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2017-06-12-ncei_ra_archive_history.ipynb
{
"cells": [
{
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"metadata": {
"id": "view-in-github",
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"<a href=\"https://colab.research.google.com/gist/MathewBiddle/650f2e41ecc50f844b8b42ff2a814d06/2017-06-12-ncei_ra_archive_history.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"id": "K9AuetyrmD8J"
},
"source": [
"# Using NCEI geoportal REST API to collect information about IOOS Regional Association archived data\n",
"\n",
"Created: 2017-06-12\n",
"\n",
"IOOS regional associations archive their non-federal observational data with NOAA's National Center for Environmental Information (NCEI). In this notebook we will use the [RESTful](https://github.com/Esri/geoportal-server/wiki/REST-API-Syntax) services of the [NCEI geoportal](https://www.ncei.noaa.gov/metadata/geoportal/#searchPanel) to collect metadata from the archive packages found in the NCEI archives. The metadata information are stored in [ISO 19115-2](https://wiki.earthdata.nasa.gov/display/NASAISO/ISO+19115-2) xml files which the NCEI geoportal uses for discovery of Archival Information Packages (AIPs). This example uses the ISO metadata records to display publication information as well as plot the time coverage of each AIP at NCEI which meets the search criteria.\n",
"\n",
"First we update the namespaces dictionary from owslib to include the appropriate namespace reference for gmi and gml.\n",
"\n",
"For more information on ISO Namespaces see: https://geo-ide.noaa.gov/wiki/index.php?title=ISO_Namespaces"
]
},
{
"cell_type": "code",
"source": [
"!pip install owslib"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "TrjOHjmgmE2c",
"outputId": "9102b6b3-8f35-4fba-e211-b7d2654c2542"
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"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting owslib\n",
" Downloading OWSLib-0.29.1-py2.py3-none-any.whl (221 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m221.1/221.1 kB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: lxml in /usr/local/lib/python3.10/dist-packages (from owslib) (4.9.2)\n",
"Requirement already satisfied: python-dateutil>=1.5 in /usr/local/lib/python3.10/dist-packages (from owslib) (2.8.2)\n",
"Requirement already satisfied: pytz in /usr/local/lib/python3.10/dist-packages (from owslib) (2022.7.1)\n",
"Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from owslib) (6.0)\n",
"Requirement already satisfied: requests>=1.0 in /usr/local/lib/python3.10/dist-packages (from owslib) (2.27.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=1.5->owslib) (1.16.0)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=1.0->owslib) (1.26.15)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=1.0->owslib) (2022.12.7)\n",
"Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests>=1.0->owslib) (2.0.12)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=1.0->owslib) (3.4)\n",
"Installing collected packages: owslib\n",
"Successfully installed owslib-0.29.1\n"
]
}
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},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "_lv4XNgVmD8M"
},
"outputs": [],
"source": [
"from owslib.iso import namespaces\n",
"\n",
"# Append gmi namespace to namespaces dictionary.\n",
"namespaces.update({\"gmi\": \"http://www.isotc211.org/2005/gmi\"})\n",
"namespaces.update({\"gml\": \"http://www.opengis.net/gml/3.2\"})\n",
"del namespaces[None]"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zeQ-zOf_mD8N"
},
"source": [
"## Now we select a Regional Association and platform\n",
"\n",
"This is where the user identifies the Regional Association and the platform type they are interested in. Change the RA acronym to the RA of interest. The user can also omit the Regional Association, by using `None`, to collect metadata information about all IOOS non-Federal observation data archived through the NCEI-IOOS pipeline.\n",
"\n",
"The options for platform include: `\"HF Radar\"`, `\"Glider\"`, and `\"FIXED PLATFORM\"`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "YX4riZCOmD8O"
},
"outputs": [],
"source": [
"# Select RA, this will be the acronym for the RA or None if you want to search across all RAs\n",
"ra = None\n",
"\n",
"# Identify the platform.\n",
"platform = (\n",
" '\"Glider\"' # Options include: None, \"HF Radar\", \"Glider\", \"FIXED PLATFORM\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "T4fsrG9cmD8O"
},
"source": [
"## Next we generate a geoportal query and georss feed\n",
"\n",
"To find more information about how to compile a geoportal query, have a look at [REST API Syntax](https://github.com/Esri/geoportal-server/wiki/REST-API-Syntax) and the [NCEI Search Tips](https://www.nodc.noaa.gov/search/granule/catalog/searchtips/searchtips.page) for the [NCEI geoportal](https://data.nodc.noaa.gov/geoportal/catalog/search/search.page). The example provided is specific to the NCEI-IOOS data pipeline project and only searches for non-federal timeseries data collected by each Regional Association.\n",
"\n",
"The query developed here can be updated to search for any Archival Information Packages at NCEI, therefore the user should develop the appropriate query using the [NCEI Geoportal](https://data.nodc.noaa.gov/geoportal/catalog/search/search.page) and update this portion of the code to identify the REST API of interest."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "u_5X-ZVAmD8P",
"outputId": "36272285-64a4-42f2-f4ff-a318906e7229"
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"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Identified response format:\n",
"https://www.ncei.noaa.gov/metadata/geoportal/opensearch?q=%22Glider%22&filter=dataThemeprojects_s:%22Integrated%20Ocean%20Observing%20System%20Data%20Assembly%20Centers%20Data%20Stewardship%20Program%22&start=1&num=1010&f=csv\n",
"\n",
"Search page response:\n",
"https://www.ncei.noaa.gov/metadata/geoportal/opensearch?q=%22Glider%22&filter=dataThemeprojects_s:%22Integrated%20Ocean%20Observing%20System%20Data%20Assembly%20Centers%20Data%20Stewardship%20Program%22&start=1&num=1010&f=searchPage\n"
]
}
],
"source": [
"try:\n",
" from urllib.parse import quote\n",
"except ImportError:\n",
" from urllib import quote\n",
"\n",
"# Generate geoportal query and georss feed.\n",
"\n",
"# Base geoportal url.\n",
"baseurl = \"https://www.ncei.noaa.gov/\" \"metadata/geoportal/opensearch\" \"?q=\"\n",
"\n",
"# Identify the Regional Association\n",
"if ra is None:\n",
" reg_assoc = \"\"\n",
"else:\n",
" RAs = {\n",
" \"AOOS\": \"Alaska Ocean Observing System\",\n",
" \"CARICOOS\": \"Caribbean Coastal Ocean Observing System\",\n",
" \"CeNCOOS\": \"Central and Northern California Coastal Ocean Observing System\",\n",
" \"GCOOS\": \"Gulf of Mexico Coastal Ocean Observing System\",\n",
" \"GLOS\": \"Great Lakes Observing System\",\n",
" \"MARACOOS\": \"Mid-Atlantic Regional Association Coastal Ocean Observing System\",\n",
" \"NANOOS\": \"Northwest Association of Networked Ocean Observing Systems\",\n",
" \"NERACOOS\": \"Northeastern Regional Association of Coastal Ocean Observing System\",\n",
" \"PacIOOS\": \"Pacific Islands Ocean Observing System\",\n",
" \"SCCOOS\": \"Southern California Coastal Ocean Observing System\",\n",
" \"SECOORA\": \"Southeast Coastal Ocean Observing Regional Association\",\n",
" }\n",
" reg_assoc = '(dataThemeinstitutions_s:\"{}\" dataThemeprojects_s:\"{} ({})\")'.format(\n",
" RAs[ra],\n",
" RAs[ra],\n",
" ra,\n",
" )\n",
"\n",
"# Identify the project.\n",
"project = (\n",
" '\"Integrated Ocean Observing System Data Assembly Centers Data Stewardship Program\"'\n",
")\n",
"\n",
"# Identify the amount of records and format of the response: 1 to 1010 records.\n",
"records = \"&start=1&num=1010\"\n",
"\n",
"# Identify the format of the response: georss.\n",
"response_format = \"&f=csv\"\n",
"\n",
"if ra is not None:\n",
" if platform is not None:\n",
" reg_assoc_plat = quote(reg_assoc + \" AND\" + platform)\n",
" else:\n",
" reg_assoc_plat = quote(reg_assoc)\n",
"else:\n",
" reg_assoc_plat = platform.replace('\"',\"%22\")\n",
"\n",
"# Combine the URL.\n",
"url = \"{}{}{}{}\".format(\n",
" baseurl,\n",
" reg_assoc_plat,\n",
" \"&filter=dataThemeprojects_s:\",\n",
" quote(project) + records + response_format,\n",
")\n",
"\n",
"print(f\"Identified response format:\\n{url}\")\n",
"print(\n",
