nasa_earth_data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/opengeos/NASA-Earth-Data/blob/main/nasa_earth_data.ipynb)\n",
    "[![License](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://github.com/opengeos/NASA-Earth-Data/raw/main/nasa_earth_data.tsv\"\n",
    "df = pd.read_csv(url, sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ShortName</th>\n",
       "      <th>EntryTitle</th>\n",
       "      <th>DOI</th>\n",
       "      <th>concept-id</th>\n",
       "      <th>provider-id</th>\n",
       "      <th>s3-links</th>\n",
       "      <th>bbox-crs</th>\n",
       "      <th>bbox</th>\n",
       "      <th>horizontal_res</th>\n",
       "      <th>start-time</th>\n",
       "      <th>end-time</th>\n",
       "      <th>Creator</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>ReleaseDate</th>\n",
       "      <th>ReleasePlace</th>\n",
       "      <th>Version</th>\n",
       "      <th>Linkage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009oct_Chesapeake</td>\n",
       "      <td>Chesapeake Bay measurements during October 2009</td>\n",
       "      <td>10.5067/SeaBASS/2009OCT_CHESAPEAKE/DATA001</td>\n",
       "      <td>C1633360083-OB_DAAC</td>\n",
       "      <td>OB_DAAC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-180.0, -90.0, 180.0, 90.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-10-12T00:00:02Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://doi.org/10.5067/SeaBASS/2009OCT_CHESAP...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2dimpacts</td>\n",
       "      <td>Two-Dimensional Video Disdrometer (2DVD) IMPAC...</td>\n",
       "      <td>10.5067/IMPACTS/2DVD/DATA101</td>\n",
       "      <td>C1995564612-GHRC_DAAC</td>\n",
       "      <td>GHRC_DAAC</td>\n",
       "      <td>['ghrcw-protected/2dimpacts__1/']</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-75.4912, 37.9194, -75.4462, 37.9543]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-01-15T01:37:06.000Z</td>\n",
       "      <td>2020-02-28T20:41:44.000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://doi.org/10.5067/IMPACTS/2DVD/DATA101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AAOT</td>\n",
       "      <td>Acqua Alta Oceanographic Tower (AAOT)</td>\n",
       "      <td>10.5067/SeaBASS/AAOT/DATA001</td>\n",
       "      <td>C1633360084-OB_DAAC</td>\n",
       "      <td>OB_DAAC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-180.0, -90.0, 180.0, 90.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1999-08-03T00:00:02Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://doi.org/10.5067/SeaBASS/AAOT/DATA001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AA_L2A</td>\n",
       "      <td>AMSR/ADEOS-II L2A Global Swath Spatially-Resam...</td>\n",
       "      <td>10.5067/ADEOS-II/AMSR/AA_L2A.001</td>\n",
       "      <td>C1241435536-NSIDC_ECS</td>\n",
       "      <td>NSIDC_ECS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-180.0, -90.0, 180.0, 90.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2003-01-18T00:00:00.000Z</td>\n",
       "      <td>2003-10-24T23:59:59.999Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NASA National Snow and Ice Data Center Distrib...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>https://doi.org/10.5067/ADEOS-II/AMSR/AA_L2A.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABI_G16-STAR-L2P-v2.70</td>\n",
       "      <td>GHRSST NOAA/STAR GOES-16 ABI L2P America Regio...</td>\n",
       "      <td>10.5067/GHG16-2PO27</td>\n",
       "      <td>C2036877465-POCLOUD</td>\n",
       "      <td>POCLOUD</td>\n",
       "      <td>['podaac-ops-cumulus-protected/ABI_G16-STAR-L2...</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-135.0, -59.0, -15.0, 59.0]</td>\n",
       "      <td>[{'XDimension': 2000.0, 'YDimension': 2000.0, ...</td>\n",
       "      <td>2017-12-15T00:00:00.000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NOAA/NESDIS/STAR</td>\n",
       "      <td>PO.DAAC</td>\n",
       "      <td>2019-05-15T00:00:00.000Z</td>\n",
       "      <td>Camp Springs, MD (USA)</td>\n",
       "      <td>2.70</td>\n",
       "      <td>https://doi.org/10.5067/GHG16-2PO27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9013</th>\n",
       "      <td>wilhend_687</td>\n",
