiation flux, W m-2)\n",
    "'''\n",
    "# Example Code\n",
    "'''python\n",
    "\n",
    "mydict = gfs_dict\n",
    "print(mydict)\n",
    "\n",
    "# If I don't want tmpsfc\n",
    "mydict[\"tmpsfc\"] = False\n",
    "\n",
    "# Send modify dict to the downloader\n",
    "downloader.set_up(targetDataset_dictionary = mydict,targetDataset_org_url = gfs_org_url) # download gfs for example\n",
    "'''"
   ]
  }
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