" \"\\nSearch page response:\\n{}\".format(url.replace(response_format, \"&f=searchPage\"))\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Q0PVbOWQmD8Q"
},
"source": [
"## Time to query the portal and parse out the csv response\n",
"\n",
"Here we are opening the specified REST API and parsing it into a string. Then, since we identified it as a csv format above, we parse it using the Pandas package. We also split the Data_Date_Range column into two columns, `data_start_date` and `data_end_date` to have that useful information available."
]
},
{
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"execution_count": 5,
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" Id Title \\\n",
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" Link_Xml Link_1 Link_2 Link_3 \\\n",
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" Link_4 Data_Date_Range \\\n",
"0 NaN 2018-08-21T00:00:00Z to 2018-10-11T23:59:59.999Z \n",
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"\n",
" Date_Published data_start_date data_end_date \n",
"0 2021-07-27T00:00:00Z 2018-08-21 00:00:00+00:00 2018-10-12 00:00:00+00:00 \n",
"1 2021-07-27T00:00:00Z 2018-08-20 00:00:00+00:00 2018-11-12 00:00:00+00:00 \n",
"2 2021-07-27T00:00:00Z 2018-07-31 00:00:00+00:00 2018-09-22 00:00:00+00:00 \n",
"3 2021-07-27T00:00:00Z 2018-08-01 00:00:00+00:00 2018-08-11 00:00:00+00:00 \n",
"4 2021-07-27T00:00:00Z 2018-08-21 00:00:00+00:00 2018-11-12 00:00:00+00:00 "
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" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-a85027e5-e408-43d9-9a1f-2cdda8769ef6 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-a85027e5-e408-43d9-9a1f-2cdda8769ef6');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 5
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"df = pd.read_csv(url)\n",
"\n",
"df[[\"data_start_date\", \"data_end_date\"]] = df[\"Data_Date_Range\"].str.split(\n",
" \" to \", expand=True\n",
")\n",
"df[\"data_start_date\"] = pd.to_datetime(df[\"data_start_date\"])\n",
"df[\"data_end_date\"] = pd.to_datetime(df[\"data_end_date\"]) + pd.Timedelta(\n",
" np.timedelta64(1, \"ms\")\n",
")\n",
"\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oyU0EktLmD8R"
},
"source": [
"Now, lets pull out all the ISO metadata record links and print them out so the user can browse to the metadata record and look for what items they might be interested in."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "B7q87I_2mD8R",
"outputId": "6b918802-123d-4a21-df3e-175107d1d8b7"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Found 927 record(s)\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239569/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239569\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239570/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239570\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239578/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239578\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239579/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239579\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239573/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239573\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239574/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239574\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239575/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239575\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239581/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239581\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239582/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239582\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239583/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239583\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239576/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239576\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239577/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239577\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239571/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239571\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239572/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239572\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239593/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239593\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239589/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239589\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239590/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239590\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239591/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239591\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239586/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239586\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239587/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239587\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239588/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239588\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239584/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239584\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239585/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239585\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242872/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242872\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239580/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239580\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0252098/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0252098\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276855/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276855\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0178932/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0178932\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0240163/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0240163\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242904/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242904\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242912/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242912\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242906/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242906\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242900/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242900\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242901/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242901\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0237917/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0237917\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239017/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239017\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239016/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239016\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238817/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238817\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239032/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239032\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0209332/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0209332\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0209708/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0209708\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0253532/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0253532\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0253529/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0253529\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0253530/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0253530\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0253531/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0253531\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0248886/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0248886\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242903/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242903\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242905/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242905\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242902/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242902\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0252059/