       "      <td>LBA Regional Vegetation and Soils, 1-Degree (W...</td>\n",
       "      <td>10.3334/ORNLDAAC/687</td>\n",
       "      <td>C2777328977-ORNL_CLOUD</td>\n",
       "      <td>ORNL_CLOUD</td>\n",
       "      <td>['s3://ornl-cumulus-prod-protected/lba/land_us...</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-85.0, -25.0, -30.0, 10.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1900-01-01T00:00:00.000Z</td>\n",
       "      <td>1999-12-31T23:59:59.000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://doi.org/10.3334/ORNLDAAC/687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9014</th>\n",
       "      <td>willmott_673</td>\n",
       "      <td>LBA Regional Climate Data, 0.5-Degree Grid, 19...</td>\n",
       "      <td>10.3334/ORNLDAAC/673</td>\n",
       "      <td>C2779732234-ORNL_CLOUD</td>\n",
       "      <td>ORNL_CLOUD</td>\n",
       "      <td>['s3://ornl-cumulus-prod-protected/lba/physica...</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-85.0, -25.0, -30.0, 10.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1960-01-01T00:00:00.000Z</td>\n",
       "      <td>1990-12-31T23:59:59.000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://doi.org/10.3334/ORNLDAAC/673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9015</th>\n",
       "      <td>wisperimpacts</td>\n",
       "      <td>Water Isotope System for Precipitation and Ent...</td>\n",
       "      <td>10.5067/IMPACTS/WISPER/DATA101</td>\n",
       "      <td>C2175816611-GHRC_DAAC</td>\n",
       "      <td>GHRC_DAAC</td>\n",
       "      <td>['ghrcw-protected/wisperimpacts__1/']</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-95.2426928, 33.2614038, -67.8781539, 48.2369...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-01-18T18:01:40.000Z</td>\n",
       "      <td>2023-02-28T15:35:37.000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://doi.org/10.5067/IMPACTS/WISPER/DATA101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9016</th>\n",
       "      <td>woody_biomass_657</td>\n",
       "      <td>Woody Biomass for Eastern U.S. Forests, 1983-1996</td>\n",
       "      <td>10.3334/ORNLDAAC/657</td>\n",
       "      <td>C2808093948-ORNL_CLOUD</td>\n",
       "      <td>ORNL_CLOUD</td>\n",
       "      <td>['s3://ornl-cumulus-prod-protected/global_vege...</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-100.0, 25.0, -60.0, 50.0]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1983-01-01T00:00:00.000Z</td>\n",
       "      <td>1996-12-31T23:59:59.000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://doi.org/10.3334/ORNLDAAC/657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9017</th>\n",
       "      <td>wrfimpacts</td>\n",
       "      <td>Weather Research and Forecasting (WRF) Model I...</td>\n",
       "      <td>10.5067/IMPACTS/WRF/DATA101</td>\n",
       "      <td>C1995874860-GHRC_DAAC</td>\n",
       "      <td>GHRC_DAAC</td>\n",
       "      <td>['ghrcw-protected/wrfimpacts__1/']</td>\n",
       "      <td>CARTESIAN</td>\n",
       "      <td>[-114.20199584960938, 22.970565795898438, -53....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-01-12T00:00:00.000Z</td>\n",
       "      <td>2023-03-04T14:59:59.000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://doi.org/10.5067/IMPACTS/WRF/DATA101</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9018 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ShortName  \\\n",
       "0         2009oct_Chesapeake   \n",
       "1                  2dimpacts   \n",
       "2                       AAOT   \n",
       "3                     AA_L2A   \n",
       "4     ABI_G16-STAR-L2P-v2.70   \n",
       "...                      ...   \n",
       "9013             wilhend_687   \n",
       "9014            willmott_673   \n",
       "9015           wisperimpacts   \n",
       "9016       woody_biomass_657   \n",
       "9017              wrfimpacts   \n",
       "\n",
       "                                             EntryTitle  \\\n",
       "0       Chesapeake Bay measurements during October 2009   \n",
       "1     Two-Dimensional Video Disdrometer (2DVD) IMPAC...   \n",
       "2                 Acqua Alta Oceanographic Tower (AAOT)   \n",
       "3     AMSR/ADEOS-II L2A Global Swath Spatially-Resam...   \n",