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0252059\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0252060/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0252060\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0247786/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0247786\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276762/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276762\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242880/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242880\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242935/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242935\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239015/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239015\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239592/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239592\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276660/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276660\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276986/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276986\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276853/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276853\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242884/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242884\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242897/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242897\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242898/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242898\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0246773/xml\n",
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"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242925\n",
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"\n",
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"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0241320\n",
"\n",
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"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0241325\n",
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"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0163370/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0163370\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239028/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239028\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239170/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239170\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239173/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239173\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0247150/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0247150\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242919/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242919\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0246776/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0246776\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276693/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276693\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276742/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276742\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276782/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276782\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0246771/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0246771\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0246772/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0246772\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276745/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276745\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276635/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276635\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276746/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276746\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276747/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276747\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238814/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238814\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0242922/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0242922\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276755/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276755\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238816/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238816\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238813/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238813\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239172/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239172\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276856/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276856\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0257898/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0257898\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0257899/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0257899\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0257896/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0257896\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0257897/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0257897\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0259499/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0259499\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0259500/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0259500\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0259501/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0259501\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0259502/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0259502\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0259503/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0259503\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0257894/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0257894\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0257895/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0257895\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238815/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238815\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0162480/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0162480\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0250439/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0250439\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0259293/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0259293\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239595/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239595\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239596/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239596\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276859/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276859\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276860/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276860\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276861/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276861\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0277089/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0277089\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276744/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276744\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239599/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239599\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0129915/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0129915\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238810/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238810\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238811/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238811\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238806/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238806\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238807/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238807\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238808/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238808\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238809/