       "4     GHRSST NOAA/STAR GOES-16 ABI L2P America Regio...   \n",
       "...                                                 ...   \n",
       "9013  LBA Regional Vegetation and Soils, 1-Degree (W...   \n",
       "9014  LBA Regional Climate Data, 0.5-Degree Grid, 19...   \n",
       "9015  Water Isotope System for Precipitation and Ent...   \n",
       "9016  Woody Biomass for Eastern U.S. Forests, 1983-1996   \n",
       "9017  Weather Research and Forecasting (WRF) Model I...   \n",
       "\n",
       "                                             DOI              concept-id  \\\n",
       "0     10.5067/SeaBASS/2009OCT_CHESAPEAKE/DATA001     C1633360083-OB_DAAC   \n",
       "1                   10.5067/IMPACTS/2DVD/DATA101   C1995564612-GHRC_DAAC   \n",
       "2                   10.5067/SeaBASS/AAOT/DATA001     C1633360084-OB_DAAC   \n",
       "3               10.5067/ADEOS-II/AMSR/AA_L2A.001   C1241435536-NSIDC_ECS   \n",
       "4                            10.5067/GHG16-2PO27     C2036877465-POCLOUD   \n",
       "...                                          ...                     ...   \n",
       "9013                        10.3334/ORNLDAAC/687  C2777328977-ORNL_CLOUD   \n",
       "9014                        10.3334/ORNLDAAC/673  C2779732234-ORNL_CLOUD   \n",
       "9015              10.5067/IMPACTS/WISPER/DATA101   C2175816611-GHRC_DAAC   \n",
       "9016                        10.3334/ORNLDAAC/657  C2808093948-ORNL_CLOUD   \n",
       "9017                 10.5067/IMPACTS/WRF/DATA101   C1995874860-GHRC_DAAC   \n",
       "\n",
       "     provider-id                                           s3-links  \\\n",
       "0        OB_DAAC                                                NaN   \n",
       "1      GHRC_DAAC                  ['ghrcw-protected/2dimpacts__1/']   \n",
       "2        OB_DAAC                                                NaN   \n",
       "3      NSIDC_ECS                                                NaN   \n",
       "4        POCLOUD  ['podaac-ops-cumulus-protected/ABI_G16-STAR-L2...   \n",
       "...          ...                                                ...   \n",
       "9013  ORNL_CLOUD  ['s3://ornl-cumulus-prod-protected/lba/land_us...   \n",
       "9014  ORNL_CLOUD  ['s3://ornl-cumulus-prod-protected/lba/physica...   \n",
       "9015   GHRC_DAAC              ['ghrcw-protected/wisperimpacts__1/']   \n",
       "9016  ORNL_CLOUD  ['s3://ornl-cumulus-prod-protected/global_vege...   \n",
       "9017   GHRC_DAAC                 ['ghrcw-protected/wrfimpacts__1/']   \n",
       "\n",
       "       bbox-crs                                               bbox  \\\n",
       "0     CARTESIAN                       [-180.0, -90.0, 180.0, 90.0]   \n",
       "1     CARTESIAN             [-75.4912, 37.9194, -75.4462, 37.9543]   \n",
       "2     CARTESIAN                       [-180.0, -90.0, 180.0, 90.0]   \n",
       "3     CARTESIAN                       [-180.0, -90.0, 180.0, 90.0]   \n",
       "4     CARTESIAN                       [-135.0, -59.0, -15.0, 59.0]   \n",
       "...         ...                                                ...   \n",
       "9013  CARTESIAN                        [-85.0, -25.0, -30.0, 10.0]   \n",
       "9014  CARTESIAN                        [-85.0, -25.0, -30.0, 10.0]   \n",
       "9015  CARTESIAN  [-95.2426928, 33.2614038, -67.8781539, 48.2369...   \n",
       "9016  CARTESIAN                        [-100.0, 25.0, -60.0, 50.0]   \n",
       "9017  CARTESIAN  [-114.20199584960938, 22.970565795898438, -53....   \n",
       "\n",
       "                                         horizontal_res  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4     [{'XDimension': 2000.0, 'YDimension': 2000.0, ...   \n",
       "...                                                 ...   \n",
       "9013                                                NaN   \n",
       "9014                                                NaN   \n",
       "9015                                                NaN   \n",
       "9016                                                NaN   \n",
       "9017                                                NaN   \n",
       "\n",
       "                    start-time                  end-time           Creator  \\\n",