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238809\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0277661/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0277661\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0277086/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0277086\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0164191/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0164191\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0240018/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0240018\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0238805/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0238805\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0239021/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0239021\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0246769/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0246769\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0246770/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0246770\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276763/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276763\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276669/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276669\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276670/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276670\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276671/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276671\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276672/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276672\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276673/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276673\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0276743/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0276743\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0131705/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0131705\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0137960/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0137960\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0137961/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0137961\n",
"\n",
"\n",
"ISO19115-2 record: http://www.ncei.noaa.gov/metadata/geoportal/rest/metadata/item/gov.noaa.nodc%3A0137927/xml\n",
"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.nodc:0137927\n",
"\n",
"\n"
]
}
],
"source": [
"# parse the csv response\n",
"\n",
"print(\"Found %i record(s)\" % len(df))\n",
"for index, row in df.iterrows():\n",
" print(\"ISO19115-2 record:\", row[\"Link_Xml\"]) # URL to ISO19115-2 record.\n",
" print(\n",
" \"NCEI dataset metadata page: https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=\"\n",
" + row[\"Id\"]\n",
" )\n",
" print(\"\\n\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NhUsv_kVmD8R"
},
"source": [
"## Let's collect what we have found\n",
"\n",
"Now that we have all the ISO metadata records we are interested in, it's time to do something fun with them. In this example we want to generate a timeseries plot of the data coverage for the \"Southern California Coastal Ocean Observing System\" stations we have archived at NCEI.\n",
"\n",
"First we need to collect some information. We loop through each iso record to collect metadata information about each package. The example here shows how to collect the following items:\n",
"\n",
"1. NCEI Archival Information Package (AIP) Accession ID (7-digit Accession Number)\n",
"1. The first date the archive package was published.\n",
"1. The platform code identified from the provider.\n",
"1. The version number and date it was published.\n",
"1. The current AIP size, in MB.\n",
"\n",
"There are plenty of other metadata elements to collect from the ISO records, so we recommend browsing to one of the records and having a look at the items of interest to your community."
]
},
{
"cell_type": "code",
"source": [
"df"
],
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"height": 988
},
"id": "8xeyh0c6txSo",
"outputId": "7d0fe8aa-ba83-4cbb-842a-5e12611defdc"
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"outputs": [
{
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" Id Title \\\n",
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"2 gov.noaa.nodc:0239578 Physical trajectory profile data from glider n... \n",
"3 gov.noaa.nodc:0239579 Physical trajectory profile data from glider n... \n",
"4 gov.noaa.nodc:0239573 Physical trajectory profile data from glider n... \n",
".. ... ... \n",
"922 gov.noaa.nodc:0276743 Low resolution real-time physical trajectory p... \n",
"923 gov.noaa.nodc:0131705 Physical trajectory profile data from glider S... \n",
"924 gov.noaa.nodc:0137960 Physical trajectory profile data from glider S... \n",
"925 gov.noaa.nodc:0137961 Physical trajectory profile data from glider S... \n",
"926 gov.noaa.nodc:0137927 Physical trajectory profile data from glider S... \n",
"\n",
" Description West South East North \\\n",
"0 NaN -88.2714 27.1550 -85.5242 27.7193 \n",
"1 NaN -89.1943 27.0201 -85.5219 28.2194 \n",
"2 NaN -90.8929 25.7813 -87.9565 27.7838 \n",
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"4 NaN -89.1472 27.2074 -85.6819 28.1119 \n",
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"925 NaN -68.1944 15.3948 -66.5465 17.8774 \n",
"926 NaN -68.2125 15.3964 -66.5487 17.8791 \n",
"\n",
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"922 http://www.ncei.noaa.gov/metadata/geoportal/re... NaN NaN \n",
"923 http://www.ncei.noaa.gov/metadata/geoportal/re... NaN NaN \n",
"924 http://www.ncei.noaa.gov/metadata/geoportal/re... NaN NaN \n",
"925 http://www.ncei.noaa.gov/metadata/geoportal/re... NaN NaN \n",
"926 http://www.ncei.noaa.gov/metadata/geoportal/re... NaN NaN \n",
"\n",
" Link_3 Link_4 Data_Date_Range \\\n",
"0 NaN NaN 2018-08-21T00:00:00Z to 2018-10-11T23:59:59.999Z \n",
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"922 NaN NaN 2022-09-07T00:00:00Z to 2022-09-20T23:59:59.999Z \n",
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"926 NaN NaN 2015-02-06T00:00:00Z to 2015-04-27T23:59:59.999Z \n",
"\n",
" Date_Published data_start_date data_end_date \n",
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"922 2023-02-15T00:00:00Z 2022-09-07 00:00:00+00:00 2022-09-21 00:00:00+00:00 \n",
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]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"source": [
"import datetime\n",
"date = datetime.datetime(2022,10,1)\n",
"\n",
"\n",
"df = df.set_index('data_end_date', drop=False)\n",
"\n",
"df_subset = df.sort_index()[date:]\n",
"\n",
"df_subset"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "b5vQ_UYMpu9c",
"outputId": "927090bd-b46b-4d51-e655-565ade2a4b24"
},
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"<ipython-input-8-c4da0b043e3c>:7: FutureWarning: Indexing a timezone-aware DatetimeIndex with a timezone-naive datetime is deprecated and will raise KeyError in a future version. Use a timezone-aware object instead.\n",
" df_subset = df.sort_index()[date:]\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Id \\\n",
"data_end_date \n",
"2022-10-07 00:00:00+00:00 gov.noaa.nodc:0276860 \n",
"2022-10-10 00:00:00+00:00 gov.noaa.nodc:0276745 \n",
"2022-11-02 00:00:00+00:00 gov.noaa.nodc:0277086 \n",
"2022-11-10 00:00:00+00:00 gov.noaa.nodc:0276692 \n",
"2022-11-11 00:00:00+00:00 gov.noaa.nodc:0276691 \n",
"2022-11-11 00:00:00+00:00 gov.noaa.nodc:0276856 \n",
"2022-11-13 00:00:00+00:00 gov.noaa.nodc:0276748 \n",
"2022-11-16 00:00:00+00:00 gov.noaa.nodc:0276750 \n",
"2022-11-17 00:00:00+00:00 gov.noaa.nodc:0276749 \n",
"2022-11-24 00:00:00+00:00 gov.noaa.nodc:0276697 \n",
"2022-11-30 00:00:00+00:00 gov.noaa.nodc:0276754 \n",
"2022-12-02 00:00:00+00:00 gov.noaa.nodc:0276751 \n",
"2022-12-02 00:00:00+00:00 gov.noaa.nodc:0276698 \n",
"2022-12-06 00:00:00+00:00 gov.noaa.nodc:0276688 \n",
"2022-12-08 00:00:00+00:00 gov.noaa.nodc:0276746 \n",
"2022-12-14 00:00:00+00:00 gov.noaa.nodc:0276689 \n",
"2023-01-03 00:00:00+00:00 gov.noaa.nodc:0276861 \n",
"2023-01-11 00:00:00+00:00 gov.noaa.nodc:0276616 \n",
"2023-01-20 00:00:00+00:00 gov.noaa.nodc:0276858 \n",
"2023-01-25 00:00:00+00:00 gov.noaa.nodc:0276857 \n",
"2023-02-04 00:00:00+00:00 gov.noaa.nodc:0276611 \n",
"2023-02-05 00:00:00+00:00 gov.noaa.nodc:0276660 \n",
"2023-03-03 00:00:00+00:00 gov.noaa.nodc:0276939 \n",
"2023-03-05 00:00:00+00:00 gov.noaa.nodc:0277977 \n",
"2023-03-08 00:00:00+00:00 gov.noaa.nodc:0276987 \n",