       "0         2009-10-12T00:00:02Z                       NaN               NaN   \n",
       "1     2020-01-15T01:37:06.000Z  2020-02-28T20:41:44.000Z               NaN   \n",
       "2         1999-08-03T00:00:02Z                       NaN               NaN   \n",
       "3     2003-01-18T00:00:00.000Z  2003-10-24T23:59:59.999Z               NaN   \n",
       "4     2017-12-15T00:00:00.000Z                       NaN  NOAA/NESDIS/STAR   \n",
       "...                        ...                       ...               ...   \n",
       "9013  1900-01-01T00:00:00.000Z  1999-12-31T23:59:59.000Z               NaN   \n",
       "9014  1960-01-01T00:00:00.000Z  1990-12-31T23:59:59.000Z               NaN   \n",
       "9015  2020-01-18T18:01:40.000Z  2023-02-28T15:35:37.000Z               NaN   \n",
       "9016  1983-01-01T00:00:00.000Z  1996-12-31T23:59:59.000Z               NaN   \n",
       "9017  2020-01-12T00:00:00.000Z  2023-03-04T14:59:59.000Z               NaN   \n",
       "\n",
       "                                              Publisher  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3     NASA National Snow and Ice Data Center Distrib...   \n",
       "4                                               PO.DAAC   \n",
       "...                                                 ...   \n",
       "9013                                                NaN   \n",
       "9014                                                NaN   \n",
       "9015                                                NaN   \n",
       "9016                                                NaN   \n",
       "9017                                                NaN   \n",
       "\n",
       "                   ReleaseDate            ReleasePlace Version  \\\n",
       "0                          NaN                     NaN     NaN   \n",
       "1                          NaN                     NaN     NaN   \n",
       "2                          NaN                     NaN     NaN   \n",
       "3                          NaN                     NaN       1   \n",
       "4     2019-05-15T00:00:00.000Z  Camp Springs, MD (USA)    2.70   \n",
       "...                        ...                     ...     ...   \n",
       "9013                       NaN                     NaN     NaN   \n",
       "9014                       NaN                     NaN     NaN   \n",
       "9015                       NaN                     NaN     NaN   \n",
       "9016                       NaN                     NaN     NaN   \n",
       "9017                       NaN                     NaN     NaN   \n",
       "\n",
       "                                                Linkage  \n",
       "0     https://doi.org/10.5067/SeaBASS/2009OCT_CHESAP...  \n",
       "1          https://doi.org/10.5067/IMPACTS/2DVD/DATA101  \n",
       "2          https://doi.org/10.5067/SeaBASS/AAOT/DATA001  \n",
       "3      https://doi.org/10.5067/ADEOS-II/AMSR/AA_L2A.001  \n",
       "4                   https://doi.org/10.5067/GHG16-2PO27  \n",
       "...                                                 ...  \n",
       "9013               https://doi.org/10.3334/ORNLDAAC/687  \n",
       "9014               https://doi.org/10.3334/ORNLDAAC/673  \n",
       "9015     https://doi.org/10.5067/IMPACTS/WISPER/DATA101  \n",
       "9016               https://doi.org/10.3334/ORNLDAAC/657  \n",
       "9017        https://doi.org/10.5067/IMPACTS/WRF/DATA101  \n",
       "\n",
       "[9018 rows x 17 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ShortName',\n",
       " 'EntryTitle',\n",
       " 'DOI',\n",
       " 'concept-id',\n",
       " 'provider-id',\n",
       " 's3-links',\n",
       " 'bbox-crs',\n",
       " 'bbox',\n",
       " 'horizontal_res',\n",
       " 'start-time',\n",
       " 'end-time',\n",
       " 'Creator',\n",
       " 'Publisher',\n",
       " 'ReleaseDate',\n",
       " 'ReleasePlace',\n",
       " 'Version',\n",
       " 'Linkage']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns.values.tolist()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "geo",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
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 },
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