"2023-03-08 00:00:00+00:00 gov.noaa.nodc:0276986 \n",
"2023-03-08 00:00:00+00:00 gov.noaa.nodc:0276988 \n",
"2023-03-09 00:00:00+00:00 gov.noaa.nodc:0276984 \n",
"2023-03-09 00:00:00+00:00 gov.noaa.nodc:0276985 \n",
"2023-03-09 00:00:00+00:00 gov.noaa.nodc:0277978 \n",
"2023-03-17 00:00:00+00:00 gov.noaa.nodc:0277088 \n",
"2023-03-17 00:00:00+00:00 gov.noaa.nodc:0277087 \n",
"2023-03-21 00:00:00+00:00 gov.noaa.nodc:0277153 \n",
"2023-04-01 00:00:00+00:00 gov.noaa.nodc:0277476 \n",
"2023-04-14 00:00:00+00:00 gov.noaa.nodc:0277661 \n",
"2023-04-29 00:00:00+00:00 gov.noaa.nodc:0277979 \n",
"2023-05-01 00:00:00+00:00 gov.noaa.nodc:0277875 \n",
"2023-05-07 00:00:00+00:00 gov.noaa.nodc:0277993 \n",
"\n",
" Title \\\n",
"data_end_date \n",
"2022-10-07 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-10-10 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-02 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-10 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-11 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-11 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-13 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-16 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-17 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-24 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-11-30 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-12-02 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-12-02 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-12-06 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-12-08 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2022-12-14 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-01-03 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-01-11 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-01-20 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-01-25 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-02-04 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-02-05 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-03 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-05 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-08 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-08 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-08 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-09 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-09 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-09 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-17 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-17 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-03-21 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-04-01 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-04-14 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-04-29 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-05-01 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"2023-05-07 00:00:00+00:00 Low resolution real-time physical trajectory p... \n",
"\n",
" Description West South East North \\\n",
"data_end_date \n",
"2022-10-07 00:00:00+00:00 NaN -69.9237 42.6716 -67.5881 44.2846 \n",
"2022-10-10 00:00:00+00:00 NaN -61.1554 14.3339 -60.9943 14.5047 \n",
"2022-11-02 00:00:00+00:00 NaN -74.3152 38.7589 -73.0752 39.5359 \n",
"2022-11-10 00:00:00+00:00 NaN -71.2033 40.0569 -70.7231 40.3842 \n",
"2022-11-11 00:00:00+00:00 NaN -71.2638 39.7607 -70.3202 40.1677 \n",
"2022-11-11 00:00:00+00:00 NaN -62.9778 37.7948 -62.5450 38.4929 \n",
"2022-11-13 00:00:00+00:00 NaN -67.0611 15.7438 -65.6206 17.6204 \n",
"2022-11-16 00:00:00+00:00 NaN -125.6014 35.1188 -121.8507 36.8582 \n",
"2022-11-17 00:00:00+00:00 NaN -76.0860 24.6531 -74.4801 25.4425 \n",
"2022-11-24 00:00:00+00:00 NaN -122.4017 36.6844 -121.8366 36.7989 \n",
"2022-11-30 00:00:00+00:00 NaN -123.8392 32.8335 -119.7500 34.4402 \n",
"2022-12-02 00:00:00+00:00 NaN -122.6644 31.0802 -117.2892 33.3332 \n",
"2022-12-02 00:00:00+00:00 NaN -72.6815 38.2313 -70.2738 40.3800 \n",
"2022-12-06 00:00:00+00:00 NaN -127.9984 44.5463 -124.2927 44.7175 \n",
"2022-12-08 00:00:00+00:00 NaN -61.3251 13.4260 -60.9621 15.1580 \n",
"2022-12-14 00:00:00+00:00 NaN -125.2668 46.8482 -124.2656 47.8476 \n",
"2023-01-03 00:00:00+00:00 NaN -69.9237 42.6775 -67.5787 44.2526 \n",
"2023-01-11 00:00:00+00:00 NaN -128.0014 44.6219 -124.3076 47.0918 \n",
"2023-01-20 00:00:00+00:00 NaN -121.1456 32.4306 -117.2824 34.1477 \n",
"2023-01-25 00:00:00+00:00 NaN -126.1817 37.0787 -123.2682 38.4999 \n",
"2023-02-04 00:00:00+00:00 NaN -64.4628 31.3361 -63.8697 31.8502 \n",
"2023-02-05 00:00:00+00:00 NaN -121.0709 34.2103 -119.7381 34.7884 \n",
"2023-03-03 00:00:00+00:00 NaN -122.1468 36.6967 -121.8429 36.7998 \n",
"2023-03-05 00:00:00+00:00 NaN -128.0023 44.5846 -124.3085 44.7706 \n",
"2023-03-08 00:00:00+00:00 NaN -125.5942 35.0511 -121.8578 36.8721 \n",
"2023-03-08 00:00:00+00:00 NaN -122.1109 36.6770 -121.8316 36.7993 \n",
"2023-03-08 00:00:00+00:00 NaN -80.0441 25.7635 -70.5968 41.0757 \n",
"2023-03-09 00:00:00+00:00 NaN -64.6170 31.5872 -63.7968 32.3178 \n",
"2023-03-09 00:00:00+00:00 NaN -121.9155 36.7804 -121.8365 36.7977 \n",
"2023-03-09 00:00:00+00:00 NaN -125.6955 44.3728 -124.0963 45.6579 \n",
"2023-03-17 00:00:00+00:00 NaN -123.9063 32.8197 -119.7481 34.6197 \n",
"2023-03-17 00:00:00+00:00 NaN -80.0507 25.7660 -74.4423 35.9245 \n",
"2023-03-21 00:00:00+00:00 NaN -122.6485 31.0920 -117.2908 33.3331 \n",
"2023-04-01 00:00:00+00:00 NaN -64.5563 31.3139 -63.7692 32.1833 \n",
"2023-04-14 00:00:00+00:00 NaN -74.2020 38.7561 -73.0770 39.5101 \n",
"2023-04-29 00:00:00+00:00 NaN -127.9898 43.4288 -124.3104 47.0352 \n",
"2023-05-01 00:00:00+00:00 NaN -64.6076 32.0296 -64.3862 32.3446 \n",
"2023-05-07 00:00:00+00:00 NaN -64.6045 32.1234 -64.4385 32.3419 \n",
"\n",
" Link_Xml \\\n",
"data_end_date \n",
"2022-10-07 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-10-10 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-02 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-10 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-11 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-11 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-13 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-16 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-17 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-24 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-11-30 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-12-02 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-12-02 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-12-06 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-12-08 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2022-12-14 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-01-03 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-01-11 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-01-20 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-01-25 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-02-04 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-02-05 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-03 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-05 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-08 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-08 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-08 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-09 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-09 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-09 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-17 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-17 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-03-21 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-04-01 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-04-14 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-04-29 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-05-01 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"2023-05-07 00:00:00+00:00 http://www.ncei.noaa.gov/metadata/geoportal/re... \n",
"\n",
" Link_1 Link_2 Link_3 Link_4 \\\n",
"data_end_date \n",
"2022-10-07 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-10-10 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-02 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-10 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-11 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-11 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-13 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-16 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-17 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-24 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-11-30 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-12-02 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-12-02 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-12-06 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-12-08 00:00:00+00:00 NaN NaN NaN NaN \n",
"2022-12-14 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-01-03 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-01-11 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-01-20 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-01-25 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-02-04 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-02-05 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-03 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-05 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-08 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-08 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-08 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-09 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-09 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-09 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-17 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-17 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-03-21 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-04-01 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-04-14 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-04-29 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-05-01 00:00:00+00:00 NaN NaN NaN NaN \n",
"2023-05-07 00:00:00+00:00 NaN NaN NaN NaN \n",
"\n",
" Data_Date_Range \\\n",
"data_end_date \n",
"2022-10-07 00:00:00+00:00 2022-09-03T00:00:00Z to 2022-10-06T23:59:59.999Z \n",
"2022-10-10 00:00:00+00:00 2022-10-05T00:00:00Z to 2022-10-09T23:59:59.999Z \n",
"2022-11-02 00:00:00+00:00 2022-10-11T00:00:00Z to 2022-11-01T23:59:59.999Z \n",
"2022-11-10 00:00:00+00:00 2022-08-22T00:00:00Z to 2022-11-09T23:59:59.999Z \n",
"2022-11-11 00:00:00+00:00 2022-08-22T00:00:00Z to 2022-11-10T23:59:59.999Z \n",
"2022-11-11 00:00:00+00:00 2022-11-02T00:00:00Z to 2022-11-10T23:59:59.999Z \n",
"2022-11-13 00:00:00+00:00 2022-08-14T00:00:00Z to 2022-11-12T23:59:59.999Z \n",
"2022-11-16 00:00:00+00:00 2022-07-27T00:00:00Z to 2022-11-15T23:59:59.999Z \n",
"2022-11-17 00:00:00+00:00 2022-07-13T00:00:00Z to 2022-11-16T23:59:59.999Z \n",
"2022-11-24 00:00:00+00:00 2022-11-07T00:00:00Z to 2022-11-23T23:59:59.999Z \n",
"2022-11-30 00:00:00+00:00 2022-08-09T00:00:00Z to 2022-11-29T23:59:59.999Z \n",
"2022-12-02 00:00:00+00:00 2022-08-16T00:00:00Z to 2022-12-01T23:59:59.999Z \n",
"2022-12-02 00:00:00+00:00 2022-10-12T00:00:00Z to 2022-12-01T23:59:59.999Z \n",
"2022-12-06 00:00:00+00:00 2022-09-21T00:00:00Z to 2022-12-05T23:59:59.999Z \n",
"2022-12-08 00:00:00+00:00 2022-11-16T00:00:00Z to 2022-12-07T23:59:59.999Z \n",
"2022-12-14 00:00:00+00:00 2022-09-23T00:00:00Z to 2022-12-13T23:59:59.999Z \n",
"2023-01-03 00:00:00+00:00 2022-12-05T00:00:00Z to 2023-01-02T23:59:59.999Z \n",
"2023-01-11 00:00:00+00:00 2022-10-17T00:00:00Z to 2023-01-10T23:59:59.999Z \n",
"2023-01-20 00:00:00+00:00 2022-11-22T00:00:00Z to 2023-01-19T23:59:59.999Z \n",
"2023-01-25 00:00:00+00:00 2022-10-14T00:00:00Z to 2023-01-24T23:59:59.999Z \n",
"2023-02-04 00:00:00+00:00 2023-01-10T00:00:00Z to 2023-02-03T23:59:59.999Z \n",
"2023-02-05 00:00:00+00:00 2022-07-21T00:00:00Z to 2023-02-04T23:59:59.999Z \n",
"2023-03-03 00:00:00+00:00 2023-02-15T00:00:00Z to 2023-03-02T23:59:59.999Z \n",
"2023-03-05 00:00:00+00:00 2022-12-13T00:00:00Z to 2023-03-04T23:59:59.999Z \n",
"2023-03-08 00:00:00+00:00 2022-11-17T00:00:00Z to 2023-03-07T23:59:59.999Z \n",
"2023-03-08 00:00:00+00:00 2022-07-27T00:00:00Z to 2023-03-07T23:59:59.999Z \n",
"2023-03-08 00:00:00+00:00 2022-11-16T00:00:00Z to 2023-03-07T23:59:59.999Z \n",
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" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-123.8392</td>\n",
" <td>32.8335</td>\n",
" <td>-119.7500</td>\n",
" <td>34.4402</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-08-09T00:00:00Z to 2022-11-29T23:59:59.999Z</td>\n",
" <td>2023-02-15T00:00:00Z</td>\n",
" <td>2022-08-09 00:00:00+00:00</td>\n",
" <td>2022-11-30 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-02 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276751</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-122.6644</td>\n",
" <td>31.0802</td>\n",
" <td>-117.2892</td>\n",
" <td>33.3332</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-08-16T00:00:00Z to 2022-12-01T23:59:59.999Z</td>\n",
" <td>2023-02-15T00:00:00Z</td>\n",
" <td>2022-08-16 00:00:00+00:00</td>\n",
" <td>2022-12-02 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-02 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276698</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-72.6815</td>\n",
" <td>38.2313</td>\n",
" <td>-70.2738</td>\n",
" <td>40.3800</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-10-12T00:00:00Z to 2022-12-01T23:59:59.999Z</td>\n",
" <td>2023-02-14T00:00:00Z</td>\n",
" <td>2022-10-12 00:00:00+00:00</td>\n",
" <td>2022-12-02 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-06 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276688</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-127.9984</td>\n",
" <td>44.5463</td>\n",
" <td>-124.2927</td>\n",
" <td>44.7175</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-09-21T00:00:00Z to 2022-12-05T23:59:59.999Z</td>\n",
" <td>2023-02-14T00:00:00Z</td>\n",
" <td>2022-09-21 00:00:00+00:00</td>\n",
" <td>2022-12-06 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-08 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276746</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-61.3251</td>\n",
" <td>13.4260</td>\n",
" <td>-60.9621</td>\n",
" <td>15.1580</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-11-16T00:00:00Z to 2022-12-07T23:59:59.999Z</td>\n",
" <td>2023-02-15T00:00:00Z</td>\n",
" <td>2022-11-16 00:00:00+00:00</td>\n",
" <td>2022-12-08 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2022-12-14 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276689</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-125.2668</td>\n",
" <td>46.8482</td>\n",
" <td>-124.2656</td>\n",
" <td>47.8476</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-09-23T00:00:00Z to 2022-12-13T23:59:59.999Z</td>\n",
" <td>2023-02-14T00:00:00Z</td>\n",
" <td>2022-09-23 00:00:00+00:00</td>\n",
" <td>2022-12-14 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-03 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276861</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-69.9237</td>\n",
" <td>42.6775</td>\n",
" <td>-67.5787</td>\n",
" <td>44.2526</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-12-05T00:00:00Z to 2023-01-02T23:59:59.999Z</td>\n",
" <td>2023-02-26T00:00:00Z</td>\n",
" <td>2022-12-05 00:00:00+00:00</td>\n",
" <td>2023-01-03 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-11 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276616</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-128.0014</td>\n",
" <td>44.6219</td>\n",
" <td>-124.3076</td>\n",
" <td>47.0918</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-10-17T00:00:00Z to 2023-01-10T23:59:59.999Z</td>\n",
" <td>2023-02-12T00:00:00Z</td>\n",
" <td>2022-10-17 00:00:00+00:00</td>\n",
" <td>2023-01-11 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-20 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276858</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-121.1456</td>\n",
" <td>32.4306</td>\n",
" <td>-117.2824</td>\n",
" <td>34.1477</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-11-22T00:00:00Z to 2023-01-19T23:59:59.999Z</td>\n",
" <td>2023-02-26T00:00:00Z</td>\n",
" <td>2022-11-22 00:00:00+00:00</td>\n",
" <td>2023-01-20 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-01-25 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276857</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-126.1817</td>\n",
" <td>37.0787</td>\n",
" <td>-123.2682</td>\n",
" <td>38.4999</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-10-14T00:00:00Z to 2023-01-24T23:59:59.999Z</td>\n",
" <td>2023-02-26T00:00:00Z</td>\n",
" <td>2022-10-14 00:00:00+00:00</td>\n",
" <td>2023-01-25 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-02-04 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276611</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-64.4628</td>\n",
" <td>31.3361</td>\n",
" <td>-63.8697</td>\n",
" <td>31.8502</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-01-10T00:00:00Z to 2023-02-03T23:59:59.999Z</td>\n",
" <td>2023-02-12T00:00:00Z</td>\n",
" <td>2023-01-10 00:00:00+00:00</td>\n",
" <td>2023-02-04 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-02-05 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276660</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-121.0709</td>\n",
" <td>34.2103</td>\n",
" <td>-119.7381</td>\n",
" <td>34.7884</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-07-21T00:00:00Z to 2023-02-04T23:59:59.999Z</td>\n",
" <td>2023-02-12T00:00:00Z</td>\n",
" <td>2022-07-21 00:00:00+00:00</td>\n",
" <td>2023-02-05 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-03 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276939</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-122.1468</td>\n",
" <td>36.6967</td>\n",
" <td>-121.8429</td>\n",
" <td>36.7998</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-02-15T00:00:00Z to 2023-03-02T23:59:59.999Z</td>\n",
" <td>2023-03-10T00:00:00Z</td>\n",
" <td>2023-02-15 00:00:00+00:00</td>\n",
" <td>2023-03-03 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-05 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277977</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-128.0023</td>\n",
" <td>44.5846</td>\n",
" <td>-124.3085</td>\n",
" <td>44.7706</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-12-13T00:00:00Z to 2023-03-04T23:59:59.999Z</td>\n",
" <td>2023-05-07T00:00:00Z</td>\n",
" <td>2022-12-13 00:00:00+00:00</td>\n",
" <td>2023-03-05 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-08 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276987</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-125.5942</td>\n",
" <td>35.0511</td>\n",
" <td>-121.8578</td>\n",
" <td>36.8721</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-11-17T00:00:00Z to 2023-03-07T23:59:59.999Z</td>\n",
" <td>2023-03-12T00:00:00Z</td>\n",
" <td>2022-11-17 00:00:00+00:00</td>\n",
" <td>2023-03-08 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-08 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276986</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-122.1109</td>\n",
" <td>36.6770</td>\n",
" <td>-121.8316</td>\n",
" <td>36.7993</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-07-27T00:00:00Z to 2023-03-07T23:59:59.999Z</td>\n",
" <td>2023-03-12T00:00:00Z</td>\n",
" <td>2022-07-27 00:00:00+00:00</td>\n",
" <td>2023-03-08 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-08 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276988</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-80.0441</td>\n",
" <td>25.7635</td>\n",
" <td>-70.5968</td>\n",
" <td>41.0757</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-11-16T00:00:00Z to 2023-03-07T23:59:59.999Z</td>\n",
" <td>2023-03-12T00:00:00Z</td>\n",
" <td>2022-11-16 00:00:00+00:00</td>\n",
" <td>2023-03-08 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-09 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276984</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-64.6170</td>\n",
" <td>31.5872</td>\n",
" <td>-63.7968</td>\n",
" <td>32.3178</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-02-23T00:00:00Z to 2023-03-08T23:59:59.999Z</td>\n",
" <td>2023-03-12T00:00:00Z</td>\n",
" <td>2023-02-23 00:00:00+00:00</td>\n",
" <td>2023-03-09 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-09 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0276985</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-121.9155</td>\n",
" <td>36.7804</td>\n",
" <td>-121.8365</td>\n",
" <td>36.7977</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-03-07T00:00:00Z to 2023-03-08T23:59:59.999Z</td>\n",
" <td>2023-03-12T00:00:00Z</td>\n",
" <td>2023-03-07 00:00:00+00:00</td>\n",
" <td>2023-03-09 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-09 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277978</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-125.6955</td>\n",
" <td>44.3728</td>\n",
" <td>-124.0963</td>\n",
" <td>45.6579</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-12-13T00:00:00Z to 2023-03-08T23:59:59.999Z</td>\n",
" <td>2023-05-07T00:00:00Z</td>\n",
" <td>2022-12-13 00:00:00+00:00</td>\n",
" <td>2023-03-09 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-17 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277088</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-123.9063</td>\n",
" <td>32.8197</td>\n",
" <td>-119.7481</td>\n",
" <td>34.6197</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-11-29T00:00:00Z to 2023-03-16T23:59:59.999Z</td>\n",
" <td>2023-03-19T00:00:00Z</td>\n",
" <td>2022-11-29 00:00:00+00:00</td>\n",
" <td>2023-03-17 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-17 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277087</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-80.0507</td>\n",
" <td>25.7660</td>\n",
" <td>-74.4423</td>\n",
" <td>35.9245</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-02-08T00:00:00Z to 2023-03-16T23:59:59.999Z</td>\n",
" <td>2023-03-19T00:00:00Z</td>\n",
" <td>2023-02-08 00:00:00+00:00</td>\n",
" <td>2023-03-17 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-03-21 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277153</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-122.6485</td>\n",
" <td>31.0920</td>\n",
" <td>-117.2908</td>\n",
" <td>33.3331</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2022-12-01T00:00:00Z to 2023-03-20T23:59:59.999Z</td>\n",
" <td>2023-03-23T00:00:00Z</td>\n",
" <td>2022-12-01 00:00:00+00:00</td>\n",
" <td>2023-03-21 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-04-01 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277476</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-64.5563</td>\n",
" <td>31.3139</td>\n",
" <td>-63.7692</td>\n",
" <td>32.1833</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-01-10T00:00:00Z to 2023-03-31T23:59:59.999Z</td>\n",
" <td>2023-04-04T00:00:00Z</td>\n",
" <td>2023-01-10 00:00:00+00:00</td>\n",
" <td>2023-04-01 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-04-14 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277661</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-74.2020</td>\n",
" <td>38.7561</td>\n",
" <td>-73.0770</td>\n",
" <td>39.5101</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-03-20T00:00:00Z to 2023-04-13T23:59:59.999Z</td>\n",
" <td>2023-04-16T00:00:00Z</td>\n",
" <td>2023-03-20 00:00:00+00:00</td>\n",
" <td>2023-04-14 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-04-29 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277979</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-127.9898</td>\n",
" <td>43.4288</td>\n",
" <td>-124.3104</td>\n",
" <td>47.0352</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-01-26T00:00:00Z to 2023-04-28T23:59:59.999Z</td>\n",
" <td>2023-05-07T00:00:00Z</td>\n",
" <td>2023-01-26 00:00:00+00:00</td>\n",
" <td>2023-04-29 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-05-01 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277875</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-64.6076</td>\n",
" <td>32.0296</td>\n",
" <td>-64.3862</td>\n",
" <td>32.3446</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-04-14T00:00:00Z to 2023-04-30T23:59:59.999Z</td>\n",
" <td>2023-05-04T00:00:00Z</td>\n",
" <td>2023-04-14 00:00:00+00:00</td>\n",
" <td>2023-05-01 00:00:00+00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-05-07 00:00:00+00:00</th>\n",
" <td>gov.noaa.nodc:0277993</td>\n",
" <td>Low resolution real-time physical trajectory p...</td>\n",
" <td>NaN</td>\n",
" <td>-64.6045</td>\n",
" <td>32.1234</td>\n",
" <td>-64.4385</td>\n",
" <td>32.3419</td>\n",
" <td>http://www.ncei.noaa.gov/metadata/geoportal/re...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2023-04-06T00:00:00Z to 2023-05-06T23:59:59.999Z</td>\n",
" <td>2023-05-09T00:00:00Z</td>\n",
" <td>2023-04-06 00:00:00+00:00</td>\n",
" <td>2023-05-07 00:00:00+00:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-95432fe8-b3f9-419e-9404-bdab4e013514')\"\n",
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"\n",
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" background-color: #434B5C;\n",
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" const buttonEl =\n",
" document.querySelector('#df-95432fe8-b3f9-419e-9404-bdab4e013514 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-95432fe8-b3f9-419e-9404-bdab4e013514');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
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" const docLink = document.createElement('div');\n",
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" element.appendChild(docLink);\n",
" }\n",
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]
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false,
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "VDl5zPYcmD8R",
"outputId": "61442592-c0e7-4c70-df72-eaff5eeb82e2"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"First published date = 2023-02-26\n",
"Data time coverage: 2022-09-03 to 2022-10-06\n",
"Accession: 0276860\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-26 09:13:52+00:00\n",
"Current AIP Size = 263.016 MB\n",
"\n",
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"Data time coverage: 2022-10-05 to 2022-10-09\n",
"Accession: 0276745\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
"v1.1 = 2023-02-15 09:03:44+00:00\n",
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"Accession: 0277086\n",
"Submitter: US DOC; NOAA; NOS; Integrated Ocean Observing System Program\n",
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]
}
],
"source": [
"# Process each iso record.\n",
"%matplotlib inline\n",
"\n",
"import xml.etree.ElementTree as ET\n",
"from urllib.request import urlopen\n",
"import time\n",
"\n",
"from owslib import util\n",
"\n",
"\n",
"\n",
"df_subset[\n",
" [\"provider_platform_name\", \"NCEI_accession_number\", \"package_size_mb\", \"submitter\"]\n",
"] = \"\"\n",
"\n",
"# For each accession in response.\n",
"for url in df_subset[\"Link_Xml\"]:\n",
" iso = urlopen(url)\n",
" iso_tree = ET.parse(iso)\n",
" root = iso_tree.getroot()\n",
"\n",
" vers_dict = dict()\n",
"\n",
" # Collect Publication date information.\n",
" date_path = (\n",
" \".//\"\n",
" \"gmd:identificationInfo/\"\n",
" \"gmd:MD_DataIdentification/\"\n",
" \"gmd:citation/\"\n",
" \"gmd:CI_Citation/\"\n",
" \"gmd:date/\"\n",
" \"gmd:CI_Date/\"\n",
" \"gmd:date/gco:Date\"\n",
" )\n",
" # First published date.\n",
" pubdate = root.find(date_path, namespaces)\n",
" print(\"\\nFirst published date = %s\" % util.testXMLValue(pubdate))\n",
"\n",
" # Data Temporal Coverage.\n",
" temporal_extent_path = (\n",
" \".//\"\n",
" \"gmd:temporalElement/\"\n",
" \"gmd:EX_TemporalExtent/\"\n",
" \"gmd:extent/\"\n",
" \"gml:TimePeriod\"\n",
" )\n",
"\n",
" beginPosition = root.find(\n",
" temporal_extent_path + \"/gml:beginPosition\", namespaces\n",
" ).text\n",
" endPosition = root.find(temporal_extent_path + \"/gml:endPosition\", namespaces).text\n",
"\n",
" print(f\"Data time coverage: {beginPosition} to {endPosition}\")\n",
"\n",
" # Collect keyword terms of interest.\n",
" for MD_keywords in root.iterfind(\n",
" \".//gmd:descriptiveKeywords/gmd:MD_Keywords\", namespaces\n",
" ):\n",
" for thesaurus_name in MD_keywords.iterfind(\n",
" \".//gmd:thesaurusName/gmd:CI_Citation/gmd:title/gco:CharacterString\",\n",
" namespaces,\n",
" ):\n",
" if thesaurus_name.text == \"Provider Platform Names\":\n",
" plat_name = MD_keywords.find(\n",
" \".//gmd:keyword/gco:CharacterString\", namespaces\n",
" ).text\n",
" print(\"Provider Platform Code = %s\" % plat_name)\n",
" df_subset.loc[df_subset.Link_Xml == url, [\"provider_platform_name\"]] = plat_name\n",
" break\n",
"\n",
" elif thesaurus_name.text == \"NCEI ACCESSION NUMBER\":\n",
" acce_no = MD_keywords.find(\".//gmd:keyword/gmx:Anchor\", namespaces).text\n",
" print(\"Accession:\", acce_no)\n",
" df_subset.loc[df_subset.Link_Xml == url, [\"NCEI_accession_number\"]] = acce_no\n",
" break\n",
"\n",
" elif thesaurus_name.text == \"NODC SUBMITTING INSTITUTION NAMES THESAURUS\":\n",
" submitter = MD_keywords.find(\n",
" \".//gmd:keyword/gmx:Anchor\", namespaces\n",
" ).text\n",
" print(\"Submitter:\", submitter)\n",
" df_subset.loc[df_subset.Link_Xml == url, [\"submitter\"]] = submitter\n",
"\n",
" # Pull out the version information.\n",
" # Iterate through each processing step which is an NCEI version.\n",
" for process_step in root.iterfind(\".//gmd:processStep\", namespaces):\n",
" # Only parse gco:DateTime and gmd:title/gco:CharacterString.\n",
" vers_title = (\n",
" \".//\"\n",
" \"gmi:LE_ProcessStep/\"\n",
" \"gmi:output/\"\n",
" \"gmi:LE_Source/\"\n",
" \"gmd:sourceCitation/\"\n",
" \"gmd:CI_Citation/\"\n",
" \"gmd:title/\"\n",
" \"gco:CharacterString\"\n",
" )\n",
" vers_date = \".//\" \"gmi:LE_ProcessStep/\" \"gmd:dateTime/\" \"gco:DateTime\"\n",
" if process_step.findall(vers_date, namespaces) and process_step.findall(\n",
" vers_title, namespaces\n",
" ):\n",
" # Extract dateTime for each version.\n",
" datetime = pd.to_datetime(process_step.find(vers_date, namespaces).text)\n",
"\n",
" # Extract version number.\n",
" version = process_step.find(vers_title, namespaces).text.split(\" \")[-1]\n",
" print(f\"{version} = {datetime}\")\n",
" vers_dict[version] = datetime\n",
" df_subset.loc[df_subset.Link_Xml == url, [\"version_info\"]] = [vers_dict]\n",
"\n",
" # Collect package size information.\n",
" # Iterate through transfer size nodes.\n",
" for trans_size in root.iterfind(\".//gmd:transferSize\", namespaces):\n",
" if trans_size.find(\".//gco:Real\", namespaces).text:\n",
" sizes = trans_size.find(\".//gco:Real\", namespaces).text\n",
" print(\"Current AIP Size = %s MB\" % sizes)\n",
"\n",
" df_subset.loc[df_subset.Link_Xml == url, [\"package_size_mb\"]] = float(sizes)\n",
" time.sleep(.2)\n",
" break\n",
" time.sleep(.2)\n",
" break\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"id": "u2rGowSnmD8S"
},
"source": [
"## Create a timeseries plot of data coverage\n",
"\n",
"Now that we have a DataFrame with all the information we're interested in, lets make a time coverage plot for all the AIP's at NCEI."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "bMCt5ejRmD8S",
"outputId": "9a2541f4-2323-4dd9-b43d-8e1dca242859"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x1200 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"import matplotlib.dates as mdates\n",
"import matplotlib.pyplot as plt\n",
"\n",
"ypos = range(len(df_subset))\n",
"fig, ax = plt.subplots(figsize=(15, 12))\n",
"\n",
"# Plot the data\n",
"ax.barh(\n",
" ypos,\n",
" mdates.date2num(df_subset[\"data_end_date\"]) - mdates.date2num(df_subset[\"data_start_date\"]),\n",
" left=mdates.date2num(df_subset[\"data_start_date\"]),\n",
" height=0.5,\n",
" align=\"center\",\n",
")\n",
"\n",
"xlim = (\n",
" mdates.date2num(df_subset[\"data_start_date\"].min() - pd.Timedelta(np.timedelta64(1, \"M\"))),\n",
" mdates.date2num(df_subset[\"data_end_date\"].max() + pd.Timedelta(np.timedelta64(1, \"M\"))),\n",
")\n",
"\n",
"ax.set_xlim(xlim)\n",
"ax.set(yticks=np.arange(0, len(df_subset)))\n",
"ax.tick_params(which=\"both\", direction=\"out\")\n",
"ax.set_ylabel(\"NCEI Accession Number\")\n",
"ax.set_yticklabels(df_subset[\"NCEI_accession_number\"])\n",
"ax.set_title(\"NCEI archive package time coverage\")\n",
"\n",
"ax.xaxis_date()\n",
"ax.set_xlabel(\"Date\")\n",
"\n",
"plt.grid(axis=\"x\", linestyle=\"--\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hCLsbnLBmD8T"
},
"source": [
"This procedure has been developed as an example of how to use NCEI's geoportal REST API's to collect information about packages that have been archived at NCEI. The intention is to provide some guidance and ways to collect this information without having to request it directly from NCEI. There are a significant amount of metadata elements which NCEI makes available through their ISO metadata records. Therefore, anyone interested in collecting other information from the records at NCEI should have a look at the ISO metadata records and determine which items are of interest to their community. Then, update the example code provided to collect that information."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Icty4-vUmD8T"
},
"source": [
"**Author:** Mathew Biddle"
]
}
],
"metadata": {
"anaconda-cloud": {},
"celltoolbar": "Raw Cell Format",
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.0"
},
"colab": {
"provenance": [],
"include_colab_link": true
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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